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"""
Images Pipeline
See documentation in topics/images.rst
"""
from __future__ import with_statement
import os
import time
import hashlib
import urlparse
import rfc822
from cStringIO import StringIO
from collections import defaultdict
from twisted.internet import defer, threads
from PIL import Image
from scrapy.xlib.pydispatch import dispatcher
from scrapy import log
from scrapy.stats import stats
from scrapy.utils.misc import md5sum
from scrapy.http import Request
from scrapy import signals
from scrapy.exceptions import DropItem, NotConfigured, IgnoreRequest
from scrapy.contrib.pipeline.media import MediaPipeline
class NoimagesDrop(DropItem):
"""Product with no images exception"""
class ImageException(Exception):
"""General image error exception"""
class FSImagesStore(object):
def __init__(self, basedir):
if '://' in basedir:
basedir = basedir.split('://', 1)[1]
self.basedir = basedir
self._mkdir(self.basedir)
self.created_directories = defaultdict(set)
dispatcher.connect(self.spider_closed, signals.spider_closed)
def spider_closed(self, spider):
self.created_directories.pop(spider.name, None)
def persist_image(self, key, image, buf, info):
absolute_path = self._get_filesystem_path(key)
self._mkdir(os.path.dirname(absolute_path), info)
image.save(absolute_path)
def stat_image(self, key, info):
absolute_path = self._get_filesystem_path(key)
try:
last_modified = os.path.getmtime(absolute_path)
except: # FIXME: catching everything!
return {}
with open(absolute_path, 'rb') as imagefile:
checksum = md5sum(imagefile)
return {'last_modified': last_modified, 'checksum': checksum}
def _get_filesystem_path(self, key):
path_comps = key.split('/')
return os.path.join(self.basedir, *path_comps)
def _mkdir(self, dirname, domain=None):
seen = self.created_directories[domain] if domain else set()
if dirname not in seen:
if not os.path.exists(dirname):
os.makedirs(dirname)
seen.add(dirname)
class S3ImagesStore(object):
AWS_ACCESS_KEY_ID = None
AWS_SECRET_ACCESS_KEY = None
POLICY = 'public-read'
HEADERS = {
'Cache-Control': 'max-age=172800',
'Content-Type': 'image/jpeg',
}
def __init__(self, uri):
assert uri.startswith('s3://')
self.bucket, self.prefix = uri[5:].split('/', 1)
def stat_image(self, key, info):
def _onsuccess(boto_key):
checksum = boto_key.etag.strip('"')
last_modified = boto_key.last_modified
modified_tuple = rfc822.parsedate_tz(last_modified)
modified_stamp = int(rfc822.mktime_tz(modified_tuple))
return {'checksum': checksum, 'last_modified': modified_stamp}
return self._get_boto_key(key).addCallback(_onsuccess)
def _get_boto_bucket(self):
from boto.s3.connection import S3Connection
# disable ssl (is_secure=False) because of this python bug:
# http://bugs.python.org/issue5103
c = S3Connection(self.AWS_ACCESS_KEY_ID, self.AWS_SECRET_ACCESS_KEY, is_secure=False)
return c.get_bucket(self.bucket, validate=False)
def _get_boto_key(self, key):
b = self._get_boto_bucket()
key_name = '%s%s' % (self.prefix, key)
return threads.deferToThread(b.get_key, key_name)
def persist_image(self, key, image, buf, info):
"""Upload image to S3 storage"""
width, height = image.size
b = self._get_boto_bucket()
key_name = '%s%s' % (self.prefix, key)
k = b.new_key(key_name)
k.set_metadata('width', str(width))
k.set_metadata('height', str(height))
buf.seek(0)
return threads.deferToThread(k.set_contents_from_file, buf, \
headers=self.HEADERS, policy=self.POLICY)
class ImagesPipeline(MediaPipeline):
"""Abstract pipeline that implement the image downloading and thumbnail generation logic
This pipeline tries to minimize network transfers and image processing,
doing stat of the images and determining if image is new, uptodate or
expired.
`new` images are those that pipeline never processed and needs to be
downloaded from supplier site the first time.
`uptodate` images are the ones that the pipeline processed and are still
valid images.
`expired` images are those that pipeline already processed but the last
modification was made long time ago, so a reprocessing is recommended to
refresh it in case of change.
"""
MEDIA_NAME = 'image'
MIN_WIDTH = 0
MIN_HEIGHT = 0
EXPIRES = 90
THUMBS = {}
STORE_SCHEMES = {
'': FSImagesStore,
'file': FSImagesStore,
's3': S3ImagesStore,
}
def __init__(self, store_uri, download_func=None):
if not store_uri:
raise NotConfigured
self.store = self._get_store(store_uri)
super(ImagesPipeline, self).__init__(download_func=download_func)
@classmethod
def from_settings(cls, settings):
cls.MIN_WIDTH = settings.getint('IMAGES_MIN_WIDTH', 0)
cls.MIN_HEIGHT = settings.getint('IMAGES_MIN_HEIGHT', 0)
cls.EXPIRES = settings.getint('IMAGES_EXPIRES', 90)
cls.THUMBS = settings.get('IMAGES_THUMBS', {})
s3store = cls.STORE_SCHEMES['s3']
s3store.AWS_ACCESS_KEY_ID = settings['AWS_ACCESS_KEY_ID']
s3store.AWS_SECRET_ACCESS_KEY = settings['AWS_SECRET_ACCESS_KEY']
store_uri = settings['IMAGES_STORE']
return cls(store_uri)
def _get_store(self, uri):
if os.path.isabs(uri): # to support win32 paths like: C:\\some\dir
scheme = 'file'
else:
scheme = urlparse.urlparse(uri).scheme
store_cls = self.STORE_SCHEMES[scheme]
return store_cls(uri)
def media_downloaded(self, response, request, info):
referer = request.headers.get('Referer')
if response.status != 200:
log.msg('Image (code: %s): Error downloading image from %s referred in <%s>' \
% (response.status, request, referer), level=log.WARNING, spider=info.spider)
raise ImageException
if not response.body:
log.msg('Image (empty-content): Empty image from %s referred in <%s>: no-content' \
% (request, referer), level=log.WARNING, spider=info.spider)
raise ImageException
status = 'cached' if 'cached' in response.flags else 'downloaded'
msg = 'Image (%s): Downloaded image from %s referred in <%s>' % \
(status, request, referer)
log.msg(msg, level=log.DEBUG, spider=info.spider)
self.inc_stats(info.spider, status)
try:
key = self.image_key(request.url)
checksum = self.image_downloaded(response, request, info)
except ImageException, ex:
log.msg(str(ex), level=log.WARNING, spider=info.spider)
raise
except Exception:
log.err(spider=info.spider)
raise ImageException
return {'url': request.url, 'path': key, 'checksum': checksum}
def media_failed(self, failure, request, info):
if not isinstance(failure.value, IgnoreRequest):
referer = request.headers.get('Referer')
msg = 'Image (unknown-error): Error downloading %s from %s referred in <%s>: %s' \
% (self.MEDIA_NAME, request, referer, str(failure))
log.msg(msg, level=log.WARNING, spider=info.spider)
raise ImageException
def media_to_download(self, request, info):
def _onsuccess(result):
if not result:
return # returning None force download
last_modified = result.get('last_modified', None)
if not last_modified:
return # returning None force download
age_seconds = time.time() - last_modified
age_days = age_seconds / 60 / 60 / 24
if age_days > self.EXPIRES:
return # returning None force download
referer = request.headers.get('Referer')
log.msg('Image (uptodate): Downloaded %s from <%s> referred in <%s>' % \
(self.MEDIA_NAME, request.url, referer), level=log.DEBUG, spider=info.spider)
self.inc_stats(info.spider, 'uptodate')
checksum = result.get('checksum', None)
return {'url': request.url, 'path': key, 'checksum': checksum}
key = self.image_key(request.url)
dfd = defer.maybeDeferred(self.store.stat_image, key, info)
dfd.addCallbacks(_onsuccess, lambda _:None)
dfd.addErrback(log.err, self.__class__.__name__ + '.store.stat_image')
return dfd
def image_downloaded(self, response, request, info):
checksum = None
for key, image, buf in self.get_images(response, request, info):
if checksum is None:
buf.seek(0)
checksum = md5sum(buf)
self.store.persist_image(key, image, buf, info)
return checksum
def get_images(self, response, request, info):
key = self.image_key(request.url)
orig_image = Image.open(StringIO(response.body))
width, height = orig_image.size
if width < self.MIN_WIDTH or height < self.MIN_HEIGHT:
raise ImageException("Image too small (%dx%d < %dx%d): %s" % \
(width, height, self.MIN_WIDTH, self.MIN_HEIGHT, response.url))
image, buf = self.convert_image(orig_image)
yield key, image, buf
for thumb_id, size in self.THUMBS.iteritems():
thumb_key = self.thumb_key(request.url, thumb_id)
thumb_image, thumb_buf = self.convert_image(image, size)
yield thumb_key, thumb_image, thumb_buf
def inc_stats(self, spider, status):
stats.inc_value('image_count', spider=spider)
stats.inc_value('image_status_count/%s' % status, spider=spider)
def convert_image(self, image, size=None):
if image.format == 'PNG' and image.mode == 'RGBA':
background = Image.new('RGBA', image.size, (255, 255, 255))
background.paste(image, image)
image = background.convert('RGB')
elif image.mode != 'RGB':
image = image.convert('RGB')
if size:
image = image.copy()
image.thumbnail(size, Image.ANTIALIAS)
buf = StringIO()
try:
image.save(buf, 'JPEG')
except Exception, ex:
raise ImageException("Cannot process image. Error: %s" % ex)
return image, buf
def image_key(self, url):
image_guid = hashlib.sha1(url).hexdigest()
return 'full/%s.jpg' % (image_guid)
def thumb_key(self, url, thumb_id):
image_guid = hashlib.sha1(url).hexdigest()
return 'thumbs/%s/%s.jpg' % (thumb_id, image_guid)
def get_media_requests(self, item, info):
return [Request(x) for x in item.get('image_urls', [])]
def item_completed(self, results, item, info):
item['images'] = [x for ok, x in results if ok]
return item
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