def configure(self, download=True, num=0, keep=True):
"""
Configure feed
num: number of items from the feed (0 == all, default)
keep: keep old entries not in feed anymore (download only)
verbose: print status on stdout
"""
self._download = download
self._num = num
self._keep = keep
manager.save()
ms = MeanShift(bandwidth=bandwidth, bin_seeding=True).fit(X)
print('ms')
#print(silhouette_score(X, ms.labels_))
#print(calinski_harabaz_score(X, ms.labels_))
return ms
def docs2clusters(labels, clusters):
docs = list(zip(labels, clusters.tolist()))
return docs
def cluster_docs(cluster, clusters_docs):
if cluster < 0: return [d for d, c in clusters_docs]
else: return [d for d, c in clusters_docs if c == cluster]
def cluster_words(cluster, clusters_docs, docs, count=10):
clust_docs = cluster_docs(cluster, clusters_docs)
tagged_docs = [d for d in docs if d.tags[0] in clust_docs]
words = [word for d in tagged_docs for word in d.words]
topic_words = Counter(words).most_common(count)
return topic_words
if __name__ == '__main__':
import manager
import doc2vec
vectors = manager.load(os.path.join(manager.PICKLES_DIR, 'vectors.pkl'))
manager.save(clusterers, clusters_pkl)
def update(self, verbose=False):
"""
Update feed.
"""
def print_status(s):
sys.stdout.write("%s\r" % s.get_progressbar())
sys.stdout.flush()
if self._updating:
log.error('feed %s is already updating', self.url)
yield False
self._updating = True
log.info('update feed %s', self.url)
# get directory information
beacondir = yield kaa.beacon.get(self.dirname)
listing = yield beacondir.list()
allurls = [ f.url for f in listing ]
num = self._num
allfiles = [ e[1] for e in self._entries ]
entries = self._entries
new_entries = []
iter = self.iterate()
for entry in iter:
while isinstance(entry, kaa.InProgress):
# dummy entry to signal waiting
result = yield entry
# send result back to the iterator
entry = iter.send(result)
log.info('process %s', entry.url)
filename = None
if not self._download and entry.url in allurls:
# already in beacon list
pass
elif not self._download:
# use url as name
entry['name'] = kaa.unicode_to_str(entry.url)
i = yield kaa.beacon.add_item(parent=beacondir, **entry)
else:
# download
filename = os.path.join(self.dirname, entry.basename)
if not os.path.isfile(filename) and filename in allfiles:
# file not found, check if it was downloaded before. If
# so, the user deleted it and we do not fetch it again
pass
elif os.path.isfile(filename):
# File already downloaded.
# FIXME: make sure the file is up-to-date
pass
else:
async = entry.fetch(filename)
if verbose:
async.progress.connect(print_status)
yield async
if not os.path.isfile(filename):
log.error('error fetching', entry.url)
continue
if os.path.isfile(filename):
item = yield kaa.beacon.get(filename)
if not item.scanned:
yield item.scan()
if 'date' in entry:
item['timestamp'] = entry['date']
for key in ('title', 'description'):
if key in entry:
item[key] = entry[key]
new_entries.append((entry['url'], filename))
num -= 1
if num == 0:
break
log.info('*** finished with %s ***', self.url)
manager.save()
# delete old files or remove old entries from beacon
for url, filename in entries:
if (self._keep and self._download) or (url, filename) in new_entries:
continue
if not filename:
# delete old entries from beacon
for f in (yield beacondir.list()):
if f.url == url:
f.delete()
elif os.path.isfile(filename):
# delete file on disc
os.unlink(filename)
self._updating = False
self._entries = new_entries
yield True