Mercurial > p > roundup > code
annotate website/issues/extensions/spambayes.py @ 5695:3e1b66c4e1e2
Update docs. Correct errors reported by setup.py build_docs. Add rest
interface and link to rest doc to features page. Add link to xmlrpc
doc to features page. Add rest doc to index. Update rest doc,
hopefully clarify confusing use of parameters in patch action
section. Fix code examples in "Adding new rest endpoints" section. Fix
example adding import of exception.
| author | John Rouillard <rouilj@ieee.org> |
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| date | Sun, 07 Apr 2019 20:17:52 -0400 |
| parents | e46ce04d5bbc |
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| rev | line source |
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1 import re, math |
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2 from roundup.cgi.actions import Action |
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3 from roundup.cgi.exceptions import * |
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4 from roundup.anypy import xmlrpc_ |
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5 |
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6 import socket |
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7 |
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8 REVPAT = re.compile(r'(r[0-9]+\b|rev(ision)? [0-9]+\b)') |
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9 |
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10 def extract_classinfo(db, classname, nodeid): |
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11 node = db.getnode(classname, nodeid) |
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12 |
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13 authorage = node['creation'].timestamp() - \ |
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14 db.getnode('user', node.get('author', node.get('creator')))['creation'].timestamp() |
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15 |
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16 authorid = node.get('author', node.get('creator')) |
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17 |
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18 content = db.getclass(classname).get(nodeid, 'content') |
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19 |
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20 tokens = ["klass:%s" % classname, |
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21 "author:%s" % authorid, |
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22 "authorage:%d" % int(math.log(authorage)), |
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23 "hasrev:%s" % (REVPAT.search(content) is not None)] |
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24 |
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25 return (content, tokens) |
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26 |
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27 def train_spambayes(db, content, tokens, is_spam): |
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28 spambayes_uri = db.config.detectors['SPAMBAYES_URI'] |
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29 |
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30 server = xmlrpc_.client.ServerProxy(spambayes_uri, verbose=False) |
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31 try: |
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32 server.train({'content':content}, tokens, {}, is_spam) |
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33 return (True, None) |
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34 except (socket.error, xmlrpc_.client.Error) as e: |
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35 return (False, str(e)) |
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36 |
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37 |
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38 class SpambayesClassify(Action): |
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39 permissionType = 'SB: May Classify' |
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40 |
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41 def handle(self): |
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42 (content, tokens) = extract_classinfo(self.db, |
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43 self.classname, self.nodeid) |
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44 |
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45 if "trainspam" in self.form: |
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46 is_spam = True |
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47 elif "trainham" in self.form: |
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48 is_spam = False |
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49 |
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50 (status, errmsg) = train_spambayes(self.db, content, tokens, |
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51 is_spam) |
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52 |
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53 node = self.db.getnode(self.classname, self.nodeid) |
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54 props = {} |
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55 |
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56 if status: |
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57 if node.get('spambayes_misclassified', False): |
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58 props['spambayes_misclassified'] = True |
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59 |
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60 props['spambayes_score'] = 1.0 |
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61 |
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62 s = " SPAM" |
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63 if not is_spam: |
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64 props['spambayes_score'] = 0.0 |
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65 s = " HAM" |
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66 self.client.add_ok_message(self._('Message classified as') + s) |
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67 else: |
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68 self.client.add_error_message(self._('Unable to classify message, got error:') + errmsg) |
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69 |
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70 klass = self.db.getclass(self.classname) |
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71 klass.set(self.nodeid, **props) |
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72 self.db.commit() |
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73 |
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74 def sb_is_spam(obj): |
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75 cutoff_score = float(obj._db.config.detectors['SPAMBAYES_SPAM_CUTOFF']) |
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76 try: |
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77 score = obj['spambayes_score'] |
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78 except KeyError: |
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79 return False |
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80 return score >= cutoff_score |
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81 |
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82 def init(instance): |
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83 instance.registerAction("spambayes_classify", SpambayesClassify) |
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84 instance.registerUtil('sb_is_spam', sb_is_spam) |
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85 |
