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install_dependencies.py
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install_dependencies.py
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import argparse
import os
import platform
import sys
from print_env_info import run_and_parse_first_match
REPO_ROOT = os.path.join(os.path.dirname(os.path.abspath(__file__)), "..")
sys.path.append(REPO_ROOT)
from ts_scripts.utils import check_python_version
CPP_LINUX_DEPENDENCIES = (
"autoconf",
"automake",
"git",
"cmake",
"m4",
"g++",
"flex",
"bison",
"libgflags-dev",
"libkrb5-dev",
"libsasl2-dev",
"libnuma-dev",
"pkg-config",
"libssl-dev",
"libcap-dev",
"gperf",
"libevent-dev",
"libtool",
"libboost-all-dev",
"libjemalloc-dev",
"libsnappy-dev",
"wget",
"unzip",
"libiberty-dev",
"liblz4-dev",
"liblzma-dev",
"make",
"zlib1g-dev",
"binutils-dev",
"libsodium-dev",
"libdouble-conversion-dev",
"ninja-build",
"clang-tidy",
"clang-format",
"build-essential",
"libgoogle-perftools-dev",
"rustc",
"cargo",
"libunwind-dev",
)
CPP_DARWIN_DEPENDENCIES = (
"cmake",
"m4",
"boost",
"double-conversion",
"gperf",
"libevent",
"lz4",
"snappy",
"xz",
"openssl",
"libsodium",
"icu4c",
"libomp",
"llvm",
)
CPP_DARWIN_DEPENDENCIES_LINK = (
"cmake",
"boost",
"double-conversion",
"gperf",
"libevent",
"lz4",
"snappy",
"openssl",
"xz",
"libsodium",
)
class Common:
def __init__(self):
self.torch_stable_url = "https://download.pytorch.org/whl/torch_stable.html"
self.sudo_cmd = "sudo "
def install_java(self):
pass
def install_nodejs(self):
pass
def install_torch_packages(self, cuda_version):
if cuda_version:
if platform.system() == "Darwin":
print(
"CUDA not supported on MacOS. Refer https://pytorch.org/ for installing from source."
)
sys.exit(1)
elif cuda_version == "cu92" and platform.system() == "Windows":
print(
"CUDA 9.2 not supported on Windows. Refer https://pytorch.org/ for installing from source."
)
sys.exit(1)
else:
os.system(
f"{sys.executable} -m pip install -U -r requirements/torch_{cuda_version}_{platform.system().lower()}.txt"
)
elif args.neuronx:
torch_neuronx_requirements_file = os.path.join(
"requirements", "torch_neuronx_linux.txt"
)
os.system(
f"{sys.executable} -m pip install -U -r {torch_neuronx_requirements_file}"
)
else:
if platform.machine() == "aarch64":
os.system(
f"{sys.executable} -m pip install -U -r requirements/torch_{platform.system().lower()}_{platform.machine()}.txt"
)
else:
os.system(
f"{sys.executable} -m pip install -U -r requirements/torch_{platform.system().lower()}.txt"
)
def install_python_packages(self, cuda_version, requirements_file_path, nightly):
check = "where" if platform.system() == "Windows" else "which"
if os.system(f"{check} conda") == 0:
# conda install command should run before the pip install commands
# as it may reinstall the packages with different versions
os.system("conda install -y conda-build")
# Install PyTorch packages
if nightly:
pt_nightly = "cpu" if not cuda_version else cuda_version
os.system(
f"pip3 install numpy --pre torch torchvision torchaudio torchtext --index-url https://download.pytorch.org/whl/nightly/{pt_nightly}"
)
elif args.skip_torch_install:
print("Skipping Torch installation")
else:
self.install_torch_packages(cuda_version)
# developer.txt also installs packages from common.txt
os.system(f"{sys.executable} -m pip install -U -r {requirements_file_path}")
# Install dependencies for GPU
if not isinstance(cuda_version, type(None)):
gpu_requirements_file = os.path.join("requirements", "common_gpu.txt")
os.system(f"{sys.executable} -m pip install -U -r {gpu_requirements_file}")
# Install dependencies for Inferentia2
if args.neuronx:
neuronx_requirements_file = os.path.join("requirements", "neuronx.txt")
os.system(
f"{sys.executable} -m pip install -U -r {neuronx_requirements_file}"
)
def install_node_packages(self):
os.system(
f"{self.sudo_cmd}npm install -g newman@5.3.2 newman-reporter-htmlextra markdown-link-check"
)
def install_jmeter(self):
pass
def install_wget(self):
pass
def install_numactl(self):
pass
def install_cpp_dependencies(self):
raise NotImplementedError(
f"Cpp backend is not implemented for platform {platform.system()}"
)
def install_neuronx_driver(self):
pass
class Linux(Common):
def __init__(self):
super().__init__()
# Skip 'sudo ' when the user is root
self.sudo_cmd = "" if os.geteuid() == 0 else self.sudo_cmd
if args.force:
os.system(f"{self.sudo_cmd}apt-get update")
def install_java(self):
if os.system("javac --version") != 0 or args.force:
os.system(f"{self.sudo_cmd}apt-get install -y openjdk-17-jdk")
def install_nodejs(self):
if os.system("node -v") != 0 or args.force:
os.system(
f"{self.sudo_cmd}curl -sL https://deb.nodesource.com/setup_18.x | {self.sudo_cmd}bash -"
)
os.system(f"{self.sudo_cmd}apt-get install -y nodejs")
def install_wget(self):
if os.system("wget --version") != 0 or args.force:
os.system(f"{self.sudo_cmd}apt-get install -y wget")
def install_numactl(self):
if os.system("numactl --show") != 0 or args.force:
os.system(f"{self.sudo_cmd}apt-get install -y numactl")
def install_cpp_dependencies(self):
os.system(
f"{self.sudo_cmd}apt-get install -y {' '.join(CPP_LINUX_DEPENDENCIES)}"
)
def install_neuronx_driver(self):
# Configure Linux for Neuron repository updates
os.system(
". /etc/os-release\n"
+ f"{self.sudo_cmd}tee /etc/apt/sources.list.d/neuron.list > /dev/null <<EOF\n"
+ "deb https://apt.repos.neuron.amazonaws.com ${VERSION_CODENAME} main\n"
+ "EOF\n"
+ "wget -qO - https://apt.repos.neuron.amazonaws.com/GPG-PUB-KEY-AMAZON-AWS-NEURON.PUB | sudo apt-key add -"
)
# Update OS packages
os.system(f"{self.sudo_cmd}apt-get update -y")
# Install OS headers
os.system(f"{self.sudo_cmd}apt-get install -y linux-headers-$(uname -r)")
# install Neuron Driver
os.system(f"{self.sudo_cmd}apt-get install -y aws-neuronx-dkms")
# Install Neuron Runtime
os.system(f"{self.sudo_cmd}apt-get install -y aws-neuronx-collectives")
os.system(f"{self.sudo_cmd}apt-get install -y aws-neuronx-runtime-lib")
class Windows(Common):
def __init__(self):
super().__init__()
self.sudo_cmd = ""
def install_java(self):
pass
def install_nodejs(self):
pass
def install_wget(self):
pass
def install_numactl(self):
pass
def install_neuronx_driver(self):
pass
class Darwin(Common):
def __init__(self):
super().__init__()
def install_java(self):
if os.system("javac -version") != 0 or args.force:
out = get_brew_version()
if out == "N/A":
sys.exit("**Error: Homebrew not installed...")
os.system("brew install openjdk@17")
def install_nodejs(self):
os.system("brew unlink node")
os.system("brew install node@18")
os.system("brew link --overwrite node@18")
def install_node_packages(self):
os.system(f"{self.sudo_cmd} ./ts_scripts/mac_npm_deps")
def install_wget(self):
if os.system("wget --version") != 0 or args.force:
os.system("brew install wget")
def install_numactl(self):
if os.system("numactl --show") != 0 or args.force:
os.system("brew install numactl")
def install_cpp_dependencies(self):
if os.system("clang-tidy --version") != 0 or args.force:
os.system(f"brew install -f {' '.join(CPP_DARWIN_DEPENDENCIES)}")
os.system(f"brew link {' '.join(CPP_DARWIN_DEPENDENCIES_LINK)}")
os.system(
f'{self.sudo_cmd} ln -s "$(brew --prefix llvm)/bin/clang-format" "/usr/local/bin/clang-format"'
)
os.system(
f'{self.sudo_cmd} ln -s "$(brew --prefix llvm)/bin/clang-tidy" "/usr/local/bin/clang-tidy"'
)
os.system(
f'{self.sudo_cmd} ln -s "$(brew --prefix llvm)/bin/clang-apply-replacements" "/usr/local/bin/clang-apply-replacements"'
)
def install_neuronx_driver(self):
pass
def install_dependencies(cuda_version=None, nightly=False):
os_map = {"Linux": Linux, "Windows": Windows, "Darwin": Darwin}
system = os_map[platform.system()]()
if args.environment == "dev":
system.install_wget()
system.install_nodejs()
system.install_node_packages()
system.install_numactl()
# Sequence of installation to be maintained
system.install_java()
if args.neuronx:
system.install_neuronx_driver()
requirements_file = "common.txt" if args.environment == "prod" else "developer.txt"
requirements_file_path = os.path.join("requirements", requirements_file)
system.install_python_packages(cuda_version, requirements_file_path, nightly)
if args.cpp:
system.install_cpp_dependencies()
def get_brew_version():
"""Returns `brew --version` output."""
return run_and_parse_first_match("brew --version", r"Homebrew (.*)")
if __name__ == "__main__":
check_python_version()
parser = argparse.ArgumentParser(
description="Install various build and test dependencies of TorchServe"
)
parser.add_argument(
"--cuda",
default=None,
choices=[
"cu92",
"cu101",
"cu102",
"cu111",
"cu113",
"cu116",
"cu117",
"cu118",
"cu121",
],
help="CUDA version for torch",
)
parser.add_argument(
"--neuronx",
action="store_true",
help="Install dependencies for inferentia2 support",
)
parser.add_argument(
"--cpp",
action="store_true",
help="Install dependencies for cpp backend",
)
parser.add_argument(
"--environment",
default="prod",
choices=["prod", "dev"],
help="environment(production or developer) on which dependencies will be installed",
)
parser.add_argument(
"--nightly_torch",
action="store_true",
help="Install nightly version of torch package",
)
parser.add_argument(
"--skip_torch_install",
action="store_true",
help="Skip Torch installation",
)
parser.add_argument(
"--force",
action="store_true",
help="force reinstall dependencies wget, node, java and apt-update",
)
args = parser.parse_args()
install_dependencies(cuda_version=args.cuda, nightly=args.nightly_torch)