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https://github.com/clearml/clearml
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Add StorageManager
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85
trains/storage/cache.py
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85
trains/storage/cache.py
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import hashlib
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from pathlib2 import Path
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from .helper import StorageHelper
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from .util import quote_url
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from ..config import get_cache_dir
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class CacheManager(object):
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__cache_managers = {}
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_default_cache_file_limit = 100
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_storage_manager_folder = 'storage_manager'
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_default_context = 'global'
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class CacheContext(object):
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def __init__(self, cache_context, default_cache_file_limit=10):
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self._context = str(cache_context)
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self._file_limit = int(default_cache_file_limit)
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def set_cache_limit(self, cache_file_limit):
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self._file_limit = max(self._file_limit, int(cache_file_limit))
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return self._file_limit
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def get_local_copy(self, remote_url):
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helper = StorageHelper.get(remote_url)
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if not helper:
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raise ValueError("Remote storage not supported: {}".format(remote_url))
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# check if we need to cache the file
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direct_access = helper._driver.get_direct_access(remote_url)
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if direct_access:
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return direct_access
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# check if we already have the file in our cache
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cached_file, cached_size = self._get_cache_file(remote_url)
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if cached_size is not None:
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return cached_file
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# we need to download the file:
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downloaded_file = helper.download_to_file(remote_url, cached_file)
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if downloaded_file != cached_file:
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# something happened
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return None
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return cached_file
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@staticmethod
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def upload_file(local_file, remote_url, wait_for_upload=True):
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helper = StorageHelper.get(remote_url)
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return helper.upload(local_file, remote_url, async_enable=not wait_for_upload)
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@classmethod
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def _get_hashed_url_file(cls, url):
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str_hash = hashlib.md5(url.encode()).hexdigest()
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filename = url.split('/')[-1]
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return '{}.{}'.format(str_hash, quote_url(filename))
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def _get_cache_file(self, remote_url):
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"""
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:param remote_url: check if we have the remote url in our cache
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:return: full path to file name, current file size or None
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"""
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folder = Path(get_cache_dir() / CacheManager._storage_manager_folder / self._context)
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folder.mkdir(parents=True, exist_ok=True)
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local_filename = self._get_hashed_url_file(remote_url)
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new_file = folder / local_filename
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if new_file.exists():
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new_file.touch(exist_ok=True)
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# delete old files
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files = sorted(folder.iterdir(), reverse=True, key=lambda x: x.stat().st_atime)
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files = files[self._file_limit:]
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for f in files:
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f.unlink()
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# if file doesn't exist, return file size None
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return new_file.as_posix(), new_file.stat().st_size if new_file.exists() else None
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@classmethod
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def get_cache_manager(cls, cache_context=None, cache_file_limit=None):
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cache_context = cache_context or cls._default_context
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if cache_context not in cls.__cache_managers:
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cls.__cache_managers[cache_context] = cls.CacheContext(
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cache_context, cache_file_limit or cls._default_cache_file_limit)
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if cache_file_limit:
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cls.__cache_managers[cache_context].set_cache_limit(cache_file_limit)
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return cls.__cache_managers[cache_context]
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