diff --git a/CMakeLists.txt b/CMakeLists.txt
index 5a43e0da8f2..efad5419aaf 100644
--- a/CMakeLists.txt
+++ b/CMakeLists.txt
@@ -874,7 +874,7 @@ cmake_dependent_option(
   "Whether to build the flash_attention kernel for scaled dot product attention.\
   Will be disabled if not supported by the platform"
   ON
-  "USE_CUDA OR USE_ROCM;NOT MSVC"
+  "USE_CUDA OR USE_ROCM"
   OFF)
 
 cmake_dependent_option(
@@ -909,7 +909,7 @@ cmake_dependent_option(
 # USE_FLASH_ATTENTION -> USE_ROCM -> Dependencies.cmake -> aotriton.cmake
 #
 if(USE_ROCM)
-  if(UNIX AND (USE_FLASH_ATTENTION OR USE_MEM_EFF_ATTENTION))
+  if(USE_FLASH_ATTENTION OR USE_MEM_EFF_ATTENTION)
     include(cmake/External/aotriton.cmake)
   endif()
 endif()
diff --git a/aten/src/ATen/native/transformers/cuda/attention.cu b/aten/src/ATen/native/transformers/cuda/attention.cu
index b8b43e0086c..c2193f2378d 100644
--- a/aten/src/ATen/native/transformers/cuda/attention.cu
+++ b/aten/src/ATen/native/transformers/cuda/attention.cu
@@ -95,6 +95,72 @@
 #endif
 #endif
 
+#if defined(USE_ROCM) && (defined(USE_FLASH_ATTENTION) || defined(USE_MEM_EFF_ATTENTION))
+namespace pytorch_flash
+{
+std::tuple<
+    at::Tensor,
+    at::Tensor,
+    at::Tensor,
+    at::Tensor,
+    at::Tensor,
+    at::Tensor,
+    at::Tensor,
+    at::Tensor>
+mha_fwd(
+    const at::Tensor& q, // batch_size x seqlen_q x num_heads x head_size
+    const at::Tensor& k, // batch_size x seqlen_k x num_heads_k x head_size
+    const at::Tensor& v, // batch_size x seqlen_k x num_heads_k x head_size
+    std::optional<at::Tensor>&
+        out_, // batch_size x seqlen_q x num_heads x head_size
+    std::optional<at::Tensor>&
+        alibi_slopes_, // num_heads or batch_size x num_heads
+    const float p_dropout,
+    const float softmax_scale,
+    bool is_causal,
+    std::optional<int64_t> window_size_left,
+    std::optional<int64_t> window_size_right,
+    const float softcap,
+    const bool return_softmax,
+    std::optional<at::Generator> gen_) {
+#if defined(USE_ROCM_CK_SDPA)
+  if (at::globalContext().getROCmFAPreferredBackend() ==
+      at::ROCmFABackend::Ck) {
+    const int non_null_window_left = window_size_left.value_or(-1);
+    const int non_null_window_right = window_size_right.value_or(-1);
+    std::optional<at::Tensor> dummy_attn_bias = std::nullopt;
+    return mha_fwd_ck(
+        q,
+        k,
+        v,
+        out_,
+        p_dropout,
+        softmax_scale,
+        is_causal,
+        non_null_window_left,
+        non_null_window_right,
+        return_softmax,
+        gen_,
+        dummy_attn_bias); // Not used in flash attention
+  }
+#endif
+  return mha_fwd_aot(
+      q,
+      k,
+      v,
+      out_,
+      alibi_slopes_,
+      p_dropout,
+      softmax_scale,
+      is_causal,
+      window_size_left,
+      window_size_right,
+      return_softmax,
+      gen_);
+}
+}
+#endif
+
 namespace at {
 
 namespace cuda::philox {
diff --git a/aten/src/ATen/native/transformers/hip/flash_attn/flash_api.h b/aten/src/ATen/native/transformers/hip/flash_attn/flash_api.h
index f6f2240d4f0..71a19590659 100644
--- a/aten/src/ATen/native/transformers/hip/flash_attn/flash_api.h
+++ b/aten/src/ATen/native/transformers/hip/flash_attn/flash_api.h
@@ -270,7 +270,7 @@ std::tuple<at::Tensor, at::Tensor, at::Tensor, at::Tensor, at::Tensor> mha_varle
 #endif
 
 TORCH_API
-inline std::tuple<
+std::tuple<
     at::Tensor,
     at::Tensor,
     at::Tensor,
@@ -294,42 +294,7 @@ mha_fwd(
     std::optional<int64_t> window_size_right,
     const float softcap,
     const bool return_softmax,
-    std::optional<at::Generator> gen_) {
-#if defined(USE_ROCM_CK_SDPA)
-  if (at::globalContext().getROCmFAPreferredBackend() ==
-      at::ROCmFABackend::Ck) {
-    const int non_null_window_left = window_size_left.value_or(-1);
-    const int non_null_window_right = window_size_right.value_or(-1);
-    std::optional<at::Tensor> dummy_attn_bias = std::nullopt;
-    return mha_fwd_ck(
-        q,
-        k,
-        v,
-        out_,
-        p_dropout,
-        softmax_scale,
-        is_causal,
-        non_null_window_left,
-        non_null_window_right,
-        return_softmax,
-        gen_,
-        dummy_attn_bias); // Not used in flash attention
-  }
-#endif
-  return mha_fwd_aot(
-      q,
-      k,
-      v,
-      out_,
-      alibi_slopes_,
-      p_dropout,
-      softmax_scale,
-      is_causal,
-      window_size_left,
-      window_size_right,
-      return_softmax,
-      gen_);
-}
+    std::optional<at::Generator> gen_);
 
 inline std::tuple<
     at::Tensor,
diff --git a/cmake/External/aotriton.cmake b/cmake/External/aotriton.cmake
index 5d915877465..4f7a79a78bf 100644
--- a/cmake/External/aotriton.cmake
+++ b/cmake/External/aotriton.cmake
@@ -45,13 +45,88 @@ if(NOT __AOTRITON_INCLUDED)
      )
   set(__AOTRITON_BASE_URL "https://github.com/ROCm/aotriton/releases/download/")  # @lint-ignore
   set(__AOTRITON_Z "gz")
+  # Set the default __AOTRITON_LIB path
+  set(__AOTRITON_LIB "${__AOTRITON_INSTALL_DIR}/lib/libaotriton_v2.so")
+  if(WIN32)
+    set(__AOTRITON_LIB "${__AOTRITON_INSTALL_DIR}/lib/aotriton_v2.lib")
+  endif()
+
+  function(aotriton_build_windows_dependencies dlfcn-win32_external xz_external dlfcn-win32_DIR liblzma_DIR)
+    # Windows-specific dependencies - build these first
+    if(NOT noimage)
+      message(FATAL_ERROR "noimage must be ON for Windows builds")
+    endif()
+    # Build dlfcn-win32
+    set(__DLFCN_WIN32_PREFIX "${CMAKE_CURRENT_BINARY_DIR}/dlfcn-win32")
+    set(__DLFCN_WIN32_INSTALL_DIR "${CMAKE_CURRENT_BINARY_DIR}/dlfcn-win32-install")
+
+    ExternalProject_Add(${dlfcn-win32_external}
+      GIT_REPOSITORY https://github.com/dlfcn-win32/dlfcn-win32.git
+      GIT_TAG v1.4.2
+      PREFIX ${__DLFCN_WIN32_PREFIX}
+      INSTALL_DIR ${__DLFCN_WIN32_INSTALL_DIR}
+      CMAKE_ARGS
+        -DCMAKE_INSTALL_PREFIX=${__DLFCN_WIN32_INSTALL_DIR}
+        -DCMAKE_BUILD_TYPE=Release
+        -DCMAKE_C_COMPILER=cl
+        -DCMAKE_CXX_COMPILER=cl
+        -DBUILD_SHARED_LIBS=ON
+        -DBUILD_TESTS=OFF
+      BUILD_BYPRODUCTS
+        "${__DLFCN_WIN32_INSTALL_DIR}/lib/dl.lib"
+        "${__DLFCN_WIN32_INSTALL_DIR}/bin/dl.dll"
+    )
+    ExternalProject_Add_Step(${dlfcn-win32_external} copy_to_aotriton
+      COMMAND ${CMAKE_COMMAND} -E copy_if_different
+        "${__DLFCN_WIN32_INSTALL_DIR}/bin/dl.dll"
+        "${__AOTRITON_INSTALL_DIR}/lib/"
+      DEPENDEES install
+    )
+    set(${dlfcn-win32_DIR} "${__DLFCN_WIN32_INSTALL_DIR}/share/dlfcn-win32" CACHE PATH "Path to dlfcn-win32 CMake config" FORCE)
+
+    # Build xz/liblzma
+    set(__XZ_PREFIX "${CMAKE_CURRENT_BINARY_DIR}/xz")
+    set(__XZ_INSTALL_DIR "${CMAKE_CURRENT_BINARY_DIR}/xz-install")
+
+    ExternalProject_Add(${xz_external}
+      GIT_REPOSITORY https://github.com/tukaani-project/xz.git
+      GIT_TAG v5.8.1
+      PREFIX ${__XZ_PREFIX}
+      INSTALL_DIR ${__XZ_INSTALL_DIR}
+      CMAKE_ARGS
+        -DCMAKE_INSTALL_PREFIX=${__XZ_INSTALL_DIR}
+        -DCMAKE_BUILD_TYPE=Release
+        -DBUILD_SHARED_LIBS=ON
+        -DENABLE_NLS=OFF
+        -DXZ_TOOL_LZMAINFO=OFF
+        -DXZ_TOOL_XZ=OFF
+        -DXZ_TOOL_XZDEC=OFF
+        -DXZ_TOOL_LZMADEC=OFF
+      BUILD_BYPRODUCTS
+        "${__XZ_INSTALL_DIR}/lib/lzma.lib"
+        "${__XZ_INSTALL_DIR}/bin/liblzma.dll"
+    )
+    ExternalProject_Add_Step(${xz_external} copy_to_aotriton
+      COMMAND ${CMAKE_COMMAND} -E copy_if_different
+        "${__XZ_INSTALL_DIR}/bin/liblzma.dll"
+        "${__AOTRITON_INSTALL_DIR}/lib/"
+      DEPENDEES install
+    )
+    set(${liblzma_DIR} "${__XZ_INSTALL_DIR}/lib/cmake/liblzma" CACHE PATH "Path to xz/liblzma CMake config" FORCE)
+  endfunction()
+
   function(aotriton_build_from_source noimage project)
     if(noimage)
       SET(RECURSIVE "OFF")
     else()
       SET(RECURSIVE "ON")
     endif()
+    if(WIN32)
+      message(STATUS "Building AOTriton Windows dependencies")
+      aotriton_build_windows_dependencies(dlfcn-win32_external xz_external dlfcn-win32_DIR liblzma_DIR)
+    endif()
     message(STATUS "PYTORCH_ROCM_ARCH ${PYTORCH_ROCM_ARCH}")
+
     ExternalProject_Add(${project}
       GIT_REPOSITORY https://github.com/ROCm/aotriton.git
       GIT_SUBMODULES_RECURSE ${RECURSIVE}
@@ -65,12 +140,19 @@ if(NOT __AOTRITON_INCLUDED)
       -DAOTRITON_GPU_BUILD_TIMEOUT=0
       -DAOTRITON_NO_PYTHON=ON
       -DAOTRITON_NOIMAGE_MODE=${noimage}
-      BUILD_BYPRODUCTS "${__AOTRITON_INSTALL_DIR}/lib/libaotriton_v2.so"
+      -DHIP_PLATFORM=amd
+      $<$<BOOL:${WIN32}>:-Ddlfcn-win32_DIR=${dlfcn-win32_DIR}>
+      $<$<BOOL:${WIN32}>:-Dliblzma_DIR=${liblzma_DIR}>
+      BUILD_BYPRODUCTS
+        "${__AOTRITON_LIB}"
       USES_TERMINAL_DOWNLOAD TRUE
       USES_TERMINAL_CONFIGURE TRUE
       USES_TERMINAL_BUILD TRUE
       USES_TERMINAL_INSTALL TRUE
     )
+    if(WIN32)
+      add_dependencies(${project} dlfcn-win32_external xz_external)
+    endif()
   endfunction()
 
   set(__AOTRITON_ARCH ${CMAKE_HOST_SYSTEM_PROCESSOR})
@@ -95,7 +177,7 @@ if(NOT __AOTRITON_INCLUDED)
       INSTALL_COMMAND ${CMAKE_COMMAND} -E copy_directory
       "${CMAKE_CURRENT_BINARY_DIR}/aotriton_runtime"
       "${__AOTRITON_INSTALL_DIR}"
-      BUILD_BYPRODUCTS "${__AOTRITON_INSTALL_DIR}/lib/libaotriton_v2.so"
+      BUILD_BYPRODUCTS "${__AOTRITON_LIB}"
     )
     message(STATUS "Using AOTriton Runtime from pre-compiled binary ${__AOTRITON_URL}.\
     Set env variables AOTRITON_INSTALL_FROM_SOURCE=1 to build from source.")
@@ -111,14 +193,35 @@ if(NOT __AOTRITON_INCLUDED)
     string(CONCAT __AOTRITON_URL
            "${__AOTRITON_BASE_URL}"
            "${__AOTRITON_VER}/${__AOTRITON_FILE}")
+
+    # Set up directories
+    set(__AOTRITON_DOWNLOAD_DIR ${CMAKE_CURRENT_BINARY_DIR}/aotriton_download-${image})
+    set(__AOTRITON_EXTRACT_DIR ${CMAKE_CURRENT_BINARY_DIR}/aotriton_image-${image})
+    set(__AOTRITON_INSTALL_SOURCE_DIR ${__AOTRITON_EXTRACT_DIR})
+    set(__DOWNLOAD_NO_EXTRACT "")
+    set(__BUILD_COMMANDS "")
+
+    # On Windows, we need custom tar extraction with UTF-8 support
+    if(WIN32)
+      set(__DOWNLOAD_NO_EXTRACT "DOWNLOAD_NO_EXTRACT;TRUE")
+      set(__BUILD_COMMANDS
+        COMMAND ${CMAKE_COMMAND} -E make_directory "${__AOTRITON_EXTRACT_DIR}"
+        COMMAND tar --options hdrcharset=UTF-8 -xf "${__AOTRITON_DOWNLOAD_DIR}/${__AOTRITON_FILE}" -C "${__AOTRITON_EXTRACT_DIR}"
+      )
+      set(__AOTRITON_INSTALL_SOURCE_DIR ${__AOTRITON_EXTRACT_DIR}/aotriton)
+    endif()
+
     ExternalProject_Add(${project}
       URL "${__AOTRITON_URL}"
       URL_HASH SHA256=${__AOTRITON_SHA256}
-      SOURCE_DIR ${CMAKE_CURRENT_BINARY_DIR}/aotriton_image-${image}
+      DOWNLOAD_DIR ${__AOTRITON_DOWNLOAD_DIR}
+      ${__DOWNLOAD_NO_EXTRACT}
+      SOURCE_DIR ${__AOTRITON_EXTRACT_DIR}
       CONFIGURE_COMMAND ""
       BUILD_COMMAND ""
+      ${__BUILD_COMMANDS}
       INSTALL_COMMAND ${CMAKE_COMMAND} -E copy_directory
-      "${CMAKE_CURRENT_BINARY_DIR}/aotriton_image-${image}"
+      "${__AOTRITON_INSTALL_SOURCE_DIR}"
       "${__AOTRITON_INSTALL_DIR}"
       BUILD_BYPRODUCTS
       "${__AOTRITON_INSTALL_DIR}/lib/aotriton.images/${image}/__signature__"
@@ -164,7 +267,7 @@ if(NOT __AOTRITON_INCLUDED)
       endforeach()
     endforeach()
   endif()
-  target_link_libraries(__caffe2_aotriton INTERFACE ${__AOTRITON_INSTALL_DIR}/lib/libaotriton_v2.so)
+  target_link_libraries(__caffe2_aotriton INTERFACE ${__AOTRITON_LIB})
   target_include_directories(__caffe2_aotriton INTERFACE ${__AOTRITON_INSTALL_DIR}/include)
   set(AOTRITON_FOUND TRUE)
 endif() # __AOTRITON_INCLUDED
diff --git a/tools/linter/dictionary.txt b/tools/linter/dictionary.txt
index 706881a8f10..c4a250db048 100644
--- a/tools/linter/dictionary.txt
+++ b/tools/linter/dictionary.txt
@@ -12,6 +12,7 @@ BU
 contiguities
 contiguity
 coo
+DEPENDEES
 deser
 din
 dout