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Prep for 0.12.1: Version Updates (#8567)
* Final Changes for 0.12.1 * Prep 0.12.1: Changes * Initial Changes to NEWS.md
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NEWS.md

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MXNet Change Log
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================
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## 0.12.1
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### Bug-fixes
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- Added GPU support for the `syevd` operator which ensures that there is GPU support for all linalg-operators.
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- Bugfix for `syevd` on CPU such that it works for `float32`.
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- Fixed API call when `OMP_NUM_THREADS` environment variable is set.
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- Fixed `MakeNonlossGradNode` bug.
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- Fixed bug related to passing `dtype` to `array()`.
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- Fixed some minor bugs for sparse distributed training.
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- Fixed a bug on `Slice` accessing uninitialized memory in `param.begin` in the file `matrix_op-inl.h`.
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- Fixed `gluon.data.RecordFileDataset`.
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- Fixed a bug that caused `autograd` to crash on some networks.
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## 0.12.0
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### Performance
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- Added full support for NVIDIA Volta GPU Architecture and CUDA 9. Training CNNs is up to 3.5x faster than Pascal when using float16 precision.

R-package/DESCRIPTION

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Package: mxnet
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Type: Package
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Title: MXNet: A Flexible and Efficient Machine Learning Library for Heterogeneous Distributed Systems
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Version: 0.12.0
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Version: 0.12.1
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Date: 2017-06-27
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Author: Tianqi Chen, Qiang Kou, Tong He
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Maintainer: Qiang Kou <qkou@qkou.info>

README.md

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What's New
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----------
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* [Version 0.12.1 Release](https://github.com/apache/incubator-mxnet/releases/tag/0.12.1) - MXNet 0.12.1 Patch Release.
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* [Version 0.12.0 Release](https://github.com/apache/incubator-mxnet/releases/tag/0.12.0) - MXNet 0.12.0 Release.
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* [Version 0.11.0 Release](https://github.com/apache/incubator-mxnet/releases/tag/0.11.0) - MXNet 0.11.0 Release.
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* [Apache Incubator](http://incubator.apache.org/projects/mxnet.html) - We are now an Apache Incubator project.

docs/build_version_doc/build_all_version.sh

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# Built files are stored in $built
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# Version numbers are stored in $tag_list.
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# Version numbers are ordered from latest to old and final one is master.
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tag_list="0.12.0 0.11.0 master"
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tag_list="0.12.1 0.12.0 0.11.0 master"
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mxnet_url="https://github.com/apache/incubator-mxnet.git"
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mxnet_folder="apache_mxnet"

include/mxnet/base.h

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/*! \brief minor version */
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#define MXNET_MINOR 12
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/*! \brief patch version */
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#define MXNET_PATCH 0
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#define MXNET_PATCH 1
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/*! \brief mxnet version */
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#define MXNET_VERSION (MXNET_MAJOR*10000 + MXNET_MINOR*100 + MXNET_PATCH)
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/*! \brief helper for making version number */

python/mxnet/libinfo.py

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# current version
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__version__ = "0.12.0"
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__version__ = "0.12.1"

scala-package/assembly/linux-x86_64-cpu/pom.xml

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<parent>
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<groupId>ml.dmlc.mxnet</groupId>
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<artifactId>mxnet-full-parent_2.11</artifactId>
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<version>0.12.0-SNAPSHOT</version>
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<version>0.12.1-SNAPSHOT</version>
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<relativePath>../pom.xml</relativePath>
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</parent>
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<dependency>
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<artifactId>mxnet-core_${scala.binary.version}</artifactId>
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<version>0.12.0-SNAPSHOT</version>
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<version>0.12.1-SNAPSHOT</version>
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</dependency>
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<dependency>
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<version>0.12.1-SNAPSHOT</version>
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<type>so</type>
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</dependency>
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</dependencies>

scala-package/assembly/linux-x86_64-gpu/pom.xml

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</dependency>
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<dependency>
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scala-package/assembly/osx-x86_64-cpu/pom.xml

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scala-package/assembly/pom.xml

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