Example #1
0
def main(predictor: ADWINPredictor):
    engine = create_engine(os.environ["KB_CONNECTION_STRING"])

    connection = Connection(engine, bulk_size=1000, bulk_time=1)

    name = os.environ["ANALYSER_NAME"]
    with open(f"/tmp/{name}_results.csv", "w") as f:  # nosec
        predictor = predictor(connection, f)

        analyser = Analyser(  # nosec
            f"{name}@localhost",
            os.environ["ANALYSER_PASSWORD"],
            predictor,
            connection,
            [f"monitor_{name.split('_')[1]}@localhost"])

        logger.info("Waiting Ejabberd...")
        time.sleep(30)
        logger.info("Starting analyser...")
        analyser.start()
        logger.info("Analyser alive")

        while True:
            try:
                time.sleep(1)
            except KeyboardInterrupt:
                break
        analyser.stop()
        logger.info("Analyser stopped")
    async def setUp(self):
        self.monitor = Monitor("monitor@localhost", "passw0rd", "data0")
        self.engine = create_engine("sqlite:///database.sql")
        self.breaker = CircuitBreaker()
        self.cache_to_save = 10
        self.connection = Connection(self.engine, self.cache_to_save, 100000,
                                     self.breaker)
        self.analyser_predictor = HelperAnalyserPredictor(self.connection)
        self.sink = HelperSink(self.breaker)
        self.sink.external.reset_mock()
        self.analyser = Analyser("analyser@localhost", "passw0rd",
                                 self.analyser_predictor, self.connection,
                                 ["monitor@localhost"])
        self.executor = Executor("executor@localhost", "passw0rd", self.sink)
        self.planner_predictor = HelperPlannerPredictor(self.connection)
        self.planner = Planner("planner@localhost", "passw0rd",
                               self.planner_predictor, ["executor@localhost"])
        self.monitor.start()
        self.executor.start()

        await asyncio.sleep(2)
        self.analyser.start()
        self.planner.start()

        await asyncio.sleep(2)
Example #3
0
 async def setUp(self):
     self.monitor = Monitor("monitor@localhost", "passw0rd", "data0")
     self.engine = create_engine("sqlite:///database.sql")
     self.breaker = CircuitBreaker()
     self.connection = Connection(self.engine, 10, 10000, self.breaker)
     self.predictor = HelperAnalyserPredictor(self.connection)
     self.analyser = Analyser("analyser@localhost", "passw0rd",
                              self.predictor, self.connection,
                              ["monitor@localhost"])
     self.monitor.start()
     await asyncio.sleep(2)
     self.analyser.start()
     await asyncio.sleep(1)
 async def setUp(self):
     if not path.exists("test/resources/database.dump"):
         raise IOError("database not exists")
     self.engine = create_engine("sqlite:///test/resources/database.dump")
     self.breaker = CircuitBreaker()
     self.connection = Connection(self.engine, 10, 10000, self.breaker)
     self.sink = HelperSink(self.breaker)
     self.sink.external.reset_mock()
     self.executor = Executor("executor@localhost", "passw0rd", self.sink)
     self.planner_predictor = HelperPlannerPredictor(self.connection)
     self.cache_number = 3
     self.planner = Planner("planner@localhost", "passw0rd",
                            self.planner_predictor, ["executor@localhost"],
                            self.cache_number)
Example #5
0
                        self.detectors[identifier].delta = delta
                        logger.debug(f"delta up to {delta} on {identifier}"
                                     f" with rate {drift_rate}")
                        self.last_rate[identifier] = drift_rate

    async def predict(self, X: PredictionData) -> bool:
        detector = self.detectors.get(X.identifier, ADWIN(self.delta))
        self.detectors[X.identifier] = detector
        detector.add_element(X.data["sensor"])

        return detector.detected_change()


engine = create_engine(os.environ["KB_CONNECTION_STRING"])

connection = Connection(engine, bulk_size=1000, bulk_time=1)
predictor = ADWINPredictor(connection)

my_number = os.environ["MY_NUMBER"]

analyser = Analyser(  # nosec
    f"analyser_{my_number}@localhost", os.environ["ANALYSER_PASSWORD"],
    predictor, connection, [f"monitor_{my_number}@localhost"])

logger.info("Waiting Ejabberd...")
time.sleep(30)
logger.info("Starting analyser...")
analyser.start()
logger.info("Analyser alive")

while True:
Example #6
0
 def setUp(self):
     self.engine = Mock()
     self.connection = Connection(self.engine, 10, 0.9)