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collect_env.py
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#
# Adapted from https://github.com/vllm-project/vllm/blob/main/collect_env.py
# Copyright 2023 The vLLM team.
#
# 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.
#
import datetime
import locale
import os
import re
import subprocess
import sys
from collections import namedtuple
from vllm.envs import environment_variables
try:
import torch
TORCH_AVAILABLE = True
except (ImportError, NameError, AttributeError, OSError):
TORCH_AVAILABLE = False
# System Environment Information
SystemEnv = namedtuple(
'SystemEnv',
[
'torch_version',
'is_debug_build',
'gcc_version',
'clang_version',
'cmake_version',
'os',
'libc_version',
'python_version',
'python_platform',
'pip_version', # 'pip' or 'pip3'
'pip_packages',
'conda_packages',
'is_xnnpack_available',
'cpu_info',
'vllm_version', # vllm specific field
'vllm_build_flags', # vllm specific field
'env_vars',
'npu_info', # ascend specific field
'cann_info', # ascend specific field
])
DEFAULT_CONDA_PATTERNS = {
"torch",
"numpy",
"soumith",
"mkl",
"magma",
"triton",
"optree",
"transformers",
"zmq",
"pynvml",
}
DEFAULT_PIP_PATTERNS = {
"torch",
"numpy",
"mypy",
"flake8",
"triton",
"optree",
"onnx",
"transformers",
"zmq",
"pynvml",
}
def run(command):
"""Return (return-code, stdout, stderr)."""
shell = True if type(command) is str else False
p = subprocess.Popen(command,
stdout=subprocess.PIPE,
stderr=subprocess.PIPE,
shell=shell)
raw_output, raw_err = p.communicate()
rc = p.returncode
if get_platform() == 'win32':
enc = 'oem'
else:
enc = locale.getpreferredencoding()
output = raw_output.decode(enc)
err = raw_err.decode(enc)
return rc, output.strip(), err.strip()
def run_and_read_all(run_lambda, command):
"""Run command using run_lambda; reads and returns entire output if rc is 0."""
rc, out, _ = run_lambda(command)
if rc != 0:
return None
return out
def run_and_parse_first_match(run_lambda, command, regex):
"""Run command using run_lambda, returns the first regex match if it exists."""
rc, out, _ = run_lambda(command)
if rc != 0:
return None
match = re.search(regex, out)
if match is None:
return None
return match.group(1)
def run_and_return_first_line(run_lambda, command):
"""Run command using run_lambda and returns first line if output is not empty."""
rc, out, _ = run_lambda(command)
if rc != 0:
return None
return out.split('\n')[0]
def get_conda_packages(run_lambda, patterns=None):
if patterns is None:
patterns = DEFAULT_CONDA_PATTERNS
conda = os.environ.get('CONDA_EXE', 'conda')
out = run_and_read_all(run_lambda, "{} list".format(conda))
if out is None:
return out
return "\n".join(line for line in out.splitlines()
if not line.startswith("#") and any(name in line
for name in patterns))
def get_gcc_version(run_lambda):
return run_and_parse_first_match(run_lambda, 'gcc --version', r'gcc (.*)')
def get_clang_version(run_lambda):
return run_and_parse_first_match(run_lambda, 'clang --version',
r'clang version (.*)')
def get_cmake_version(run_lambda):
return run_and_parse_first_match(run_lambda, 'cmake --version',
r'cmake (.*)')
def get_vllm_version():
from vllm import __version__, __version_tuple__
if __version__ == "dev":
return "N/A (dev)"
if len(__version_tuple__) == 4: # dev build
git_sha = __version_tuple__[-1][1:] # type: ignore
return f"{__version__} (git sha: {git_sha}"
return __version__
def get_cpu_info(run_lambda):
rc, out, err = 0, '', ''
if get_platform() == 'linux':
rc, out, err = run_lambda('lscpu')
elif get_platform() == 'win32':
rc, out, err = run_lambda(
'wmic cpu get Name,Manufacturer,Family,Architecture,ProcessorType,DeviceID, \
CurrentClockSpeed,MaxClockSpeed,L2CacheSize,L2CacheSpeed,Revision /VALUE'
)
elif get_platform() == 'darwin':
rc, out, err = run_lambda("sysctl -n machdep.cpu.brand_string")
cpu_info = 'None'
if rc == 0:
cpu_info = out
else:
cpu_info = err
return cpu_info
def get_platform():
if sys.platform.startswith('linux'):
return 'linux'
elif sys.platform.startswith('win32'):
return 'win32'
elif sys.platform.startswith('cygwin'):
return 'cygwin'
elif sys.platform.startswith('darwin'):
return 'darwin'
else:
return sys.platform
def get_mac_version(run_lambda):
return run_and_parse_first_match(run_lambda, 'sw_vers -productVersion',
r'(.*)')
def get_windows_version(run_lambda):
system_root = os.environ.get('SYSTEMROOT', 'C:\\Windows')
wmic_cmd = os.path.join(system_root, 'System32', 'Wbem', 'wmic')
findstr_cmd = os.path.join(system_root, 'System32', 'findstr')
return run_and_read_all(
run_lambda,
'{} os get Caption | {} /v Caption'.format(wmic_cmd, findstr_cmd))
def get_lsb_version(run_lambda):
return run_and_parse_first_match(run_lambda, 'lsb_release -a',
r'Description:\t(.*)')
def check_release_file(run_lambda):
return run_and_parse_first_match(run_lambda, 'cat /etc/*-release',
r'PRETTY_NAME="(.*)"')
def get_os(run_lambda):
from platform import machine
platform = get_platform()
if platform == 'win32' or platform == 'cygwin':
return get_windows_version(run_lambda)
if platform == 'darwin':
version = get_mac_version(run_lambda)
if version is None:
return None
return 'macOS {} ({})'.format(version, machine())
if platform == 'linux':
# Ubuntu/Debian based
desc = get_lsb_version(run_lambda)
if desc is not None:
return '{} ({})'.format(desc, machine())
# Try reading /etc/*-release
desc = check_release_file(run_lambda)
if desc is not None:
return '{} ({})'.format(desc, machine())
return '{} ({})'.format(platform, machine())
# Unknown platform
return platform
def get_python_platform():
import platform
return platform.platform()
def get_libc_version():
import platform
if get_platform() != 'linux':
return 'N/A'
return '-'.join(platform.libc_ver())
def get_pip_packages(run_lambda, patterns=None):
"""Return `pip list` output. Note: will also find conda-installed pytorch and numpy packages."""
if patterns is None:
patterns = DEFAULT_PIP_PATTERNS
# People generally have `pip` as `pip` or `pip3`
# But here it is invoked as `python -mpip`
def run_with_pip(pip):
out = run_and_read_all(run_lambda, pip + ["list", "--format=freeze"])
return "\n".join(line for line in out.splitlines()
if any(name in line for name in patterns))
pip_version = 'pip3' if sys.version[0] == '3' else 'pip'
out = run_with_pip([sys.executable, '-mpip'])
return pip_version, out
def summarize_vllm_build_flags():
# This could be a static method if the flags are constant, or dynamic if you need to check environment variables, etc.
return 'ROCm: {}; Neuron: {}'.format(
'Enabled' if os.environ.get('ROCM_HOME') else 'Disabled',
'Enabled' if os.environ.get('NEURON_CORES') else 'Disabled',
)
def is_xnnpack_available():
if TORCH_AVAILABLE:
import torch.backends.xnnpack
return str(
torch.backends.xnnpack.enabled) # type: ignore[attr-defined]
else:
return "N/A"
def get_npu_info(run_lambda):
return run_and_read_all(run_lambda, 'npu-smi info')
def get_cann_info(run_lambda):
out = run_and_read_all(run_lambda, 'lscpu | grep Architecture:')
cpu_arch = str(out).split()[-1]
return run_and_read_all(
run_lambda,
'cat /usr/local/Ascend/ascend-toolkit/latest/{}-linux/ascend_toolkit_install.info'
.format(cpu_arch))
def get_env_vars():
env_vars = ''
secret_terms = ('secret', 'token', 'api', 'access', 'password')
report_prefix = ("TORCH", "PYTORCH", "ASCEND_")
for k, v in os.environ.items():
if any(term in k.lower() for term in secret_terms):
continue
if k in environment_variables:
env_vars = env_vars + "{}={}".format(k, v) + "\n"
if k.startswith(report_prefix):
env_vars = env_vars + "{}={}".format(k, v) + "\n"
return env_vars
def get_env_info():
run_lambda = run
pip_version, pip_list_output = get_pip_packages(run_lambda)
if TORCH_AVAILABLE:
version_str = torch.__version__
debug_mode_str = str(torch.version.debug)
else:
version_str = debug_mode_str = 'N/A'
sys_version = sys.version.replace("\n", " ")
conda_packages = get_conda_packages(run_lambda)
vllm_version = get_vllm_version()
vllm_build_flags = summarize_vllm_build_flags()
return SystemEnv(
torch_version=version_str,
is_debug_build=debug_mode_str,
python_version='{} ({}-bit runtime)'.format(
sys_version,
sys.maxsize.bit_length() + 1),
python_platform=get_python_platform(),
pip_version=pip_version,
pip_packages=pip_list_output,
conda_packages=conda_packages,
os=get_os(run_lambda),
libc_version=get_libc_version(),
gcc_version=get_gcc_version(run_lambda),
clang_version=get_clang_version(run_lambda),
cmake_version=get_cmake_version(run_lambda),
is_xnnpack_available=is_xnnpack_available(),
cpu_info=get_cpu_info(run_lambda),
vllm_version=vllm_version,
vllm_build_flags=vllm_build_flags,
env_vars=get_env_vars(),
npu_info=get_npu_info(run_lambda),
cann_info=get_cann_info(run_lambda),
)
env_info_fmt = """
PyTorch version: {torch_version}
Is debug build: {is_debug_build}
OS: {os}
GCC version: {gcc_version}
Clang version: {clang_version}
CMake version: {cmake_version}
Libc version: {libc_version}
Python version: {python_version}
Python platform: {python_platform}
Is XNNPACK available: {is_xnnpack_available}
CPU:
{cpu_info}
Versions of relevant libraries:
{pip_packages}
{conda_packages}
""".strip()
# both the above code and the following code use `strip()` to
# remove leading/trailing whitespaces, so we need to add a newline
# in between to separate the two sections
env_info_fmt += "\n"
env_info_fmt += """
vLLM Version: {vllm_version}
vLLM Build Flags:
{vllm_build_flags}
{env_vars}
NPU:
{npu_info}
CANN:
{cann_info}
""".strip()
def pretty_str(envinfo):
def replace_nones(dct, replacement='Could not collect'):
for key in dct.keys():
if dct[key] is not None:
continue
dct[key] = replacement
return dct
def replace_bools(dct, true='Yes', false='No'):
for key in dct.keys():
if dct[key] is True:
dct[key] = true
elif dct[key] is False:
dct[key] = false
return dct
def prepend(text, tag='[prepend]'):
lines = text.split('\n')
updated_lines = [tag + line for line in lines]
return '\n'.join(updated_lines)
def replace_if_empty(text, replacement='No relevant packages'):
if text is not None and len(text) == 0:
return replacement
return text
def maybe_start_on_next_line(string):
# If `string` is multiline, prepend a \n to it.
if string is not None and len(string.split('\n')) > 1:
return '\n{}\n'.format(string)
return string
mutable_dict = envinfo._asdict()
# Replace True with Yes, False with No
mutable_dict = replace_bools(mutable_dict)
# Replace all None objects with 'Could not collect'
mutable_dict = replace_nones(mutable_dict)
# If either of these are '', replace with 'No relevant packages'
mutable_dict['pip_packages'] = replace_if_empty(
mutable_dict['pip_packages'])
mutable_dict['conda_packages'] = replace_if_empty(
mutable_dict['conda_packages'])
# Tag conda and pip packages with a prefix
# If they were previously None, they'll show up as ie '[conda] Could not collect'
if mutable_dict['pip_packages']:
mutable_dict['pip_packages'] = prepend(
mutable_dict['pip_packages'], '[{}] '.format(envinfo.pip_version))
if mutable_dict['conda_packages']:
mutable_dict['conda_packages'] = prepend(
mutable_dict['conda_packages'], '[conda] ')
mutable_dict['cpu_info'] = envinfo.cpu_info
mutable_dict['npu_info'] = envinfo.npu_info
mutable_dict['cann_info'] = envinfo.cann_info
return env_info_fmt.format(**mutable_dict)
def get_pretty_env_info():
return pretty_str(get_env_info())
def main():
print("Collecting environment information...")
output = get_pretty_env_info()
print(output)
if TORCH_AVAILABLE and hasattr(torch, 'utils') and hasattr(
torch.utils, '_crash_handler'):
minidump_dir = torch.utils._crash_handler.DEFAULT_MINIDUMP_DIR
if sys.platform == "linux" and os.path.exists(minidump_dir):
dumps = [
os.path.join(minidump_dir, dump)
for dump in os.listdir(minidump_dir)
]
latest = max(dumps, key=os.path.getctime)
ctime = os.path.getctime(latest)
creation_time = datetime.datetime.fromtimestamp(ctime).strftime(
'%Y-%m-%d %H:%M:%S')
msg = "\n*** Detected a minidump at {} created on {}, ".format(latest, creation_time) + \
"if this is related to your bug please include it when you file a report ***"
print(msg, file=sys.stderr)
if __name__ == '__main__':
main()