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-rw-r--r--tensorflow/java/maven/README.md22
-rw-r--r--tensorflow/java/maven/run_inside_container.sh68
-rw-r--r--tensorflow/java/maven/tensorflow-android/update.py17
-rw-r--r--tensorflow/java/src/main/java/org/tensorflow/Graph.java67
-rw-r--r--tensorflow/java/src/main/java/org/tensorflow/op/Scope.java4
-rw-r--r--tensorflow/java/src/main/java/org/tensorflow/op/core/Gradients.java42
-rw-r--r--tensorflow/java/src/main/native/graph_jni.cc10
-rw-r--r--tensorflow/java/src/main/native/graph_jni.h6
-rw-r--r--tensorflow/java/src/test/java/org/tensorflow/GraphTest.java7
-rw-r--r--tensorflow/java/src/test/java/org/tensorflow/op/ScopeTest.java1
-rw-r--r--tensorflow/java/src/test/java/org/tensorflow/op/core/GradientsTest.java64
11 files changed, 138 insertions, 170 deletions
diff --git a/tensorflow/java/maven/README.md b/tensorflow/java/maven/README.md
index 3e030dcd09..cbc64a284f 100644
--- a/tensorflow/java/maven/README.md
+++ b/tensorflow/java/maven/README.md
@@ -151,16 +151,6 @@ conducted in a [Docker](https://www.docker.com) container.
7. Upon successful release, commit changes to all the `pom.xml` files
(which should have the updated version number).
-### Snapshots
-
-If the `TF_VERSION` provided to the `release.sh` script ends in `-SNAPSHOT`,
-then instead of using official release files, the nightly build artifacts from
-https://ci.tensorflow.org/view/Nightly/job/nightly-libtensorflow/,
-https://ci.tensorflow.org/view/Nightly/job/nightly-libtensorflow-windows/ and
-https://ci.tensorflow.org/view/Nightly/job/nightly-android
-will be used to upload to the Maven Central snapshots repository. (Note that
-snapshots are only uploaded to Maven Central, not Bintray.)
-
### Skip deploying to a repository
Should you need, setting environment variables `DEPLOY_OSSRH=0` or
@@ -173,12 +163,12 @@ cannot skip deploying to OSSRH for a `-SNAPSHOT` version.
This section provides some pointers around how artifacts are currently
assembled.
-All native and java code is first built and tested on
-a [Tensorflow Jenkins server](https://ci.tensorflow.org/) which run various
-scripts under the [`tools/ci_build`](../../tools/ci_build/) directory. Of
-particular interest may be `tools/ci_build/builds/libtensorflow.sh` which
-bundles Java-related build sources and outputs into archives, and
-`tools/ci_build/builds/android_full.sh` which produces an Android AAR package.
+All native and java code is first built and tested by the release process
+which run various scripts under the [`tools/ci_build`](../../tools/ci_build/)
+directory. Of particular interest may be
+`tools/ci_build/builds/libtensorflow.sh` which bundles Java-related build
+sources and outputs into archives, and `tools/ci_build/builds/android_full.sh`
+which produces an Android AAR package.
Maven artifacts however are not created in Jenkins. Instead, artifacts are
created and deployed externally on-demand, when a maintainer runs the
diff --git a/tensorflow/java/maven/run_inside_container.sh b/tensorflow/java/maven/run_inside_container.sh
index 2240d6b7b9..f4794d68a9 100644
--- a/tensorflow/java/maven/run_inside_container.sh
+++ b/tensorflow/java/maven/run_inside_container.sh
@@ -26,12 +26,6 @@ TF_ECOSYSTEM_URL="https://github.com/tensorflow/ecosystem.git"
DEPLOY_BINTRAY="${DEPLOY_BINTRAY:-true}"
DEPLOY_OSSRH="${DEPLOY_OSSRH:-true}"
-IS_SNAPSHOT="false"
-if [[ "${TF_VERSION}" == *"-SNAPSHOT" ]]; then
- IS_SNAPSHOT="true"
- # Bintray does not allow snapshots.
- DEPLOY_BINTRAY="false"
-fi
PROTOC_RELEASE_URL="https://github.com/google/protobuf/releases/download/v3.5.1/protoc-3.5.1-linux-x86_64.zip"
if [[ "${DEPLOY_BINTRAY}" != "true" && "${DEPLOY_OSSRH}" != "true" ]]; then
echo "Must deploy to at least one of Bintray or OSSRH" >&2
@@ -69,11 +63,7 @@ mvn_property() {
}
download_libtensorflow() {
- if [[ "${IS_SNAPSHOT}" == "true" ]]; then
- URL="http://ci.tensorflow.org/view/Nightly/job/nightly-libtensorflow/TYPE=cpu-slave/lastSuccessfulBuild/artifact/lib_package/libtensorflow-src.jar"
- else
- URL="${RELEASE_URL_PREFIX}/libtensorflow-src-${TF_VERSION}.jar"
- fi
+ URL="${RELEASE_URL_PREFIX}/libtensorflow-src-${TF_VERSION}.jar"
curl -L "${URL}" -o /tmp/src.jar
cd "${DIR}/libtensorflow"
jar -xvf /tmp/src.jar
@@ -101,17 +91,9 @@ download_libtensorflow_jni() {
mkdir windows-x86_64
mkdir darwin-x86_64
- if [[ "${IS_SNAPSHOT}" == "true" ]]; then
- # Nightly builds from http://ci.tensorflow.org/view/Nightly/job/nightly-libtensorflow/
- # and http://ci.tensorflow.org/view/Nightly/job/nightly-libtensorflow-windows/
- curl -L "http://ci.tensorflow.org/view/Nightly/job/nightly-libtensorflow/TYPE=cpu-slave/lastSuccessfulBuild/artifact/lib_package/libtensorflow_jni-cpu-linux-x86_64.tar.gz" | tar -xvz -C linux-x86_64
- curl -L "http://ci.tensorflow.org/view/Nightly/job/nightly-libtensorflow/TYPE=mac-slave/lastSuccessfulBuild/artifact/lib_package/libtensorflow_jni-cpu-darwin-x86_64.tar.gz" | tar -xvz -C darwin-x86_64
- curl -L "http://ci.tensorflow.org/view/Nightly/job/nightly-libtensorflow-windows/lastSuccessfulBuild/artifact/lib_package/libtensorflow_jni-cpu-windows-x86_64.zip" -o /tmp/windows.zip
- else
- curl -L "${RELEASE_URL_PREFIX}/libtensorflow_jni-cpu-linux-x86_64-${TF_VERSION}.tar.gz" | tar -xvz -C linux-x86_64
- curl -L "${RELEASE_URL_PREFIX}/libtensorflow_jni-cpu-darwin-x86_64-${TF_VERSION}.tar.gz" | tar -xvz -C darwin-x86_64
- curl -L "${RELEASE_URL_PREFIX}/libtensorflow_jni-cpu-windows-x86_64-${TF_VERSION}.zip" -o /tmp/windows.zip
- fi
+ curl -L "${RELEASE_URL_PREFIX}/libtensorflow_jni-cpu-linux-x86_64-${TF_VERSION}.tar.gz" | tar -xvz -C linux-x86_64
+ curl -L "${RELEASE_URL_PREFIX}/libtensorflow_jni-cpu-darwin-x86_64-${TF_VERSION}.tar.gz" | tar -xvz -C darwin-x86_64
+ curl -L "${RELEASE_URL_PREFIX}/libtensorflow_jni-cpu-windows-x86_64-${TF_VERSION}.zip" -o /tmp/windows.zip
unzip /tmp/windows.zip -d windows-x86_64
rm -f /tmp/windows.zip
@@ -129,13 +111,7 @@ download_libtensorflow_jni_gpu() {
mkdir linux-x86_64
- if [[ "${IS_SNAPSHOT}" == "true" ]]; then
- # Nightly builds from http://ci.tensorflow.org/view/Nightly/job/nightly-libtensorflow/
- # and http://ci.tensorflow.org/view/Nightly/job/nightly-libtensorflow-windows/
- curl -L "http://ci.tensorflow.org/view/Nightly/job/nightly-libtensorflow/TYPE=gpu-linux/lastSuccessfulBuild/artifact/lib_package/libtensorflow_jni-gpu-linux-x86_64.tar.gz" | tar -xvz -C linux-x86_64
- else
- curl -L "${RELEASE_URL_PREFIX}/libtensorflow_jni-gpu-linux-x86_64-${TF_VERSION}.tar.gz" | tar -xvz -C linux-x86_64
- fi
+ curl -L "${RELEASE_URL_PREFIX}/libtensorflow_jni-gpu-linux-x86_64-${TF_VERSION}.tar.gz" | tar -xvz -C linux-x86_64
# Updated timestamps seem to be required to get Maven to pick up the file.
touch linux-x86_64/*
@@ -165,11 +141,7 @@ generate_java_protos() {
rm -f "/tmp/protoc.zip"
# Download the release archive of TensorFlow protos.
- if [[ "${IS_SNAPSHOT}" == "true" ]]; then
- URL="http://ci.tensorflow.org/view/Nightly/job/nightly-libtensorflow/TYPE=cpu-slave/lastSuccessfulBuild/artifact/lib_package/libtensorflow_proto.zip"
- else
- URL="${RELEASE_URL_PREFIX}/libtensorflow_proto-${TF_VERSION}.zip"
- fi
+ URL="${RELEASE_URL_PREFIX}/libtensorflow_proto-${TF_VERSION}.zip"
curl -L "${URL}" -o /tmp/libtensorflow_proto.zip
mkdir -p "${DIR}/proto/tmp/src"
unzip -d "${DIR}/proto/tmp/src" "/tmp/libtensorflow_proto.zip"
@@ -238,11 +210,7 @@ deploy_profile() {
# Determine the correct pom file property to use
# for the repository url.
local rtype
- if [[ "${IS_SNAPSHOT}" == "true" ]]; then
- rtype='snapshotRepository'
- else
- rtype='repository'
- fi
+ rtype='repository'
local url=$(mvn_property "${profile}" "project.distributionManagement.${rtype}.url")
local repositoryId=$(mvn_property "${profile}" "project.distributionManagement.${rtype}.id")
mvn gpg:sign-and-deploy-file \
@@ -300,17 +268,13 @@ mvn verify
deploy_artifacts
set +ex
-if [[ "${IS_SNAPSHOT}" == "false" ]]; then
- echo "Uploaded to the staging repository"
- echo "After validating the release: "
- if [[ "${DEPLOY_OSSRH}" == "true" ]]; then
- echo "* Login to https://oss.sonatype.org/#stagingRepositories"
- echo "* Find the 'org.tensorflow' staging release and click either 'Release' to release or 'Drop' to abort"
- fi
- if [[ "${DEPLOY_BINTRAY}" == "true" ]]; then
- echo "* Login to https://bintray.com/google/tensorflow/tensorflow"
- echo "* Either 'Publish' unpublished items to release, or 'Discard' to abort"
- fi
-else
- echo "Uploaded to the snapshot repository"
+echo "Uploaded to the staging repository"
+echo "After validating the release: "
+if [[ "${DEPLOY_OSSRH}" == "true" ]]; then
+ echo "* Login to https://oss.sonatype.org/#stagingRepositories"
+ echo "* Find the 'org.tensorflow' staging release and click either 'Release' to release or 'Drop' to abort"
+fi
+if [[ "${DEPLOY_BINTRAY}" == "true" ]]; then
+ echo "* Login to https://bintray.com/google/tensorflow/tensorflow"
+ echo "* Either 'Publish' unpublished items to release, or 'Discard' to abort"
fi
diff --git a/tensorflow/java/maven/tensorflow-android/update.py b/tensorflow/java/maven/tensorflow-android/update.py
index 2206d800ca..c620564072 100644
--- a/tensorflow/java/maven/tensorflow-android/update.py
+++ b/tensorflow/java/maven/tensorflow-android/update.py
@@ -86,19 +86,10 @@ def read_template(path):
def main():
args = get_args()
- # Artifacts are downloaded from the ci build. A SNAPSHOT release is
- # associated with artifacts from the last successful nightly build. Otherwise,
- # it comes from the officially blessed release artifacts.
- if args.version.endswith('SNAPSHOT'):
- info_url = ('https://ci.tensorflow.org/view/Nightly/job/nightly-android'
- '/lastSuccessfulBuild/api/json')
- aar_url = None
- build_type = 'nightly-android'
- else:
- release_prefix = 'https://storage.googleapis.com/tensorflow/libtensorflow'
- info_url = '%s/android_buildinfo-%s.json' % (release_prefix, args.version)
- aar_url = '%s/tensorflow-%s.aar' % (release_prefix, args.version)
- build_type = 'release-android'
+ release_prefix = 'https://storage.googleapis.com/tensorflow/libtensorflow'
+ info_url = '%s/android_buildinfo-%s.json' % (release_prefix, args.version)
+ aar_url = '%s/tensorflow-%s.aar' % (release_prefix, args.version)
+ build_type = 'release-android'
# Retrieve build information
build_info = get_json(info_url)
diff --git a/tensorflow/java/src/main/java/org/tensorflow/Graph.java b/tensorflow/java/src/main/java/org/tensorflow/Graph.java
index abca956b97..752b49af04 100644
--- a/tensorflow/java/src/main/java/org/tensorflow/Graph.java
+++ b/tensorflow/java/src/main/java/org/tensorflow/Graph.java
@@ -144,22 +144,23 @@ public final class Graph implements AutoCloseable {
}
/**
- * Adds operations to compute the partial derivatives of sum of {@code y}s w.r.t {@code x}s,
- * i.e., {@code d(y_1 + y_2 + ...)/dx_1, d(y_1 + y_2 + ...)/dx_2...}
- * <p>
- * {@code dx} are used as initial gradients (which represent the symbolic partial derivatives of some loss function
- * {@code L} w.r.t. {@code y}). {@code dx} must be null or have size of {@code y}.
- * <p>
- * If {@code dx} is null, the implementation will use dx of {@link org.tensorflow.op.core.OnesLike OnesLike} for all
- * shapes in {@code y}.
- * <p>
- * {@code prefix} is used as the name prefix applied to all nodes added to the graph to compute gradients. It must
- * be unique within the provided graph or the operation will fail.
- * <p>
- * If {@code prefix} is null, then one will be chosen automatically.
- *
- * @param prefix unique string prefix applied before the names of nodes added to the graph to compute gradients.
- * If null, a default one will be chosen.
+ * Adds operations to compute the partial derivatives of sum of {@code y}s w.r.t {@code x}s, i.e.,
+ * {@code d(y_1 + y_2 + ...)/dx_1, d(y_1 + y_2 + ...)/dx_2...}
+ *
+ * <p>{@code dx} are used as initial gradients (which represent the symbolic partial derivatives
+ * of some loss function {@code L} w.r.t. {@code y}). {@code dx} must be null or have size of
+ * {@code y}.
+ *
+ * <p>If {@code dx} is null, the implementation will use dx of {@link
+ * org.tensorflow.op.core.OnesLike OnesLike} for all shapes in {@code y}.
+ *
+ * <p>{@code prefix} is used as the name prefix applied to all nodes added to the graph to compute
+ * gradients. It must be unique within the provided graph or the operation will fail.
+ *
+ * <p>If {@code prefix} is null, then one will be chosen automatically.
+ *
+ * @param prefix unique string prefix applied before the names of nodes added to the graph to
+ * compute gradients. If null, a default one will be chosen.
* @param y output of the function to derive
* @param x inputs of the function for which partial derivatives are computed
* @param dx if not null, the partial derivatives of some loss function {@code L} w.r.t. {@code y}
@@ -192,12 +193,21 @@ public final class Graph implements AutoCloseable {
dxIndices[i] = dx[i].index();
}
}
- // Gradient outputs are returned in two continuous arrays concatenated into one. The first holds the native
- // handles of the gradient operations while the second holds the index of their output e.g. given
- // xHandles = [x0Handle, x1Handle, ...] and xIndices = [x0Index, x1Index, ..], we obtain
+ // Gradient outputs are returned in two continuous arrays concatenated into one. The first
+ // holds the native handles of the gradient operations while the second holds the index of
+ // their output e.g. given
+ // xHandles = [x0Handle, x1Handle, ...] and xIndices = [x0Index, x1Index, ..], we obtain
// dy = [dy0Handle, dy1Handle, ..., dy0Index, dy1Index, ...]
long[] dyHandlesAndIndices =
- addGradients(ref.nativeHandle(), prefix, yHandles, yIndices, xHandles, xIndices, dxHandles, dxIndices);
+ addGradients(
+ ref.nativeHandle(),
+ prefix,
+ yHandles,
+ yIndices,
+ xHandles,
+ xIndices,
+ dxHandles,
+ dxIndices);
int ndy = dyHandlesAndIndices.length >> 1;
if (ndy != dy.length) {
throw new IllegalStateException(String.valueOf(ndy) + " gradients were added to the graph when " + dy.length
@@ -214,16 +224,16 @@ public final class Graph implements AutoCloseable {
/**
* Adds operations to compute the partial derivatives of sum of {@code y}s w.r.t {@code x}s,
* i.e., {@code dy/dx_1, dy/dx_2...}
- * <p>
+ * <p>
* This is a simplified version of {@link #addGradients(Output[], Output[], Output[]) where {@code y} is
* a single output, {@code dx} is null and {@code prefix} is null.
- *
+ *
* @param y output of the function to derive
* @param x inputs of the function for which partial derivatives are computed
* @return the partial derivatives {@code dy} with the size of {@code x}
*/
public Output<?>[] addGradients(Output<?> y, Output<?>[] x) {
- return addGradients(null, new Output<?>[]{y}, x, null);
+ return addGradients(null, new Output<?>[] {y}, x, null);
}
private final Object nativeHandleLock = new Object();
@@ -337,8 +347,15 @@ public final class Graph implements AutoCloseable {
private static native byte[] toGraphDef(long handle);
- private static native long[] addGradients(long handle, String prefix, long[] inputHandles, int[] inputIndices,
- long[] outputHandles, int[] outputIndices, long[] gradInputHandles, int[] gradInputIndices);
+ private static native long[] addGradients(
+ long handle,
+ String prefix,
+ long[] inputHandles,
+ int[] inputIndices,
+ long[] outputHandles,
+ int[] outputIndices,
+ long[] gradInputHandles,
+ int[] gradInputIndices);
static {
TensorFlow.init();
diff --git a/tensorflow/java/src/main/java/org/tensorflow/op/Scope.java b/tensorflow/java/src/main/java/org/tensorflow/op/Scope.java
index 563ea66ef1..5a233bcc98 100644
--- a/tensorflow/java/src/main/java/org/tensorflow/op/Scope.java
+++ b/tensorflow/java/src/main/java/org/tensorflow/op/Scope.java
@@ -135,8 +135,8 @@ public final class Scope {
* }</pre>
*
* <p><b>Note:</b> if you provide a composite operator building class (i.e, a class that adds a
- * set of related operations to the graph by calling other operator building code), the provided name
- * will act as a subscope to all underlying operators.
+ * set of related operations to the graph by calling other operator building code), the provided
+ * name will act as a subscope to all underlying operators.
*
* @param defaultName name for the underlying operator.
* @return unique name for the operator.
diff --git a/tensorflow/java/src/main/java/org/tensorflow/op/core/Gradients.java b/tensorflow/java/src/main/java/org/tensorflow/op/core/Gradients.java
index 5432ff244e..eea9dc1c47 100644
--- a/tensorflow/java/src/main/java/org/tensorflow/op/core/Gradients.java
+++ b/tensorflow/java/src/main/java/org/tensorflow/op/core/Gradients.java
@@ -18,7 +18,6 @@ package org.tensorflow.op.core;
import java.util.Arrays;
import java.util.Iterator;
import java.util.List;
-
import org.tensorflow.Operand;
import org.tensorflow.Output;
import org.tensorflow.op.Op;
@@ -54,7 +53,7 @@ public class Gradients implements Op, Iterable<Operand<?>> {
* Optional attributes for {@link Gradients}
*/
public static class Options {
-
+
/**
* @param dx partial derivatives of some loss function {@code L} w.r.t. {@code y}
* @return this option builder
@@ -63,23 +62,27 @@ public class Gradients implements Op, Iterable<Operand<?>> {
this.dx = dx;
return this;
}
-
+
private Iterable<? extends Operand<?>> dx;
-
+
private Options() {
}
}
/**
* Adds gradients computation ops to the graph according to scope.
- *
+ *
* @param scope current graph scope
* @param y outputs of the function to derive
* @param x inputs of the function for which partial derivatives are computed
* @param options carries optional attributes values
* @return a new instance of {@code Gradients}
*/
- public static Gradients create(Scope scope, Iterable<? extends Operand<?>> y, Iterable<? extends Operand<?>> x, Options... options) {
+ public static Gradients create(
+ Scope scope,
+ Iterable<? extends Operand<?>> y,
+ Iterable<? extends Operand<?>> x,
+ Options... options) {
Output<?>[] dx = null;
if (options != null) {
for (Options opts : options) {
@@ -88,20 +91,20 @@ public class Gradients implements Op, Iterable<Operand<?>> {
}
}
}
- Output<?>[] dy = scope.graph().addGradients(
- scope.makeOpName("Gradients"),
- Operands.asOutputs(y),
- Operands.asOutputs(x),
- dx);
+ Output<?>[] dy =
+ scope
+ .graph()
+ .addGradients(
+ scope.makeOpName("Gradients"), Operands.asOutputs(y), Operands.asOutputs(x), dx);
return new Gradients(Arrays.asList(dy));
}
/**
* Adds gradients computation ops to the graph according to scope.
- *
- * This is a simplified version of {@link #create(Scope, Iterable, Iterable, Options...)} where {@code y} is
- * a single output.
- *
+ *
+ * <p>This is a simplified version of {@link #create(Scope, Iterable, Iterable, Options...)} where
+ * {@code y} is a single output.
+ *
* @param scope current graph scope
* @param y output of the function to derive
* @param x inputs of the function for which partial derivatives are computed
@@ -109,7 +112,8 @@ public class Gradients implements Op, Iterable<Operand<?>> {
* @return a new instance of {@code Gradients}
*/
@SuppressWarnings({"unchecked", "rawtypes"})
- public static Gradients create(Scope scope, Operand<?> y, Iterable<? extends Operand<?>> x, Options... options) {
+ public static Gradients create(
+ Scope scope, Operand<?> y, Iterable<? extends Operand<?>> x, Options... options) {
return create(scope, (Iterable) Arrays.asList(y), x, options);
}
@@ -133,11 +137,11 @@ public class Gradients implements Op, Iterable<Operand<?>> {
public List<Output<?>> dy() {
return dy;
}
-
+
/**
* Returns a symbolic handle to one of the gradient operation output
- * <p>
- * Warning: Does not check that the type of the tensor matches T. It is recommended to call
+ *
+ * <p>Warning: Does not check that the type of the tensor matches T. It is recommended to call
* this method with an explicit type parameter rather than letting it be inferred, e.g. {@code
* gradients.<Float>dy(0)}
*
diff --git a/tensorflow/java/src/main/native/graph_jni.cc b/tensorflow/java/src/main/native/graph_jni.cc
index 1bbda52641..f1744d8769 100644
--- a/tensorflow/java/src/main/native/graph_jni.cc
+++ b/tensorflow/java/src/main/native/graph_jni.cc
@@ -133,12 +133,10 @@ Java_org_tensorflow_Graph_toGraphDef(JNIEnv* env, jclass clazz, jlong handle) {
return ret;
}
-JNIEXPORT jlongArray JNICALL
-Java_org_tensorflow_Graph_addGradients(JNIEnv* env, jclass clazz, jlong handle,
- jstring prefix, jlongArray y_handles, jintArray y_indices,
- jlongArray x_handles, jintArray x_indices,
- jlongArray dx_handles, jintArray dx_indices) {
-
+JNIEXPORT jlongArray JNICALL Java_org_tensorflow_Graph_addGradients(
+ JNIEnv* env, jclass clazz, jlong handle, jstring prefix,
+ jlongArray y_handles, jintArray y_indices, jlongArray x_handles,
+ jintArray x_indices, jlongArray dx_handles, jintArray dx_indices) {
TF_Graph* g = requireHandle(env, handle);
if (g == nullptr) return nullptr;
diff --git a/tensorflow/java/src/main/native/graph_jni.h b/tensorflow/java/src/main/native/graph_jni.h
index e483bf953b..215695cdfd 100644
--- a/tensorflow/java/src/main/native/graph_jni.h
+++ b/tensorflow/java/src/main/native/graph_jni.h
@@ -78,9 +78,9 @@ JNIEXPORT jbyteArray JNICALL Java_org_tensorflow_Graph_toGraphDef(JNIEnv *,
* Method: name
* Signature: (JLjava/lang/String;[J[I[J[I[J[I)[J
*/
-JNIEXPORT jlongArray JNICALL Java_org_tensorflow_Graph_addGradients(JNIEnv *,
- jclass, jlong, jstring, jlongArray, jintArray, jlongArray, jintArray,
- jlongArray, jintArray);
+JNIEXPORT jlongArray JNICALL Java_org_tensorflow_Graph_addGradients(
+ JNIEnv *, jclass, jlong, jstring, jlongArray, jintArray, jlongArray,
+ jintArray, jlongArray, jintArray);
#ifdef __cplusplus
} // extern "C"
diff --git a/tensorflow/java/src/test/java/org/tensorflow/GraphTest.java b/tensorflow/java/src/test/java/org/tensorflow/GraphTest.java
index 56c8f22daa..7c05c1deaf 100644
--- a/tensorflow/java/src/test/java/org/tensorflow/GraphTest.java
+++ b/tensorflow/java/src/test/java/org/tensorflow/GraphTest.java
@@ -22,7 +22,6 @@ import static org.junit.Assert.assertTrue;
import java.util.HashSet;
import java.util.Iterator;
-
import org.junit.Test;
import org.junit.runner.RunWith;
import org.junit.runners.JUnit4;
@@ -180,7 +179,7 @@ public class GraphTest {
Output<Float> x = TestUtil.placeholder(g, "x", Float.class);
Output<Float> y0 = TestUtil.square(g, "y0", x);
Output<Float> y1 = TestUtil.square(g, "y1", y0);
-
+
Output<?>[] grad = g.addGradients(null, toArray(y0, y1), toArray(x), null);
assertNotNull(grad);
assertEquals(1, grad.length);
@@ -228,14 +227,14 @@ public class GraphTest {
}
}
}
-
+
@Test
public void validateGradientsNames() {
try (Graph g = new Graph()) {
Output<Float> x = TestUtil.placeholder(g, "x", Float.class);
Output<Float> y0 = TestUtil.square(g, "y0", x);
-
+
Output<?>[] grad0 = g.addGradients(null, toArray(y0), toArray(x), null);
assertTrue(grad0[0].op().name().startsWith("gradients/"));
diff --git a/tensorflow/java/src/test/java/org/tensorflow/op/ScopeTest.java b/tensorflow/java/src/test/java/org/tensorflow/op/ScopeTest.java
index 0e9c7df697..125de73554 100644
--- a/tensorflow/java/src/test/java/org/tensorflow/op/ScopeTest.java
+++ b/tensorflow/java/src/test/java/org/tensorflow/op/ScopeTest.java
@@ -21,7 +21,6 @@ import static org.junit.Assert.fail;
import java.util.HashMap;
import java.util.Map;
-
import org.junit.Test;
import org.junit.runner.RunWith;
import org.junit.runners.JUnit4;
diff --git a/tensorflow/java/src/test/java/org/tensorflow/op/core/GradientsTest.java b/tensorflow/java/src/test/java/org/tensorflow/op/core/GradientsTest.java
index b75f79a421..3f49790b29 100644
--- a/tensorflow/java/src/test/java/org/tensorflow/op/core/GradientsTest.java
+++ b/tensorflow/java/src/test/java/org/tensorflow/op/core/GradientsTest.java
@@ -1,3 +1,18 @@
+/* Copyright 2018 The TensorFlow Authors. All Rights Reserved.
+
+Licensed under the Apache License, Version 2.0 (the "License");
+you may not use this file except in compliance with the License.
+You may obtain a copy of the License at
+
+ http://www.apache.org/licenses/LICENSE-2.0
+
+Unless required by applicable law or agreed to in writing, software
+distributed under the License is distributed on an "AS IS" BASIS,
+WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+See the License for the specific language governing permissions and
+limitations under the License.
+==============================================================================*/
+
package org.tensorflow.op.core;
import static org.junit.Assert.assertEquals;
@@ -5,7 +20,6 @@ import static org.junit.Assert.assertNotNull;
import static org.junit.Assert.assertTrue;
import java.util.Arrays;
-
import org.junit.Test;
import org.junit.runner.RunWith;
import org.junit.runners.JUnit4;
@@ -22,28 +36,25 @@ public class GradientsTest {
@Test
public void createGradients() {
- try (Graph g = new Graph();
+ try (Graph g = new Graph();
Session sess = new Session(g)) {
Scope scope = new Scope(g);
Output<Float> x = TestUtil.placeholder(g, "x1", Float.class);
Output<Float> y0 = TestUtil.square(g, "y0", x);
Output<Float> y1 = TestUtil.square(g, "y1", y0);
-
+
Gradients grads = Gradients.create(scope, y1, Arrays.asList(x, y0));
-
+
assertNotNull(grads);
assertNotNull(grads.dy());
assertEquals(2, grads.dy().size());
try (Tensor<Float> c = Tensors.create(3.0f);
- TestUtil.AutoCloseableList<Tensor<?>> outputs = new TestUtil.AutoCloseableList<>(
- sess.runner()
- .feed(x, c)
- .fetch(grads.dy(0))
- .fetch(grads.dy(1))
- .run())) {
-
+ TestUtil.AutoCloseableList<Tensor<?>> outputs =
+ new TestUtil.AutoCloseableList<>(
+ sess.runner().feed(x, c).fetch(grads.dy(0)).fetch(grads.dy(1)).run())) {
+
assertEquals(108.0f, outputs.get(0).floatValue(), 0.0f);
assertEquals(18.0f, outputs.get(1).floatValue(), 0.0f);
}
@@ -59,20 +70,17 @@ public class GradientsTest {
Output<Float> x = TestUtil.placeholder(g, "x1", Float.class);
Output<Float> y0 = TestUtil.square(g, "y0", x);
Output<Float> y1 = TestUtil.square(g, "y1", y0);
-
+
Gradients grads = Gradients.create(scope, Arrays.asList(y0, y1), Arrays.asList(x));
-
+
assertNotNull(grads);
assertNotNull(grads.dy());
assertEquals(1, grads.dy().size());
try (Tensor<Float> c = Tensors.create(3.0f);
- TestUtil.AutoCloseableList<Tensor<?>> outputs = new TestUtil.AutoCloseableList<>(
- sess.runner()
- .feed(x, c)
- .fetch(grads.dy(0))
- .run())) {
-
+ TestUtil.AutoCloseableList<Tensor<?>> outputs =
+ new TestUtil.AutoCloseableList<>(sess.runner().feed(x, c).fetch(grads.dy(0)).run())) {
+
assertEquals(114.0f, outputs.get(0).floatValue(), 0.0f);
}
}
@@ -87,21 +95,19 @@ public class GradientsTest {
Output<Float> x = TestUtil.placeholder(g, "x1", Float.class);
Output<Float> y0 = TestUtil.square(g, "y0", x);
Output<Float> y1 = TestUtil.square(g, "y1", y0);
-
+
Gradients grads0 = Gradients.create(scope, y1, Arrays.asList(y0));
Gradients grads1 = Gradients.create(scope, y0, Arrays.asList(x), Gradients.dx(grads0.dy()));
-
+
assertNotNull(grads1);
assertNotNull(grads1.dy());
assertEquals(1, grads1.dy().size());
try (Tensor<Float> c = Tensors.create(3.0f);
- TestUtil.AutoCloseableList<Tensor<?>> outputs = new TestUtil.AutoCloseableList<>(
- sess.runner()
- .feed(x, c)
- .fetch(grads1.dy(0))
- .run())) {
-
+ TestUtil.AutoCloseableList<Tensor<?>> outputs =
+ new TestUtil.AutoCloseableList<>(
+ sess.runner().feed(x, c).fetch(grads1.dy(0)).run())) {
+
assertEquals(108.0f, outputs.get(0).floatValue(), 0.0f);
}
}
@@ -114,10 +120,10 @@ public class GradientsTest {
Output<Float> x = TestUtil.placeholder(g, "x1", Float.class);
Output<Float> y = TestUtil.square(g, "y", x);
-
+
Gradients grad0 = Gradients.create(scope, y, Arrays.asList(x));
assertTrue(grad0.dy(0).op().name().startsWith("sub/Gradients/"));
-
+
Gradients grad1 = Gradients.create(scope.withName("MyGradients"), y, Arrays.asList(x));
assertTrue(grad1.dy(0).op().name().startsWith("sub/MyGradients/"));
}