diff --git a/.github/scripts/cmake.bat b/.github/scripts/cmake.bat
new file mode 100644
index 00000000000..efe3663fc5f
--- /dev/null
+++ b/.github/scripts/cmake.bat
@@ -0,0 +1,5 @@
+cmake .. -DTorch_DIR="%1"^
+  -DWITH_CUDA=%2^
+  -DCMAKE_PREFIX_PATH="%CONDA_PREFIX%"^
+  -DCMAKE_FIND_FRAMEWORK=NEVER^
+  -DCMAKE_INSTALL_PREFIX="%CONDA_PREFIX%"
diff --git a/.github/scripts/cmake.sh b/.github/scripts/cmake.sh
index ef3e5f61dad..0f46b838988 100755
--- a/.github/scripts/cmake.sh
+++ b/.github/scripts/cmake.sh
@@ -65,19 +65,22 @@ echo '::endgroup::'
 echo '::group::Build and install libtorchvision'
 pushd cpp_build
 
-# On macOS, CMake is looking for the library (*.dylib) and the header (*.h) separately. By default, it prefers to load
-# the header from other packages that install the library. This easily leads to a mismatch if the library installed
-# from conda doesn't have the exact same version. Thus, we need to explicitly set CMAKE_FIND_FRAMEWORK=NEVER to force
-# it to not load anything from other installed frameworks. Resources:
-# https://stackoverflow.com/questions/36523911/osx-homebrew-cmake-libpng-version-mismatch-issue
-# https://cmake.org/cmake/help/latest/variable/CMAKE_FIND_FRAMEWORK.html
-cmake .. -DTorch_DIR="${Torch_DIR}" -DWITH_CUDA="${WITH_CUDA}" \
-  -DCMAKE_PREFIX_PATH="${CONDA_PREFIX}" \
-  -DCMAKE_FIND_FRAMEWORK=NEVER \
-  -DCMAKE_INSTALL_PREFIX="${CONDA_PREFIX}"
 if [[ $OS_TYPE == windows ]]; then
+  "${PACKAGING_DIR}/windows/internal/vc_env_helper.bat" "${PWD}/.github/scripts/cmake.bat" $Torch_DIR $WITH_CUDA
   "${PACKAGING_DIR}/windows/internal/vc_env_helper.bat" "${PACKAGING_DIR}/windows/internal/build_cmake.bat" $JOBS
 else
+  # On macOS, CMake is looking for the library (*.dylib) and the header (*.h) separately. By default, it prefers to load
+  # the header from other packages that install the library. This easily leads to a mismatch if the library installed
+  # from conda doesn't have the exact same version. Thus, we need to explicitly set CMAKE_FIND_FRAMEWORK=NEVER to force
+  # it to not load anything from other installed frameworks. Resources:
+  # https://stackoverflow.com/questions/36523911/osx-homebrew-cmake-libpng-version-mismatch-issue
+  # https://cmake.org/cmake/help/latest/variable/CMAKE_FIND_FRAMEWORK.html
+  cmake .. -DTorch_DIR="${Torch_DIR}" \
+    -DWITH_CUDA="${WITH_CUDA}" \
+    -DCMAKE_PREFIX_PATH="${CONDA_PREFIX}" \
+    -DCMAKE_FIND_FRAMEWORK=NEVER \
+    -DCMAKE_INSTALL_PREFIX="${CONDA_PREFIX}"
+
   make -j$JOBS
   make install
 fi
@@ -88,14 +91,16 @@ echo '::endgroup::'
 echo '::group::Build and run project that uses Faster-RCNN'
 pushd test/tracing/frcnn/build
 
-cmake .. -DTorch_DIR="${Torch_DIR}" -DWITH_CUDA="${WITH_CUDA}" \
-  -DCMAKE_PREFIX_PATH="${CONDA_PREFIX}" \
-  -DCMAKE_FIND_FRAMEWORK=NEVER
 if [[ $OS_TYPE == windows ]]; then
+  "${PACKAGING_DIR}/windows/internal/vc_env_helper.bat" "${PWD}/.github/scripts/cmake.bat" $Torch_DIR $WITH_CUDA
   "${PACKAGING_DIR}/windows/internal/vc_env_helper.bat" "${PACKAGING_DIR}/windows/internal/build_frcnn.bat" $JOBS
   cd Release
   cp ../fasterrcnn_resnet50_fpn.pt .
 else
+  cmake .. -DTorch_DIR="${Torch_DIR}" -DWITH_CUDA="${WITH_CUDA}" \
+    -DCMAKE_PREFIX_PATH="${CONDA_PREFIX}" \
+    -DCMAKE_FIND_FRAMEWORK=NEVER
+
   make -j$JOBS
 fi
 
@@ -107,14 +112,16 @@ echo '::endgroup::'
 echo '::group::Build and run C++ example'
 pushd examples/cpp/hello_world/build
 
-cmake .. -DTorch_DIR="${Torch_DIR}" \
-  -DCMAKE_PREFIX_PATH="${CONDA_PREFIX}" \
-  -DCMAKE_FIND_FRAMEWORK=NEVER
 if [[ $OS_TYPE == windows ]]; then
+  "${PACKAGING_DIR}/windows/internal/vc_env_helper.bat" "${PWD}/.github/scripts/cmake.bat" $Torch_DIR $WITH_CUDA
   "${PACKAGING_DIR}/windows/internal/vc_env_helper.bat" "${PACKAGING_DIR}/windows/internal/build_cpp_example.bat" $JOBS
   cd Release
   cp ../resnet18.pt .
 else
+  cmake .. -DTorch_DIR="${Torch_DIR}" \
+    -DCMAKE_PREFIX_PATH="${CONDA_PREFIX}" \
+    -DCMAKE_FIND_FRAMEWORK=NEVER
+
   make -j$JOBS
 fi