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Posted to commits@mxnet.apache.org by GitBox <gi...@apache.org> on 2018/11/12 22:03:15 UTC

[GitHub] nswamy closed pull request #13225: news, readme update for v1.3.1 release

nswamy closed pull request #13225: news, readme update for v1.3.1 release
URL: https://github.com/apache/incubator-mxnet/pull/13225
 
 
   

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diff --git a/NEWS.md b/NEWS.md
index b9770caab95..68cb2b053ae 100644
--- a/NEWS.md
+++ b/NEWS.md
@@ -1,5 +1,102 @@
 MXNet Change Log
 ================
+
+## 1.3.1
+
+### Bug fixes
+
+* [MXNET-953] Fix oob memory read (v1.3.x) / [#13118](https://github.com/apache/incubator-mxnet/pull/13118)  
+Simple bugfix addressing an out-of-bounds memory read.
+
+
+* [MXNET-969] Fix buffer overflow in RNNOp (v1.3.x) / [#13119](https://github.com/apache/incubator-mxnet/pull/13119)  
+This fixes an buffer overflow detected by ASAN.
+
+
+* CudnnFind() usage improvements (v1.3.x) / [#13123](https://github.com/apache/incubator-mxnet/pull/13123)  
+  This PR improves the MXNet's use of cudnnFind() to address a few issues:
+  1. With the gluon imperative style, cudnnFind() is called during forward(), and so might have its timings perturbed by other GPU activity (including potentially other cudnnFind() calls).
+  2. With some cuda drivers versions, care is needed to ensure that the large I/O and workspace cudaMallocs() performed by cudnnFind() are immediately released and available to MXNet.
+  3. cudnnFind() makes both conv I/O and workspace allocations that must be covered by the GPU global memory headroom defined by MXNET_GPU_MEM_POOL_RESERVE. Per issue #12662, large convolutions can result in out-of-memory errors, even when MXNet's storage allocator has free memory in its pool.  
+  
+  This PR addresses these issues, providing the following benefits:
+  1. Consistent algo choice for a given convolution type in a model, both for instances in the same GPU and in other GPUs in a multi-GPU training setting.
+  2. Consistent algo choice from run to run, based on eliminating sources of interference of the cudnnFind() timing process.
+  3. Consistent model global memory footprint, both because of the consistent algo choice (algo's can have markedly different workspace requirements) and changes to MXNet's use of cudaMalloc.
+  4. Increased training performance based on being able to consistently run with models that approach the GPU's full global memory footprint.
+  5. Adds a unittest for and solves issue #12662.
+
+* [MXNET-922] Fix memleak in profiler (v1.3.x) / [#13120](https://github.com/apache/incubator-mxnet/pull/13120)  
+  Fix a memleak reported locally by ASAN during a normal inference test.
+
+* Fix lazy record io when used with dataloader and multi_worker > 0 (v1.3.x) / [#13124](https://github.com/apache/incubator-mxnet/pull/13124)  
+  Fixes multi_worker data loader when record file is used. The MXRecordIO instance needs to require a new file handler after fork to be safely manipulated simultaneously.
+
+  This fix also safely voids the previous temporary fixes #12093 #11370.
+
+* fixed symbols naming in RNNCell, LSTMCell, GRUCell (v1.3.x) / [#13158](https://github.com/apache/incubator-mxnet/pull/13158)  
+  This fixes #12783, by assigning all nodes in hybrid_forward a unique name. Some operations were in fact performed without attaching the appropriate (time) prefix to the name, which makes serialized graphs non-deserializable.
+
+* Fixed `__setattr__` method of `_MXClassPropertyMetaClass` (v1.3.x) / [#13157](https://github.com/apache/incubator-mxnet/pull/13157)  
+  Fixed `__setattr__` method
+
+* allow foreach on input with 0 length (v1.3.x) / [#13151](https://github.com/apache/incubator-mxnet/pull/13151)  
+  Fix #12470. With this change, outs shape can be inferred correctly.
+
+* Infer dtype in SymbolBlock import from input symbol (v1.3.x) / [#13117](https://github.com/apache/incubator-mxnet/pull/13117)  
+  Fix for the issue - #11849  
+  Currently, Gluon symbol block cannot import any symbol with type other than fp32. All the parameters are created as FP32 leading to failure in importing the params when it is of type fp16, fp64 etc,  
+  In this PR, we infer the type of the symbol being imported and create the Symbol Block Parameters with that inferred type.  
+  Added the tests
+
+### Documentation fixes
+
+* Document the newly added env variable (v1.3.x) / [#13156](https://github.com/apache/incubator-mxnet/pull/13156)  
+  Document the env variable: MXNET_ENFORCE_DETERMINISM added in PR: [#12992](https://github.com/apache/incubator-mxnet/pull/12992)
+
+* fix broken links (v1.3.x) / [#13155](https://github.com/apache/incubator-mxnet/pull/13155)  
+  This PR fixes broken links on the website.
+
+* fix broken Python IO API docs (v1.3.x) / [#13154](https://github.com/apache/incubator-mxnet/pull/13154)  
+  Fixes [#12854: Data Iterators documentation is broken](https://github.com/apache/incubator-mxnet/issues/12854)
+
+  This PR manually specifies members of the IO module so that the docs will render as expected. This is workaround in the docs to deal with a bug introduced in the Python code/structure since v1.3.0. See the comments for more info.
+
+  This PR also fixes another issue that may or may not be related. Cross references to same-named entities like name, shape, or type are confusing Sphinx and it seems to just link to whatever it last dealt with that has the same name, and not the current module. To fix this you have to be very specific. Don't use type, use np.type if that's what you want. Otherwise you might end up with mxnet.kvstore.KVStore.type. This is a known Sphinx issue, so it might be something we have to deal with for the time being.
+
+  This is important for any future modules - that they recognize this issue and make efforts to map the params and other elements.
+
+* add/update infer_range docs (v1.3.x) / [#13153](https://github.com/apache/incubator-mxnet/pull/13153)  
+  This PR adds or updates the docs for the infer_range feature.
+
+  Clarifies the param in the C op docs
+  Clarifies the param in the the Scala symbol docs
+  Adds the param for the the Scala ndarray docs
+  Adds the param for the Python symbol docs
+  Adds the param for the Python ndarray docs
+
+### Other Improvements
+
+* [MXNET-1179] Enforce deterministic algorithms in convolution layers (v1.3.x) / [#13152](https://github.com/apache/incubator-mxnet/pull/13152)  
+  Some of the CUDNN convolution algorithms are non-deterministic (see issue #11341). This PR adds an env variable to enforce determinism in the convolution operators. If set to true, only deterministic CUDNN algorithms will be used. If no deterministic algorithm is available, MXNet will error out.
+
+
+### Submodule updates
+
+* update mshadow (v1.3.x) / [#13122](https://github.com/apache/incubator-mxnet/pull/13122)  
+  Update mshadow for omp acceleration when nvcc is not present
+
+### Known issues
+
+The test test_operator.test_dropout has issues and has been disabled on the branch:
+
+* Disable flaky test test_operator.test_dropout (v1.3.x) / [#13200](https://github.com/apache/incubator-mxnet/pull/13200)
+
+
+
+For more information and examples, see [full release notes](https://cwiki.apache.org/confluence/x/eZGzBQ)
+
+
 ## 1.3.0
 
 ### New Features - Gluon RNN layers are now HybridBlocks
diff --git a/R-package/DESCRIPTION b/R-package/DESCRIPTION
index ff70a97d017..41edfb5c483 100644
--- a/R-package/DESCRIPTION
+++ b/R-package/DESCRIPTION
@@ -1,7 +1,7 @@
 Package: mxnet
 Type: Package
 Title: MXNet: A Flexible and Efficient Machine Learning Library for Heterogeneous Distributed Systems
-Version: 1.3.0
+Version: 1.3.1
 Date: 2017-06-27
 Author: Tianqi Chen, Qiang Kou, Tong He
 Maintainer: Qiang Kou <qk...@qkou.info>
diff --git a/contrib/clojure-package/README.md b/contrib/clojure-package/README.md
index 5e7356caf64..d4936bbfa36 100644
--- a/contrib/clojure-package/README.md
+++ b/contrib/clojure-package/README.md
@@ -42,11 +42,11 @@ and _Install MXNet dependencies_
 
 To use the prebuilt jars (easiest), you will need to replace the native version of the line in the project dependencies with your configuration.
 
-`[org.apache.mxnet/mxnet-full_2.11-linux-x86_64-gpu "1.2.1"]`
+`[org.apache.mxnet/mxnet-full_2.11-linux-x86_64-gpu "1.3.1"]`
 or
-`[org.apache.mxnet/mxnet-full_2.11-linux-x86_64-cpu "1.2.1"]`
+`[org.apache.mxnet/mxnet-full_2.11-linux-x86_64-cpu "1.3.1"]`
 or
-`[org.apache.mxnet/mxnet-full_2.11-osx-x86_64-cpu "1.2.1"]`
+`[org.apache.mxnet/mxnet-full_2.11-osx-x86_64-cpu "1.3.1"]`
 
 If you are using the prebuilt jars they may have a slightly different dependencies then building from source:
 
@@ -114,7 +114,7 @@ Checkout the latest sha from the main package
 
 If you need to checkout a particular release you can do it with:
 
-`git checkout tags/1.2.1 -b release-1.2.1`
+`git checkout tags/1.3.1 -b release-1.3.1`
 
 `git submodule update --init --recursive`
 
@@ -126,7 +126,7 @@ Go here to do the base package installation https://mxnet.incubator.apache.org/i
 
  Run `make scalapkg` then `make scalainstall`
 
-then replace the correct jar for your architecture in the project.clj, example `[org.apache.mxnet/mxnet-full_2.11-osx-x86_64-cpu "1.3.0-SNAPSHOT"]`
+then replace the correct jar for your architecture in the project.clj, example `[org.apache.mxnet/mxnet-full_2.11-osx-x86_64-cpu "1.3.1-SNAPSHOT"]`
 
 #### Test your installation
 
diff --git a/contrib/clojure-package/examples/cnn-text-classification/project.clj b/contrib/clojure-package/examples/cnn-text-classification/project.clj
index c592dcd6ece..f441449426e 100644
--- a/contrib/clojure-package/examples/cnn-text-classification/project.clj
+++ b/contrib/clojure-package/examples/cnn-text-classification/project.clj
@@ -19,6 +19,6 @@
   :description "CNN text classification with MXNet"
   :plugins [[lein-cljfmt "0.5.7"]]
   :dependencies [[org.clojure/clojure "1.9.0"]
-                 [org.apache.mxnet.contrib.clojure/clojure-mxnet "1.3.0-SNAPSHOT"]]
+                 [org.apache.mxnet.contrib.clojure/clojure-mxnet "1.3.1-SNAPSHOT"]]
   :pedantic? :skip
   :main cnn-text-classification.classifier)
diff --git a/contrib/clojure-package/examples/gan/project.clj b/contrib/clojure-package/examples/gan/project.clj
index bebbc20f82c..06f6232270e 100644
--- a/contrib/clojure-package/examples/gan/project.clj
+++ b/contrib/clojure-package/examples/gan/project.clj
@@ -19,6 +19,6 @@
   :description "GAN MNIST with MXNet"
   :plugins [[lein-cljfmt "0.5.7"]]
   :dependencies [[org.clojure/clojure "1.9.0"]
-                 [org.apache.mxnet.contrib.clojure/clojure-mxnet "1.3.0-SNAPSHOT"]
+                 [org.apache.mxnet.contrib.clojure/clojure-mxnet "1.3.1-SNAPSHOT"]
                  [nu.pattern/opencv "2.4.9-7"]]
   :main gan.gan-mnist)
diff --git a/contrib/clojure-package/examples/imclassification/project.clj b/contrib/clojure-package/examples/imclassification/project.clj
index e4c34e7ac71..ad0a28a76eb 100644
--- a/contrib/clojure-package/examples/imclassification/project.clj
+++ b/contrib/clojure-package/examples/imclassification/project.clj
@@ -19,6 +19,6 @@
   :description "Clojure examples for image classification"
   :plugins [[lein-cljfmt "0.5.7"]]
   :dependencies [[org.clojure/clojure "1.9.0"]
-                 [org.apache.mxnet.contrib.clojure/clojure-mxnet "1.3.0-SNAPSHOT"]]
+                 [org.apache.mxnet.contrib.clojure/clojure-mxnet "1.3.1-SNAPSHOT"]]
   :pedantic? :skip
   :main imclassification.train-mnist)
diff --git a/contrib/clojure-package/examples/module/project.clj b/contrib/clojure-package/examples/module/project.clj
index 7b32f325c61..487ceece96d 100644
--- a/contrib/clojure-package/examples/module/project.clj
+++ b/contrib/clojure-package/examples/module/project.clj
@@ -19,7 +19,7 @@
   :description "Clojure examples for module"
   :plugins [[lein-cljfmt "0.5.7"]]
   :dependencies [[org.clojure/clojure "1.9.0"]
-                 [org.apache.mxnet.contrib.clojure/clojure-mxnet "1.3.0-SNAPSHOT"]]
+                 [org.apache.mxnet.contrib.clojure/clojure-mxnet "1.3.1-SNAPSHOT"]]
   :pedantic? :skip
   :main mnist-mlp)
 
diff --git a/contrib/clojure-package/examples/multi-label/project.clj b/contrib/clojure-package/examples/multi-label/project.clj
index 88e3cffe808..a41c7fd7baf 100644
--- a/contrib/clojure-package/examples/multi-label/project.clj
+++ b/contrib/clojure-package/examples/multi-label/project.clj
@@ -19,5 +19,5 @@
   :description "Example of multi-label classification"
   :plugins [[lein-cljfmt "0.5.7"]]
   :dependencies [[org.clojure/clojure "1.9.0"]
-                 [org.apache.mxnet.contrib.clojure/clojure-mxnet "1.3.0-SNAPSHOT"]]
+                 [org.apache.mxnet.contrib.clojure/clojure-mxnet "1.3.1-SNAPSHOT"]]
   :main multi-label.core)
diff --git a/contrib/clojure-package/examples/neural-style/project.clj b/contrib/clojure-package/examples/neural-style/project.clj
index f179618974c..f8d6e28de9c 100644
--- a/contrib/clojure-package/examples/neural-style/project.clj
+++ b/contrib/clojure-package/examples/neural-style/project.clj
@@ -19,7 +19,7 @@
   :description "Neural Style Transfer with MXNet"
   :plugins [[lein-cljfmt "0.5.7"]]
   :dependencies [[org.clojure/clojure "1.9.0"]
-                 [org.apache.mxnet.contrib.clojure/clojure-mxnet "1.3.0-SNAPSHOT"]
+                 [org.apache.mxnet.contrib.clojure/clojure-mxnet "1.3.1-SNAPSHOT"]
                  [net.mikera/imagez "0.12.0"]
                  [thinktopic/think.image "0.4.16"]]
   :main neural-style.core)
diff --git a/contrib/clojure-package/examples/pre-trained-models/project.clj b/contrib/clojure-package/examples/pre-trained-models/project.clj
index e689e9a69a6..c61e9a6f845 100644
--- a/contrib/clojure-package/examples/pre-trained-models/project.clj
+++ b/contrib/clojure-package/examples/pre-trained-models/project.clj
@@ -19,7 +19,7 @@
   :description "Example of using pre-trained models with MXNet"
   :plugins [[lein-cljfmt "0.5.7"]]
   :dependencies [[org.clojure/clojure "1.9.0"]
-                 [org.apache.mxnet.contrib.clojure/clojure-mxnet "1.3.0-SNAPSHOT"]
+                 [org.apache.mxnet.contrib.clojure/clojure-mxnet "1.3.1-SNAPSHOT"]
                  [net.mikera/imagez "0.12.0"]
                  [thinktopic/think.image "0.4.16"]]
   :main pre-trained-models.fine-tune)
diff --git a/contrib/clojure-package/examples/profiler/project.clj b/contrib/clojure-package/examples/profiler/project.clj
index 6ea2dfef708..dfcfea7c223 100644
--- a/contrib/clojure-package/examples/profiler/project.clj
+++ b/contrib/clojure-package/examples/profiler/project.clj
@@ -18,5 +18,5 @@
 (defproject profiler "0.1.0-SNAPSHOT"
   :plugins [[lein-cljfmt "0.5.7"]]
   :dependencies [[org.clojure/clojure "1.9.0"]
-                 [org.apache.mxnet.contrib.clojure/clojure-mxnet "1.3.0-SNAPSHOT"]]
+                 [org.apache.mxnet.contrib.clojure/clojure-mxnet "1.3.1-SNAPSHOT"]]
   :main profiler.core)
diff --git a/contrib/clojure-package/examples/rnn/project.clj b/contrib/clojure-package/examples/rnn/project.clj
index 01755915792..f411a545809 100644
--- a/contrib/clojure-package/examples/rnn/project.clj
+++ b/contrib/clojure-package/examples/rnn/project.clj
@@ -19,5 +19,5 @@
   :description "RNN example"
   :plugins [[lein-cljfmt "0.5.7"]]
   :dependencies [[org.clojure/clojure "1.9.0"]
-                 [org.apache.mxnet.contrib.clojure/clojure-mxnet "1.3.0-SNAPSHOT"]]
+                 [org.apache.mxnet.contrib.clojure/clojure-mxnet "1.3.1-SNAPSHOT"]]
   :main rnn.train-char-rnn)
diff --git a/contrib/clojure-package/examples/tutorial/project.clj b/contrib/clojure-package/examples/tutorial/project.clj
index ab7606e4bc8..4910886ca54 100644
--- a/contrib/clojure-package/examples/tutorial/project.clj
+++ b/contrib/clojure-package/examples/tutorial/project.clj
@@ -19,4 +19,4 @@
   :description "MXNET tutorials"
   :plugins [[lein-cljfmt "0.5.7"]]
   :dependencies [[org.clojure/clojure "1.9.0"]
-                 [org.apache.mxnet.contrib.clojure/clojure-mxnet "1.3.0-SNAPSHOT"]])
+                 [org.apache.mxnet.contrib.clojure/clojure-mxnet "1.3.1-SNAPSHOT"]])
diff --git a/contrib/clojure-package/examples/visualization/project.clj b/contrib/clojure-package/examples/visualization/project.clj
index 99d0e401b7b..18882d4ff86 100644
--- a/contrib/clojure-package/examples/visualization/project.clj
+++ b/contrib/clojure-package/examples/visualization/project.clj
@@ -19,5 +19,5 @@
   :description "Visualization example"
   :plugins [[lein-cljfmt "0.5.7"]]
   :dependencies [[org.clojure/clojure "1.9.0"]
-                 [org.apache.mxnet.contrib.clojure/clojure-mxnet "1.3.0-SNAPSHOT"]]
+                 [org.apache.mxnet.contrib.clojure/clojure-mxnet "1.3.1-SNAPSHOT"]]
   :main visualization.core)
diff --git a/contrib/clojure-package/project.clj b/contrib/clojure-package/project.clj
index 01a6b803b5a..3779c82cf6d 100644
--- a/contrib/clojure-package/project.clj
+++ b/contrib/clojure-package/project.clj
@@ -15,7 +15,7 @@
 ;; limitations under the License.
 ;;
 
-(defproject org.apache.mxnet.contrib.clojure/clojure-mxnet "1.3.0-SNAPSHOT"
+(defproject org.apache.mxnet.contrib.clojure/clojure-mxnet "1.3.1-SNAPSHOT"
   :description "Clojure package for MXNet"
   :dependencies [[org.clojure/clojure "1.9.0"]
                  [t6/from-scala "0.3.0"]
@@ -26,7 +26,7 @@
                  ;[org.apache.mxnet/mxnet-full_2.11-linux-x86_64-gpu "1.2.1"]
 
                  ;;; CI
-                 [org.apache.mxnet/mxnet-full_2.11-linux-x86_64-cpu "1.3.0-SNAPSHOT"]
+                 [org.apache.mxnet/mxnet-full_2.11-linux-x86_64-cpu "1.3.1-SNAPSHOT"]
 
                  [org.clojure/tools.logging "0.4.0"]
                  [org.apache.logging.log4j/log4j-core "2.8.1"]
diff --git a/include/mxnet/base.h b/include/mxnet/base.h
index a56ca6f7441..86114323f14 100644
--- a/include/mxnet/base.h
+++ b/include/mxnet/base.h
@@ -104,7 +104,7 @@
 /*! \brief minor version */
 #define MXNET_MINOR 3
 /*! \brief patch version */
-#define MXNET_PATCH 0
+#define MXNET_PATCH 1
 /*! \brief mxnet version */
 #define MXNET_VERSION (MXNET_MAJOR*10000 + MXNET_MINOR*100 + MXNET_PATCH)
 /*! \brief helper for making version number */
diff --git a/python/mxnet/libinfo.py b/python/mxnet/libinfo.py
index 74617f73f94..b4450510a4c 100644
--- a/python/mxnet/libinfo.py
+++ b/python/mxnet/libinfo.py
@@ -78,4 +78,4 @@ def find_lib_path():
 
 
 # current version
-__version__ = "1.3.0"
+__version__ = "1.3.1"
diff --git a/scala-package/assembly/linux-x86_64-cpu/pom.xml b/scala-package/assembly/linux-x86_64-cpu/pom.xml
index b410de10f56..a6a7bbd9421 100644
--- a/scala-package/assembly/linux-x86_64-cpu/pom.xml
+++ b/scala-package/assembly/linux-x86_64-cpu/pom.xml
@@ -6,7 +6,7 @@
   <parent>
     <groupId>org.apache.mxnet</groupId>
     <artifactId>mxnet-full-parent_2.11</artifactId>
-    <version>1.3.0-SNAPSHOT</version>
+    <version>1.3.1-SNAPSHOT</version>
     <relativePath>../pom.xml</relativePath>
   </parent>
 
@@ -18,18 +18,18 @@
     <dependency>
       <groupId>org.apache.mxnet</groupId>
       <artifactId>mxnet-core_${scala.binary.version}</artifactId>
-      <version>1.3.0-SNAPSHOT</version>
+      <version>1.3.1-SNAPSHOT</version>
     </dependency>
     <dependency>
       <groupId>org.apache.mxnet</groupId>
       <artifactId>libmxnet-scala-linux-x86_64-cpu</artifactId>
-      <version>1.3.0-SNAPSHOT</version>
+      <version>1.3.1-SNAPSHOT</version>
       <type>so</type>
     </dependency>
     <dependency>
       <groupId>org.apache.mxnet</groupId>
       <artifactId>mxnet-infer_${scala.binary.version}</artifactId>
-      <version>1.3.0-SNAPSHOT</version>
+      <version>1.3.1-SNAPSHOT</version>
     </dependency>
   </dependencies>
 
diff --git a/scala-package/assembly/linux-x86_64-gpu/pom.xml b/scala-package/assembly/linux-x86_64-gpu/pom.xml
index 0a1e7953848..99234890840 100644
--- a/scala-package/assembly/linux-x86_64-gpu/pom.xml
+++ b/scala-package/assembly/linux-x86_64-gpu/pom.xml
@@ -6,7 +6,7 @@
   <parent>
     <groupId>org.apache.mxnet</groupId>
     <artifactId>mxnet-full-parent_2.11</artifactId>
-    <version>1.3.0-SNAPSHOT</version>
+    <version>1.3.1-SNAPSHOT</version>
     <relativePath>../pom.xml</relativePath>
   </parent>
 
@@ -18,18 +18,18 @@
     <dependency>
       <groupId>org.apache.mxnet</groupId>
       <artifactId>mxnet-core_${scala.binary.version}</artifactId>
-      <version>1.3.0-SNAPSHOT</version>
+      <version>1.3.1-SNAPSHOT</version>
     </dependency>
     <dependency>
       <groupId>org.apache.mxnet</groupId>
       <artifactId>libmxnet-scala-linux-x86_64-gpu</artifactId>
-      <version>1.3.0-SNAPSHOT</version>
+      <version>1.3.1-SNAPSHOT</version>
       <type>so</type>
     </dependency>
     <dependency>
       <groupId>org.apache.mxnet</groupId>
       <artifactId>mxnet-infer_${scala.binary.version}</artifactId>
-      <version>1.3.0-SNAPSHOT</version>
+      <version>1.3.1-SNAPSHOT</version>
     </dependency>
   </dependencies>
 
diff --git a/scala-package/assembly/osx-x86_64-cpu/pom.xml b/scala-package/assembly/osx-x86_64-cpu/pom.xml
index 8a12d80878a..d8773334be4 100644
--- a/scala-package/assembly/osx-x86_64-cpu/pom.xml
+++ b/scala-package/assembly/osx-x86_64-cpu/pom.xml
@@ -6,7 +6,7 @@
   <parent>
     <groupId>org.apache.mxnet</groupId>
     <artifactId>mxnet-full-parent_2.11</artifactId>
-    <version>1.3.0-SNAPSHOT</version>
+    <version>1.3.1-SNAPSHOT</version>
     <relativePath>../pom.xml</relativePath>
   </parent>
 
@@ -18,18 +18,18 @@
     <dependency>
       <groupId>org.apache.mxnet</groupId>
       <artifactId>mxnet-core_${scala.binary.version}</artifactId>
-      <version>1.3.0-SNAPSHOT</version>
+      <version>1.3.1-SNAPSHOT</version>
     </dependency>
     <dependency>
       <groupId>org.apache.mxnet</groupId>
       <artifactId>libmxnet-scala-osx-x86_64-cpu</artifactId>
-      <version>1.3.0-SNAPSHOT</version>
+      <version>1.3.1-SNAPSHOT</version>
       <type>jnilib</type>
     </dependency>
     <dependency>
       <groupId>org.apache.mxnet</groupId>
       <artifactId>mxnet-infer_${scala.binary.version}</artifactId>
-      <version>1.3.0-SNAPSHOT</version>
+      <version>1.3.1-SNAPSHOT</version>
     </dependency>
   </dependencies>
 
diff --git a/scala-package/assembly/pom.xml b/scala-package/assembly/pom.xml
index aef50ce57cf..127e69e07bf 100644
--- a/scala-package/assembly/pom.xml
+++ b/scala-package/assembly/pom.xml
@@ -6,7 +6,7 @@
   <parent>
     <groupId>org.apache.mxnet</groupId>
     <artifactId>mxnet-parent_2.11</artifactId>
-    <version>1.3.0-SNAPSHOT</version>
+    <version>1.3.1-SNAPSHOT</version>
     <relativePath>../pom.xml</relativePath>
   </parent>
 
diff --git a/scala-package/core/pom.xml b/scala-package/core/pom.xml
index c74b00fdc4f..0ee74941965 100644
--- a/scala-package/core/pom.xml
+++ b/scala-package/core/pom.xml
@@ -6,7 +6,7 @@
   <parent>
     <groupId>org.apache.mxnet</groupId>
     <artifactId>mxnet-parent_2.11</artifactId>
-    <version>1.3.0-SNAPSHOT</version>
+    <version>1.3.1-SNAPSHOT</version>
     <relativePath>../pom.xml</relativePath>
   </parent>
 
@@ -95,13 +95,13 @@
     <dependency>
       <groupId>org.apache.mxnet</groupId>
       <artifactId>mxnet-init_${scala.binary.version}</artifactId>
-      <version>1.3.0-SNAPSHOT</version>
+      <version>1.3.1-SNAPSHOT</version>
       <scope>provided</scope>
     </dependency>
     <dependency>
       <groupId>org.apache.mxnet</groupId>
       <artifactId>mxnet-macros_${scala.binary.version}</artifactId>
-      <version>1.3.0-SNAPSHOT</version>
+      <version>1.3.1-SNAPSHOT</version>
       <scope>provided</scope>
     </dependency>
     <dependency>
diff --git a/scala-package/examples/pom.xml b/scala-package/examples/pom.xml
index d24785b0e87..436f2992768 100644
--- a/scala-package/examples/pom.xml
+++ b/scala-package/examples/pom.xml
@@ -6,7 +6,7 @@
   <parent>
     <groupId>org.apache.mxnet</groupId>
     <artifactId>mxnet-parent_2.11</artifactId>
-    <version>1.3.0-SNAPSHOT</version>
+    <version>1.3.1-SNAPSHOT</version>
     <relativePath>../pom.xml</relativePath>
   </parent>
 
@@ -151,13 +151,13 @@
     <dependency>
       <groupId>org.apache.mxnet</groupId>
       <artifactId>mxnet-core_${scala.binary.version}</artifactId>
-      <version>1.3.0-SNAPSHOT</version>
+      <version>1.3.1-SNAPSHOT</version>
       <scope>provided</scope>
     </dependency>
     <dependency>
       <groupId>org.apache.mxnet</groupId>
       <artifactId>mxnet-infer_${scala.binary.version}</artifactId>
-      <version>1.3.0-SNAPSHOT</version>
+      <version>1.3.1-SNAPSHOT</version>
       <scope>provided</scope>
     </dependency>
     <dependency>
diff --git a/scala-package/infer/pom.xml b/scala-package/infer/pom.xml
index 71c85af3478..e5010016932 100644
--- a/scala-package/infer/pom.xml
+++ b/scala-package/infer/pom.xml
@@ -6,7 +6,7 @@
     <parent>
         <artifactId>mxnet-parent_2.11</artifactId>
         <groupId>org.apache.mxnet</groupId>
-        <version>1.3.0-SNAPSHOT</version>
+        <version>1.3.1-SNAPSHOT</version>
         <relativePath>../pom.xml</relativePath>
     </parent>
 
@@ -91,7 +91,7 @@
         <dependency>
             <groupId>org.apache.mxnet</groupId>
             <artifactId>mxnet-core_${scala.binary.version}</artifactId>
-            <version>1.3.0-SNAPSHOT</version>
+            <version>1.3.1-SNAPSHOT</version>
             <scope>provided</scope>
         </dependency>
         <!-- https://mvnrepository.com/artifact/org.mockito/mockito-all -->
diff --git a/scala-package/init-native/linux-x86_64/pom.xml b/scala-package/init-native/linux-x86_64/pom.xml
index 7a6d9086644..811308e9d38 100644
--- a/scala-package/init-native/linux-x86_64/pom.xml
+++ b/scala-package/init-native/linux-x86_64/pom.xml
@@ -6,7 +6,7 @@
   <parent>
     <groupId>org.apache.mxnet</groupId>
     <artifactId>mxnet-scala-init-native-parent</artifactId>
-    <version>1.3.0-SNAPSHOT</version>
+    <version>1.3.1-SNAPSHOT</version>
     <relativePath>../pom.xml</relativePath>
   </parent>
 
@@ -20,7 +20,7 @@
     <dependency>
       <groupId>org.apache.mxnet</groupId>
       <artifactId>mxnet-init_${scala.binary.version}</artifactId>
-      <version>1.3.0-SNAPSHOT</version>
+      <version>1.3.1-SNAPSHOT</version>
       <type>jar</type>
       <scope>compile</scope>
     </dependency>
diff --git a/scala-package/init-native/osx-x86_64/pom.xml b/scala-package/init-native/osx-x86_64/pom.xml
index 0eaf4e34365..1ab17ea0ef7 100644
--- a/scala-package/init-native/osx-x86_64/pom.xml
+++ b/scala-package/init-native/osx-x86_64/pom.xml
@@ -6,7 +6,7 @@
   <parent>
     <groupId>org.apache.mxnet</groupId>
     <artifactId>mxnet-scala-init-native-parent</artifactId>
-    <version>1.3.0-SNAPSHOT</version>
+    <version>1.3.1-SNAPSHOT</version>
     <relativePath>../pom.xml</relativePath>
   </parent>
 
@@ -20,7 +20,7 @@
     <dependency>
       <groupId>org.apache.mxnet</groupId>
       <artifactId>mxnet-init_${scala.binary.version}</artifactId>
-      <version>1.3.0-SNAPSHOT</version>
+      <version>1.3.1-SNAPSHOT</version>
       <type>jar</type>
       <scope>compile</scope>
     </dependency>
diff --git a/scala-package/init-native/pom.xml b/scala-package/init-native/pom.xml
index 1cd79a84093..834a699461c 100644
--- a/scala-package/init-native/pom.xml
+++ b/scala-package/init-native/pom.xml
@@ -6,7 +6,7 @@
   <parent>
     <groupId>org.apache.mxnet</groupId>
     <artifactId>mxnet-parent_2.11</artifactId>
-    <version>1.3.0-SNAPSHOT</version>
+    <version>1.3.1-SNAPSHOT</version>
     <relativePath>../pom.xml</relativePath>
   </parent>
 
diff --git a/scala-package/init/pom.xml b/scala-package/init/pom.xml
index 2c00ca5ffbc..80f883d7fcd 100644
--- a/scala-package/init/pom.xml
+++ b/scala-package/init/pom.xml
@@ -6,7 +6,7 @@
   <parent>
     <groupId>org.apache.mxnet</groupId>
     <artifactId>mxnet-parent_2.11</artifactId>
-    <version>1.3.0-SNAPSHOT</version>
+    <version>1.3.1-SNAPSHOT</version>
 <!--  <relativePath>../pom.xml</relativePath>-->
   </parent>
 
diff --git a/scala-package/macros/pom.xml b/scala-package/macros/pom.xml
index 795900987fb..ae4c60a1e6d 100644
--- a/scala-package/macros/pom.xml
+++ b/scala-package/macros/pom.xml
@@ -6,7 +6,7 @@
   <parent>
     <groupId>org.apache.mxnet</groupId>
     <artifactId>mxnet-parent_2.11</artifactId>
-    <version>1.3.0-SNAPSHOT</version>
+    <version>1.3.1-SNAPSHOT</version>
     <relativePath>../pom.xml</relativePath>
   </parent>
 
@@ -53,13 +53,13 @@
     <dependency>
       <groupId>org.apache.mxnet</groupId>
       <artifactId>mxnet-init_${scala.binary.version}</artifactId>
-      <version>1.3.0-SNAPSHOT</version>
+      <version>1.3.1-SNAPSHOT</version>
       <scope>provided</scope>
     </dependency>
     <dependency>
       <groupId>org.apache.mxnet</groupId>
       <artifactId>libmxnet-init-scala-${platform}</artifactId>
-      <version>1.3.0-SNAPSHOT</version>
+      <version>1.3.1-SNAPSHOT</version>
       <scope>provided</scope>
       <type>${libtype}</type>
     </dependency>
diff --git a/scala-package/native/linux-x86_64-cpu/pom.xml b/scala-package/native/linux-x86_64-cpu/pom.xml
index c45635eb6f8..7603c030788 100644
--- a/scala-package/native/linux-x86_64-cpu/pom.xml
+++ b/scala-package/native/linux-x86_64-cpu/pom.xml
@@ -6,7 +6,7 @@
   <parent>
     <groupId>org.apache.mxnet</groupId>
     <artifactId>mxnet-scala-native-parent</artifactId>
-    <version>1.3.0-SNAPSHOT</version>
+    <version>1.3.1-SNAPSHOT</version>
     <relativePath>../pom.xml</relativePath>
   </parent>
 
@@ -20,7 +20,7 @@
     <dependency>
       <groupId>org.apache.mxnet</groupId>
       <artifactId>mxnet-core_${scala.binary.version}</artifactId>
-      <version>1.3.0-SNAPSHOT</version>
+      <version>1.3.1-SNAPSHOT</version>
       <type>jar</type>
       <scope>compile</scope>
     </dependency>
diff --git a/scala-package/native/linux-x86_64-gpu/pom.xml b/scala-package/native/linux-x86_64-gpu/pom.xml
index a1f5ec34d4b..df2ec912e4c 100644
--- a/scala-package/native/linux-x86_64-gpu/pom.xml
+++ b/scala-package/native/linux-x86_64-gpu/pom.xml
@@ -6,7 +6,7 @@
   <parent>
     <groupId>org.apache.mxnet</groupId>
     <artifactId>mxnet-scala-native-parent</artifactId>
-    <version>1.3.0-SNAPSHOT</version>
+    <version>1.3.1-SNAPSHOT</version>
     <relativePath>../pom.xml</relativePath>
   </parent>
 
@@ -20,7 +20,7 @@
     <dependency>
       <groupId>org.apache.mxnet</groupId>
       <artifactId>mxnet-core_${scala.binary.version}</artifactId>
-      <version>1.3.0-SNAPSHOT</version>
+      <version>1.3.1-SNAPSHOT</version>
       <type>jar</type>
       <scope>compile</scope>
     </dependency>
diff --git a/scala-package/native/osx-x86_64-cpu/pom.xml b/scala-package/native/osx-x86_64-cpu/pom.xml
index e1c63104f9a..cff0b14a6dd 100644
--- a/scala-package/native/osx-x86_64-cpu/pom.xml
+++ b/scala-package/native/osx-x86_64-cpu/pom.xml
@@ -6,7 +6,7 @@
   <parent>
     <groupId>org.apache.mxnet</groupId>
     <artifactId>mxnet-scala-native-parent</artifactId>
-    <version>1.3.0-SNAPSHOT</version>
+    <version>1.3.1-SNAPSHOT</version>
     <relativePath>../pom.xml</relativePath>
   </parent>
 
@@ -20,7 +20,7 @@
     <dependency>
       <groupId>org.apache.mxnet</groupId>
       <artifactId>mxnet-core_${scala.binary.version}</artifactId>
-      <version>1.3.0-SNAPSHOT</version>
+      <version>1.3.1-SNAPSHOT</version>
       <type>jar</type>
       <scope>compile</scope>
     </dependency>
diff --git a/scala-package/native/pom.xml b/scala-package/native/pom.xml
index 485b69f098e..49922a9adeb 100644
--- a/scala-package/native/pom.xml
+++ b/scala-package/native/pom.xml
@@ -6,7 +6,7 @@
   <parent>
     <groupId>org.apache.mxnet</groupId>
     <artifactId>mxnet-parent_2.11</artifactId>
-    <version>1.3.0-SNAPSHOT</version>
+    <version>1.3.1-SNAPSHOT</version>
     <relativePath>../pom.xml</relativePath>
   </parent>
 
diff --git a/scala-package/pom.xml b/scala-package/pom.xml
index c221b4721d8..fe78a629ed2 100644
--- a/scala-package/pom.xml
+++ b/scala-package/pom.xml
@@ -10,7 +10,7 @@
   </parent>
   <groupId>org.apache.mxnet</groupId>
   <artifactId>mxnet-parent_2.11</artifactId>
-  <version>1.3.0-SNAPSHOT</version>
+  <version>1.3.1-SNAPSHOT</version>
   <name>MXNet Scala Package - Parent</name>
   <url>https://github.com/apache/incubator-mxnet/tree/master/scala-package</url>
   <description>
diff --git a/scala-package/spark/pom.xml b/scala-package/spark/pom.xml
index f2b806094af..f26ba19ac46 100644
--- a/scala-package/spark/pom.xml
+++ b/scala-package/spark/pom.xml
@@ -6,7 +6,7 @@
   <parent>
     <groupId>org.apache.mxnet</groupId>
     <artifactId>mxnet-parent_2.11</artifactId>
-    <version>1.3.0-SNAPSHOT</version>
+    <version>1.3.1-SNAPSHOT</version>
     <relativePath>../pom.xml</relativePath>
   </parent>
 
@@ -40,7 +40,7 @@
     <dependency>
       <groupId>org.apache.mxnet</groupId>
       <artifactId>mxnet-core_${scala.binary.version}</artifactId>
-      <version>1.3.0-SNAPSHOT</version>
+      <version>1.3.1-SNAPSHOT</version>
       <scope>provided</scope>
     </dependency>
     <dependency>
diff --git a/snapcraft.yaml b/snapcraft.yaml
index 284efa2db8b..ba5497250ac 100644
--- a/snapcraft.yaml
+++ b/snapcraft.yaml
@@ -1,5 +1,5 @@
 name: mxnet
-version: '1.3.0'
+version: '1.3.1'
 summary: MXNet is a deep learning framework designed for efficiency and flexibility.
 description: |
   MXNet is a deep learning framework designed for both efficiency and 


 

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