diff --git a/.github/workflows/build_windows.yml b/.github/workflows/build_windows.yml
index ea8ae90..6a7402c 100644
--- a/.github/workflows/build_windows.yml
+++ b/.github/workflows/build_windows.yml
@@ -1,4 +1,4 @@
-name: build
+name: build-windows-cpu
 
 on:
   push:
@@ -16,8 +16,10 @@ jobs:
       fail-fast: false
       matrix:
         os: [windows-2019]
-        torch: ["1.6.0", "1.7.0", "1.7.1", "1.8.0", "1.8.1", "1.9.0", "1.10.0", "1.11.0"]
-        python-version: [3.6, 3.7, 3.8, 3.9]
+        # torch: ["1.6.0", "1.7.0", "1.7.1", "1.8.0", "1.8.1", "1.9.0", "1.10.0", "1.11.0"]
+        # python-version: [3.6, 3.7, 3.8, 3.9]
+        torch: ["1.10.0", "1.11.0"]
+        python-version: [3.8]
 
     steps:
       - uses: actions/checkout@v2
diff --git a/CMakeLists.txt b/CMakeLists.txt
index f594460..380338b 100644
--- a/CMakeLists.txt
+++ b/CMakeLists.txt
@@ -57,5 +57,17 @@ configure_file(
   ${CMAKE_SOURCE_DIR}/kaldifeat/python/kaldifeat/torch_version.py @ONLY
 )
 
+if(WIN32)
+  # disable various warnings for MSVC
+  # 4624: destructor was implicitly defined as deleted because a base class destructor is inaccessible or deleted
+  set(disabled_warnings
+      /wd4624
+  )
+  message(STATUS "Disabled warnings: ${disabled_warnings}")
+  foreach(w IN LISTS disabled_warnings)
+    string(APPEND CMAKE_CXX_FLAGS " ${w} ")
+  endforeach()
+endif()
+
 include_directories(${CMAKE_SOURCE_DIR})
 add_subdirectory(kaldifeat)
diff --git a/cmake/cmake_extension.py b/cmake/cmake_extension.py
index 8bd21ca..0d14815 100644
--- a/cmake/cmake_extension.py
+++ b/cmake/cmake_extension.py
@@ -128,3 +128,11 @@ class BuildExtension(build_ext):
         for so in lib_so:
             print(f"Copying {so} to {self.build_lib}/")
             shutil.copy(f"{so}", f"{self.build_lib}/")
+
+        print(
+            f"Copying {kaldifeat_dir}/kaldifeat/python/kaldifeat/torch_version.py to {self.build_lib}/kaldifeat"  # noqa
+        )
+        shutil.copy(
+            f"{kaldifeat_dir}/kaldifeat/python/kaldifeat/torch_version.py",
+            f"{self.build_lib}/kaldifeat",
+        )
diff --git a/kaldifeat/csrc/CMakeLists.txt b/kaldifeat/csrc/CMakeLists.txt
index 39f2c1c..9900b96 100644
--- a/kaldifeat/csrc/CMakeLists.txt
+++ b/kaldifeat/csrc/CMakeLists.txt
@@ -31,9 +31,15 @@ function(kaldifeat_add_test source)
       gtest_main
   )
 
+  # NOTE: We set the working directory here so that
+  # it works also on windows. The reason is that
+  # the required DLLs are inside ${TORCH_DIR}/lib
+  # and they can be found by the exe if the current
+  # working directory is ${TORCH_DIR}\lib
   add_test(NAME "Test.${name}"
     COMMAND
     $<TARGET_FILE:${name}>
+    WORKING_DIRECTORY ${TORCH_DIR}/lib
   )
 endfunction()
 
@@ -47,4 +53,5 @@ if(kaldifeat_BUILD_TESTS)
   foreach(source IN LISTS test_srcs)
     kaldifeat_add_test(${source})
   endforeach()
+
 endif()
diff --git a/scripts/github_actions/install_cuda.sh b/scripts/github_actions/install_cuda.sh
index 7d023b9..b84de89 100755
--- a/scripts/github_actions/install_cuda.sh
+++ b/scripts/github_actions/install_cuda.sh
@@ -36,6 +36,13 @@ case "$cuda" in
     # url=https://developer.download.nvidia.com/compute/cuda/11.1.0/local_installers/cuda_11.1.0_455.23.05_linux.run
     url=https://developer.download.nvidia.com/compute/cuda/11.1.1/local_installers/cuda_11.1.1_455.32.00_linux.run
     ;;
+  11.3)
+    # url=https://developer.download.nvidia.com/compute/cuda/11.3.0/local_installers/cuda_11.3.0_465.19.01_linux.run
+    url=https://developer.download.nvidia.com/compute/cuda/11.3.1/local_installers/cuda_11.3.1_465.19.01_linux.run
+    ;;
+  11.5)
+    url=https://developer.download.nvidia.com/compute/cuda/11.5.2/local_installers/cuda_11.5.2_495.29.05_linux.run
+    ;;
   *)
     echo "Unknown cuda version: $cuda"
     exit 1
diff --git a/scripts/github_actions/install_cudnn.sh b/scripts/github_actions/install_cudnn.sh
index 853eba5..8feafbe 100755
--- a/scripts/github_actions/install_cudnn.sh
+++ b/scripts/github_actions/install_cudnn.sh
@@ -17,42 +17,43 @@
 case $cuda in
   10.0)
     filename=cudnn-10.0-linux-x64-v7.6.5.32.tgz
-    url=http://www.mediafire.com/file/1037lb1vmj9qdtq/cudnn-10.0-linux-x64-v7.6.5.32.tgz/file
     ;;
   10.1)
     filename=cudnn-10.1-linux-x64-v8.0.2.39.tgz
-    url=http://www.mediafire.com/file/fnl2wg0h757qhd7/cudnn-10.1-linux-x64-v8.0.2.39.tgz/file
     ;;
   10.2)
     filename=cudnn-10.2-linux-x64-v8.0.2.39.tgz
-    url=http://www.mediafire.com/file/sc2nvbtyg0f7ien/cudnn-10.2-linux-x64-v8.0.2.39.tgz/file
     ;;
   11.0)
     filename=cudnn-11.0-linux-x64-v8.0.5.39.tgz
-    url=https://www.mediafire.com/file/abyhnls106ko9kp/cudnn-11.0-linux-x64-v8.0.5.39.tgz/file
     ;;
   11.1)
-    filename=cudnn-11.1-linux-x64-v8.0.5.39.tgz
-    url=https://www.mediafire.com/file/qx55zd65773xonv/cudnn-11.1-linux-x64-v8.0.5.39.tgz/file
+    filename=cudnn-11.1-linux-x64-v8.0.4.30.tgz
     ;;
+  11.3)
+    filename=cudnn-11.3-linux-x64-v8.2.0.53.tgz
+    ;;
+  11.5)
+    filename=cudnn-11.3-linux-x64-v8.2.0.53.tgz
+    ;;
+  # 11.5)
+  #   filename=cudnn-linux-x86_64-8.3.2.44_cuda11.5-archive.tar.xz
+  #   ;;
   *)
     echo "Unsupported cuda version: $cuda"
     exit 1
     ;;
 esac
 
-function retry() {
-  $* || (sleep 1 && $*) || (sleep 2 && $*) || (sleep 4 && $*) || (sleep 8 && $*)
-}
+command -v git-lfs >/dev/null 2>&1 || { echo >&2 "\nPlease install 'git-lfs' first."; exit 2; }
 
-# It is forked from https://github.com/Juvenal-Yescas/mediafire-dl
-# https://github.com/Juvenal-Yescas/mediafire-dl/pull/2 changes the filename and breaks the CI.
-# We use a separate fork to keep the link fixed.
-retry wget https://raw.githubusercontent.com/csukuangfj/mediafire-dl/master/mediafire_dl.py
+git clone https://huggingface.co/csukuangfj/cudnn
+cd cudnn
+git lfs pull --include="$filename"
 
-sed -i 's/quiet=False/quiet=True/' mediafire_dl.py
-retry python3 mediafire_dl.py "$url"
-sudo tar xf ./$filename -C /usr/local
-rm -v ./$filename
+sudo tar xf ./$filename --strip-components=1 -C /usr/local/cuda
+
+# save disk space
+git lfs prune && cd .. && rm -rf cudnn
 
 sudo sed -i '59i#define CUDNN_MAJOR 8' /usr/local/cuda/include/cudnn.h
diff --git a/scripts/github_actions/install_torch.sh b/scripts/github_actions/install_torch.sh
index 3ad1717..ed813c5 100755
--- a/scripts/github_actions/install_torch.sh
+++ b/scripts/github_actions/install_torch.sh
@@ -78,7 +78,7 @@ case ${torch} in
         ;;
     esac
     ;;
-  1.9.0)
+  1.9.*)
     case ${cuda} in
       10.2)
         package="torch==${torch}"
@@ -91,6 +91,40 @@ case ${torch} in
         ;;
     esac
     ;;
+  1.10.*)
+    case ${cuda} in
+      10.2)
+        package="torch==${torch}"
+        # Leave it empty to use PyPI.
+        url=
+        ;;
+      11.1)
+        package="torch==${torch}+cu111"
+        url=https://download.pytorch.org/whl/torch_stable.html
+        ;;
+      11.3)
+        package="torch==${torch}+cu113"
+        url=https://download.pytorch.org/whl/torch_stable.html
+        ;;
+    esac
+    ;;
+  1.11.*)
+    case ${cuda} in
+      10.2)
+        package="torch==${torch}"
+        # Leave it empty to use PyPI.
+        url=
+        ;;
+      11.3)
+        package="torch==${torch}+cu113"
+        url=https://download.pytorch.org/whl/torch_stable.html
+        ;;
+      11.5)
+        package="torch==${torch}+cu115"
+        url=https://download.pytorch.org/whl/torch_stable.html
+        ;;
+    esac
+    ;;
   *)
     echo "Unsupported PyTorch version: ${torch}"
     exit 1