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MXNet windows ci setup
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docker==3.5.0 | |
psutil | |
progressbar2 |
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# Licensed to the Apache Software Foundation (ASF) under one | |
# or more contributor license agreements. See the NOTICE file | |
# distributed with this work for additional information | |
# regarding copyright ownership. The ASF licenses this file | |
# to you 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. | |
$ErrorActionPreference = "Stop" | |
Set-StrictMode -Version Latest | |
function Check-Call { | |
param ( | |
[scriptblock]$ScriptBlock | |
) | |
Write-Host "Executing $ScriptBlock" | |
& @ScriptBlock | |
if (($lastexitcode -ne 0)) { | |
Write-Error "Execution failed with $lastexitcode" | |
exit $lastexitcode | |
} | |
} | |
Check-Call { setx PATH "$($env:path);c:\Program Files\CMake\bin;C:\Program Files\opencv\x64\vc15\bin;" /m } | |
Set-ExecutionPolicy Bypass -Scope Process -Force | |
$progressPreference = 'silentlyContinue' | |
Invoke-WebRequest -Uri https://github.com/notepad-plus-plus/notepad-plus-plus/releases/download/v7.8.4/npp.7.8.4.Installer.exe -OutFile npp.7.8.4.Installer.exe | |
Check-Call { .\npp.7.8.4.Installer.exe /S } | |
Invoke-WebRequest -Uri https://chocolatey.org/install.ps1 -OutFile install.ps1 | |
./install.ps1 | |
#Check-Call { C:\ProgramData\chocolatey\choco install python2 -y --no-progress } | |
Check-Call { C:\ProgramData\chocolatey\choco install python --version=3.7.0 --force -y --no-progress -r} | |
Check-Call { C:\Python37\python -m pip install --upgrade pip } | |
Check-Call { C:\Python37\python -m pip install -r requirements.txt } | |
#Check-Call { C:\Python27\python -m pip install --upgrade pip } | |
#Check-Call { C:\Python27\python -m pip install -r requirements.txt } | |
Check-Call { C:\ProgramData\chocolatey\choco install git -y -r --no-progress } | |
Check-Call { C:\ProgramData\chocolatey\choco install 7zip -y -r --no-progress } | |
Check-Call { C:\ProgramData\chocolatey\choco install cmake -y -r --no-progress } | |
Check-Call { C:\ProgramData\chocolatey\choco install ninja -y -r --no-progress } | |
# Deps | |
Check-Call { C:\Python37\python windows_deps_headless_installer.py } | |
# Other software | |
#Check-Call { C:\ProgramData\chocolatey\choco install jom -y } | |
#Check-Call { C:\ProgramData\chocolatey\choco install mingw -y -r --no-progress } | |
Check-Call { C:\ProgramData\chocolatey\choco install javaruntime -y -r --no-progress } | |
# update path after all software is installed | |
refreshenv | |
Write-Output "End" |
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# Licensed to the Apache Software Foundation (ASF) under one | |
# or more contributor license agreements. See the NOTICE file | |
# distributed with this work for additional information | |
# regarding copyright ownership. The ASF licenses this file | |
# to you 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. | |
"""Dependency installer for Windows""" | |
__author__ = 'Pedro Larroy, Chance Bair' | |
__version__ = '0.2' | |
import argparse | |
import errno | |
import logging | |
import os | |
import psutil | |
import shutil | |
import subprocess | |
import urllib | |
import stat | |
import tempfile | |
import zipfile | |
from time import sleep | |
from urllib.error import HTTPError | |
import logging | |
from subprocess import check_output, check_call, call | |
import re | |
import sys | |
import urllib.request | |
import contextlib | |
import ssl | |
ssl._create_default_https_context = ssl._create_unverified_context | |
log = logging.getLogger(__name__) | |
DEPS = { | |
'openblas': 'https://windows-post-install.s3-us-west-2.amazonaws.com/OpenBLAS-windows-v0_2_19.zip', | |
'opencv': 'https://windows-post-install.s3-us-west-2.amazonaws.com/opencv-windows-4.1.2-vc14_vc15.zip', | |
'cudnn': 'https://windows-post-install.s3-us-west-2.amazonaws.com/cudnn-10.2-windows10-x64-v7.6.5.32.zip', | |
'nvdriver': 'https://windows-post-install.s3-us-west-2.amazonaws.com/nvidia_display_drivers_398.75_server2016.zip', | |
'perl': 'http://strawberryperl.com/download/5.30.1.1/strawberry-perl-5.30.1.1-64bit.msi', | |
'clang': 'https://github.com/llvm/llvm-project/releases/download/llvmorg-9.0.1/LLVM-9.0.1-win64.exe', | |
# This installation of CMake breaks windows PATH when executing vcvars, installing from | |
# chocolatey from powershell instead. | |
'cmake': 'https://github.com/Kitware/CMake/releases/download/v3.16.2/cmake-3.16.2-win64-x64.msi' | |
} | |
DEFAULT_SUBPROCESS_TIMEOUT = 3600 | |
@contextlib.contextmanager | |
def remember_cwd(): | |
''' | |
Restore current directory when exiting context | |
''' | |
curdir = os.getcwd() | |
try: | |
yield | |
finally: | |
os.chdir(curdir) | |
def retry(target_exception, tries=4, delay_s=1, backoff=2): | |
"""Retry calling the decorated function using an exponential backoff. | |
http://www.saltycrane.com/blog/2009/11/trying-out-retry-decorator-python/ | |
original from: http://wiki.python.org/moin/PythonDecoratorLibrary#Retry | |
:param target_exception: the exception to check. may be a tuple of | |
exceptions to check | |
:type target_exception: Exception or tuple | |
:param tries: number of times to try (not retry) before giving up | |
:type tries: int | |
:param delay_s: initial delay between retries in seconds | |
:type delay_s: int | |
:param backoff: backoff multiplier e.g. value of 2 will double the delay | |
each retry | |
:type backoff: int | |
""" | |
import time | |
from functools import wraps | |
def decorated_retry(f): | |
@wraps(f) | |
def f_retry(*args, **kwargs): | |
mtries, mdelay = tries, delay_s | |
while mtries > 1: | |
try: | |
return f(*args, **kwargs) | |
except target_exception as e: | |
logging.warning("Exception: %s, Retrying in %d seconds...", str(e), mdelay) | |
time.sleep(mdelay) | |
mtries -= 1 | |
mdelay *= backoff | |
return f(*args, **kwargs) | |
return f_retry # true decorator | |
return decorated_retry | |
@retry((ValueError, OSError, HTTPError), tries=5, delay_s=2, backoff=5) | |
def download(url, dest=None, progress=False) -> str: | |
from urllib.request import urlopen | |
from urllib.parse import (urlparse, urlunparse) | |
import progressbar | |
import http.client | |
class ProgressCB(): | |
def __init__(self): | |
self.pbar = None | |
def __call__(self, block_num, block_size, total_size): | |
if not self.pbar and total_size > 0: | |
self.pbar = progressbar.bar.ProgressBar(max_value=total_size) | |
downloaded = block_num * block_size | |
if self.pbar: | |
if downloaded < total_size: | |
self.pbar.update(downloaded) | |
else: | |
self.pbar.finish() | |
if dest and os.path.isdir(dest): | |
local_file = os.path.split(urlparse(url).path)[1] | |
local_path = os.path.normpath(os.path.join(dest, local_file)) | |
else: | |
local_path = dest | |
with urlopen(url) as c: | |
content_length = c.getheader('content-length') | |
length = int(content_length) if content_length and isinstance(c, http.client.HTTPResponse) else None | |
if length and local_path and os.path.exists(local_path) and os.stat(local_path).st_size == length: | |
log.debug(f"download('{url}'): Already downloaded.") | |
return local_path | |
log.debug(f"download({url}, {local_path}): downloading {length} bytes") | |
if local_path: | |
with tempfile.NamedTemporaryFile(delete=False) as tmpfd: | |
urllib.request.urlretrieve(url, filename=tmpfd.name, reporthook=ProgressCB() if progress else None) | |
shutil.move(tmpfd.name, local_path) | |
else: | |
(local_path, _) = urllib.request.urlretrieve(url, reporthook=ProgressCB()) | |
log.debug(f"download({url}, {local_path}'): done.") | |
return local_path | |
# Takes arguments and runs command on host. Shell is disabled by default. | |
# TODO: Move timeout to args | |
def run_command(*args, shell=False, timeout=DEFAULT_SUBPROCESS_TIMEOUT, **kwargs): | |
try: | |
logging.info("Issuing command: {}".format(args)) | |
res = subprocess.check_output(*args, shell=shell, timeout=timeout).decode("utf-8").replace("\r\n", "\n") | |
logging.info("Output: {}".format(res)) | |
except subprocess.CalledProcessError as e: | |
raise RuntimeError("command '{}' return with error (code {}): {}".format(e.cmd, e.returncode, e.output)) | |
return res | |
# Copies source directory recursively to destination. | |
def copy(src, dest): | |
try: | |
shutil.copytree(src, dest) | |
logging.info("Moved {} to {}".format(src, dest)) | |
except OSError as e: | |
# If the error was caused because the source wasn't a directory | |
if e.errno == errno.ENOTDIR: | |
shutil.copy(src, dest) | |
logging.info("Moved {} to {}".format(src, dest)) | |
else: | |
raise RuntimeError("copy return with error: {}".format(e)) | |
# Workaround for windows readonly attribute error | |
def on_rm_error(func, path, exc_info): | |
# path contains the path of the file that couldn't be removed | |
# let's just assume that it's read-only and unlink it. | |
os.chmod(path, stat.S_IWRITE) | |
os.unlink(path) | |
def install_vs(): | |
# Visual Studio 2019 | |
# Components: https://docs.microsoft.com/en-us/visualstudio/install/workload-component-id-vs-community?view=vs-2019#visual-studio-core-editor-included-with-visual-studio-community-2019 | |
logging.info("Installing Visual Studio 2019...") | |
vs_file_path = download('https://windows-post-install.s3-us-west-2.amazonaws.com/vs_community__1246179388.1585201415.exe') | |
run_command("PowerShell Rename-Item -Path {} -NewName \"{}.exe\"".format(vs_file_path, | |
vs_file_path.split('\\')[-1]), shell=True) | |
vs_file_path = vs_file_path + '.exe' | |
ret = call(vs_file_path + | |
' --add Microsoft.VisualStudio.Workload.ManagedDesktop' | |
' --add Microsoft.VisualStudio.Workload.NetCoreTools' | |
' --add Microsoft.VisualStudio.Workload.NetWeb' | |
' --add Microsoft.VisualStudio.Workload.Node' | |
' --add Microsoft.VisualStudio.Workload.Office' | |
' --add Microsoft.VisualStudio.Component.TypeScript.2.0' | |
' --add Microsoft.VisualStudio.Component.TestTools.WebLoadTest' | |
' --add Component.GitHub.VisualStudio' | |
' --add Microsoft.VisualStudio.ComponentGroup.NativeDesktop.Core' | |
' --add Microsoft.VisualStudio.Component.Static.Analysis.Tools' | |
' --add Microsoft.VisualStudio.Component.VC.CMake.Project' | |
' --add Microsoft.VisualStudio.Component.VC.140' | |
' --add Microsoft.VisualStudio.Component.Windows10SDK.18362.Desktop' | |
' --add Microsoft.VisualStudio.Component.Windows10SDK.18362.UWP' | |
' --add Microsoft.VisualStudio.Component.Windows10SDK.18362.UWP.Native' | |
' --add Microsoft.VisualStudio.ComponentGroup.Windows10SDK.18362' | |
' --add Microsoft.VisualStudio.Component.Windows10SDK.16299' | |
' --wait' | |
' --passive' | |
' --norestart' | |
) | |
if ret == 3010 or ret == 0: | |
# 3010 is restart required | |
logging.info("VS install successful.") | |
else: | |
raise RuntimeError("VS failed to install, exit status {}".format(ret)) | |
# Workaround for --wait sometimes ignoring the subprocesses doing component installs | |
def vs_still_installing(): | |
return {'vs_installer.exe', 'vs_installershell.exe', 'vs_setup_bootstrapper.exe'} & set(map(lambda process: process.name(), psutil.process_iter())) | |
timer = 0 | |
while vs_still_installing() and timer < DEFAULT_SUBPROCESS_TIMEOUT: | |
logging.warning("VS installers still running for %d s", timer) | |
if timer % 60 == 0: | |
logging.info("Waiting for Visual Studio to install for the last {} seconds".format(str(timer))) | |
sleep(1) | |
timer += 1 | |
if vs_still_installing(): | |
logging.warning("VS install still running after timeout (%d)", DEFAULT_SUBPROCESS_TIMEOUT) | |
else: | |
logging.info("Visual studio install complete.") | |
def install_cmake(): | |
logging.info("Installing CMAKE") | |
cmake_file_path = download(DEPS['cmake'], '.') | |
check_call(['msiexec ', '/n', '/passive', '/i', cmake_file_path]) | |
logging.info("CMAKE install complete") | |
def install_perl(): | |
logging.info("Installing Perl") | |
with tempfile.TemporaryDirectory() as tmpdir: | |
perl_file_path = download(DEPS['perl'], tmpdir) | |
check_call(['msiexec ', '/n', '/passive', '/i', perl_file_path]) | |
logging.info("Perl install complete") | |
def install_clang(): | |
logging.info("Installing Clang") | |
with tempfile.TemporaryDirectory() as tmpdir: | |
clang_file_path = download(DEPS['clang'], tmpdir) | |
run_command(clang_file_path + " /S /D=C:\\Program Files\\LLVM") | |
logging.info("Clang install complete") | |
def install_openblas(): | |
logging.info("Installing OpenBLAS") | |
local_file = download(DEPS['openblas']) | |
with zipfile.ZipFile(local_file, 'r') as zip: | |
zip.extractall("C:\\Program Files") | |
run_command("PowerShell Set-ItemProperty -path 'hklm:\\system\\currentcontrolset\\control\\session manager\\environment' -Name OpenBLAS_HOME -Value 'C:\\Program Files\\OpenBLAS-windows-v0_2_19'") | |
logging.info("Openblas Install complete") | |
def install_mkl(): | |
logging.info("Installing MKL 2019.3.203...") | |
file_path = download("http://registrationcenter-download.intel.com/akdlm/irc_nas/tec/15247/w_mkl_2019.3.203.exe") | |
run_command("{} --silent --remove-extracted-files yes --a install -output=C:\mkl-install-log.txt -eula=accept".format(file_path)) | |
logging.info("MKL Install complete") | |
def install_opencv(): | |
logging.info("Installing OpenCV") | |
with tempfile.TemporaryDirectory() as tmpdir: | |
local_file = download(DEPS['opencv']) | |
with zipfile.ZipFile(local_file, 'r') as zip: | |
zip.extractall(tmpdir) | |
copy(f'{tmpdir}\\opencv\\build', r'c:\Program Files\opencv') | |
run_command("PowerShell Set-ItemProperty -path 'hklm:\\system\\currentcontrolset\\control\\session manager\\environment' -Name OpenCV_DIR -Value 'C:\\Program Files\\opencv'") | |
logging.info("OpenCV install complete") | |
def install_cudnn(): | |
# cuDNN | |
logging.info("Installing cuDNN") | |
with tempfile.TemporaryDirectory() as tmpdir: | |
local_file = download(DEPS['cudnn']) | |
with zipfile.ZipFile(local_file, 'r') as zip: | |
zip.extractall(tmpdir) | |
copy(tmpdir+"\\cuda\\bin\\cudnn64_7.dll", "C:\\Program Files\\NVIDIA GPU Computing Toolkit\\CUDA\\v10.2\\bin") | |
copy(tmpdir+"\\cuda\\include\\cudnn.h", "C:\\Program Files\\NVIDIA GPU Computing Toolkit\\CUDA\\v10.2\\include") | |
copy(tmpdir+"\\cuda\\lib\\x64\\cudnn.lib", "C:\\Program Files\\NVIDIA GPU Computing Toolkit\\CUDA\\v10.2\\lib\\x64") | |
logging.info("cuDNN install complete") | |
def install_gpu_driver(force=False): | |
if has_gpu() or force: | |
logging.info("GPU detected") | |
install_nvdriver() | |
def install_nvdriver(): | |
logging.info("Installing Nvidia Display Drivers...") | |
with tempfile.TemporaryDirectory(prefix='nvidia drivers') as tmpdir: | |
local_file = download(DEPS['nvdriver']) | |
with zipfile.ZipFile(local_file, 'r') as zip: | |
zip.extractall(tmpdir) | |
with remember_cwd(): | |
os.chdir(tmpdir) | |
check_call(".\setup.exe -noreboot -clean -noeula -nofinish -passive") | |
logging.info("NVidia install complete") | |
def install_cuda(): | |
# CUDA 10.2 and patches | |
logging.info("Installing CUDA 10.2 and Patches...") | |
cuda_10_2_file_path = download( | |
'http://developer.download.nvidia.com/compute/cuda/10.2/Prod/network_installers/cuda_10.2.89_win10_network.exe') | |
check_call("PowerShell Rename-Item -Path {} -NewName \"{}.exe\"".format(cuda_10_2_file_path, | |
cuda_10_2_file_path.split('\\')[-1]), shell=True) | |
cuda_10_2_file_path = cuda_10_2_file_path + '.exe' | |
check_call(cuda_10_2_file_path + ' -s') | |
def add_paths(): | |
# TODO: Add python paths (python -> C:\\Python37\\python.exe, python2 -> C:\\Python27\\python.exe) | |
logging.info("Adding Windows Kits to PATH...") | |
current_path = run_command( | |
"PowerShell (Get-Itemproperty -path 'hklm:\\system\\currentcontrolset\\control\\session manager\\environment' -Name Path).Path") | |
current_path = current_path.rstrip() | |
logging.debug("current_path: {}".format(current_path)) | |
new_path = current_path + \ | |
";C:\\Program Files (x86)\\Windows Kits\\10\\bin\\10.0.16299.0\\x86;C:\\Program Files\\OpenBLAS-windows-v0_2_19\\bin;C:\\Program Files\\LLVM\\bin" | |
logging.debug("new_path: {}".format(new_path)) | |
run_command("PowerShell Set-ItemProperty -path 'hklm:\\system\\currentcontrolset\\control\\session manager\\environment' -Name Path -Value '" + new_path + "'") | |
def has_gpu(): | |
gpu_family = {'p2', 'p3', 'g4dn', 'p3dn', 'g3', 'g2', 'g3s'} | |
def instance_family(): | |
return urllib.request.urlopen('http://instance-data/latest/meta-data/instance-type').read().decode().split('.')[0] | |
try: | |
return instance_family() in gpu_family | |
except: | |
return False | |
def script_name() -> str: | |
""":returns: script name with leading paths removed""" | |
return os.path.split(sys.argv[0])[1] | |
def main(): | |
logging.getLogger().setLevel(os.environ.get('LOGLEVEL', logging.DEBUG)) | |
logging.basicConfig(stream=sys.stdout, format='{}: %(asctime)sZ %(levelname)s %(message)s'.format(script_name())) | |
parser = argparse.ArgumentParser() | |
parser.add_argument('-g', '--gpu', | |
help='GPU install', | |
default=False, | |
action='store_true') | |
args = parser.parse_args() | |
if args.gpu or has_gpu(): | |
install_gpu_driver(force=True) | |
else: | |
logging.info("GPU environment skipped") | |
# needed for compilation with nvcc | |
install_cuda() | |
install_cudnn() | |
install_vs() | |
# installed from choco | |
# install_cmake() | |
install_openblas() | |
install_mkl() | |
install_opencv() | |
install_perl() | |
install_clang() | |
add_paths() | |
if __name__ == "__main__": | |
exit(main()) |
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