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diff --git a/tensorflow/tools/ci_build/windows/cpu/cmake/run_build.bat b/tensorflow/tools/ci_build/windows/cpu/cmake/run_build.bat
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index 0000000000..377626ebdc
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+++ b/tensorflow/tools/ci_build/windows/cpu/cmake/run_build.bat
@@ -0,0 +1,38 @@
+:: This script assumes the standard setup on tensorflow Jenkins windows machines.
+:: It is NOT guaranteed to work on any other machine. Use at your own risk!
+::
+:: REQUIREMENTS:
+:: * All installed in standard locations:
+::   - JDK8, and JAVA_HOME set.
+::   - Microsoft Visual Studio 2015 Community Edition
+::   - Msys2
+::   - Anaconda3
+::   - CMake
+:: * Before running this script, you have to set BUILD_CC_TESTS and BUILD_PYTHON_TESTS
+::   variables to either "ON" or "OFF".
+:: * Either have the REPO_ROOT variable set, or run this from the repository root directory.
+
+:: Check and set REPO_ROOT
+IF [%REPO_ROOT%] == [] (
+  SET REPO_ROOT=%cd%
+)
+
+:: Import all bunch of variables Visual Studio needs.
+CALL "C:\Program Files (x86)\Microsoft Visual Studio 14.0\VC\vcvarsall.bat"
+:: Turn echo back on, above script turns it off.
+ECHO ON
+
+:: Some common variables to be shared between runs.
+SET CMAKE_EXE="C:\Program Files\cmake\bin\cmake.exe"
+SET SWIG_EXE="C:\ProgramData\chocolatey\bin\swig.exe"
+SET PY_EXE="C:\Program Files\Anaconda3\python.exe"
+SET PY_LIB="C:\Program Files\Anaconda3\libs\python35.lib"
+
+SET CMAKE_DIR=%REPO_ROOT%\tensorflow\contrib\cmake
+SET MSBUILD_EXE="C:\Program Files (x86)\MSBuild\14.0\Bin\msbuild.exe"
+
+:: Run cmake to create Visual Studio Project files.
+%CMAKE_EXE% %CMAKE_DIR% -A x64 -DSWIG_EXECUTABLE=%SWIG_EXE% -DPYTHON_EXECUTABLE=%PY_EXE% -DCMAKE_BUILD_TYPE=Release -DPYTHON_LIBRARIES=%PY_LIB% -Dtensorflow_BUILD_PYTHON_TESTS=%BUILD_PYTHON_TESTS% -Dtensorflow_BUILD_CC_TESTS=%BUILD_CC_TESTS%
+
+:: Run msbuild in the resulting VS project files to build a pip package.
+%MSBUILD_EXE% /p:Configuration=Release /maxcpucount:32 tf_python_build_pip_package.vcxproj