Example #1
0
    def selectDFByType(cls, contractType, beginDate=None, endDate=None):
        """根据合约类型进行数据提取,TF01.CFE, TF02.CFE, TF00.CFE etc.
            日期默认升序排列
            beginDate 和 endDate都包括
        """
        try:
            sqlQuery = "select " + cls.columnString + " from " + cls.tableName

            if beginDate is not None and endDate is None:
                condition = " where type = %(type)s" + " where trade_date >= %(beginDate)s"
                params = {"type": contractType, "beginDate": beginDate}
            elif endDate is not None and beginDate is None:
                condition = " where type = %(type)s" + " where trade_date <= %(endDate)s"
                params = {"type": contractType, "endDate": endDate}
            elif beginDate is not None and endDate is not None:
                condition = " where type = %(type)s" + " where trade_date BETWEEN %(beginDate)s AND %(endDate)s"
                params = {
                    "type": contractType,
                    "beginDate": beginDate,
                    "endDate": endDate
                }
            else:
                condition = " where type = %(type)s"
                params = {"type": contractType}
            df = pd.read_sql(sqlQuery + condition,
                             engine,
                             params=params,
                             index_col=['trade_date'])
            return df
        except BaseException as e:
            logger.info('selectDFByType fails!{}'.format(e))
            return None
Example #2
0
 def compile(self):
     filepaths = {}
     start = time.time()
     self.get_rule_path(filepaths, self.rule_path)
     rules = yara.compile(filepaths=filepaths)
     logger.info(f"Compile yara rules cost {time.time() - start:.4f}")
     return rules
Example #3
0
def _lookup_emails(db):
    logger.info("Transform usernames to email addresses...")
    non_email_users = 0
    transformed_users = 0
    removed_users = []
    ldap = LdapWrapper.LdapWrapper()
    with db.get_session() as session:
        for user in session.query(User).filter(User.user.notlike('%@%')):
            non_email_users += 1
            email = ldap.get_email(user.user)
            if email != "N/A":
                email = email.decode('unicode-escape').lower()
                existing_user = session.query(User).filter(
                    User.user == email).first()
                if existing_user:
                    # If the user already exist, we need to move all entries to this user instead.
                    for defect in user.defect_mods:
                        defect.user = existing_user
                    for cm in user.change_metrics:
                        cm.user = existing_user
                    removed_users.append(user.id)
                else:
                    transformed_users += 1
                    user.user = email
        session.commit()
        session.expire_all()
        for id_ in removed_users:
            session.delete(session.query(User).filter(User.id == id_).one())
    logger.info("Found %d non email-users, transformed %d, removed %d",
                non_email_users, transformed_users, len(removed_users))
Example #4
0
def _lookup_emails(db):
    logger.info("Transform usernames to email addresses...")
    non_email_users = 0
    transformed_users = 0
    removed_users = []
    ldap = LdapWrapper.LdapWrapper()
    with db.get_session() as session:
        for user in session.query(User).filter(User.user.notlike("%@%")):
            non_email_users += 1
            email = ldap.get_email(user.user)
            if email != "N/A":
                email = email.decode("unicode-escape").lower()
                existing_user = session.query(User).filter(User.user == email).first()
                if existing_user:
                    # If the user already exist, we need to move all entries to this user instead.
                    for defect in user.defect_mods:
                        defect.user = existing_user
                    for cm in user.change_metrics:
                        cm.user = existing_user
                    removed_users.append(user.id)
                else:
                    transformed_users += 1
                    user.user = email
        session.commit()
        session.expire_all()
        for id_ in removed_users:
            session.delete(session.query(User).filter(User.id == id_).one())
    logger.info(
        "Found %d non email-users, transformed %d, removed %d", non_email_users, transformed_users, len(removed_users)
    )
Example #5
0
    def scan(self, filepath):
        rule_set = set()

        def callback(data):
            if not self.db.is_rule_exist(data['rule']):
                _rule = YaraRule(data['rule'])
                meta = data['meta']
                if 'author' in meta:
                    _rule.author = meta['author']
                if 'Author' in meta:
                    _rule.author = meta['Author']
                if 'description' in meta:
                    _rule.description = meta['description']
                if 'Description' in meta:
                    _rule.description = meta['Description']
                if 'date' in meta:
                    _rule.date = (meta['date'] + "-01")[:10]
                if 'Date' in meta:
                    _rule.date = (meta['Date'] + "-01")[:10]
                if 'reference' in meta:
                    _rule.reference = meta['reference']
                if 'Reference' in meta:
                    _rule.reference = meta['Reference']
                self.db.save_item(_rule)
            rule_set.add(data['rule'])
            return yara.CALLBACK_CONTINUE

        self.rules.match(filepath, callback=callback,
                         which_callbacks=yara.CALLBACK_MATCHES)
        rules = []
        for rule in rule_set:
            rules.append(YaraEXEResult(rule=rule, md5=os.path.basename(filepath)))
        logger.info(f"{filepath} match rules of {rule_set}")
        self.db.save_items(rules)
Example #6
0
 def update(self, key, **kwargs):
     try:
         tmp = pickle.loads(self.session[key])
         for col in kwargs.keys():
             setattr(tmp, col, kwargs[col])
         self.session[key] = pickle.dumps(tmp)
     except:
         logger.info("update error")
 def InitFileKeysArray(self, fileKeys):
     if (len(fileKeys) > 0):
         fileKeysArray = fileKeys.split('#')
         # 强制带上路径信息
         for key in fileKeysArray:
             keyStr = self.GetRemovedSpaceStr(key)
             if keyStr != '':
                 logger.info("需要抓取文件名的关键字:%s", keyStr)
                 self.fileNameKeys.append(keyStr)
 def InitKeyArray(self, keys):
     self.keyWords.append('文件路径')
     keyArray = keys.split('#')
     # 强制带上路径信息
     for key in keyArray:
         keyStr = self.GetRemovedSpaceStr(key)
         if keyStr != '':
             logger.info("需要抓取关键字:%s", keyStr)
             self.keyWords.append(keyStr)
Example #9
0
def _remove_unwanted_files(db, files):
    logger.info("Cleaning out unwanted files...")
    removed_files = 0

    with db.get_session() as session:
        for file_ in FancyBar().iter(session.query(File)):
            if file_.file not in files:
                removed_files += 1
                session.delete(file_)
        session.commit()
    logger.info("Removed %d files out of %d from db", removed_files, session.query(File).count())
Example #10
0
 def insertDF(cls, df):
     try:
         df.to_sql(cls.tableName,
                   engine,
                   flavor=None,
                   if_exists='append',
                   index=True)
         return True
     except BaseException as e:
         logger.info('inset data fails!{}'.format(e))
         raise e
    def BuildDataFrame(self, outputFolderPath):
        # for col, colValues in self.colValuesDict.items():
        #     for values in colValues:
        #         print("列名:", col, "列的值:", values)
        #     print("************************")

        logger.info("Find Excel File Count: %d", len(self.excelDict))
        logger.info("BuildDataFrame %d", len(self.colValuesDict))
        if len(self.colValuesDict) > 0:
            df = pd.DataFrame(self.colValuesDict)
            outputPath = os.path.join(outputFolderPath, "output.xlsx")
            df.to_excel(outputPath, index=False, columns=self.keyWords)
Example #12
0
def download_emails_to_database():
    # Download Emails
    logger.info("Downloading emails to database.")
    for message_id in list_message_ids():
        try:
            print "Trying to download message %s" % message_id
            download_email(message_id)
            print t.green("Sucessfully downloaded message %s" % message_id)
        except Exception, e:
            print t.red("Error downloading message: %s: %s" % (message_id, e))
            # raise
        print ""
Example #13
0
    def goToOutput(self):
        if (self.checkInputValid()):
            logger.info("开始抓取数据 ...")
            dataHandler = dh.DataHandler()
            dataHandler.InitFileKeysArray(self.fileKeysStr)
            dataHandler.ReadFileFolder(self.resPath)

            dataHandler.SearchContentFromFiles(self.keysStr)
            dataHandler.BuildDataFrame(self.outputPath)
            logger.info("生成数据结束 ...")
            msgBox = QtWidgets.QMessageBox(self)
            msgBox.about(self, "提示", "生成文件成功,Enjoy it!")
Example #14
0
def _remove_unwanted_files(db, files):
    logger.info("Cleaning out unwanted files...")
    removed_files = 0

    with db.get_session() as session:
        for file_ in FancyBar().iter(session.query(File)):
            if file_.file not in files:
                removed_files += 1
                session.delete(file_)
        session.commit()
    logger.info("Removed %d files out of %d from db", removed_files,
                session.query(File).count())
Example #15
0
 def start(self):
     count = 0
     result = False
     for code in self.codeList:
         while count <= 5:
             count += 1
             result = self.loadByCode(code, self.freq)
             if result:
                 count = 0
                 break
         if not result:
             logger.info(u"第 {count} 次导入{code}失败".format(count=count,
                                                         code=code))
Example #16
0
 def selectMaxDate(cls, target, column="code"):
     """返回datetime"""
     exp = "%" + target + "%"
     try:
         s = text('SELECT max(trade_date) FROM ' + cls.tableName +
                  ' where ' + column + ' like :exp')
         s = s.bindparams(exp=exp)
         res = engine.execute(s)
         resData = res.fetchall()
         if resData is not None and len(resData) > 0:
             return resData[0][0]
         else:
             return None
     except BaseException as e:
         logger.info('selectMaxDate fails!{}'.format(e))
         raise
Example #17
0
def _lookup_defect_modifications(pool, walker, vcs, db, files, last_update):
    logger.info("Looking up defect modifications...")
    filemap = zip([vcs] * len(files), [last_update] * len(files), files)
    with db.get_session() as session:
        iter_ = FancyBar(max=len(filemap)).iter(pool.imap_unordered(worker(_get_defects), filemap))
        for file_, defects in iter_:
            for defect, entries in defects.iteritems():
                for entry in entries:
                    for function in entry['functions']:
                        db.insert_defect_modification(session,
                                                      file_=walker.translate_env(file_),
                                                      version=entry['version'],
                                                      function=function,
                                                      defect_id=defect,
                                                      user=_translate_username(entry),
                                                      date_=entry['datetime'])
        session.commit()
Example #18
0
 def get(self, *args, **kwargs):
     try:
         img, auth_code = create_validata_code()
         img_mem = io.BytesIO()
         img.save(img_mem, 'JPEG', quality=95)
         # return self.render("login.html", img=img_mem.getvalue())
         self.set_header('Content-Type', 'image/jpeg')
         self.write(img_mem.getvalue())
         #============================================
         # 在没用redis作为session之前 我们必须要把验证码传入到cookie在返回给服务器
         # 使用redis之后,我们只需要把auth_code放入对应的session中就好了
         # 但是万万没想到的是,原来一行代码可以搞定的事情,现在变成了两行,哈哈
         #self.set_secure_cookie('auth_code', auth_code)
         self.session.save('auth', auth_code)
         #============================================
         img_mem.close()
     except:
         logger.info(traceback.format_exc())
Example #19
0
 def selectMaxDateByType(cls, simpleContractType):
     """返回datetime"""
     exp = "%" + simpleContractType + "0%"
     try:
         s = text('SELECT max(trade_date) FROM ' + cls.tableName +
                  ' where type like :exp')
         s = s.bindparams(exp=exp)
         conn = engine.connect()
         res = conn.execute(s)
         resData = res.fetchall()
         if resData is not None and len(
                 resData) > 0 and resData[0] is not None:
             return resData[0][0]
         else:
             return None
     except BaseException as e:
         logger.info('selectMaxDate fails!{}'.format(e))
         return None
Example #20
0
def _lookup_defect_modifications(pool, walker, vcs, db, files, last_update):
    logger.info("Looking up defect modifications...")
    filemap = zip([vcs] * len(files), [last_update] * len(files), files)
    with db.get_session() as session:
        iter_ = FancyBar(max=len(filemap)).iter(
            pool.imap_unordered(worker(_get_defects), filemap))
        for file_, defects in iter_:
            for defect, entries in defects.iteritems():
                for entry in entries:
                    for function in entry['functions']:
                        db.insert_defect_modification(
                            session,
                            file_=walker.translate_env(file_),
                            version=entry['version'],
                            function=function,
                            defect_id=defect,
                            user=_translate_username(entry),
                            date_=entry['datetime'])
        session.commit()
Example #21
0
 def selectDFByCodeAndDateRange(cls,
                                code=None,
                                beginDate=None,
                                endDate=None,
                                columns=None):
     """提取时间选择区间,列名和产品代码提取DataFrame数据,包括开始时间和结束时间
     """
     try:
         conditionList = []
         params = {}
         if columns is None:
             sqlQuery = "select " + cls.columnString + " from " + cls.tableName
         else:
             columnString = " trade_date," + ",".join(columns)
             sqlQuery = "select " + columnString + " from " + cls.tableName
         if code is not None:
             conditionList.append(" code like " + "%(code)s")
             params["code"] = "%" + code + "%"
         if beginDate is not None and endDate is None:
             conditionList.append(" trade_date >= %(beginDate)s")
             params["beginDate"] = beginDate
         elif endDate is not None and beginDate is None:
             conditionList.append(" trade_date <= %(endDate)s")
             params["endDate"] = endDate
         elif beginDate is not None and endDate is not None:
             conditionList.append(
                 " trade_date BETWEEN %(beginDate)s AND %(endDate)s")
             params["beginDate"] = beginDate
             params["endDate"] = endDate
         condition = ""
         if len(conditionList) != 0:
             condition = " where " + conditionList[0]
             for item in conditionList[1:len(conditionList)]:
                 condition += " and " + item
             condition += " order by trade_date asc"
         df = pd.read_sql(sqlQuery + condition,
                          engine,
                          params=params,
                          index_col=['trade_date'])
         return df
     except BaseException as e:
         logger.info('selectDFByCodeAndDateRange fails!{}'.format(e))
         return None
Example #22
0
def reset_database():
    # Delete 'emails.db' sqlite database
    if os.path.exists('emails.db'):
        os.remove('emails.db')
        logger.info("Deleted database 'emails.db'")

    # Re-create 'emails.db' sqlite database
    db = SqliteDatabase('emails.db')
    logger.info("Created database 'emails.db'")
    Email.create_table()
    SenderMetadata.create_table()
    Comment.create_table()
    Form.create_table()
    Category.create_table()

    Category(name="Meetings").save()
    Category(name="Opinions").save()
    Category(name="Question").save()
    Category(name="Action").save()
    Category(name="Thank You").save()
Example #23
0
def _scrape_meta_defects(db, custom_bts_scraper):
    start = datetime.now()
    logger.info("Scraping Bug tracker...")
    defects = CustomBugTracker.call_custom_bug_tracker(custom_bts_scraper)

    with db.get_session() as session:
        DefectMeta.__table__.drop(db.engine, checkfirst=True)
        DefectMeta.__table__.create(db.engine, checkfirst=False)
        session.commit()

        for defect in FancyBar("Inserting:").iter(defects):
            if defect["product"] is not None:
                defect_meta = db.get_or_create(session, DefectMeta, id=defect["id"])
                defect_meta.submitted_on = defect["submitted_on"]
                defect_meta.severity = defect["severity"]
                defect_meta.product = defect["product"]
                defect_meta.answer_code = defect["answer_code"]
                defect_meta.fault_code = defect["fault_code"]
        session.commit()

    logger.info("Finished scraping BTS in %s" % (datetime.now() - start))
Example #24
0
    def keyboardCommands(self):

        # get current key
        currentKey = self.keyboard.getKey()

        if DEBUG and (currentKey == ord('s') or currentKey == ord('S')):
            logger.debug("Current status: " + str(self.status))

        # press P to find parking lot
        if currentKey == ord('p') or currentKey == ord('P'):
            logger.info("Looking for a parking lot")
            self.setStatus(Status.SEARCHING_PARK)

        # press M to manual control
        elif currentKey == ord('m') or currentKey == ord('M'):
            logger.info("Manual")
            self.setStatus(Status.MANUAL)

        # press A to auto control
        elif currentKey == ord('a') or currentKey == ord('A'):
            logger.info("Auto")
            self.setStatus(Status.FORWARD)

        # return current key to allow other controls
        return currentKey
Example #25
0
def download_all_to_database():
  # # Delete 'emails.db' sqlite database
  # if os.path.exists('emails.db'):
  #   os.remove('emails.db')
  #   logger.info("Deleted database 'emails.db'")

  # # Re-create 'emails.db' sqlite database
  # db = SqliteDatabase('emails.db')
  # logger.info("Created database 'emails.db'")
  # Email.create_table()
  # SenderMetadata.create_table()

  # Download Emails
  logger.info("Downloading emails to database.")
  for message_id in list_message_ids():
    try:
      download_email(message_id)
    except Exception, e:
      print t.red("Error downloading message: %s" % message_id)
      # print t.red(e)
      raise
    print ""
def download_all_to_database():
    # # Delete 'emails.db' sqlite database
    # if os.path.exists('emails.db'):
    #   os.remove('emails.db')
    #   logger.info("Deleted database 'emails.db'")

    # # Re-create 'emails.db' sqlite database
    # db = SqliteDatabase('emails.db')
    # logger.info("Created database 'emails.db'")
    # Email.create_table()
    # SenderMetadata.create_table()

    # Download Emails
    logger.info("Downloading emails to database.")
    for message_id in list_message_ids():
        try:
            download_email(message_id)
        except Exception, e:
            print t.red("Error downloading message: %s" % message_id)
            # print t.red(e)
            raise
        print ""
Example #27
0
def _scrape_meta_defects(db, custom_bts_scraper):
    start = datetime.now()
    logger.info("Scraping Bug tracker...")
    defects = CustomBugTracker.call_custom_bug_tracker(custom_bts_scraper)

    with db.get_session() as session:
        DefectMeta.__table__.drop(db.engine, checkfirst=True)
        DefectMeta.__table__.create(db.engine, checkfirst=False)
        session.commit()

        for defect in FancyBar('Inserting:').iter(defects):
            if defect['product'] is not None:
                defect_meta = db.get_or_create(session,
                                               DefectMeta,
                                               id=defect['id'])
                defect_meta.submitted_on = defect['submitted_on']
                defect_meta.severity = defect['severity']
                defect_meta.product = defect['product']
                defect_meta.answer_code = defect['answer_code']
                defect_meta.fault_code = defect['fault_code']
        session.commit()

    logger.info("Finished scraping BTS in %s" % (datetime.now() - start))
Example #28
0
    def updatePath(self):
        if self.isEnabled():
            logger.info("Computing new path..")
            p = self.positioning.getPosition()
            o = self.positioning.getOrientation()
            nearest = Map.getNearestWalkablePosition(p, o)
            if nearest != None:
                p = nearest
            x = p.getX()
            y = p.getY()
            if o == Orientation.NORD:
                Map.setNewObstacle(Position(x - 1, y))
            if o == Orientation.EAST:
                Map.setNewObstacle(Position(x, y + 1))
            if o == Orientation.SOUTH:
                Map.setNewObstacle(Position(x + 1, y))
            if o == Orientation.WEST:
                Map.setNewObstacle(Position(x, y - 1))

            if DEBUG:
                Map.printMap()

            self.currentPath = self.pathPlanner.getFastestRoute()
            self.actualTurn = 0
Example #29
0
def _lookup_maintainers(pool, db, maintainerobj):
    logger.info("Updating maintainers...")
    with db.get_session() as session:
        file_tuples = db.get_file_ids_and_abspaths(session)

        logger.debug("Remove subsystem mappings..")
        for file_ in session.query(File):
            file_.subsystem = None
        session.commit()

        Subsystem.__table__.drop(db.engine, checkfirst=True)
        Subsystem.__table__.create(db.engine, checkfirst=False)

        logger.debug("Populating maintainers table...")
        for maintainer_info in maintainerobj.get_maintainer_list():
            db.insert_subsystem_entry(
                session,
                subsystem=maintainer_info["subsystem"],
                status=maintainer_info["status"],
                maintainers=[
                    maint for maint, _ in maintainer_info["maintainer"]
                ])
        session.commit()

        logger.debug("Looking up maintainer for all files")
        filemap = zip([maintainerobj] * len(file_tuples), file_tuples)

        count_some_maintainer = 0
        iter_ = FancyBar(max=len(filemap)).iter(
            pool.imap_unordered(worker(_get_maintainers), filemap))
        for file_tuple, maintainer_dicts in iter_:
            if maintainer_dicts is not None:
                count_some_maintainer += 1
                file_id = file_tuple[0]
                for maintainer_dict in maintainer_dicts:
                    db.update_file_entry(
                        session,
                        file_id=file_id,
                        subsystem_name=maintainer_dict["subsystem"])
        session.commit()

        logger.info("Amount of files with a maintainer: %d",
                    count_some_maintainer)
        logger.info("Amount of files without a maintainer: %d",
                    len(file_tuples) - count_some_maintainer)
    def updateCommands(self):
        # get current key
        currentKey = self.keyboard.getKey()

        # press P to find parking lot
        if self.keyboard.isKeyPressed(currentKey, 'p'):
            logger.info("Looking for a parking lot")
            self.motionStatus = PARKING

        # press M to manual control
        elif self.keyboard.isKeyPressed(currentKey, 'm'):
            logger.info("Manual")
            self.motionStatus = MANUAL

        # press A to auto control
        elif self.keyboard.isKeyPressed(currentKey, 'a'):
            logger.info("Auto")
            self.motionStatus = PATH_FOLLOWING

        # return current key to allow other controls
        return currentKey
Example #31
0
def download_all_to_database():
  # Delete 'emails.db' sqlite database
  if os.path.exists('emails.db'):
      os.remove('emails.db')
      logger.info("Deleted database 'emails.db'")

  # Re-create 'emails.db' sqlite database
  db = SqliteDatabase('emails.db')
  logger.info("Created database 'emails.db'")
  Email.create_table()
  SenderMetadata.create_table()

  # Download Emails
  logger.info("Downloading emails to database.")
  for message_id in list_message_ids():
      try:
          download_email(message_id)
      except Exception as e:
          print(t.red("Error downloading message: %s" % message_id))
          print(t.red(str(e)))
          raise
      print("")
Example #32
0
def _lookup_maintainers(pool, db, maintainerobj):
    logger.info("Updating maintainers...")
    with db.get_session() as session:
        file_tuples = db.get_file_ids_and_abspaths(session)

        logger.debug("Remove subsystem mappings..")
        for file_ in session.query(File):
            file_.subsystem = None
        session.commit()

        Subsystem.__table__.drop(db.engine, checkfirst=True)
        Subsystem.__table__.create(db.engine, checkfirst=False)

        logger.debug("Populating maintainers table...")
        for maintainer_info in maintainerobj.get_maintainer_list():
            db.insert_subsystem_entry(
                session,
                subsystem=maintainer_info["subsystem"],
                status=maintainer_info["status"],
                maintainers=[maint for maint, _ in maintainer_info["maintainer"]],
            )
        session.commit()

        logger.debug("Looking up maintainer for all files")
        filemap = zip([maintainerobj] * len(file_tuples), file_tuples)

        count_some_maintainer = 0
        iter_ = FancyBar(max=len(filemap)).iter(pool.imap_unordered(worker(_get_maintainers), filemap))
        for file_tuple, maintainer_dicts in iter_:
            if maintainer_dicts is not None:
                count_some_maintainer += 1
                file_id = file_tuple[0]
                for maintainer_dict in maintainer_dicts:
                    db.update_file_entry(session, file_id=file_id, subsystem_name=maintainer_dict["subsystem"])
        session.commit()

        logger.info("Amount of files with a maintainer: %d", count_some_maintainer)
        logger.info("Amount of files without a maintainer: %d", len(file_tuples) - count_some_maintainer)
Example #33
0
    def run(self):
        logger.info("Running..")
        leftIsEmpty = False  # flag used to detect left parking lot
        rightIsEmpty = False  # flag used to detect right parking lot
        leftStartingPosition = 0.0  # length of the left parking lot
        rightStartingPosition = 0.0  # length of the right parking lot
        sideOfParkingLot = 0  # indicates the side of the parking lot found: -1 left, 1 right, 0 not found yet
        actualTurn = 0

        while self.driver.step() != -1:

            ## here goes code that should be executed each step ##

            # get actual compass value
            #compassValues = self.compass.getValues()
            #logger.debug("COMPASS: "******"INIT status")

                # set wheel angle
                self.setAngle(0.0)

                # set starting speed
                self.setSpeed(0.5)

                # set new status
                self.setStatus(Status.TURN)

                # skip to next cycle to ensure everything is working fine
                continue

            # FOLLOW LINE STATUS
            if self.status == Status.FOLLOW_LINE:

                # set cruise speed
                self.setSpeed(0.5)

                # compute new angle
                newAngle = self.lineFollower.getNewSteeringAngle()

                # logger.debug("new steering angle: " + str(newAngle))

                # set new steering angle
                if newAngle != UNKNOWN:
                    self.setAngle(newAngle)
                else:
                    self.setStatus(Status.TURN)

            # TURN STATUS
            if self.status == Status.TURN:
                if actualTurn < len(self.turns):
                    turn = self.turns[actualTurn]
                    self.setAngle(0.5 * turn * MAX_ANGLE)
                else:
                    self.setStatus(Status.STOP)

                # compute new angle
                newAngle = self.lineFollower.getNewSteeringAngle()

                # if line is found
                if newAngle != UNKNOWN:
                    self.setStatus(Status.FOLLOW_LINE)
                    actualTurn += 1
                    continue

            # FORWARD STATUS
            if self.status == Status.FORWARD:
                # logger.debug("FORWARD status")

                # set cruise speed
                self.setSpeed(0.2)

                # avoing obstacles
                ds = self.distanceSensors

                # get distance sensors values
                frontLeftSensor = ds.frontLeft.getValue()
                frontRightSensor = ds.frontRight.getValue()
                sideLeftSensor = ds.sideLeft.getValue()
                sideRightSensor = ds.sideRight.getValue()

                # set values of thresholds
                tolerance = 10
                sideThreshold = 950

                # check if front left obstacle, turn right
                if frontLeftSensor > frontRightSensor + tolerance:
                    self.setAngle(RIGHT * frontLeftSensor / 500.0 * MAX_ANGLE)
                    # logger.debug("Steering angle: " + str(RIGHT * frontLeftSensor / 1000.0 * MAX_ANGLE))
                    logger.debug("Steering angle: " + str(self.angle))

                # check if front right obstacle, turn left
                elif frontRightSensor > frontLeftSensor + tolerance:
                    self.setAngle(LEFT * frontRightSensor / 500.0 * MAX_ANGLE)
                    # logger.debug("Steering angle: " + str(LEFT * frontRightSensor / 1000.0 * MAX_ANGLE))
                    logger.debug("Steering angle: " + str(self.angle))

                # check if side left obstacle, turn slight right
                elif sideLeftSensor > sideThreshold:
                    self.setAngle(RIGHT * sideLeftSensor / 4000.0 * MAX_ANGLE)

                # check if side right obstacle, turn slight left
                elif sideRightSensor > sideThreshold:
                    self.setAngle(LEFT * sideRightSensor / 4000.0 * MAX_ANGLE)

                # if no obstacle go straight
                else:
                    self.setAngle(self.angle / 1.5)

            # SEARCHING_PARK STATUS
            if self.status == Status.SEARCHING_PARK:

                # set slow speed
                self.setSpeed(0.2)

                # set straight wheels
                self.setAngle(0.0)

                # get distance and position sensors
                ds = self.distanceSensors
                ps = self.positionSensors

                #log info for debug
                logger.debug("Left Distance Sensor: " +
                             str(ds.sideLeft.getValue()))
                logger.debug("Left Position Sensor: " +
                             str(ps.frontLeft.getValue()) + " rad")
                logger.debug("Left Wheel Length: " +
                             str(self.leftWheelDistance) + " m")
                logger.debug("Starting position: " +
                             str(leftStartingPosition) + " m")
                logger.debug("Parking Lot Length: " +
                             str(self.leftWheelDistance -
                                 leftStartingPosition) + " m")

                sideThreshold = 650
                leftSensorValue = ds.sideLeft.getValue()
                rightSensorValue = ds.sideRight.getValue()

                # checking parking lot on the LEFT side
                if leftSensorValue < sideThreshold and not leftIsEmpty:
                    leftIsEmpty = True
                    leftStartingPosition = self.leftWheelDistance  # 100

                elif leftSensorValue > sideThreshold and leftIsEmpty:
                    leftIsEmpty = False

                elif leftIsEmpty and self.leftWheelDistance - leftStartingPosition > LENGTH + LENGTH / 3:
                    leftStartingPosition = self.leftWheelDistance  # 200 - 100
                    sideOfParkingLot = LEFT
                    self.setStatus(Status.FORWARD2)

                # checking parking lot on the RIGHT side
                if rightSensorValue < sideThreshold and not rightIsEmpty:
                    rightIsEmpty = True
                    rightStartingPosition = self.rightWheelDistance

                elif rightSensorValue > sideThreshold and rightIsEmpty:
                    rightIsEmpty = False

                elif rightIsEmpty and self.rightWheelDistance - rightStartingPosition > LENGTH + LENGTH / 3:
                    rightStartingPosition = self.rightWheelDistance
                    sideOfParkingLot = RIGHT
                    self.setStatus(Status.FORWARD2)

            # this ensure that the parking manoeuvre starts after going forward and not as soon as the parking lot is detected
            if self.status == Status.FORWARD2:
                distance = 0.19
                if sideOfParkingLot == LEFT:
                    if self.leftWheelDistance - leftStartingPosition > distance:
                        self.status = Status.PARKING
                elif sideOfParkingLot == RIGHT:
                    if self.rightWheelDistance - rightStartingPosition > distance:
                        self.status = Status.PARKING
                else:
                    logger.warning(
                        "Parking lot not found! I don't know if right or left."
                    )
                    self.setStatus(Status.SEARCHING_PARK)

            # starting the parking manoeuvre
            if self.status == Status.PARKING:
                if sideOfParkingLot != LEFT and sideOfParkingLot != RIGHT:
                    logger.error("side of parking lot unknown.")
                    exit(1)

                # stop the vehicle, turn the wheels and go back
                self.setSpeed(0.0)
                self.setAngle(sideOfParkingLot * MAX_ANGLE)
                self.setSpeed(-0.1)

                # when should it turn the other way
                backThreshold = 400
                ds = self.distanceSensors
                rear = ds.back.getValue()

                logger.debug("Back sensor: " + str(rear))

                if rear > backThreshold:
                    self.status = Status.PARKING2

            if self.status == Status.PARKING2:
                self.setAngle(-1 * sideOfParkingLot * MAX_ANGLE)

                threshold = 945
                rear = self.distanceSensors.back.getValue()
                if rear > threshold:
                    self.setStatus(Status.CENTER)

            if self.status == Status.CENTER:

                self.setAngle(0.0)
                self.setSpeed(0.2)

                rear = self.distanceSensors.back.getValue()
                front = self.distanceSensors.frontCenter.getValue()

                if rear - front < 20:
                    self.setStatus(Status.STOP)

            if self.status == Status.STOP:
                self.setSpeed(0.0)
                self.setAngle(0.0)

                # if obstacle is cleared go forward
                if not self.avoidObstacle(
                ) and self.prevStatus == Status.PARKING2:
                    self.setStatus(Status.FORWARD)

            if self.status == Status.MANUAL:
                # get current state
                speed = self.speed
                angle = self.angle
                # logger.debug("Current Key: " + str(currentKey))

                # keyboard controlls
                # accelerate
                if currentKey == self.keyboard.UP:
                    if speed < 0:
                        speed += 0.02
                    else:
                        speed += 0.008

                # break
                elif currentKey == self.keyboard.DOWN:
                    if speed > 0:
                        speed -= 0.02
                    else:
                        speed -= 0.008

                # turn left
                elif currentKey == self.keyboard.LEFT:
                    angle -= 0.01

                # turn right
                elif currentKey == self.keyboard.RIGHT:
                    angle += 0.01

                # handbreak
                elif currentKey == ord(' '):
                    speed /= 4

                # update state
                self.setSpeed(speed)
                self.setAngle(angle)
Example #34
0
 def create(cls, **query):
   inst = cls(**query)
   inst.save(force_insert=True)
   inst._prepare_instance()
   logger.info("Created Email %s", inst.message_id)
   return inst
Example #35
0
 def create(cls, **query):
     inst = cls(**query)
     inst.save(force_insert=True)
     inst._prepare_instance()
     logger.info("Created Email %s", inst.message_id)
     return inst
Example #36
0
def _main():
    args, config = _parse_args()
    """
    #####################################################
    Config
    #####################################################
    """
    config_engine_url = config.get('Analyze', 'engine_url', '')
    config_mirror_engine_url = config.get('Analyze', 'mirror_engine_url', None)
    config_custom_bts_scraper = config.get('Analyze', 'custom_bts_scraper',
                                           None)
    config_threads = config.getint('Analyze', 'threads')
    config_lookup_email = config.getboolean('Analyze', 'lookup_email')
    config_loglevel = config.getloglevel('Analyze', 'log_level')
    config_logpath = config.get('Analyze', 'log_path')
    config_logformat = config.get('Analyze', 'log_format')
    config_transformerdict = config.getdict('Analyze', 'code_transformer', ())
    config_mirror = args.mirror
    config_update_repo = args.update_repo
    config_scrape_bts = args.scrape_bts

    if args.files:
        config_debugging_single_file = True
    else:
        config_debugging_single_file = False

    logger.setup_logger(format_=config_logformat,
                        level=config_loglevel,
                        filename=config_logpath)

    logger.banner("Running " + os.path.basename(__file__))
    logger.info("Options:")
    logger.info("  Database: %s",
                config_engine_url[:config_engine_url.find(':')])
    logger.info("  threads: %s", config_threads)
    logger.info("  lookup_email: %s", config_lookup_email)
    if config_mirror and config_mirror_engine_url is not None:
        # Do not print the engine_url since it may contain user/pass
        logger.info("  DB mirroring: Yes")
    logger.info("  scrape bug tracking system: %s", config_scrape_bts)
    logger.info("  Update repo prior to analysis: %s", config_update_repo)

    os.nice(10)
    """
    #####################################################
    Setup instances
    #####################################################
    """
    vcs = VcsWrapper.VcsFactory(config=config, shared_dict_ctor=Manager().dict)
    maintainerobj = Maintainers.Maintainers(
        config.get('General', 'maintainers'))
    walker = SrcRootWalker.SrcRootWalker(
        config.getlist('Analyze', 'include_patterns'),
        config.getlist('Analyze', 'exclude_patterns', ()))

    db = MetricsDb.MetricsDb(config_engine_url)
    pool = Pool(processes=config_threads)

    last_metric_update = None
    """
    #####################################################
    Update repo
    #####################################################
    """
    if config_update_repo:
        logger.info('Updating repo prior to analysis...')
        vcs.update_repo()
        logger.info('Updating repo done')

    start = datetime.now()
    """
    #####################################################
    Scrape Bug Tracking System for defects and add to metrics.db
    #####################################################
    """
    if config_scrape_bts and config_custom_bts_scraper is not None:
        _scrape_meta_defects(db, config_custom_bts_scraper)
    """
    #####################################################
    Start analysis
    #####################################################
    """

    if config_lookup_email:
        _lookup_emails(db)
    else:
        logger.info("Looking up files to analyze...")
        if config_debugging_single_file:
            all_files = args.files
        else:
            last_metric_update = db.get_eav_value('last_metric_update')
            if last_metric_update is not None:
                # subtract an extra day to make sure that we dont miss anything during the overlap of the analysis
                last_metric_update = last_metric_update - timedelta(days=1)

        all_files = walker.find_all_files_in_srcroots()
        logger.info("Found %s files!", len(all_files))

        if len(all_files) != 0:
            _lookup_defect_modifications(pool, walker, vcs, db, all_files,
                                         last_metric_update)
            _lookup_metrics(pool, walker, vcs, db, all_files,
                            last_metric_update, config_transformerdict)

        if not config_debugging_single_file:
            logger.info("Doing db cleanup...")
            _remove_unwanted_files(
                db, {walker.translate_env(file_): None
                     for file_ in all_files})
            _lookup_maintainers(pool, db, maintainerobj)

        logger.info("Finished analysis phase in %s" % (datetime.now() - start))

        if not config_debugging_single_file:
            db.set_eav_value('last_metric_update', start)
    """
    #####################################################
    Mirroring
    #####################################################
    """
    if config_mirror and config_mirror_engine_url is not None:
        logger.info(
            "Mirroring %s -> %s",
            config_engine_url[:config_engine_url.find(':')],
            config_mirror_engine_url[:config_mirror_engine_url.find(':')])
        start = datetime.now()
        MetricsDb.MetricsDb(config_mirror_engine_url).copy_from_db(db)
        logger.info("Finished mirroring phase in %s" %
                    (datetime.now() - start))
Example #37
0
def _lookup_metrics(pool, walker, vcs, db, files, last_update,
                    config_transformerdict):
    logger.info("Looking up metrics...")
    file_map = zip([vcs] * len(files), [last_update] * len(files), files)

    version_map = []
    logger.info("   Looking up all VCS versions...")

    iter_ = FancyBar(max=len(file_map)).iter(
        pool.imap_unordered(worker(_get_lsv), file_map))
    for file_, contributions in iter_:
        for contrib_index, contrib in enumerate(contributions):
            prev_version = contributions[
                contrib_index - 1]['version'] if contrib_index > 0 else None
            filext = os.path.splitext(file_)[1]
            version_map.append((file_, contrib, prev_version, vcs,
                                config_transformerdict.get(filext, None)))

    logger.info("   Looking up all metrics...")
    with db.get_session() as session:
        iter_ = FancyBar(max=len(version_map)).iter(
            pool.imap_unordered(worker(_get_metrics), version_map))
        for file_, contrib in iter_:
            '''
            Results are coming in, insert results into database
            We avoid doing this inside the process pool due to that sqlite is not threadsafe
            '''
            version = contrib['version']
            date_ = contrib['datetime']
            user = _translate_username(contrib)
            translated_file = walker.translate_env(file_)

            complexity = contrib['complexity']
            changerates = contrib['changerates']

            for function, (added, changed, deleted,
                           nloc) in changerates.iteritems():
                if function not in complexity:
                    if file_.endswith((".c", ".cc", ".cpp", ".h", ".hpp")):
                        logger.debug(
                            "%s Could not find complexity function %s", file_,
                            function)
                        logger.debug("%s Available functions:",
                                     os.path.basename(file_))
                        for func in complexity.iterkeys():
                            logger.debug("%s", func)

                    cyclomatic_complexity = None
                    tokens = None
                    parameter_count = None
                else:
                    cyclomatic_complexity, tokens, parameter_count = complexity[
                        function]

                db.insert_change_metric(
                    session,
                    file_=translated_file,
                    version=version,
                    function=function,
                    date_=date_,
                    user=user,
                    added=added,
                    changed=changed,
                    deleted=deleted,
                    nloc=nloc,
                    cyclomatic_complexity=cyclomatic_complexity,
                    token_count=tokens,
                    parameter_count=parameter_count)
        session.commit()
Example #38
0
    def updateSpeedAndAngle(self):
        isLineLost = self.lineFollower.isLineLost()
        currentPath = self.currentPath

        logger.debug("Current Status: " + str(self.status) + " prev Status: " +
                     str(self.prevStatus))

        lineFollowerAngle = self.lineFollower.getNewSteeringAngle()

        if currentPath != UNKNOWN and self.actualTurn == 0:
            if self.currentPath[self.actualTurn] == U_TURN:
                self.setStatus(U_TURN)
            self.actualTurn += 1

        elif self.status == FOLLOW_LINE:

            self.steeringAngle = lineFollowerAngle
            if self.isGoalReach():
                self.setStatus(STOP)

            if isLineLost and currentPath == UNKNOWN:
                self.speed = 0.0
            elif isLineLost and currentPath != UNKNOWN and Map.findNearestIntersection(
                    self.positioning.getPosition(), 1) != -1:
                #if self.prevStatus != SEARCH_LINE:
                self.setStatus(TURN)
            elif isLineLost and Map.findNearestIntersection(
                    self.positioning.getPosition()) == -1:
                self.setStatus(SEARCH_LINE)

        elif self.status == TURN:
            if currentPath != UNKNOWN and self.actualTurn < len(currentPath):

                turn = currentPath[self.actualTurn]

                self.steeringAngle = 0.57 * turn
            else:
                self.currentPath = UNKNOWN

            if not isLineLost:
                self.actualTurn += 1
                self.setStatus(FOLLOW_LINE)

        elif self.status == SEARCH_LINE:
            self.steeringAngle = self.lineFollower.getSteeringAngleLineSearching(
            )

            if not isLineLost:
                logger.debug("Line was lost and i found it!")
                self.setStatus(FOLLOW_LINE)

            threshold = 500
            angle = 0.5
            logger.debug("FRONT LEFT: ")
            if self.distanceSensors.frontLeft.getValue() > threshold:
                self.lineFollower.resetLastLineKnownZone(angle)
            elif self.distanceSensors.frontRight.getValue() > threshold:
                self.lineFollower.resetLastLineKnownZone(-angle)

        elif self.status == U_TURN:
            logger.debug("Actual orientation: " +
                         str(self.positioning.getOrientation()) +
                         " goal orientation: " +
                         str(self.uTurnGoalOrientation))
            self.sensors = self.distanceSensors
            logger.debug("U_TURN: Status: " + str(self.uTurnStatus))

            if self.uTurnStatus == UNKNOWN:
                # check if we can do U turn
                self.uTurnStatus = 1
                self.steeringAngle = 1
                self.uTurnGoalOrientation = Orientation(
                    (self.positioning.inaccurateOrientation + 2) % 4)

            if self.uTurnStatus == 1:
                if self.sensors.frontDistance(
                        950) or self.positioning.getOrientation() == (
                            (self.uTurnGoalOrientation + 1) %
                            4) or self.positioning.getOrientation() == (
                                (self.uTurnGoalOrientation - 1) % 4):
                    logger.debug(
                        "U_TURN: First step complete, going back (Status 1)")
                    self.speed = -0.2
                    self.steeringAngle = -1 * self.steeringAngle
                    self.uTurnStatus = 3
                    self.uTurnStartingMeter = self.positioning.getActualDistance(
                    )
                else:
                    self.speed = 0.2
                    self.steeringAngle = 1

            elif self.uTurnStatus == 2:
                if self.sensors.frontDistance(950):
                    logger.debug(
                        "U_TURN: First step complete, going back (status 2)")
                    self.speed = -0.2
                    self.steeringAngle = -1 * self.steeringAngle
                    self.uTurnStatus += 1
                    self.uTurnStartingMeter = self.positioning.getActualDistance(
                    )

                if self.positioning.getOrientation(
                ) == self.uTurnGoalOrientation:
                    self.uTurnStatus += 2

            elif self.uTurnStatus == 3:
                if self.sensors.backDistance(950):
                    logger.debug(
                        "U_TURN: Obstacle founded behind, going forward")
                    self.speed = 0.2
                    self.steeringAngle = -1 * self.steeringAngle
                    self.uTurnStatus -= 1

                if self.positioning.getOrientation(
                ) == self.uTurnGoalOrientation:
                    self.uTurnStatus += 1

            else:
                logger.debug("U_TURN: Maneuver complete")
                logger.debug("U_TURN: Distance: " +
                             str(self.positioning.getActualDistance() -
                                 self.uTurnStartingMeter))
                distanzaPercorsa = self.positioning.getActualDistance(
                ) - self.uTurnStartingMeter
                if distanzaPercorsa >= 0:
                    self.steeringAngle = -0.5 * self.steeringAngle
                elif abs(distanzaPercorsa) > 0.07:
                    self.steeringAngle = -0.1 * self.steeringAngle
                else:
                    self.steeringAngle = -0.2 * self.steeringAngle

                # if Map.getValue(self.positioning.getPosition()) == Map.C:
                self.steeringAngle *= -5

                logger.debug("U_TURN: Distance: " + str(distanzaPercorsa) +
                             ", sterring angle: " + str(self.steeringAngle))
                self.speed = 0.5
                self.uTurnStatus = UNKNOWN
                self.uTurnGoalOrientation = UNKNOWN
                self.uTurnStartingMeter = UNKNOWN
                self.lineFollower.resetLastLineKnownZone(self.steeringAngle)
                self.setStatus(SEARCH_LINE)

        elif self.status == STOP:
            self.speed = 0.0
            logger.info("Destination Reached")

        # logger.debug("Steerign angle: " + str(self.steeringAngle) + " STATUS: " + str(self.status))
        elif self.isGoalReach() and isLineLost and currentPath == UNKNOWN:
            self.speed = 0.0

        elif not isLineLost:
            self.steeringAngle = self.lineFollower.getNewSteeringAngle()
            # self.actualTurn += 1

        elif isLineLost and currentPath != UNKNOWN:
            if self.actualTurn < len(currentPath):
                turn = currentPath[self.actualTurn]
                self.steeringAngle = 0.5 * turn
                # what if U_TURN? Return it to motion to make u_turn?
            else:
                currentPath = UNKNOWN

        elif isLineLost and currentPath == UNKNOWN:
            # self.speed = 0.0
            pass
Example #39
0
def _main():
    args, config = _parse_args()

    """
    #####################################################
    Config
    #####################################################
    """
    config_engine_url = config.get("Analyze", "engine_url", "")
    config_mirror_engine_url = config.get("Analyze", "mirror_engine_url", None)
    config_custom_bts_scraper = config.get("Analyze", "custom_bts_scraper", None)
    config_threads = config.getint("Analyze", "threads")
    config_lookup_email = config.getboolean("Analyze", "lookup_email")
    config_loglevel = config.getloglevel("Analyze", "log_level")
    config_logpath = config.get("Analyze", "log_path")
    config_logformat = config.get("Analyze", "log_format")
    config_transformerdict = config.getdict("Analyze", "code_transformer", ())
    config_mirror = args.mirror
    config_update_repo = args.update_repo
    config_scrape_bts = args.scrape_bts

    if args.files:
        config_debugging_single_file = True
    else:
        config_debugging_single_file = False

    logger.setup_logger(format_=config_logformat, level=config_loglevel, filename=config_logpath)

    logger.banner("Running " + os.path.basename(__file__))
    logger.info("Options:")
    logger.info("  Database: %s", config_engine_url[: config_engine_url.find(":")])
    logger.info("  threads: %s", config_threads)
    logger.info("  lookup_email: %s", config_lookup_email)
    if config_mirror and config_mirror_engine_url is not None:
        # Do not print the engine_url since it may contain user/pass
        logger.info("  DB mirroring: Yes")
    logger.info("  scrape bug tracking system: %s", config_scrape_bts)
    logger.info("  Update repo prior to analysis: %s", config_update_repo)

    os.nice(10)

    """
    #####################################################
    Setup instances
    #####################################################
    """
    vcs = VcsWrapper.VcsFactory(config=config, shared_dict_ctor=Manager().dict)
    maintainerobj = Maintainers.Maintainers(config.get("General", "maintainers"))
    walker = SrcRootWalker.SrcRootWalker(
        config.getlist("Analyze", "include_patterns"), config.getlist("Analyze", "exclude_patterns", ())
    )

    db = MetricsDb.MetricsDb(config_engine_url)
    pool = Pool(processes=config_threads)

    last_metric_update = None

    """
    #####################################################
    Update repo
    #####################################################
    """
    if config_update_repo:
        logger.info("Updating repo prior to analysis...")
        vcs.update_repo()
        logger.info("Updating repo done")

    start = datetime.now()

    """
    #####################################################
    Scrape Bug Tracking System for defects and add to metrics.db
    #####################################################
    """
    if config_scrape_bts and config_custom_bts_scraper is not None:
        _scrape_meta_defects(db, config_custom_bts_scraper)

    """
    #####################################################
    Start analysis
    #####################################################
    """

    if config_lookup_email:
        _lookup_emails(db)
    else:
        logger.info("Looking up files to analyze...")
        if config_debugging_single_file:
            all_files = args.files
        else:
            last_metric_update = db.get_eav_value("last_metric_update")
            if last_metric_update is not None:
                # subtract an extra day to make sure that we dont miss anything during the overlap of the analysis
                last_metric_update = last_metric_update - timedelta(days=1)

        all_files = walker.find_all_files_in_srcroots()
        logger.info("Found %s files!", len(all_files))

        if len(all_files) != 0:
            _lookup_defect_modifications(pool, walker, vcs, db, all_files, last_metric_update)
            _lookup_metrics(pool, walker, vcs, db, all_files, last_metric_update, config_transformerdict)

        if not config_debugging_single_file:
            logger.info("Doing db cleanup...")
            _remove_unwanted_files(db, {walker.translate_env(file_): None for file_ in all_files})
            _lookup_maintainers(pool, db, maintainerobj)

        logger.info("Finished analysis phase in %s" % (datetime.now() - start))

        if not config_debugging_single_file:
            db.set_eav_value("last_metric_update", start)

    """
    #####################################################
    Mirroring
    #####################################################
    """
    if config_mirror and config_mirror_engine_url is not None:
        logger.info(
            "Mirroring %s -> %s",
            config_engine_url[: config_engine_url.find(":")],
            config_mirror_engine_url[: config_mirror_engine_url.find(":")],
        )
        start = datetime.now()
        MetricsDb.MetricsDb(config_mirror_engine_url).copy_from_db(db)
        logger.info("Finished mirroring phase in %s" % (datetime.now() - start))
Example #40
0
def _lookup_metrics(pool, walker, vcs, db, files, last_update, config_transformerdict):
    logger.info("Looking up metrics...")
    file_map = zip([vcs] * len(files), [last_update] * len(files), files)

    version_map = []
    logger.info("   Looking up all VCS versions...")

    iter_ = FancyBar(max=len(file_map)).iter(pool.imap_unordered(worker(_get_lsv), file_map))
    for file_, contributions in iter_:
        for contrib_index, contrib in enumerate(contributions):
            prev_version = contributions[contrib_index - 1]["version"] if contrib_index > 0 else None
            filext = os.path.splitext(file_)[1]
            version_map.append((file_, contrib, prev_version, vcs, config_transformerdict.get(filext, None)))

    logger.info("   Looking up all metrics...")
    with db.get_session() as session:
        iter_ = FancyBar(max=len(version_map)).iter(pool.imap_unordered(worker(_get_metrics), version_map))
        for file_, contrib in iter_:
            """
            Results are coming in, insert results into database
            We avoid doing this inside the process pool due to that sqlite is not threadsafe
            """
            version = contrib["version"]
            date_ = contrib["datetime"]
            user = _translate_username(contrib)
            translated_file = walker.translate_env(file_)

            complexity = contrib["complexity"]
            changerates = contrib["changerates"]

            for function, (added, changed, deleted, nloc) in changerates.iteritems():
                if function not in complexity:
                    if file_.endswith((".c", ".cc", ".cpp", ".h", ".hpp")):
                        logger.debug("%s Could not find complexity function %s", file_, function)
                        logger.debug("%s Available functions:", os.path.basename(file_))
                        for func in complexity.iterkeys():
                            logger.debug("%s", func)

                    cyclomatic_complexity = None
                    tokens = None
                    parameter_count = None
                else:
                    cyclomatic_complexity, tokens, parameter_count, max_nd, fin, fout = complexity[function]

                db.insert_change_metric(
                    session,
                    file_=translated_file,
                    version=version,
                    function=function,
                    date_=date_,
                    user=user,
                    added=added,
                    changed=changed,
                    deleted=deleted,
                    nloc=nloc,
                    cyclomatic_complexity=cyclomatic_complexity,
                    token_count=tokens,
                    parameter_count=parameter_count,
                    max_nesting_depth=max_nd,
                    fan_in=fin,
                    fan_out=fout,
                )
        session.commit()