clearml/trains/storage/cache.py

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2020-04-09 09:03:41 +00:00
import hashlib
from pathlib2 import Path
from .helper import StorageHelper
from .util import quote_url
from ..config import get_cache_dir
class CacheManager(object):
__cache_managers = {}
_default_cache_file_limit = 100
_storage_manager_folder = 'storage_manager'
_default_context = 'global'
class CacheContext(object):
def __init__(self, cache_context, default_cache_file_limit=10):
self._context = str(cache_context)
self._file_limit = int(default_cache_file_limit)
def set_cache_limit(self, cache_file_limit):
self._file_limit = max(self._file_limit, int(cache_file_limit))
return self._file_limit
def get_local_copy(self, remote_url):
helper = StorageHelper.get(remote_url)
if not helper:
raise ValueError("Remote storage not supported: {}".format(remote_url))
# check if we need to cache the file
direct_access = helper._driver.get_direct_access(remote_url)
if direct_access:
return direct_access
# check if we already have the file in our cache
cached_file, cached_size = self._get_cache_file(remote_url)
if cached_size is not None:
return cached_file
# we need to download the file:
downloaded_file = helper.download_to_file(remote_url, cached_file)
if downloaded_file != cached_file:
# something happened
return None
return cached_file
@staticmethod
def upload_file(local_file, remote_url, wait_for_upload=True):
helper = StorageHelper.get(remote_url)
return helper.upload(local_file, remote_url, async_enable=not wait_for_upload)
@classmethod
def _get_hashed_url_file(cls, url):
str_hash = hashlib.md5(url.encode()).hexdigest()
filename = url.split('/')[-1]
return '{}.{}'.format(str_hash, quote_url(filename))
def _get_cache_file(self, remote_url):
"""
:param remote_url: check if we have the remote url in our cache
:return: full path to file name, current file size or None
"""
folder = Path(get_cache_dir() / CacheManager._storage_manager_folder / self._context)
folder.mkdir(parents=True, exist_ok=True)
local_filename = self._get_hashed_url_file(remote_url)
new_file = folder / local_filename
if new_file.exists():
new_file.touch(exist_ok=True)
# delete old files
files = sorted(folder.iterdir(), reverse=True, key=lambda x: x.stat().st_atime)
files = files[self._file_limit:]
for f in files:
f.unlink()
# if file doesn't exist, return file size None
return new_file.as_posix(), new_file.stat().st_size if new_file.exists() else None
@classmethod
def get_cache_manager(cls, cache_context=None, cache_file_limit=None):
cache_context = cache_context or cls._default_context
if cache_context not in cls.__cache_managers:
cls.__cache_managers[cache_context] = cls.CacheContext(
cache_context, cache_file_limit or cls._default_cache_file_limit)
if cache_file_limit:
cls.__cache_managers[cache_context].set_cache_limit(cache_file_limit)
return cls.__cache_managers[cache_context]