#! /usr/local/bin/python2.3 """sb_dbexpimp.py - Bayes database export/import Classes: Abstract: This utility has the primary function of exporting and importing a spambayes database into/from a flat file. This is useful in a number of scenarios. Platform portability of database - flat files can be exported and imported across platforms (winduhs and linux, for example) Database implementation changes - databases can survive database implementation upgrades or new database implementations. For example, if a dbm implementation changes between python x.y and python x.y+1... Database reorganization - an export followed by an import reorgs an existing database, improving performance, at least in some database implementations Database sharing - it is possible to distribute particular databases for research purposes, database sharing purposes, or for new users to have a 'seed' database to start with. Database merging - multiple databases can be merged into one quite easily by specifying -m on an import. This will add the two database nham and nspams together (assuming the two databases do not share corpora) and for wordinfo conflicts, will add spamcount and hamcount together. Spambayes software release migration - an export can be executed before a release upgrade, as part of the installation script. Then, after the new software is installed, an import can be executed, which will effectively preserve existing training. This eliminates the need for retraining every time a release is installed. Others? I'm sure I haven't thought of everything... Usage: sb_dbexpimp [options] options: -e : export -i : import -v : verbose mode (some additional diagnostic messages) -f: FN : flat file to export to or import from -p: FN : name of pickled database file to use -d: FN : name of dbm database file to use -m : merge import into an existing database file. This is meaningful only for import. If omitted, a new database file will be created. If specified, the imported wordinfo will be merged into an existing database. Run dbExpImp -h for more information. -o: section:option:value : set [section, option] in the options database to value -h : help Examples: Export pickled mybayes.db into mybayes.db.export as a csv flat file sb_dbexpimp -e -p mybayes.db -f mybayes.db.export Import mybayes.db.export into a new DBM mybayes.db sb_dbexpimp -i -d mybayes.db -f mybayes.db.export Convert a bayes database from pickle to DBM sb_dbexpimp -e -p abayes.db -f abayes.export sb_dbexpimp -i -d abayes.db -f abayes.export Create a new DBM database (newbayes.db) from two DBM databases (abayes.db, bbayes.db) sb_dbexpimp -e -d abayes.db -f abayes.export sb_dbexpimp -e -d bbayes.db -f bbayes.export sb_dbexpimp -i -d newbayes.db -f abayes.export sb_dbexpimp -i -m -d newbayes.db -f bbayes.export To Do: o Suggestions? """ # This module is part of the spambayes project, which is Copyright 2002 # The Python Software Foundation and is covered by the Python Software # Foundation license. __author__ = "Tim Stone " from __future__ import generators # Python 2.2 compatibility stuff try: True, False except NameError: True, False = 1, 0 try: import csv # might get the old object craft csv module - has no reader attr if not hasattr(csv, "reader"): raise ImportError except ImportError: import spambayes.compatcsv as csv try: x = UnicodeDecodeError except NameError: UnicodeDecodeError = UnicodeError else: del x import spambayes.storage from spambayes.Options import options import sys, os, getopt, errno, re import urllib from types import UnicodeType def uquote(s): if isinstance(s, UnicodeType): s = s.encode('utf-8') return s # Heaven only knows what encoding non-ASCII stuff will be in # Try a few common western encodings and punt if they all fail def uunquote(s): for encoding in ("utf-8", "cp1252", "iso-8859-1"): try: return unicode(s, encoding) except UnicodeDecodeError: pass # punt return s def runExport(dbFN, useDBM, outFN): bayes = spambayes.storage.open_storage(dbFN, useDBM) if useDBM == "dbm": words = bayes.db.keys() words.remove(bayes.statekey) else: words = bayes.wordinfo.keys() try: fp = open(outFN, 'wb') except IOError, e: if e.errno != errno.ENOENT: raise writer = csv.writer(fp) nham = bayes.nham; nspam = bayes.nspam; print "Exporting database %s to file %s" % (dbFN, outFN) print "Database has %s ham, %s spam, and %s words" \ % (nham, nspam, len(words)) writer.writerow([nham, nspam]) for word in words: wi = bayes._wordinfoget(word) hamcount = wi.hamcount spamcount = wi.spamcount word = uquote(word) writer.writerow([word, hamcount, spamcount]) def runImport(dbFN, useDBM, newDBM, inFN): if newDBM: try: os.unlink(dbFN) except OSError: pass try: os.unlink(dbFN+".dat") except OSError: pass try: os.unlink(dbFN+".dir") except OSError: pass bayes = spambayes.storage.open_storage(dbFN, useDBM) fp = open(inFN, 'rb') rdr = csv.reader(fp) (nham, nspam) = rdr.next() if newDBM: bayes.nham = int(nham) bayes.nspam = int(nspam) else: bayes.nham += int(nham) bayes.nspam += int(nspam) if newDBM: impType = "Importing" else: impType = "Merging" print "%s file %s into database %s" % (impType, inFN, dbFN) for (word, hamcount, spamcount) in rdr: word = uunquote(word) # Can't use wordinfo[word] here, because wordinfo # is only a cache with dbm! Need to use _wordinfoget instead. wi = bayes._wordinfoget(word) if wi is None: wi = bayes.WordInfoClass() wi.hamcount += int(hamcount) wi.spamcount += int(spamcount) bayes._wordinfoset(word, wi) print "Storing database, please be patient. Even moderately sized" print "databases may take a very long time to store." bayes.store() print "Finished storing database" if useDBM == "dbm" or useDBM == True: words = bayes.db.keys() words.remove(bayes.statekey) else: words = bayes.wordinfo.keys() print "Database has %s ham, %s spam, and %s words" \ % (bayes.nham, bayes.nspam, len(words)) if __name__ == '__main__': try: opts, args = getopt.getopt(sys.argv[1:], 'iehmvd:p:f:o:') except getopt.error, msg: print >>sys.stderr, str(msg) + '\n\n' + __doc__ sys.exit() useDBM = "pickle" newDBM = True dbFN = None flatFN = None exp = False imp = False for opt, arg in opts: if opt == '-h': print >>sys.stderr, __doc__ sys.exit() elif opt == '-f': flatFN = arg elif opt == '-e': exp = True elif opt == '-i': imp = True elif opt == '-m': newDBM = False elif opt == '-v': options["globals", "verbose"] = True elif opt in ('-o', '--option'): options.set_from_cmdline(arg, sys.stderr) dbFN, useDBM = spambayes.storage.database_type(opts) if (dbFN and flatFN): if exp: runExport(dbFN, useDBM, flatFN) if imp: runImport(dbFN, useDBM, newDBM, flatFN) else: print >>sys.stderr, __doc__