Mercurial > p > roundup > code
view website/issues/extensions/spambayes.py @ 7492:452a8bd1d826
add file with sphinx requirements for building doc.
Disable permalinks for older and newer sphinx versions.
make conf.py's work with old and new sphinx.
make layout.py work with 7.x sphinx which replaces the style
variable with styles[].
| author | John Rouillard <rouilj@ieee.org> |
|---|---|
| date | Thu, 15 Jun 2023 20:46:59 -0400 |
| parents | e46ce04d5bbc |
| children |
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import re, math from roundup.cgi.actions import Action from roundup.cgi.exceptions import * from roundup.anypy import xmlrpc_ import socket REVPAT = re.compile(r'(r[0-9]+\b|rev(ision)? [0-9]+\b)') def extract_classinfo(db, classname, nodeid): node = db.getnode(classname, nodeid) authorage = node['creation'].timestamp() - \ db.getnode('user', node.get('author', node.get('creator')))['creation'].timestamp() authorid = node.get('author', node.get('creator')) content = db.getclass(classname).get(nodeid, 'content') tokens = ["klass:%s" % classname, "author:%s" % authorid, "authorage:%d" % int(math.log(authorage)), "hasrev:%s" % (REVPAT.search(content) is not None)] return (content, tokens) def train_spambayes(db, content, tokens, is_spam): spambayes_uri = db.config.detectors['SPAMBAYES_URI'] server = xmlrpc_.client.ServerProxy(spambayes_uri, verbose=False) try: server.train({'content':content}, tokens, {}, is_spam) return (True, None) except (socket.error, xmlrpc_.client.Error) as e: return (False, str(e)) class SpambayesClassify(Action): permissionType = 'SB: May Classify' def handle(self): (content, tokens) = extract_classinfo(self.db, self.classname, self.nodeid) if "trainspam" in self.form: is_spam = True elif "trainham" in self.form: is_spam = False (status, errmsg) = train_spambayes(self.db, content, tokens, is_spam) node = self.db.getnode(self.classname, self.nodeid) props = {} if status: if node.get('spambayes_misclassified', False): props['spambayes_misclassified'] = True props['spambayes_score'] = 1.0 s = " SPAM" if not is_spam: props['spambayes_score'] = 0.0 s = " HAM" self.client.add_ok_message(self._('Message classified as') + s) else: self.client.add_error_message(self._('Unable to classify message, got error:') + errmsg) klass = self.db.getclass(self.classname) klass.set(self.nodeid, **props) self.db.commit() def sb_is_spam(obj): cutoff_score = float(obj._db.config.detectors['SPAMBAYES_SPAM_CUTOFF']) try: score = obj['spambayes_score'] except KeyError: return False return score >= cutoff_score def init(instance): instance.registerAction("spambayes_classify", SpambayesClassify) instance.registerUtil('sb_is_spam', sb_is_spam)
