onnxruntime/onnxruntime/python/_pybind_state.py
Scott McKay 63df683040
Fix path used in check for cudnn library (#7786)
* There are separate paths for CUDA and CUDNN as they are not guaranteed to be in the same location on a Windows machine. Use the CUDNN path when looking for the CUDNN library.

* Refine check
2021-05-28 09:32:13 +10:00

67 lines
3.4 KiB
Python

# -------------------------------------------------------------------------
# Copyright (c) Microsoft Corporation. All rights reserved.
# Licensed under the MIT License.
# --------------------------------------------------------------------------
"""
Ensure that dependencies are available and then load the extension module.
"""
import os
import platform
import sys
from . import _ld_preload # noqa: F401
if platform.system() == "Windows":
from . import version_info
if version_info.use_cuda:
cuda_version_major, cuda_version_minor = version_info.cuda_version.split(".")
if int(cuda_version_major) < 11:
# Prior to CUDA 11 both major and minor version at build time/runtime have to match.
cuda_env_variable = f"CUDA_PATH_V{cuda_version_major}_{cuda_version_minor}"
if cuda_env_variable not in os.environ:
raise ImportError(f"CUDA Toolkit {version_info.cuda_version} not installed on the machine.")
else:
# With CUDA 11 and newer only the major version at build time/runtime has to match.
# Use the most recent minor version available.
cuda_env_variable = None
for i in range(9, -1, -1):
if f"CUDA_PATH_V{cuda_version_major}_{i}" in os.environ:
cuda_env_variable = f"CUDA_PATH_V{cuda_version_major}_{i}"
break
if not cuda_env_variable:
raise ImportError(f"CUDA Toolkit {cuda_version_major}.x not installed on the machine.")
cuda_bin_dir = os.path.join(os.environ[cuda_env_variable], "bin")
# prefer CUDNN_HOME if set. fallback to the CUDA install directory (would have required user to manually
# copy the cudnn dll there
cudnn_path = os.environ["CUDNN_HOME"] if "CUDNN_HOME" in os.environ else os.environ[cuda_env_variable]
cudnn_bin_dir = os.path.join(cudnn_path, "bin")
if not os.path.isfile(os.path.join(cudnn_bin_dir, f"cudnn64_{version_info.cudnn_version}.dll")):
raise ImportError(f"cuDNN {version_info.cudnn_version} not installed in {cudnn_bin_dir}. "
f"Set the CUDNN_HOME environment variable to the path of the 'cuda' directory "
f"in your CUDNN installation if necessary.")
if sys.version_info >= (3, 8):
# Python 3.8 (and later) doesn't search system PATH when loading DLLs, so the CUDA location needs to be
# specified explicitly using the new API introduced in Python 3.8.
os.add_dll_directory(cuda_bin_dir)
cuda_root = os.path.join(cuda_bin_dir, "..", "..")
for root, _, files in os.walk(cuda_root):
for f in files:
if f == "cupti.lib":
os.add_dll_directory(root)
else:
# Python 3.7 (and earlier) searches directories listed in PATH variable.
# Make sure that the target CUDA version is at the beginning (important if multiple CUDA versions are
# installed on the machine.)
os.environ["PATH"] += cuda_bin_dir + os.pathsep + os.environ["PATH"]
if version_info.vs2019 and platform.architecture()[0] == "64bit":
if not os.path.isfile("C:\\Windows\\System32\\vcruntime140_1.dll"):
raise ImportError(
"Microsoft Visual C++ Redistributable for Visual Studio 2019 not installed on the machine.")
from .onnxruntime_pybind11_state import * # noqa