Unity 机器学习代理工具包 (ML-Agents) 是一个开源项目,它使游戏和模拟能够作为训练智能代理的环境。
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228 行
7.9 KiB

import urllib.request
import tempfile
import os
import uuid
import shutil
import glob
import yaml
import hashlib
from zipfile import ZipFile
from sys import platform
from typing import Tuple, Optional, Dict, Any
from mlagents_envs.logging_util import get_logger
logger = get_logger(__name__)
# The default logical block size is 8192 bytes (8 KB) for UFS file systems.
BLOCK_SIZE = 8192
def get_local_binary_path(name: str, url: str) -> str:
"""
Returns the path to the executable previously downloaded with the name argument. If
None is found, the executable at the url argument will be downloaded and stored
under name for future uses.
:param name: The name that will be given to the folder containing the extracted data
:param url: The URL of the zip file
"""
NUMBER_ATTEMPTS = 5
path = get_local_binary_path_if_exists(name, url)
if path is None:
logger.debug(
f"Local environment {name} not found, downloading environment from {url}"
)
for attempt in range(NUMBER_ATTEMPTS): # Perform 5 attempts at downloading the file
if path is not None:
break
try:
download_and_extract_zip(url, name)
except Exception:
if attempt + 1 < NUMBER_ATTEMPTS:
logger.warning(
f"Attempt {attempt + 1} / {NUMBER_ATTEMPTS}"
": Failed to download and extract binary."
)
else:
raise
path = get_local_binary_path_if_exists(name, url)
if path is None:
raise FileNotFoundError(
f"Binary not found, make sure {url} is a valid url to "
"a zip folder containing a valid Unity executable"
)
return path
def get_local_binary_path_if_exists(name: str, url: str) -> Optional[str]:
"""
Recursively searches for a Unity executable in the extracted files folders. This is
platform dependent : It will only return a Unity executable compatible with the
computer's OS. If no executable is found, None will be returned.
:param name: The name/identifier of the executable
:param url: The url the executable was downloaded from (for verification)
"""
_, bin_dir = get_tmp_dir()
extension = None
if platform == "linux" or platform == "linux2":
extension = "*.x86_64"
if platform == "darwin":
extension = "*.app"
if platform == "win32":
extension = "*.exe"
if extension is None:
raise NotImplementedError("No extensions found for this platform.")
url_hash = "-" + hashlib.md5(url.encode()).hexdigest()
path = os.path.join(bin_dir, name + url_hash, "**", extension)
candidates = glob.glob(path, recursive=True)
if len(candidates) == 0:
return None
else:
for c in candidates:
# Unity sometimes produces another .exe file that we must filter out
if "UnityCrashHandler64" not in c:
return c
return None
def get_tmp_dir() -> Tuple[str, str]:
"""
Returns the path to the folder containing the downloaded zip files and the extracted
binaries. If these folders do not exist, they will be created.
:retrun: Tuple containing path to : (zip folder, extracted files folder)
"""
MLAGENTS = "ml-agents-binaries"
TMP_FOLDER_NAME = "tmp"
BINARY_FOLDER_NAME = "binaries"
mla_directory = os.path.join(tempfile.gettempdir(), MLAGENTS)
if not os.path.exists(mla_directory):
os.makedirs(mla_directory)
os.chmod(mla_directory, 16877)
zip_directory = os.path.join(tempfile.gettempdir(), MLAGENTS, TMP_FOLDER_NAME)
if not os.path.exists(zip_directory):
os.makedirs(zip_directory)
os.chmod(zip_directory, 16877)
bin_directory = os.path.join(tempfile.gettempdir(), MLAGENTS, BINARY_FOLDER_NAME)
if not os.path.exists(bin_directory):
os.makedirs(bin_directory)
os.chmod(bin_directory, 16877)
return (zip_directory, bin_directory)
def download_and_extract_zip(url: str, name: str) -> None:
"""
Downloads a zip file under a URL, extracts its contents into a folder with the name
argument and gives chmod 755 to all the files it contains. Files are downloaded and
extracted into special folders in the temp folder of the machine.
:param url: The URL of the zip file
:param name: The name that will be given to the folder containing the extracted data
"""
zip_dir, bin_dir = get_tmp_dir()
url_hash = "-" + hashlib.md5(url.encode()).hexdigest()
binary_path = os.path.join(bin_dir, name + url_hash)
if os.path.exists(binary_path):
shutil.rmtree(binary_path)
# Download zip
try:
request = urllib.request.urlopen(url, timeout=30)
except urllib.error.HTTPError as e: # type: ignore
e.msg += " " + url
raise
zip_size = int(request.headers["content-length"])
zip_file_path = os.path.join(zip_dir, str(uuid.uuid4()) + ".zip")
with open(zip_file_path, "wb") as zip_file:
downloaded = 0
while True:
buffer = request.read(BLOCK_SIZE)
if not buffer:
# There is nothing more to read
break
downloaded += len(buffer)
zip_file.write(buffer)
downloaded_percent = downloaded / zip_size * 100
print_progress(f" Downloading {name}", downloaded_percent)
print("")
# Extraction
with ZipFileWithProgress(zip_file_path, "r") as zip_ref:
zip_ref.extract_zip(f" Extracting {name}", binary_path) # type: ignore
print("")
# Clean up zip
print_progress(f" Cleaning up {name}", 0)
os.remove(zip_file_path)
# Give permission
for f in glob.glob(binary_path + "/**/*", recursive=True):
# 16877 is octal 40755, which denotes a directory with permissions 755
os.chmod(f, 16877)
print_progress(f" Cleaning up {name}", 100)
print("")
def print_progress(prefix: str, percent: float) -> None:
"""
Displays a single progress bar in the terminal with value percent.
:param prefix: The string that will precede the progress bar.
:param percent: The percent progression of the bar (min is 0, max is 100)
"""
BAR_LEN = 20
percent = min(100, max(0, percent))
bar_progress = min(int(percent / 100 * BAR_LEN), BAR_LEN)
bar = "|" + "\u2588" * bar_progress + " " * (BAR_LEN - bar_progress) + "|"
str_percent = "%3.0f%%" % percent
print(f"{prefix} : {bar} {str_percent} \r", end="", flush=True)
def load_remote_manifest(url: str) -> Dict[str, Any]:
"""
Converts a remote yaml file into a Python dictionary
"""
tmp_dir, _ = get_tmp_dir()
try:
request = urllib.request.urlopen(url, timeout=30)
except urllib.error.HTTPError as e: # type: ignore
e.msg += " " + url
raise
manifest_path = os.path.join(tmp_dir, str(uuid.uuid4()) + ".yaml")
with open(manifest_path, "wb") as manifest:
while True:
buffer = request.read(BLOCK_SIZE)
if not buffer:
# There is nothing more to read
break
manifest.write(buffer)
try:
result = load_local_manifest(manifest_path)
finally:
os.remove(manifest_path)
return result
def load_local_manifest(path: str) -> Dict[str, Any]:
"""
Converts a local yaml file into a Python dictionary
"""
with open(path) as data_file:
return yaml.safe_load(data_file)
class ZipFileWithProgress(ZipFile):
"""
This is a helper class inheriting from ZipFile that allows to display a progress
bar while the files are being extracted.
"""
def extract_zip(self, prefix: str, path: str) -> None:
members = self.namelist()
path = os.fspath(path)
total = len(members)
n = 0
for zipinfo in members:
self.extract(zipinfo, path, None) # type: ignore
n += 1
print_progress(prefix, n / total * 100)