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Install Nvidia GPU and CUDA Drivers to support TF 2.7-2.8
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# Copyright 2021 Google LLC | |
# | |
# 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 argparse | |
import atexit | |
import os | |
import pathlib | |
import re | |
import shlex | |
import subprocess | |
import sys | |
from datetime import datetime | |
from enum import Enum, auto | |
from typing import Optional | |
DRIVER_URL = "https://us.download.nvidia.com/tesla/460.106.00/NVIDIA-Linux-x86_64-460.106.00.run" | |
K80_DRIVER_URL = "https://us.download.nvidia.com/tesla/460.106.00/NVIDIA-Linux-x86_64-460.106.00.run" | |
# DRIVER_URL = "https://us.download.nvidia.com/XFree86/Linux-x86_64/495.46/NVIDIA-Linux-x86_64-495.46.run" | |
# K80_DRIVER_URL = "https://us.download.nvidia.com/tesla/470.103.01/NVIDIA-Linux-x86_64-470.103.01.run" | |
TESLA_K80_DEVICE_CODE = "10de:102d" | |
class System(Enum): | |
CentOS = auto() | |
Debian = auto() | |
Fedora = auto() | |
RHEL = auto() | |
Rocky = auto() | |
SUSE = auto() | |
Ubuntu = auto() | |
# CentOS 7 and RHEL 7 may require Python3 to be installed before this script can be run. | |
# SLES and RHEL need a reboot after installation to load the driver. | |
SUPPORTED_SYSTEMS = { | |
# CentOS 8 is dead: https://www.centos.org/centos-linux-eol/, but there's CentOS Stream 8 | |
System.CentOS: {"7", "8"}, | |
System.Debian: {"10", "11"}, | |
System.Fedora: set(), | |
System.RHEL: {"7", "8"}, | |
System.Rocky: {"8"}, | |
System.SUSE: set(), | |
System.Ubuntu: {"18", "20", "21"} | |
} | |
INSTALLER_DIR = pathlib.Path('/opt/google/gpu-installer/') | |
DEPENDENCIES_INSTALLED_FLAG = INSTALLER_DIR / 'deps_installed.flag' | |
INSTALLER_DIR.mkdir(parents=True, exist_ok=True) | |
class Logger: | |
STDOUT_LOG = INSTALLER_DIR / 'out.log' | |
STDOUT_LOG_F = None | |
STDERR_LOG = INSTALLER_DIR / 'err.log' | |
STDERR_LOG_F = None | |
@classmethod | |
def close_logs(cls): | |
if cls.STDOUT_LOG_F: | |
cls.STDOUT_LOG_F.close() | |
if cls.STDERR_LOG_F: | |
cls.STDERR_LOG_F.close() | |
@classmethod | |
def setup_log_dir(cls): | |
""" | |
Create the LOG_DIR path and STD(OUT|ERR)_LOG files. | |
""" | |
cls.STDOUT_LOG.touch(exist_ok=True) | |
cls.STDERR_LOG.touch(exist_ok=True) | |
cls.STDOUT_LOG_F = open(cls.STDOUT_LOG, mode='a') | |
cls.STDERR_LOG_F = open(cls.STDERR_LOG, mode='a') | |
atexit.register(cls.close_logs) | |
@classmethod | |
def print_out(cls, msg: str, end=os.linesep, print_=True): | |
if cls.STDOUT_LOG_F: | |
cls.STDOUT_LOG_F.write(msg + end) | |
if print_: | |
print(msg, end=end, file=sys.stdout) | |
@classmethod | |
def print_err(cls, msg: str, end=os.linesep, print_=True): | |
if cls.STDERR_LOG_F: | |
cls.STDERR_LOG_F.write(msg + end) | |
if print_: | |
print(msg, end=end, file=sys.stderr) | |
print_out = Logger.print_out | |
print_err = Logger.print_err | |
def run(command: str, check=True, input=None, cwd=None, silent=False, environment=None) -> subprocess.CompletedProcess: | |
""" | |
Runs a provided command, streaming its output to the log files. | |
:param command: A command to be executed, as a single string. | |
:param check: If true, will throw exception on failure (exit code != 0) | |
:param input: Input for the executed command. | |
:param cwd: Directory in which to execute the command. | |
:param silent: If set to True, the output of command won't be logged or printed. | |
:param environment: A set of environment variable for the process to use. If None, the current env is inherited. | |
:return: CompletedProcess instance - the result of the command execution. | |
""" | |
if not silent: | |
log_msg = f"[{datetime.now().strftime('%Y-%m-%d %H:%M:%S')}] " \ | |
f"Executing: {command}" + os.linesep | |
print_out(log_msg) | |
print_err(log_msg, print_=False) | |
proc = subprocess.run(shlex.split(command), check=check, | |
stderr=subprocess.PIPE, stdout=subprocess.PIPE, | |
input=input, cwd=cwd, env=environment) | |
if not silent: | |
print_err(proc.stderr.decode()) | |
print_out(proc.stdout.decode()) | |
return proc | |
def detect_gpu_device() -> Optional[str]: | |
""" | |
Check if there is an NVIDIA GPU device attached and return its device code. | |
""" | |
lspci = run('lspci -n') | |
output = lspci.stdout.decode() | |
dev_re = re.compile(r"10de:[\w\d]{4}") | |
for line in output.splitlines(): | |
dev_code = dev_re.findall(line) | |
if dev_code: | |
return dev_code[0] | |
else: | |
return None | |
def check_python_version(): | |
""" | |
Makes sure that the script is run with Python 3.6 or newer. | |
""" | |
if sys.version_info.major == 3 and sys.version_info.minor >= 6: | |
return | |
version = "{}.{}".format(sys.version_info.major, sys.version_info.minor) | |
raise RuntimeError("Unsupported Python version {}. " | |
"Supported versions: 3.6 - 3.10".format(version)) | |
def detect_linux_distro() -> (System, str): | |
""" | |
Checks the /etc/os-release file to figure out what distribution of OS | |
we're running. | |
""" | |
with open('/etc/os-release') as os_release: | |
lines = [line.strip() for line in os_release.readlines() if line.strip() != ''] | |
info = {k: v.strip("'\"") for k, v in (line.split('=', maxsplit=1) for line in lines)} | |
name = info['NAME'] | |
if name.startswith("Debian"): | |
system = System.Debian | |
version = info['VERSION'].split()[0] # 11 (rodete) -> 11 | |
elif name.startswith("CentOS"): | |
system = System.CentOS | |
version = info['VERSION_ID'] # 8 | |
elif name.startswith("Rocky"): | |
system = System.Rocky | |
version = info['VERSION_ID'] # 8.4 | |
elif name.startswith("Ubuntu"): | |
system = System.Ubuntu | |
version = info['VERSION_ID'] # 20.04 | |
elif name.startswith("SLES"): | |
system = System.SUSE | |
version = info['VERSION_ID'] # 15.3 | |
elif name.startswith("Red Hat"): | |
system = System.RHEL | |
version = info['VERSION_ID'] # 8.4 | |
elif name.startswith("Fedora"): | |
system = System.Fedora | |
version = info['VERSION_ID'] # 34 | |
else: | |
raise RuntimeError("Unrecognized operating system.") | |
return system, version | |
def check_linux_distro(system: System, version: str) -> bool: | |
""" | |
Checks if given system version is supported by this script. | |
Returns False if not, and prints information about the incompatibility. | |
""" | |
if '.' in version: | |
version = version.split('.')[0] | |
if len(SUPPORTED_SYSTEMS[system]) == 0: | |
print_out(f"The {system} distribution is not supported by this script.") | |
print_out("You may check https://docs.nvidia.com/cuda/cuda-installation-guide-linux/index.html") | |
print_out("to try installing the drivers manually.") | |
return False | |
elif version not in SUPPORTED_SYSTEMS[system]: | |
print_out(f"The version {version} of {system} is not supported by this script.") | |
print_out(f"Supported versions: {SUPPORTED_SYSTEMS[system]}") | |
print_out("You may try installing the driver manually following instructions from: ") | |
print_out("https://docs.nvidia.com/cuda/cuda-installation-guide-linux/index.html") | |
return False | |
return True | |
def check_driver_installed() -> bool: | |
""" | |
Checks if the driver is already installed by calling the `nvidia-smi` binary. | |
If it's available, that means the driver is already installed. | |
""" | |
process = run("which nvidia-smi", check=False) | |
return process.returncode == 0 | |
def install_dependencies_centos_rhel_rocky(system: System, version: str): | |
""" | |
Installs required kernel-related packages and pciutils for CentOS and RHEL. | |
""" | |
if version.startswith("8"): | |
binary = "dnf" | |
else: | |
binary = "yum" | |
run(f"{binary} clean all") | |
run(f"{binary} update -y") | |
kernel_install = run(f"{binary} install -y kernel") | |
if "already installed" not in kernel_install.stdout.decode(): | |
run("reboot") # Restart the system after installing the kernel modules | |
sys.exit(0) | |
if system == System.Rocky: | |
run("dnf config-manager --set-enabled powertools") | |
run("dnf install -y epel-release") | |
elif system == System.CentOS and version.startswith("8"): | |
run("dnf config-manager --set-enabled powertools") | |
run("dnf install -y epel-release epel-next-release") | |
elif system == System.RHEL and version.startswith("8"): | |
run("dnf install -y https://dl.fedoraproject.org/pub/epel/epel-release-latest-8.noarch.rpm") | |
elif system in (System.RHEL, System.CentOS) and version.startswith("9"): | |
run("dnf install -y https://dl.fedoraproject.org/pub/epel/next/9/Everything/x86_64/Packages/e/epel-next-release-9-1.el9.next.noarch.rpm") | |
run("dnf install -y https://dl.fedoraproject.org/pub/epel/next/9/Everything/x86_64/Packages/e/epel-release-9-1.el9.next.noarch.rpm") | |
run(f"{binary} install -y kernel-devel epel-release " | |
f"kernel-headers pciutils gcc make dkms acpid " | |
f"libglvnd-glx libglvnd-opengl libglvnd-devel pkgconfig") | |
return | |
def install_dependencies_sles(system: System, version: str): | |
# zypper install gcc make kernel-devel kernel-source | |
# zypper install -t pattern devel_C_C++ devel_kernel | |
# zypper install dkms | |
pass | |
# For now, there is not SLES script working. | |
def install_dependencies_debian_ubuntu(system: System, version: str): | |
""" | |
Installs kernel-related packages and pciutils for Debian and Ubuntu. | |
""" | |
kernel_version = run("uname -r").stdout.decode().strip() | |
run("apt update") | |
run(f"apt install -y linux-headers-{kernel_version} " | |
"software-properties-common pciutils gcc make") | |
return | |
def install_dependencies(system: System, version: str): | |
""" | |
Installs the driver dependencies to the system. | |
This function may restart the system after installing some of the packages, | |
in such situations the script should just be started again. | |
""" | |
if DEPENDENCIES_INSTALLED_FLAG.is_file(): | |
return | |
if system in (System.CentOS, System.RHEL, System.Rocky): | |
install_dependencies_centos_rhel_rocky(system, version) | |
elif system in (System.Debian, System.Ubuntu): | |
install_dependencies_debian_ubuntu(system, version) | |
elif system == System.SUSE: | |
install_dependencies_sles(system, version) | |
else: | |
raise RuntimeError("Unsupported operating system!") | |
with DEPENDENCIES_INSTALLED_FLAG.open(mode='w') as flag: | |
flag.write('1') | |
def install_driver_runfile(): | |
if detect_gpu_device() == TESLA_K80_DEVICE_CODE: | |
run(f"curl -fSsl -O {K80_DRIVER_URL}") | |
run("sh NVIDIA-Linux-x86_64-460.106.00.run -s") | |
else: | |
run(f"curl -fSsl -O {DRIVER_URL}") | |
run("sh NVIDIA-Linux-x86_64-460.106.00.run -s") | |
def post_install_steps(): | |
""" | |
Write the success message to log. | |
""" | |
with open(INSTALLER_DIR / 'success', mode='w') as success_file: | |
success_file.write("Installation was completed on {}".format(datetime.now())) | |
def parse_args(): | |
parser = argparse.ArgumentParser(description='Install or verify GPU drivers.') | |
parser.add_argument("action", choices=['install', 'verify'], default="install", nargs="?") | |
parser.add_argument("--force", help="Forces driver installation, even if there is no GPU detected.", | |
action='store_true') | |
args = parser.parse_args() | |
return args | |
def install(args: argparse.Namespace): | |
# Prerequisites | |
check_python_version() | |
if os.geteuid() != 0: | |
print("This script needs to be run with root privileges!") | |
sys.exit(1) | |
# Set up the log directory. | |
Logger.setup_log_dir() | |
if check_driver_installed() and not args.force: | |
print('Already installed.') | |
sys.exit(0) | |
# Check what system we're running | |
system, version = detect_linux_distro() | |
# Install the drivers and CUDA Toolkit | |
install_dependencies(system, version) | |
if not detect_gpu_device() and not args.force: | |
print("There doesn't seem to be a GPU unit connected to your system. " | |
"Aborting drivers installation.") | |
sys.exit(0) | |
install_driver_runfile() | |
post_install_steps() | |
def main(): | |
""" | |
Main function of the installation script. | |
""" | |
args = parse_args() | |
if args.action == 'verify': | |
if not check_driver_installed(): | |
print("The driver is not installed.") | |
else: | |
print("The driver seems to be installed. Run `nvidia-smi` to check details.") | |
return | |
elif args.action == 'install': | |
install(args) | |
if __name__ == '__main__': | |
try: | |
main() | |
except Exception as err: | |
print_err("Failed with exception: " + str(err)) | |
raise err |
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