flatisfy/flatisfy/filters/cache.py

146 lines
4.1 KiB
Python

# coding: utf-8
"""
Caching function for pictures.
"""
from __future__ import absolute_import, print_function, unicode_literals
import collections
import hashlib
import os
import requests
import logging
from io import BytesIO
import PIL.Image
LOGGER = logging.getLogger(__name__)
class MemoryCache(object):
"""
A cache in memory.
"""
@staticmethod
def on_miss(key):
"""
Method to be called whenever an object is requested from the cache but
was not already cached. Typically, make a HTTP query to fetch it.
:param key: Key of the requested object.
:return: The object content.
"""
raise NotImplementedError
def __init__(self):
self.hits = 0
self.misses = 0
self.map = collections.OrderedDict()
def get(self, key):
"""
Get an element from cache. Eventually call ``on_miss`` if the item is
not already cached.
:param key: Key of the element to retrieve.
:return: Requested element.
"""
cached = self.map.get(key, None)
if cached is not None:
self.hits += 1
return cached
item = self.map[key] = self.on_miss(key)
self.misses += 1
return item
def total(self):
"""
Get the total number of calls (with hits to the cache, or miss and
fetching with ``on_miss``) to the cache.
:return: Total number of item accessing.
"""
return self.hits + self.misses
def hit_rate(self):
"""
Get the hit rate, that is the rate at which we requested an item which
was already in the cache.
:return: The hit rate, in percents.
"""
assert self.total() > 0
return 100 * self.hits // self.total()
def miss_rate(self):
"""
Get the miss rate, that is the rate at which we requested an item which
was not already in the cache.
:return: The miss rate, in percents.
"""
assert self.total() > 0
return 100 * self.misses // self.total()
class ImageCache(MemoryCache):
"""
A cache for images, stored in memory.
"""
@staticmethod
def compute_filename(url):
"""
Compute filename (hash of the URL) for the cached image.
:param url: The URL of the image.
:return: The filename, with its extension.
"""
# Always store as JPEG
return "%s.jpg" % hashlib.sha1(url.encode("utf-8")).hexdigest()
def on_miss(self, url):
"""
Helper to actually retrieve photos if not already cached.
"""
# If two many items in the cache, pop one
if len(self.map.keys()) > self.max_items:
self.map.popitem(last=False)
if url.endswith(".svg"):
# Skip SVG photo which are unsupported and unlikely to be relevant
return None
filepath = None
# Try to load from local folder
if self.storage_dir:
filepath = os.path.join(
self.storage_dir,
self.compute_filename(url)
)
if os.path.isfile(filepath):
return PIL.Image.open(filepath)
# Otherwise, fetch it
try:
LOGGER.debug(f"Download photo from {url} to {filepath}")
req = requests.get(url)
req.raise_for_status()
image = PIL.Image.open(BytesIO(req.content))
if filepath:
image.save(filepath, format=image.format)
return image
except (requests.HTTPError, IOError) as exc:
LOGGER.info(f"Download photo from {url} failed: {exc}")
return None
def __init__(self, max_items=200, storage_dir=None):
"""
:param max_items: Max number of items in the cache, to prevent Out Of
Memory errors.
:param storage_dir: Directory in which images should be stored.
"""
self.max_items = max_items
self.storage_dir = storage_dir
if self.storage_dir and not os.path.isdir(self.storage_dir):
os.makedirs(self.storage_dir)
super(ImageCache, self).__init__()