diff --git a/CMakeLists.txt b/CMakeLists.txt
index 87abef1262..96360532f2 100644
--- a/CMakeLists.txt
+++ b/CMakeLists.txt
@@ -18,6 +18,14 @@ endif()
 
 project(torchaudio)
 
+# Find the HIP package, set the HIP paths, load the HIP CMake.
+if(USE_ROCM)
+  include(cmake/LoadHIP.cmake)
+  if(NOT PYTORCH_FOUND_HIP)
+    set(USE_ROCM OFF)
+  endif()
+endif()
+
 # check and set CMAKE_CXX_STANDARD
 string(FIND "${CMAKE_CXX_FLAGS}" "-std=c++" env_cxx_standard)
 if(env_cxx_standard GREATER -1)
diff --git a/build_tools/setup_helpers/extension.py b/build_tools/setup_helpers/extension.py
index 4e04097716..430ff168c3 100644
--- a/build_tools/setup_helpers/extension.py
+++ b/build_tools/setup_helpers/extension.py
@@ -37,6 +37,7 @@ def _get_build(var, default=False):
 _BUILD_SOX = False if platform.system() == 'Windows' else _get_build("BUILD_SOX")
 _BUILD_KALDI = False if platform.system() == 'Windows' else _get_build("BUILD_KALDI", True)
 _BUILD_TRANSDUCER = _get_build("BUILD_TRANSDUCER")
+_USE_ROCM = _get_build("USE_ROCM")
 
 
 def get_ext_modules():
@@ -74,6 +75,7 @@ def build_extension(self, ext):
             f"-DBUILD_TRANSDUCER:BOOL={'ON' if _BUILD_TRANSDUCER else 'OFF'}",
             "-DBUILD_TORCHAUDIO_PYTHON_EXTENSION:BOOL=ON",
             "-DBUILD_LIBTORCHAUDIO:BOOL=OFF",
+            f"-DUSE_ROCM:BOOL={'ON' if _USE_ROCM else 'OFF'}",
         ]
         build_args = [
             '--target', 'install'
diff --git a/cmake/LoadHIP.cmake b/cmake/LoadHIP.cmake
new file mode 100644
index 0000000000..09ae6385cf
--- /dev/null
+++ b/cmake/LoadHIP.cmake
@@ -0,0 +1,234 @@
+set(PYTORCH_FOUND_HIP FALSE)
+
+if(NOT DEFINED ENV{ROCM_PATH})
+  set(ROCM_PATH /opt/rocm)
+else()
+  set(ROCM_PATH $ENV{ROCM_PATH})
+endif()
+
+# HIP_PATH
+if(NOT DEFINED ENV{HIP_PATH})
+  set(HIP_PATH ${ROCM_PATH}/hip)
+else()
+  set(HIP_PATH $ENV{HIP_PATH})
+endif()
+
+if(NOT EXISTS ${HIP_PATH})
+  return()
+endif()
+
+# HCC_PATH
+if(NOT DEFINED ENV{HCC_PATH})
+  set(HCC_PATH ${ROCM_PATH}/hcc)
+else()
+  set(HCC_PATH $ENV{HCC_PATH})
+endif()
+
+# HSA_PATH
+if(NOT DEFINED ENV{HSA_PATH})
+  set(HSA_PATH ${ROCM_PATH}/hsa)
+else()
+  set(HSA_PATH $ENV{HSA_PATH})
+endif()
+
+# ROCBLAS_PATH
+if(NOT DEFINED ENV{ROCBLAS_PATH})
+  set(ROCBLAS_PATH ${ROCM_PATH}/rocblas)
+else()
+  set(ROCBLAS_PATH $ENV{ROCBLAS_PATH})
+endif()
+
+# ROCFFT_PATH
+if(NOT DEFINED ENV{ROCFFT_PATH})
+  set(ROCFFT_PATH ${ROCM_PATH}/rocfft)
+else()
+  set(ROCFFT_PATH $ENV{ROCFFT_PATH})
+endif()
+
+# HIPFFT_PATH
+if(NOT DEFINED ENV{HIPFFT_PATH})
+  set(HIPFFT_PATH ${ROCM_PATH}/hipfft)
+else()
+  set(HIPFFT_PATH $ENV{HIPFFT_PATH})
+endif()
+
+# HIPSPARSE_PATH
+if(NOT DEFINED ENV{HIPSPARSE_PATH})
+  set(HIPSPARSE_PATH ${ROCM_PATH}/hipsparse)
+else()
+  set(HIPSPARSE_PATH $ENV{HIPSPARSE_PATH})
+endif()
+
+# THRUST_PATH
+if(DEFINED ENV{THRUST_PATH})
+  set(THRUST_PATH $ENV{THRUST_PATH})
+else()
+  set(THRUST_PATH ${ROCM_PATH}/include)
+endif()
+
+# HIPRAND_PATH
+if(NOT DEFINED ENV{HIPRAND_PATH})
+  set(HIPRAND_PATH ${ROCM_PATH}/hiprand)
+else()
+  set(HIPRAND_PATH $ENV{HIPRAND_PATH})
+endif()
+
+# ROCRAND_PATH
+if(NOT DEFINED ENV{ROCRAND_PATH})
+  set(ROCRAND_PATH ${ROCM_PATH}/rocrand)
+else()
+  set(ROCRAND_PATH $ENV{ROCRAND_PATH})
+endif()
+
+# MIOPEN_PATH
+if(NOT DEFINED ENV{MIOPEN_PATH})
+  set(MIOPEN_PATH ${ROCM_PATH}/miopen)
+else()
+  set(MIOPEN_PATH $ENV{MIOPEN_PATH})
+endif()
+
+# RCCL_PATH
+if(NOT DEFINED ENV{RCCL_PATH})
+  set(RCCL_PATH ${ROCM_PATH}/rccl)
+else()
+  set(RCCL_PATH $ENV{RCCL_PATH})
+endif()
+
+# ROCPRIM_PATH
+if(NOT DEFINED ENV{ROCPRIM_PATH})
+  set(ROCPRIM_PATH ${ROCM_PATH}/rocprim)
+else()
+  set(ROCPRIM_PATH $ENV{ROCPRIM_PATH})
+endif()
+
+# HIPCUB_PATH
+if(NOT DEFINED ENV{HIPCUB_PATH})
+  set(HIPCUB_PATH ${ROCM_PATH}/hipcub)
+else()
+  set(HIPCUB_PATH $ENV{HIPCUB_PATH})
+endif()
+
+# ROCTHRUST_PATH
+if(NOT DEFINED ENV{ROCTHRUST_PATH})
+  set(ROCTHRUST_PATH ${ROCM_PATH}/rocthrust)
+else()
+  set(ROCTHRUST_PATH $ENV{ROCTHRUST_PATH})
+endif()
+
+# ROCTRACER_PATH
+if(NOT DEFINED ENV{ROCTRACER_PATH})
+  set(ROCTRACER_PATH ${ROCM_PATH}/roctracer)
+else()
+  set(ROCTRACER_PATH $ENV{ROCTRACER_PATH})
+endif()
+
+if(NOT DEFINED ENV{PYTORCH_ROCM_ARCH})
+  set(PYTORCH_ROCM_ARCH gfx803;gfx900;gfx906;gfx908)
+else()
+  set(PYTORCH_ROCM_ARCH $ENV{PYTORCH_ROCM_ARCH})
+endif()
+
+# Add HIP to the CMAKE Module Path
+set(CMAKE_MODULE_PATH ${HIP_PATH}/cmake ${CMAKE_MODULE_PATH})
+
+# Disable Asserts In Code (Can't use asserts on HIP stack.)
+add_definitions(-DNDEBUG)
+
+macro(find_package_and_print_version PACKAGE_NAME)
+  find_package("${PACKAGE_NAME}" ${ARGN})
+  message("${PACKAGE_NAME} VERSION: ${${PACKAGE_NAME}_VERSION}")
+endmacro()
+
+# Find the HIP Package
+find_package_and_print_version(HIP 1.0)
+
+if(HIP_FOUND)
+  set(PYTORCH_FOUND_HIP TRUE)
+
+  # Find ROCM version for checks
+  file(READ "${ROCM_PATH}/.info/version-dev" ROCM_VERSION_DEV_RAW)
+  string(REGEX MATCH "^([0-9]+)\.([0-9]+)\.([0-9]+)-.*$" ROCM_VERSION_DEV_MATCH ${ROCM_VERSION_DEV_RAW})
+  if(ROCM_VERSION_DEV_MATCH)
+    set(ROCM_VERSION_DEV_MAJOR ${CMAKE_MATCH_1})
+    set(ROCM_VERSION_DEV_MINOR ${CMAKE_MATCH_2})
+    set(ROCM_VERSION_DEV_PATCH ${CMAKE_MATCH_3})
+    set(ROCM_VERSION_DEV "${ROCM_VERSION_DEV_MAJOR}.${ROCM_VERSION_DEV_MINOR}.${ROCM_VERSION_DEV_PATCH}")
+  endif()
+  message("\n***** ROCm version from ${ROCM_PATH}/.info/version-dev ****\n")
+  message("ROCM_VERSION_DEV: ${ROCM_VERSION_DEV}")
+  message("ROCM_VERSION_DEV_MAJOR: ${ROCM_VERSION_DEV_MAJOR}")
+  message("ROCM_VERSION_DEV_MINOR: ${ROCM_VERSION_DEV_MINOR}")
+  message("ROCM_VERSION_DEV_PATCH: ${ROCM_VERSION_DEV_PATCH}")
+
+  message("\n***** Library versions from dpkg *****\n")
+  execute_process(COMMAND dpkg -l COMMAND grep rocm-dev COMMAND awk "{print $2 \" VERSION: \" $3}")
+  execute_process(COMMAND dpkg -l COMMAND grep rocm-libs COMMAND awk "{print $2 \" VERSION: \" $3}")
+  execute_process(COMMAND dpkg -l COMMAND grep hsakmt-roct COMMAND awk "{print $2 \" VERSION: \" $3}")
+  execute_process(COMMAND dpkg -l COMMAND grep rocr-dev COMMAND awk "{print $2 \" VERSION: \" $3}")
+  execute_process(COMMAND dpkg -l COMMAND grep -w hcc COMMAND awk "{print $2 \" VERSION: \" $3}")
+  execute_process(COMMAND dpkg -l COMMAND grep hip_base COMMAND awk "{print $2 \" VERSION: \" $3}")
+  execute_process(COMMAND dpkg -l COMMAND grep hip_hcc COMMAND awk "{print $2 \" VERSION: \" $3}")
+
+  message("\n***** Library versions from cmake find_package *****\n")
+
+  set(CMAKE_HCC_FLAGS_DEBUG ${CMAKE_CXX_FLAGS_DEBUG})
+  set(CMAKE_HCC_FLAGS_RELEASE ${CMAKE_CXX_FLAGS_RELEASE})
+  ### Remove setting of Flags when FindHIP.CMake PR #558 is accepted.###
+
+  set(hip_DIR ${HIP_PATH}/lib/cmake/hip)
+  set(hsa-runtime64_DIR ${ROCM_PATH}/lib/cmake/hsa-runtime64)
+  set(AMDDeviceLibs_DIR ${ROCM_PATH}/lib/cmake/AMDDeviceLibs)
+  set(amd_comgr_DIR ${ROCM_PATH}/lib/cmake/amd_comgr)
+  set(rocrand_DIR ${ROCRAND_PATH}/lib/cmake/rocrand)
+  set(hiprand_DIR ${HIPRAND_PATH}/lib/cmake/hiprand)
+  set(rocblas_DIR ${ROCBLAS_PATH}/lib/cmake/rocblas)
+  set(miopen_DIR ${MIOPEN_PATH}/lib/cmake/miopen)
+  set(rocfft_DIR ${ROCFFT_PATH}/lib/cmake/rocfft)
+  set(hipfft_DIR ${HIPFFT_PATH}/lib/cmake/hipfft)
+  set(hipsparse_DIR ${HIPSPARSE_PATH}/lib/cmake/hipsparse)
+  set(rccl_DIR ${RCCL_PATH}/lib/cmake/rccl)
+  set(rocprim_DIR ${ROCPRIM_PATH}/lib/cmake/rocprim)
+  set(hipcub_DIR ${HIPCUB_PATH}/lib/cmake/hipcub)
+  set(rocthrust_DIR ${ROCTHRUST_PATH}/lib/cmake/rocthrust)
+
+  find_package_and_print_version(hip REQUIRED)
+  find_package_and_print_version(hsa-runtime64 REQUIRED)
+  find_package_and_print_version(amd_comgr REQUIRED)
+  find_package_and_print_version(rocrand REQUIRED)
+  find_package_and_print_version(hiprand REQUIRED)
+  find_package_and_print_version(rocblas REQUIRED)
+  find_package_and_print_version(miopen REQUIRED)
+  find_package_and_print_version(rocfft REQUIRED)
+  if(ROCM_VERSION_DEV VERSION_GREATER_EQUAL "4.1.0")
+    find_package_and_print_version(hipfft REQUIRED)
+  endif()
+  find_package_and_print_version(hipsparse REQUIRED)
+  find_package_and_print_version(rccl)
+  find_package_and_print_version(rocprim REQUIRED)
+  find_package_and_print_version(hipcub REQUIRED)
+  find_package_and_print_version(rocthrust REQUIRED)
+
+  if(HIP_COMPILER STREQUAL clang)
+    set(hip_library_name amdhip64)
+  else()
+    set(hip_library_name hip_hcc)
+  endif()
+  message("HIP library name: ${hip_library_name}")
+
+  # TODO: hip_hcc has an interface include flag "-hc" which is only
+  # recognizable by hcc, but not gcc and clang. Right now in our
+  # setup, hcc is only used for linking, but it should be used to
+  # compile the *_hip.cc files as well.
+  find_library(PYTORCH_HIP_HCC_LIBRARIES ${hip_library_name} HINTS ${HIP_PATH}/lib)
+  # TODO: miopen_LIBRARIES should return fullpath to the library file,
+  # however currently it's just the lib name
+  find_library(PYTORCH_MIOPEN_LIBRARIES ${miopen_LIBRARIES} HINTS ${MIOPEN_PATH}/lib)
+  # TODO: rccl_LIBRARIES should return fullpath to the library file,
+  # however currently it's just the lib name
+  find_library(PYTORCH_RCCL_LIBRARIES ${rccl_LIBRARIES} HINTS ${RCCL_PATH}/lib)
+  # hiprtc is part of HIP
+  find_library(ROCM_HIPRTC_LIB ${hip_library_name} HINTS ${HIP_PATH}/lib)
+  # roctx is part of roctracer
+  find_library(ROCM_ROCTX_LIB roctx64 HINTS ${ROCTRACER_PATH}/lib)
+  set(roctracer_INCLUDE_DIRS ${ROCTRACER_PATH}/include)
+endif()
diff --git a/test/torchaudio_unittest/backend/soundfile/save_test.py b/test/torchaudio_unittest/backend/soundfile/save_test.py
index e4e8c93631..c8c97436e5 100644
--- a/test/torchaudio_unittest/backend/soundfile/save_test.py
+++ b/test/torchaudio_unittest/backend/soundfile/save_test.py
@@ -11,6 +11,7 @@
     get_wav_data,
     load_wav,
     nested_params,
+    skipIfRocm,
 )
 from .common import (
     fetch_wav_subtype,
@@ -280,6 +281,7 @@ def test_fileobj_wav(self):
         self._test_fileobj('wav')
 
     @skipIfFormatNotSupported("FLAC")
+    @skipIfRocm
     def test_fileobj_flac(self):
         """Saving audio via file-like object works"""
         self._test_fileobj('flac')
diff --git a/test/torchaudio_unittest/common_utils/__init__.py b/test/torchaudio_unittest/common_utils/__init__.py
index 736ec82855..bba409d47f 100644
--- a/test/torchaudio_unittest/common_utils/__init__.py
+++ b/test/torchaudio_unittest/common_utils/__init__.py
@@ -17,6 +17,7 @@
     skipIfNoModule,
     skipIfNoKaldi,
     skipIfNoSox,
+    skipIfRocm,
 )
 from .wav_utils import (
     get_wav_data,
@@ -32,5 +33,5 @@
 __all__ = ['get_asset_path', 'get_whitenoise', 'get_sinusoid', 'set_audio_backend',
            'TempDirMixin', 'HttpServerMixin', 'TestBaseMixin', 'PytorchTestCase', 'TorchaudioTestCase',
            'skipIfNoCuda', 'skipIfNoExec', 'skipIfNoModule', 'skipIfNoKaldi', 'skipIfNoSox',
-           'skipIfNoSoxBackend', 'get_wav_data', 'normalize_wav', 'load_wav', 'save_wav', 'load_params',
-           'nested_params']
+           'skipIfNoSoxBackend', 'skipIfRocm', 'get_wav_data', 'normalize_wav', 'load_wav', 'save_wav',
+           'load_params', 'nested_params']
diff --git a/test/torchaudio_unittest/common_utils/case_utils.py b/test/torchaudio_unittest/common_utils/case_utils.py
index 69b9a795cd..7357cec4c4 100644
--- a/test/torchaudio_unittest/common_utils/case_utils.py
+++ b/test/torchaudio_unittest/common_utils/case_utils.py
@@ -98,3 +98,5 @@ def skipIfNoModule(module, display_name=None):
 skipIfNoCuda = unittest.skipIf(not torch.cuda.is_available(), reason='CUDA not available')
 skipIfNoSox = unittest.skipIf(not is_sox_available(), reason='Sox not available')
 skipIfNoKaldi = unittest.skipIf(not is_kaldi_available(), reason='Kaldi not available')
+skipIfRocm = unittest.skipIf(os.getenv('TORCHAUDIO_TEST_WITH_ROCM', '0') == '1',
+                             reason="test doesn't currently work on the ROCm stack")
diff --git a/test/torchaudio_unittest/functional/torchscript_consistency_impl.py b/test/torchaudio_unittest/functional/torchscript_consistency_impl.py
index b6aec04d9c..2dc0016581 100644
--- a/test/torchaudio_unittest/functional/torchscript_consistency_impl.py
+++ b/test/torchaudio_unittest/functional/torchscript_consistency_impl.py
@@ -5,6 +5,9 @@
 import torchaudio.functional as F
 
 from torchaudio_unittest import common_utils
+from torchaudio_unittest.common_utils import (
+    skipIfRocm,
+)
 
 
 class Functional(common_utils.TestBaseMixin):
@@ -34,6 +37,7 @@ def func(tensor):
         tensor = common_utils.get_whitenoise()
         self._assert_consistency(func, tensor)
 
+    @skipIfRocm
     def test_griffinlim(self):
         def func(tensor):
             n_fft = 400
diff --git a/test/torchaudio_unittest/transforms/torchscript_consistency_impl.py b/test/torchaudio_unittest/transforms/torchscript_consistency_impl.py
index 492e1e4a92..e3eedf4bb3 100644
--- a/test/torchaudio_unittest/transforms/torchscript_consistency_impl.py
+++ b/test/torchaudio_unittest/transforms/torchscript_consistency_impl.py
@@ -4,6 +4,9 @@
 import torchaudio.transforms as T
 
 from torchaudio_unittest import common_utils
+from torchaudio_unittest.common_utils import (
+    skipIfRocm,
+)
 
 
 class Transforms(common_utils.TestBaseMixin):
@@ -21,6 +24,7 @@ def test_Spectrogram(self):
         tensor = torch.rand((1, 1000))
         self._assert_consistency(T.Spectrogram(), tensor)
 
+    @skipIfRocm
     def test_GriffinLim(self):
         tensor = torch.rand((1, 201, 6))
         self._assert_consistency(T.GriffinLim(length=1000, rand_init=False), tensor)