3RNN/Lib/site-packages/tensorflow/python/framework/gpu_util.py
2024-05-26 19:49:15 +02:00

54 lines
2.0 KiB
Python

# Copyright 2019 The TensorFlow Authors. All Rights Reserved.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in writing, software
# distributed under the License is distributed on an "AS IS" BASIS,
# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
# See the License for the specific language governing permissions and
# limitations under the License.
# ==============================================================================
"""Contains GPU utility functions."""
import collections
import re
# Matches the DeviceAttributes.physical_device_desc field.
_PHYSICAL_DEVICE_DESCRIPTION_REGEX = re.compile(
r'name: ([^,]*), (?:.*compute capability: (\d+)\.(\d+))?')
# compute_capability is a (major version, minor version) pair, or None if this
# is not an Nvidia GPU.
GpuInfo = collections.namedtuple('gpu_info', ['name', 'compute_capability'])
def compute_capability_from_device_desc(device_attrs):
"""Returns the GpuInfo given a DeviceAttributes proto.
Args:
device_attrs: A DeviceAttributes proto.
Returns
A gpu_info tuple. Both fields are None if `device_attrs` does not have a
valid physical_device_desc field.
"""
# TODO(jingyue): The device description generator has to be in sync with
# this file. Another option is to put compute capability in
# DeviceAttributes, but I avoided that to keep DeviceAttributes
# target-independent. Reconsider this option when we have more things like
# this to keep in sync.
# LINT.IfChange
match = _PHYSICAL_DEVICE_DESCRIPTION_REGEX.search(
device_attrs.physical_device_desc)
# LINT.ThenChange(//tensorflow/core/common_runtime/gpu/gpu_device.cc)
if not match:
return GpuInfo(None, None)
cc = (int(match.group(2)), int(match.group(3))) if match.group(2) else None
return GpuInfo(match.group(1), cc)