diff --git a/forecaster-cnn/.DS_Store b/forecaster-cnn/.DS_Store index 9271b7b8c6da025cfbcea1e4349a5a415533b8c8..e37bc908de5c466d04e644b392f4e7b4f6e584c1 100644 Binary files a/forecaster-cnn/.DS_Store and b/forecaster-cnn/.DS_Store differ diff --git a/forecaster-cnn/__pycache__/main.cpython-39.pyc b/forecaster-cnn/__pycache__/main.cpython-39.pyc index a4e5ac51362e2f24abfd08bfb194fd365f69dea3..15663f11168c34a3613d43efaa5cf5d37fcf9b64 100644 Binary files a/forecaster-cnn/__pycache__/main.cpython-39.pyc and b/forecaster-cnn/__pycache__/main.cpython-39.pyc differ diff --git a/forecaster-cnn/app.py b/forecaster-cnn/app.py index 94c0fe44e4d39141db517fdfd5d25607afeb0fd4..96ec7767542f6d87ae1d1c2573a6a54f0f1a4b5e 100644 --- a/forecaster-cnn/app.py +++ b/forecaster-cnn/app.py @@ -15,7 +15,7 @@ orchestrator_queue_name = os.environ.get("ORCHESTRATOR_QUEUE_NAME","/topic/orche #///////////////////////////////////////////////////////////////////////////////// activemq_username = os.environ.get("ACTIVEMQ_USER","morphemic") activemq_password = os.environ.get("ACTIVEMQ_PASSWORD","morphemic") -activemq_hostname = os.environ.get("ACTIVEMQ_HOST","34.205.156.81") +activemq_hostname = os.environ.get("ACTIVEMQ_HOST","107.22.129.214") activemq_port = int(os.environ.get("ACTIVEMQ_PORT","61610")) #///////////////////////////////////////////////////////////////////////////////// datasets_path = os.environ.get("DATASET_PATH","./datasets") @@ -25,7 +25,7 @@ forecasting_method_name = os.environ.get("FORECASTING_METHOD_NAME","cnn") #///////////////////////////////////////////////////////////////////////////////// steps = int(os.environ.get("BACKWARD_STEPS","8")) #///////////////////////////////////////////////////////////////////////////////// -influxdb_hostname = os.environ.get("INFLUXDB_HOSTNAME","34.205.156.81") #persistent_storage_hostname +influxdb_hostname = os.environ.get("INFLUXDB_HOSTNAME","107.22.129.214") #persistent_storage_hostname influxdb_port = int(os.environ.get("INFLUXDB_PORT","8086")) influxdb_username = os.environ.get("INFLUXDB_USERNAME","morphemic") influxdb_password = os.environ.get("INFLUXDB_PASSWORD","password") @@ -37,7 +37,7 @@ metric_to_predict_queue = os.environ.get("METRIC_TO_PREDICT","/topic/metrics_to_ _time_column_name = os.environ.get("TIME_COLUMN","ems_time") _column_to_remove_str = os.environ.get("COLUMNS_TO_REMOVE","time,level") _column_to_remove = _column_to_remove_str.split(",") -retrain_interval = int(os.environ.get("RETRAIN_INTERVAL","2")) #in minute +retrain_interval = int(os.environ.get("RETRAIN_INTERVAL","10")) #in minute retrain_interval *= 60 _new_epoch = False @@ -176,7 +176,7 @@ class Forecaster(Thread): if int(time.time()) < self.epoch_start: diff = self.epoch_start - int(time.time()) print("Prediction starts in {0} sec".format(diff)) - time.sleep(1) + time.sleep(diff - 1) continue if int(time.time()) > self.epoch_start + self.tolerance_epoch_start: n, sleeping_time = self.computeSleepingTime() @@ -194,7 +194,15 @@ class Forecaster(Thread): self.epoch_start += self.prediction_horizon continue predictor = Predictor(self.application,_time_column_name, _column_to_remove, self.target, steps, self.features) - response = predictor.predict() + response = None + try: + response = predictor.predict() + except Exception as e: + print("Could not predict =>", e) + logging.info("Could not predict => {0} next prediction after the sleeping".format(e)) + print("Next tentative in {0}s".format(self.prediction_horizon)) + time.sleep(self.prediction_horizon) + continue index = 1 for v, prob,interval in response: prediction_time = self.epoch_start + index * self.prediction_horizon diff --git a/forecaster-cnn/log/cnn.log b/forecaster-cnn/log/cnn.log new file mode 100644 index 0000000000000000000000000000000000000000..9b7c6112cf695ba3512316eb11a10a4231cd7031 --- /dev/null +++ b/forecaster-cnn/log/cnn.log @@ -0,0 +1,4749 @@ +14:48:56,353 root INFO Forecasting manager started +14:48:56,353 root INFO The publisher tries to connect to ActiveMQ broker +14:48:56,354 stomp.py INFO attempt reconnection (True, None, 0) +14:48:56,354 stomp.py INFO Attempting connection to host 107.22.129.214, port 61610 +14:48:56,355 root INFO Subscribe to the topic /topic/translator_command +14:48:56,355 root DEBUG Enabling debug +14:48:56,355 stomp.py INFO attempt reconnection (True, None, 0) +14:48:56,355 stomp.py INFO Attempting connection to host 107.22.129.214, port 61610 +14:48:56,355 root INFO Subscribe to the topic /topic/translator_event +14:48:56,355 root DEBUG Enabling debug +14:48:56,355 root INFO Subscribe to the topic /topic/metrics_to_predict +14:48:56,355 stomp.py INFO attempt reconnection (True, None, 0) +14:48:56,356 stomp.py INFO Attempting connection to host 107.22.129.214, port 61610 +14:48:56,356 root DEBUG Enabling debug +14:48:56,355 root INFO Subscribe to the topic /topic/start_forecasting.cnn +14:48:56,356 stomp.py INFO attempt reconnection (True, None, 0) +14:48:56,356 root DEBUG Enabling debug +14:48:56,356 stomp.py INFO Attempting connection to host 107.22.129.214, port 61610 +14:48:56,356 stomp.py INFO attempt reconnection (True, None, 0) +14:48:56,357 stomp.py INFO Attempting connection to host 107.22.129.214, port 61610 +14:48:56,486 stomp.py INFO Established connection to host 107.22.129.214, port 61610 +14:48:56,487 stomp.py INFO Established connection to host 107.22.129.214, port 61610 +14:48:56,487 stomp.py INFO Starting receiver loop () +14:48:56,488 stomp.py INFO Starting receiver loop () +14:48:56,488 stomp.py INFO Created thread using func +14:48:56,488 stomp.py DEBUG Sending frame: [b'STOMP', b'\n', b'accept-version:1.1\n', b'login:morphemic\n', b'passcode:morphemic\n', b'\n', b'\x00'] +14:48:56,489 stomp.py INFO Created thread using func +14:48:56,489 stomp.py DEBUG Sending frame: [b'STOMP', b'\n', b'accept-version:1.1\n', b'login:morphemic\n', b'passcode:morphemic\n', b'\n', b'\x00'] +14:48:56,489 stomp.py INFO Established connection to host 107.22.129.214, port 61610 +14:48:56,489 stomp.py INFO Established connection to host 107.22.129.214, port 61610 +14:48:56,489 stomp.py INFO Established connection to host 107.22.129.214, port 61610 +14:48:56,489 stomp.py INFO Starting receiver loop () +14:48:56,490 stomp.py INFO Created thread using func +14:48:56,490 stomp.py INFO Starting receiver loop () +14:48:56,490 stomp.py INFO Created thread using func +14:48:56,490 stomp.py INFO Starting receiver loop () +14:48:56,490 stomp.py INFO Created thread using func +14:48:56,491 stomp.py DEBUG Sending frame: [b'STOMP', b'\n', b'accept-version:1.1\n', b'login:morphemic\n', b'passcode:morphemic\n', b'\n', b'\x00'] +14:48:56,491 stomp.py DEBUG Sending frame: [b'STOMP', b'\n', b'accept-version:1.1\n', b'login:morphemic\n', b'passcode:morphemic\n', b'\n', b'\x00'] +14:48:56,491 stomp.py DEBUG Sending frame: [b'STOMP', b'\n', b'accept-version:1.1\n', b'login:morphemic\n', b'passcode:morphemic\n', b'\n', b'\x00'] +14:48:56,613 stomp.py DEBUG Received frame: 'CONNECTED', headers={'server': 'ActiveMQ/5.15.7', 'heart-beat': '0,0', 'session': 'ID:437fb4dd0a63-46135-1640086007235-3:33', 'version': '1.1'}, body='' +14:48:56,614 stomp.py DEBUG Received frame: 'CONNECTED', headers={'server': 'ActiveMQ/5.15.7', 'heart-beat': '0,0', 'session': 'ID:437fb4dd0a63-46135-1640086007235-3:34', 'version': '1.1'}, body='' +14:48:56,614 stomp.py DEBUG Heartbeats calculated (0, 0) +14:48:56,614 stomp.py DEBUG Sending frame: [b'SUBSCRIBE', b'\n', b'ack:auto\n', b'destination:/topic/translator_command\n', b'id:1\n', b'\n', b'\x00'] +14:48:56,614 stomp.py DEBUG Heartbeats calculated (0, 0) +14:48:56,615 root INFO connection established +14:48:56,618 stomp.py DEBUG Received frame: 'CONNECTED', headers={'server': 'ActiveMQ/5.15.7', 'heart-beat': '0,0', 'session': 'ID:437fb4dd0a63-46135-1640086007235-3:36', 'version': '1.1'}, body='' +14:48:56,618 stomp.py DEBUG Heartbeats calculated (0, 0) +14:48:56,618 stomp.py DEBUG Received frame: 'CONNECTED', headers={'server': 'ActiveMQ/5.15.7', 'heart-beat': '0,0', 'session': 'ID:437fb4dd0a63-46135-1640086007235-3:35', 'version': '1.1'}, body='' +14:48:56,619 stomp.py DEBUG Heartbeats calculated (0, 0) +14:48:56,619 stomp.py DEBUG Sending frame: [b'SUBSCRIBE', b'\n', b'ack:auto\n', b'destination:/topic/start_forecasting.cnn\n', b'id:1\n', b'\n', b'\x00'] +14:48:56,619 stomp.py DEBUG Sending frame: [b'SUBSCRIBE', b'\n', b'ack:auto\n', b'destination:/topic/translator_event\n', b'id:1\n', b'\n', b'\x00'] +14:48:56,620 stomp.py DEBUG Received frame: 'CONNECTED', headers={'server': 'ActiveMQ/5.15.7', 'heart-beat': '0,0', 'session': 'ID:437fb4dd0a63-46135-1640086007235-3:37', 'version': '1.1'}, body='' +14:48:56,620 stomp.py DEBUG Heartbeats calculated (0, 0) +14:48:56,620 stomp.py DEBUG Sending frame: [b'SUBSCRIBE', b'\n', b'ack:auto\n', b'destination:/topic/metrics_to_predict\n', b'id:1\n', b'\n', b'\x00'] +15:00:08,956 stomp.py DEBUG listener <__main__.Listener object at 0x7fc42cfe2790> has no method on_before_message +15:00:08,957 stomp.py DEBUG Received frame: 'MESSAGE', headers={'expires': '0', 'destination': '/topic/metrics_to_predict', 'subscription': '1', 'priority': '4', 'producer-host': '172.18.0.1', 'message-id': 'ID:ip-172-31-6-26-43565-1640091608822-1:1:1:1:1', 'timestamp': '1640091608954'}, body='[{"metric": "MinimumCores", "level": 3, "publish_rate": 30000},{"metric": "SimulationLeftNumber_Ctx", "level": 3, "publish_rate": 30000},{"metric": "ETPercentile_Ctx", "level": 3, "publish_rate": 30000},{"metric": "SimulationElapsedTime_Ctx", "level": 3, "publish_rate": 30000},{"metric": "WillFinishTooSoonContext", "level": 3, "publish_rate": 30000},{"metric": "NotFinishedOnTimeContext", "level": 3, "publish_rate": 30000} ]' +15:00:08,957 root INFO Metric to predict event received +15:00:08,957 root INFO Model created for the application = default_application with metric = MinimumCores +15:00:08,957 root INFO Model created for the application = default_application with metric = SimulationLeftNumber_Ctx +15:00:08,958 root INFO Model created for the application = default_application with metric = ETPercentile_Ctx +15:00:08,958 root INFO Model created for the application = default_application with metric = SimulationElapsedTime_Ctx +15:00:08,958 root INFO Model created for the application = default_application with metric = WillFinishTooSoonContext +15:00:08,958 root INFO Model created for the application = default_application with metric = NotFinishedOnTimeContext +15:00:08,981 stomp.py DEBUG listener <__main__.Listener object at 0x7fc42cfe23a0> has no method on_before_message +15:00:08,981 stomp.py DEBUG Received frame: 'MESSAGE', headers={'expires': '0', 'destination': '/topic/start_forecasting.cnn', 'subscription': '1', 'priority': '4', 'producer-host': '172.18.0.35', 'message-id': 'ID:30e0a912e957-40415-1640085946504-6905:1:1:1:1', 'timestamp': '1640091608985'}, body='{"metrics":["MinimumCores","SimulationLeftNumber_Ctx","ETPercentile_Ctx","SimulationElapsedTime_Ctx","WillFinishTooSoonContext","NotFinishedOnTimeContext"],"timestamp":1640091608,"epoch_start":1640091808,"number_of_forward_predictions":8,"prediction_horizon":30}' +15:00:08,981 root INFO Start forecasting methods +15:00:08,988 urllib3.connectionpool DEBUG Starting new HTTP connection (1): 107.22.129.214:8086 +15:00:09,239 urllib3.connectionpool DEBUG http://107.22.129.214:8086 "GET /ping HTTP/1.1" 204 0 +15:00:09,368 urllib3.connectionpool DEBUG http://107.22.129.214:8086 "GET /query?q=SELECT+%2A+FROM+default_application&db=morphemic HTTP/1.1" 200 None +15:00:09,500 urllib3.connectionpool DEBUG http://107.22.129.214:8086 "GET /query?q=SELECT+%2A+FROM+default_application&db=morphemic HTTP/1.1" 200 None +15:00:11,948 tensorflow INFO Assets written to: ./models/MinimumCores/assets +15:00:11,965 root INFO Morhemic Models updated +15:00:11,965 root INFO {'metrics': ['MinimumCores'], 'forecasting_method': 'cnn', 'timestamp': 1640091611} +15:00:11,965 stomp.py DEBUG Sending frame: [b'SEND', b'\n', b'content-type:application/json\n', b'destination:/topic/training_models\n', b'\n', b'{"metrics": ["MinimumCores"], "forecasting_method": "cnn", "timestamp": 1640091611}', b'\x00'] +15:00:11,966 root INFO Forecaster started for target metric MinimumCores +15:00:11,967 urllib3.connectionpool DEBUG Starting new HTTP connection (1): 107.22.129.214:8086 +15:00:12,221 urllib3.connectionpool DEBUG http://107.22.129.214:8086 "GET /ping HTTP/1.1" 204 0 +15:00:12,350 urllib3.connectionpool DEBUG http://107.22.129.214:8086 "GET /query?q=SELECT+%2A+FROM+default_application&db=morphemic HTTP/1.1" 200 None +15:00:12,484 urllib3.connectionpool DEBUG http://107.22.129.214:8086 "GET /query?q=SELECT+%2A+FROM+default_application&db=morphemic HTTP/1.1" 200 None +15:00:15,3 tensorflow INFO Assets written to: ./models/SimulationLeftNumber_Ctx/assets +15:00:15,23 root INFO Morhemic Models updated +15:00:15,23 root INFO {'metrics': ['SimulationLeftNumber_Ctx'], 'forecasting_method': 'cnn', 'timestamp': 1640091615} +15:00:15,23 stomp.py DEBUG Sending frame: [b'SEND', b'\n', b'content-type:application/json\n', b'destination:/topic/training_models\n', b'\n', b'{"metrics": ["SimulationLeftNumber_Ctx"], "forecasting_method": "cnn", "timestamp": 1640091615}', b'\x00'] +15:00:15,24 root INFO Forecaster started for target metric SimulationLeftNumber_Ctx +15:00:15,26 urllib3.connectionpool DEBUG Starting new HTTP connection (1): 107.22.129.214:8086 +15:00:15,276 urllib3.connectionpool DEBUG http://107.22.129.214:8086 "GET /ping HTTP/1.1" 204 0 +15:00:15,401 urllib3.connectionpool DEBUG http://107.22.129.214:8086 "GET /query?q=SELECT+%2A+FROM+default_application&db=morphemic HTTP/1.1" 200 None +15:00:15,532 urllib3.connectionpool DEBUG http://107.22.129.214:8086 "GET /query?q=SELECT+%2A+FROM+default_application&db=morphemic HTTP/1.1" 200 None +15:00:17,855 tensorflow INFO Assets written to: ./models/ETPercentile_Ctx/assets +15:00:17,876 root INFO Morhemic Models updated +15:00:17,876 root INFO {'metrics': ['ETPercentile_Ctx'], 'forecasting_method': 'cnn', 'timestamp': 1640091617} +15:00:17,876 stomp.py DEBUG Sending frame: [b'SEND', b'\n', b'content-type:application/json\n', b'destination:/topic/training_models\n', b'\n', b'{"metrics": ["ETPercentile_Ctx"], "forecasting_method": "cnn", "timestamp": 1640091617}', b'\x00'] +15:00:17,877 root INFO Forecaster started for target metric ETPercentile_Ctx +15:00:17,879 urllib3.connectionpool DEBUG Starting new HTTP connection (1): 107.22.129.214:8086 +15:00:18,134 urllib3.connectionpool DEBUG http://107.22.129.214:8086 "GET /ping HTTP/1.1" 204 0 +15:00:18,263 urllib3.connectionpool DEBUG http://107.22.129.214:8086 "GET /query?q=SELECT+%2A+FROM+default_application&db=morphemic HTTP/1.1" 200 None +15:00:18,396 urllib3.connectionpool DEBUG http://107.22.129.214:8086 "GET /query?q=SELECT+%2A+FROM+default_application&db=morphemic HTTP/1.1" 200 None +15:00:20,854 tensorflow INFO Assets written to: ./models/SimulationElapsedTime_Ctx/assets +15:00:20,869 root INFO Morhemic Models updated +15:00:20,870 root INFO {'metrics': ['SimulationElapsedTime_Ctx'], 'forecasting_method': 'cnn', 'timestamp': 1640091620} +15:00:20,870 stomp.py DEBUG Sending frame: [b'SEND', b'\n', b'content-type:application/json\n', b'destination:/topic/training_models\n', b'\n', b'{"metrics": ["SimulationElapsedTime_Ctx"], "forecasting_method": "cnn", "timestamp": 1640091620}', b'\x00'] +15:00:20,870 root INFO Forecaster started for target metric SimulationElapsedTime_Ctx +15:00:20,872 urllib3.connectionpool DEBUG Starting new HTTP connection (1): 107.22.129.214:8086 +15:00:21,122 urllib3.connectionpool DEBUG http://107.22.129.214:8086 "GET /ping HTTP/1.1" 204 0 +15:00:21,249 urllib3.connectionpool DEBUG http://107.22.129.214:8086 "GET /query?q=SELECT+%2A+FROM+default_application&db=morphemic HTTP/1.1" 200 None +15:00:21,378 urllib3.connectionpool DEBUG http://107.22.129.214:8086 "GET /query?q=SELECT+%2A+FROM+default_application&db=morphemic HTTP/1.1" 200 None +15:00:23,268 tensorflow WARNING 5 out of the last 5 calls to .predict_function at 0x7fc413587280> triggered tf.function retracing. Tracing is expensive and the excessive number of tracings could be due to (1) creating @tf.function repeatedly in a loop, (2) passing tensors with different shapes, (3) passing Python objects instead of tensors. For (1), please define your @tf.function outside of the loop. For (2), @tf.function has experimental_relax_shapes=True option that relaxes argument shapes that can avoid unnecessary retracing. For (3), please refer to https://www.tensorflow.org/guide/function#controlling_retracing and https://www.tensorflow.org/api_docs/python/tf/function for more details. +15:00:23,731 tensorflow INFO Assets written to: ./models/WillFinishTooSoonContext/assets +15:00:23,746 root INFO Morhemic Models updated +15:00:23,746 root INFO {'metrics': ['WillFinishTooSoonContext'], 'forecasting_method': 'cnn', 'timestamp': 1640091623} +15:00:23,746 stomp.py DEBUG Sending frame: [b'SEND', b'\n', b'content-type:application/json\n', b'destination:/topic/training_models\n', b'\n', b'{"metrics": ["WillFinishTooSoonContext"], "forecasting_method": "cnn", "timestamp": 1640091623}', b'\x00'] +15:00:23,746 root INFO Forecaster started for target metric WillFinishTooSoonContext +15:00:23,748 urllib3.connectionpool DEBUG Starting new HTTP connection (1): 107.22.129.214:8086 +15:00:24,4 urllib3.connectionpool DEBUG http://107.22.129.214:8086 "GET /ping HTTP/1.1" 204 0 +15:00:24,133 urllib3.connectionpool DEBUG http://107.22.129.214:8086 "GET /query?q=SELECT+%2A+FROM+default_application&db=morphemic HTTP/1.1" 200 None +15:00:24,265 urllib3.connectionpool DEBUG http://107.22.129.214:8086 "GET /query?q=SELECT+%2A+FROM+default_application&db=morphemic HTTP/1.1" 200 None +15:00:26,374 tensorflow WARNING 6 out of the last 6 calls to .predict_function at 0x7fc42d3df0d0> triggered tf.function retracing. Tracing is expensive and the excessive number of tracings could be due to (1) creating @tf.function repeatedly in a loop, (2) passing tensors with different shapes, (3) passing Python objects instead of tensors. For (1), please define your @tf.function outside of the loop. For (2), @tf.function has experimental_relax_shapes=True option that relaxes argument shapes that can avoid unnecessary retracing. For (3), please refer to https://www.tensorflow.org/guide/function#controlling_retracing and https://www.tensorflow.org/api_docs/python/tf/function for more details. +15:00:26,771 tensorflow INFO Assets written to: ./models/NotFinishedOnTimeContext/assets +15:00:26,788 root INFO Morhemic Models updated +15:00:26,788 root INFO {'metrics': ['NotFinishedOnTimeContext'], 'forecasting_method': 'cnn', 'timestamp': 1640091626} +15:00:26,789 stomp.py DEBUG Sending frame: [b'SEND', b'\n', b'content-type:application/json\n', b'destination:/topic/training_models\n', b'\n', b'{"metrics": ["NotFinishedOnTimeContext"], "forecasting_method": "cnn", "timestamp": 1640091626}', b'\x00'] +15:00:26,789 root INFO Forecaster started for target metric NotFinishedOnTimeContext +15:31:42,551 root INFO Forecasting manager started +15:31:42,552 root INFO The publisher tries to connect to ActiveMQ broker +15:31:42,552 root INFO Subscribe to the topic /topic/translator_command +15:31:42,552 root INFO Subscribe to the topic /topic/translator_event +15:31:42,553 stomp.py INFO attempt reconnection (True, None, 0) +15:31:42,553 root DEBUG Enabling debug +15:31:42,553 root DEBUG Enabling debug +15:31:42,553 root INFO Subscribe to the topic /topic/start_forecasting.cnn +15:31:42,553 stomp.py INFO Attempting connection to host 107.22.129.214, port 61610 +15:31:42,553 root INFO Subscribe to the topic /topic/metrics_to_predict +15:31:42,553 stomp.py INFO attempt reconnection (True, None, 0) +15:31:42,553 stomp.py INFO attempt reconnection (True, None, 0) +15:31:42,554 root DEBUG Enabling debug +15:31:42,554 root DEBUG Enabling debug +15:31:42,555 stomp.py INFO Attempting connection to host 107.22.129.214, port 61610 +15:31:42,555 stomp.py INFO Attempting connection to host 107.22.129.214, port 61610 +15:31:42,555 stomp.py INFO attempt reconnection (True, None, 0) +15:31:42,555 stomp.py INFO attempt reconnection (True, None, 0) +15:31:42,555 stomp.py INFO Attempting connection to host 107.22.129.214, port 61610 +15:31:42,555 stomp.py INFO Attempting connection to host 107.22.129.214, port 61610 +15:31:42,678 stomp.py INFO Established connection to host 107.22.129.214, port 61610 +15:31:42,678 stomp.py INFO Established connection to host 107.22.129.214, port 61610 +15:31:42,679 stomp.py INFO Starting receiver loop () +15:31:42,679 stomp.py INFO Starting receiver loop () +15:31:42,680 stomp.py INFO Created thread using func +15:31:42,680 stomp.py DEBUG Sending frame: [b'STOMP', b'\n', b'accept-version:1.1\n', b'login:morphemic\n', b'passcode:morphemic\n', b'\n', b'\x00'] +15:31:42,680 stomp.py INFO Created thread using func +15:31:42,681 stomp.py DEBUG Sending frame: [b'STOMP', b'\n', b'accept-version:1.1\n', b'login:morphemic\n', b'passcode:morphemic\n', b'\n', b'\x00'] +15:31:42,681 stomp.py INFO Established connection to host 107.22.129.214, port 61610 +15:31:42,681 stomp.py INFO Established connection to host 107.22.129.214, port 61610 +15:31:42,681 stomp.py INFO Starting receiver loop () +15:31:42,682 stomp.py INFO Established connection to host 107.22.129.214, port 61610 +15:31:42,682 stomp.py INFO Starting receiver loop () +15:31:42,682 stomp.py INFO Created thread using func +15:31:42,682 stomp.py INFO Created thread using func +15:31:42,682 stomp.py INFO Starting receiver loop () +15:31:42,682 stomp.py INFO Created thread using func +15:31:42,682 stomp.py DEBUG Sending frame: [b'STOMP', b'\n', b'accept-version:1.1\n', b'login:morphemic\n', b'passcode:morphemic\n', b'\n', b'\x00'] +15:31:42,683 stomp.py DEBUG Sending frame: [b'STOMP', b'\n', b'accept-version:1.1\n', b'login:morphemic\n', b'passcode:morphemic\n', b'\n', b'\x00'] +15:31:42,683 stomp.py DEBUG Sending frame: [b'STOMP', b'\n', b'accept-version:1.1\n', b'login:morphemic\n', b'passcode:morphemic\n', b'\n', b'\x00'] +15:31:42,805 stomp.py DEBUG Received frame: 'CONNECTED', headers={'server': 'ActiveMQ/5.15.7', 'heart-beat': '0,0', 'session': 'ID:437fb4dd0a63-46135-1640086007235-3:40', 'version': '1.1'}, body='' +15:31:42,806 stomp.py DEBUG Received frame: 'CONNECTED', headers={'server': 'ActiveMQ/5.15.7', 'heart-beat': '0,0', 'session': 'ID:437fb4dd0a63-46135-1640086007235-3:39', 'version': '1.1'}, body='' +15:31:42,806 stomp.py DEBUG Heartbeats calculated (0, 0) +15:31:42,806 stomp.py DEBUG Sending frame: [b'SUBSCRIBE', b'\n', b'ack:auto\n', b'destination:/topic/start_forecasting.cnn\n', b'id:1\n', b'\n', b'\x00'] +15:31:42,807 stomp.py DEBUG Heartbeats calculated (0, 0) +15:31:42,807 stomp.py DEBUG Sending frame: [b'SUBSCRIBE', b'\n', b'ack:auto\n', b'destination:/topic/translator_command\n', b'id:1\n', b'\n', b'\x00'] +15:31:42,810 stomp.py DEBUG Received frame: 'CONNECTED', headers={'server': 'ActiveMQ/5.15.7', 'heart-beat': '0,0', 'session': 'ID:437fb4dd0a63-46135-1640086007235-3:43', 'version': '1.1'}, body='' +15:31:42,810 stomp.py DEBUG Heartbeats calculated (0, 0) +15:31:42,810 stomp.py DEBUG Received frame: 'CONNECTED', headers={'server': 'ActiveMQ/5.15.7', 'heart-beat': '0,0', 'session': 'ID:437fb4dd0a63-46135-1640086007235-3:41', 'version': '1.1'}, body='' +15:31:42,810 stomp.py DEBUG Sending frame: [b'SUBSCRIBE', b'\n', b'ack:auto\n', b'destination:/topic/metrics_to_predict\n', b'id:1\n', b'\n', b'\x00'] +15:31:42,811 stomp.py DEBUG Heartbeats calculated (0, 0) +15:31:42,811 stomp.py DEBUG Received frame: 'CONNECTED', headers={'server': 'ActiveMQ/5.15.7', 'heart-beat': '0,0', 'session': 'ID:437fb4dd0a63-46135-1640086007235-3:42', 'version': '1.1'}, body='' +15:31:42,811 root INFO connection established +15:31:42,812 stomp.py DEBUG Heartbeats calculated (0, 0) +15:31:42,812 stomp.py DEBUG Sending frame: [b'SUBSCRIBE', b'\n', b'ack:auto\n', b'destination:/topic/translator_event\n', b'id:1\n', b'\n', b'\x00'] +15:31:53,276 stomp.py DEBUG listener <__main__.Listener object at 0x7fa065b82df0> has no method on_before_message +15:31:53,277 stomp.py DEBUG Received frame: 'MESSAGE', headers={'expires': '0', 'destination': '/topic/metrics_to_predict', 'subscription': '1', 'priority': '4', 'producer-host': '172.18.0.1', 'message-id': 'ID:ip-172-31-6-26-41293-1640093513148-1:1:1:1:1', 'timestamp': '1640093513281'}, body='[{"metric": "MinimumCores", "level": 3, "publish_rate": 30000},{"metric": "SimulationLeftNumber_Ctx", "level": 3, "publish_rate": 30000},{"metric": "ETPercentile_Ctx", "level": 3, "publish_rate": 30000},{"metric": "SimulationElapsedTime_Ctx", "level": 3, "publish_rate": 30000},{"metric": "WillFinishTooSoonContext", "level": 3, "publish_rate": 30000},{"metric": "NotFinishedOnTimeContext", "level": 3, "publish_rate": 30000} ]' +15:31:53,277 root INFO Metric to predict event received +15:31:53,277 root INFO Model created for the application = default_application with metric = MinimumCores +15:31:53,277 root INFO Model created for the application = default_application with metric = SimulationLeftNumber_Ctx +15:31:53,277 root INFO Model created for the application = default_application with metric = ETPercentile_Ctx +15:31:53,277 root INFO Model created for the application = default_application with metric = SimulationElapsedTime_Ctx +15:31:53,277 root INFO Model created for the application = default_application with metric = WillFinishTooSoonContext +15:31:53,277 root INFO Model created for the application = default_application with metric = NotFinishedOnTimeContext +15:31:53,310 stomp.py DEBUG listener <__main__.Listener object at 0x7fa065bac130> has no method on_before_message +15:31:53,311 stomp.py DEBUG Received frame: 'MESSAGE', headers={'expires': '0', 'destination': '/topic/start_forecasting.cnn', 'subscription': '1', 'priority': '4', 'producer-host': '172.18.0.35', 'message-id': 'ID:30e0a912e957-40415-1640085946504-6925:1:1:1:1', 'timestamp': '1640093513323'}, body='{"metrics":["MinimumCores","SimulationLeftNumber_Ctx","ETPercentile_Ctx","SimulationElapsedTime_Ctx","WillFinishTooSoonContext","NotFinishedOnTimeContext"],"timestamp":1640093513,"epoch_start":1640093713,"number_of_forward_predictions":8,"prediction_horizon":30}' +15:31:53,311 root INFO Start forecasting methods +15:31:53,320 urllib3.connectionpool DEBUG Starting new HTTP connection (1): 107.22.129.214:8086 +15:31:53,568 urllib3.connectionpool DEBUG http://107.22.129.214:8086 "GET /ping HTTP/1.1" 204 0 +15:31:53,696 urllib3.connectionpool DEBUG http://107.22.129.214:8086 "GET /query?q=SELECT+%2A+FROM+default_application&db=morphemic HTTP/1.1" 200 None +15:31:53,831 urllib3.connectionpool DEBUG http://107.22.129.214:8086 "GET /query?q=SELECT+%2A+FROM+default_application&db=morphemic HTTP/1.1" 200 None +15:31:56,174 stomp.py INFO Receiver loop ended +15:31:56,174 stomp.py DEBUG listener <__main__.Listener object at 0x7fa065bac130> has no method on_receiver_loop_completed +15:31:56,174 stomp.py DEBUG listener <__main__.Listener object at 0x7fa065bac130> has no method on_disconnected +15:34:14,891 root INFO Forecasting manager started +15:34:14,892 root INFO The publisher tries to connect to ActiveMQ broker +15:34:14,892 root INFO Subscribe to the topic /topic/translator_command +15:34:14,892 stomp.py INFO attempt reconnection (True, None, 0) +15:34:14,892 root INFO Subscribe to the topic /topic/translator_event +15:34:14,893 root DEBUG Enabling debug +15:34:14,893 root INFO Subscribe to the topic /topic/start_forecasting.cnn +15:34:14,893 stomp.py INFO Attempting connection to host 107.22.129.214, port 61610 +15:34:14,893 root INFO Subscribe to the topic /topic/metrics_to_predict +15:34:14,893 root DEBUG Enabling debug +15:34:14,893 stomp.py INFO attempt reconnection (True, None, 0) +15:34:14,893 root DEBUG Enabling debug +15:34:14,893 root DEBUG Enabling debug +15:34:14,894 stomp.py INFO attempt reconnection (True, None, 0) +15:34:14,894 stomp.py INFO Attempting connection to host 107.22.129.214, port 61610 +15:34:14,894 stomp.py INFO attempt reconnection (True, None, 0) +15:34:14,894 stomp.py INFO Attempting connection to host 107.22.129.214, port 61610 +15:34:14,894 stomp.py INFO attempt reconnection (True, None, 0) +15:34:14,894 stomp.py INFO Attempting connection to host 107.22.129.214, port 61610 +15:34:14,894 stomp.py INFO Attempting connection to host 107.22.129.214, port 61610 +15:34:15,17 stomp.py INFO Established connection to host 107.22.129.214, port 61610 +15:34:15,18 stomp.py INFO Established connection to host 107.22.129.214, port 61610 +15:34:15,18 stomp.py INFO Starting receiver loop () +15:34:15,19 stomp.py INFO Starting receiver loop () +15:34:15,19 stomp.py INFO Created thread using func +15:34:15,19 stomp.py INFO Created thread using func +15:34:15,19 stomp.py DEBUG Sending frame: [b'STOMP', b'\n', b'accept-version:1.1\n', b'login:morphemic\n', b'passcode:morphemic\n', b'\n', b'\x00'] +15:34:15,20 stomp.py INFO Established connection to host 107.22.129.214, port 61610 +15:34:15,20 stomp.py INFO Established connection to host 107.22.129.214, port 61610 +15:34:15,20 stomp.py INFO Established connection to host 107.22.129.214, port 61610 +15:34:15,20 stomp.py DEBUG Sending frame: [b'STOMP', b'\n', b'accept-version:1.1\n', b'login:morphemic\n', b'passcode:morphemic\n', b'\n', b'\x00'] +15:34:15,20 stomp.py INFO Starting receiver loop () +15:34:15,21 stomp.py INFO Created thread using func +15:34:15,21 stomp.py INFO Starting receiver loop () +15:34:15,21 stomp.py INFO Created thread using func +15:34:15,21 stomp.py INFO Starting receiver loop () +15:34:15,21 stomp.py INFO Created thread using func +15:34:15,22 stomp.py DEBUG Sending frame: [b'STOMP', b'\n', b'accept-version:1.1\n', b'login:morphemic\n', b'passcode:morphemic\n', b'\n', b'\x00'] +15:34:15,22 stomp.py DEBUG Sending frame: [b'STOMP', b'\n', b'accept-version:1.1\n', b'login:morphemic\n', b'passcode:morphemic\n', b'\n', b'\x00'] +15:34:15,22 stomp.py DEBUG Sending frame: [b'STOMP', b'\n', b'accept-version:1.1\n', b'login:morphemic\n', b'passcode:morphemic\n', b'\n', b'\x00'] +15:34:15,145 stomp.py DEBUG Received frame: 'CONNECTED', headers={'server': 'ActiveMQ/5.15.7', 'heart-beat': '0,0', 'session': 'ID:437fb4dd0a63-46135-1640086007235-3:44', 'version': '1.1'}, body='' +15:34:15,145 stomp.py DEBUG Heartbeats calculated (0, 0) +15:34:15,145 stomp.py DEBUG Sending frame: [b'SUBSCRIBE', b'\n', b'ack:auto\n', b'destination:/topic/translator_command\n', b'id:1\n', b'\n', b'\x00'] +15:34:15,146 stomp.py DEBUG Received frame: 'CONNECTED', headers={'server': 'ActiveMQ/5.15.7', 'heart-beat': '0,0', 'session': 'ID:437fb4dd0a63-46135-1640086007235-3:45', 'version': '1.1'}, body='' +15:34:15,146 stomp.py DEBUG Heartbeats calculated (0, 0) +15:34:15,146 stomp.py DEBUG Sending frame: [b'SUBSCRIBE', b'\n', b'ack:auto\n', b'destination:/topic/start_forecasting.cnn\n', b'id:1\n', b'\n', b'\x00'] +15:34:15,148 stomp.py DEBUG Received frame: 'CONNECTED', headers={'server': 'ActiveMQ/5.15.7', 'heart-beat': '0,0', 'session': 'ID:437fb4dd0a63-46135-1640086007235-3:47', 'version': '1.1'}, body='' +15:34:15,148 stomp.py DEBUG Heartbeats calculated (0, 0) +15:34:15,149 stomp.py DEBUG Received frame: 'CONNECTED', headers={'server': 'ActiveMQ/5.15.7', 'heart-beat': '0,0', 'session': 'ID:437fb4dd0a63-46135-1640086007235-3:46', 'version': '1.1'}, body='' +15:34:15,149 stomp.py DEBUG Heartbeats calculated (0, 0) +15:34:15,149 stomp.py DEBUG Received frame: 'CONNECTED', headers={'server': 'ActiveMQ/5.15.7', 'heart-beat': '0,0', 'session': 'ID:437fb4dd0a63-46135-1640086007235-3:48', 'version': '1.1'}, body='' +15:34:15,149 stomp.py DEBUG Heartbeats calculated (0, 0) +15:34:15,149 stomp.py DEBUG Sending frame: [b'SUBSCRIBE', b'\n', b'ack:auto\n', b'destination:/topic/translator_event\n', b'id:1\n', b'\n', b'\x00'] +15:34:15,149 stomp.py DEBUG Sending frame: [b'SUBSCRIBE', b'\n', b'ack:auto\n', b'destination:/topic/metrics_to_predict\n', b'id:1\n', b'\n', b'\x00'] +15:34:15,150 root INFO connection established +15:34:18,821 stomp.py DEBUG listener <__main__.Listener object at 0x7fdab60e0550> has no method on_before_message +15:34:18,821 stomp.py DEBUG Received frame: 'MESSAGE', headers={'expires': '0', 'destination': '/topic/metrics_to_predict', 'subscription': '1', 'priority': '4', 'producer-host': '172.18.0.1', 'message-id': 'ID:ip-172-31-6-26-40119-1640093658696-1:1:1:1:1', 'timestamp': '1640093658828'}, body='[{"metric": "MinimumCores", "level": 3, "publish_rate": 30000},{"metric": "SimulationLeftNumber_Ctx", "level": 3, "publish_rate": 30000},{"metric": "ETPercentile_Ctx", "level": 3, "publish_rate": 30000},{"metric": "SimulationElapsedTime_Ctx", "level": 3, "publish_rate": 30000},{"metric": "WillFinishTooSoonContext", "level": 3, "publish_rate": 30000},{"metric": "NotFinishedOnTimeContext", "level": 3, "publish_rate": 30000} ]' +15:34:18,821 root INFO Metric to predict event received +15:34:18,821 root INFO Model created for the application = default_application with metric = MinimumCores +15:34:18,822 root INFO Model created for the application = default_application with metric = SimulationLeftNumber_Ctx +15:34:18,822 root INFO Model created for the application = default_application with metric = ETPercentile_Ctx +15:34:18,822 root INFO Model created for the application = default_application with metric = SimulationElapsedTime_Ctx +15:34:18,822 root INFO Model created for the application = default_application with metric = WillFinishTooSoonContext +15:34:18,822 root INFO Model created for the application = default_application with metric = NotFinishedOnTimeContext +15:34:18,841 stomp.py DEBUG listener <__main__.Listener object at 0x7fdab60e9fd0> has no method on_before_message +15:34:18,841 stomp.py DEBUG Received frame: 'MESSAGE', headers={'expires': '0', 'destination': '/topic/start_forecasting.cnn', 'subscription': '1', 'priority': '4', 'producer-host': '172.18.0.35', 'message-id': 'ID:30e0a912e957-40415-1640085946504-6945:1:1:1:1', 'timestamp': '1640093658856'}, body='{"metrics":["MinimumCores","SimulationLeftNumber_Ctx","ETPercentile_Ctx","SimulationElapsedTime_Ctx","WillFinishTooSoonContext","NotFinishedOnTimeContext"],"timestamp":1640093658,"epoch_start":1640093858,"number_of_forward_predictions":8,"prediction_horizon":30}' +15:34:18,841 root INFO Start forecasting methods +15:34:18,849 urllib3.connectionpool DEBUG Starting new HTTP connection (1): 107.22.129.214:8086 +15:34:19,101 urllib3.connectionpool DEBUG http://107.22.129.214:8086 "GET /ping HTTP/1.1" 204 0 +15:34:19,232 urllib3.connectionpool DEBUG http://107.22.129.214:8086 "GET /query?q=SELECT+%2A+FROM+default_application&db=morphemic HTTP/1.1" 200 None +15:34:19,368 urllib3.connectionpool DEBUG http://107.22.129.214:8086 "GET /query?q=SELECT+%2A+FROM+default_application&db=morphemic HTTP/1.1" 200 None +15:34:21,358 stomp.py INFO Receiver loop ended +15:34:21,358 stomp.py DEBUG listener <__main__.Listener object at 0x7fdab60e9fd0> has no method on_receiver_loop_completed +15:34:21,358 stomp.py DEBUG listener <__main__.Listener object at 0x7fdab60e9fd0> has no method on_disconnected +15:35:14,900 urllib3.connectionpool DEBUG Starting new HTTP connection (1): 107.22.129.214:8086 +15:35:15,147 urllib3.connectionpool DEBUG http://107.22.129.214:8086 "GET /ping HTTP/1.1" 204 0 +15:35:15,275 urllib3.connectionpool DEBUG http://107.22.129.214:8086 "GET /query?q=SELECT+%2A+FROM+default_application&db=morphemic HTTP/1.1" 200 None +15:35:15,412 urllib3.connectionpool DEBUG http://107.22.129.214:8086 "GET /query?q=SELECT+%2A+FROM+default_application&db=morphemic HTTP/1.1" 200 None +15:36:49,145 root INFO Forecasting manager started +15:36:49,145 root INFO The publisher tries to connect to ActiveMQ broker +15:36:49,146 root INFO Subscribe to the topic /topic/translator_command +15:36:49,146 stomp.py INFO attempt reconnection (True, None, 0) +15:36:49,147 stomp.py INFO Attempting connection to host 107.22.129.214, port 61610 +15:36:49,146 root INFO Subscribe to the topic /topic/start_forecasting.cnn +15:36:49,147 root DEBUG Enabling debug +15:36:49,147 root INFO Subscribe to the topic /topic/metrics_to_predict +15:36:49,146 root INFO Subscribe to the topic /topic/translator_event +15:36:49,147 root DEBUG Enabling debug +15:36:49,148 stomp.py INFO attempt reconnection (True, None, 0) +15:36:49,148 stomp.py INFO Attempting connection to host 107.22.129.214, port 61610 +15:36:49,147 root DEBUG Enabling debug +15:36:49,147 root DEBUG Enabling debug +15:36:49,147 stomp.py INFO attempt reconnection (True, None, 0) +15:36:49,148 stomp.py INFO attempt reconnection (True, None, 0) +15:36:49,148 stomp.py INFO attempt reconnection (True, None, 0) +15:36:49,148 stomp.py INFO Attempting connection to host 107.22.129.214, port 61610 +15:36:49,148 stomp.py INFO Attempting connection to host 107.22.129.214, port 61610 +15:36:49,148 stomp.py INFO Attempting connection to host 107.22.129.214, port 61610 +15:36:49,278 stomp.py INFO Established connection to host 107.22.129.214, port 61610 +15:36:49,278 stomp.py INFO Established connection to host 107.22.129.214, port 61610 +15:36:49,278 stomp.py INFO Starting receiver loop () +15:36:49,279 stomp.py INFO Created thread using func +15:36:49,279 stomp.py DEBUG Sending frame: [b'STOMP', b'\n', b'accept-version:1.1\n', b'login:morphemic\n', b'passcode:morphemic\n', b'\n', b'\x00'] +15:36:49,280 stomp.py INFO Established connection to host 107.22.129.214, port 61610 +15:36:49,280 stomp.py INFO Starting receiver loop () +15:36:49,280 stomp.py INFO Starting receiver loop () +15:36:49,280 stomp.py INFO Created thread using func +15:36:49,281 stomp.py INFO Established connection to host 107.22.129.214, port 61610 +15:36:49,281 stomp.py DEBUG Sending frame: [b'STOMP', b'\n', b'accept-version:1.1\n', b'login:morphemic\n', b'passcode:morphemic\n', b'\n', b'\x00'] +15:36:49,281 stomp.py INFO Created thread using func +15:36:49,281 stomp.py INFO Established connection to host 107.22.129.214, port 61610 +15:36:49,281 stomp.py INFO Starting receiver loop () +15:36:49,281 stomp.py INFO Created thread using func +15:36:49,282 stomp.py INFO Starting receiver loop () +15:36:49,282 stomp.py INFO Created thread using func +15:36:49,282 stomp.py DEBUG Sending frame: [b'STOMP', b'\n', b'accept-version:1.1\n', b'login:morphemic\n', b'passcode:morphemic\n', b'\n', b'\x00'] +15:36:49,282 stomp.py DEBUG Sending frame: [b'STOMP', b'\n', b'accept-version:1.1\n', b'login:morphemic\n', b'passcode:morphemic\n', b'\n', b'\x00'] +15:36:49,283 stomp.py DEBUG Sending frame: [b'STOMP', b'\n', b'accept-version:1.1\n', b'login:morphemic\n', b'passcode:morphemic\n', b'\n', b'\x00'] +15:36:49,406 stomp.py DEBUG Received frame: 'CONNECTED', headers={'server': 'ActiveMQ/5.15.7', 'heart-beat': '0,0', 'session': 'ID:437fb4dd0a63-46135-1640086007235-3:51', 'version': '1.1'}, body='' +15:36:49,406 stomp.py DEBUG Heartbeats calculated (0, 0) +15:36:49,406 stomp.py DEBUG Sending frame: [b'SUBSCRIBE', b'\n', b'ack:auto\n', b'destination:/topic/translator_event\n', b'id:1\n', b'\n', b'\x00'] +15:36:49,407 stomp.py DEBUG Received frame: 'CONNECTED', headers={'server': 'ActiveMQ/5.15.7', 'heart-beat': '0,0', 'session': 'ID:437fb4dd0a63-46135-1640086007235-3:50', 'version': '1.1'}, body='' +15:36:49,407 stomp.py DEBUG Heartbeats calculated (0, 0) +15:36:49,407 stomp.py DEBUG Sending frame: [b'SUBSCRIBE', b'\n', b'ack:auto\n', b'destination:/topic/start_forecasting.cnn\n', b'id:1\n', b'\n', b'\x00'] +15:36:49,409 stomp.py DEBUG Received frame: 'CONNECTED', headers={'server': 'ActiveMQ/5.15.7', 'heart-beat': '0,0', 'session': 'ID:437fb4dd0a63-46135-1640086007235-3:52', 'version': '1.1'}, body='' +15:36:49,409 stomp.py DEBUG Received frame: 'CONNECTED', headers={'server': 'ActiveMQ/5.15.7', 'heart-beat': '0,0', 'session': 'ID:437fb4dd0a63-46135-1640086007235-3:54', 'version': '1.1'}, body='' +15:36:49,409 stomp.py DEBUG Heartbeats calculated (0, 0) +15:36:49,409 stomp.py DEBUG Received frame: 'CONNECTED', headers={'server': 'ActiveMQ/5.15.7', 'heart-beat': '0,0', 'session': 'ID:437fb4dd0a63-46135-1640086007235-3:53', 'version': '1.1'}, body='' +15:36:49,409 root INFO connection established +15:36:49,410 stomp.py DEBUG Heartbeats calculated (0, 0) +15:36:49,410 stomp.py DEBUG Sending frame: [b'SUBSCRIBE', b'\n', b'ack:auto\n', b'destination:/topic/metrics_to_predict\n', b'id:1\n', b'\n', b'\x00'] +15:36:49,410 stomp.py DEBUG Heartbeats calculated (0, 0) +15:36:49,410 stomp.py DEBUG Sending frame: [b'SUBSCRIBE', b'\n', b'ack:auto\n', b'destination:/topic/translator_command\n', b'id:1\n', b'\n', b'\x00'] +15:36:58,706 stomp.py DEBUG listener <__main__.Listener object at 0x7f91071df880> has no method on_before_message +15:36:58,706 stomp.py DEBUG Received frame: 'MESSAGE', headers={'expires': '0', 'destination': '/topic/metrics_to_predict', 'subscription': '1', 'priority': '4', 'producer-host': '172.18.0.1', 'message-id': 'ID:ip-172-31-6-26-40311-1640093818549-1:1:1:1:1', 'timestamp': '1640093818695'}, body='[{"metric": "MinimumCores", "level": 3, "publish_rate": 30000},{"metric": "SimulationLeftNumber_Ctx", "level": 3, "publish_rate": 30000},{"metric": "ETPercentile_Ctx", "level": 3, "publish_rate": 30000},{"metric": "SimulationElapsedTime_Ctx", "level": 3, "publish_rate": 30000},{"metric": "WillFinishTooSoonContext", "level": 3, "publish_rate": 30000},{"metric": "NotFinishedOnTimeContext", "level": 3, "publish_rate": 30000} ]' +15:36:58,706 root INFO Metric to predict event received +15:36:58,706 root INFO Model created for the application = default_application with metric = MinimumCores +15:36:58,706 root INFO Model created for the application = default_application with metric = SimulationLeftNumber_Ctx +15:36:58,706 root INFO Model created for the application = default_application with metric = ETPercentile_Ctx +15:36:58,707 root INFO Model created for the application = default_application with metric = SimulationElapsedTime_Ctx +15:36:58,707 root INFO Model created for the application = default_application with metric = WillFinishTooSoonContext +15:36:58,707 root INFO Model created for the application = default_application with metric = NotFinishedOnTimeContext +15:36:58,749 stomp.py DEBUG listener <__main__.Listener object at 0x7f91071c4fd0> has no method on_before_message +15:36:58,749 stomp.py DEBUG Received frame: 'MESSAGE', headers={'expires': '0', 'destination': '/topic/start_forecasting.cnn', 'subscription': '1', 'priority': '4', 'producer-host': '172.18.0.35', 'message-id': 'ID:30e0a912e957-40415-1640085946504-6965:1:1:1:1', 'timestamp': '1640093818754'}, body='{"metrics":["MinimumCores","SimulationLeftNumber_Ctx","ETPercentile_Ctx","SimulationElapsedTime_Ctx","WillFinishTooSoonContext","NotFinishedOnTimeContext"],"timestamp":1640093818,"epoch_start":1640094018,"number_of_forward_predictions":8,"prediction_horizon":30}' +15:36:58,750 root INFO Start forecasting methods +15:36:58,757 urllib3.connectionpool DEBUG Starting new HTTP connection (1): 107.22.129.214:8086 +15:36:59,5 urllib3.connectionpool DEBUG http://107.22.129.214:8086 "GET /ping HTTP/1.1" 204 0 +15:36:59,134 urllib3.connectionpool DEBUG http://107.22.129.214:8086 "GET /query?q=SELECT+%2A+FROM+default_application&db=morphemic HTTP/1.1" 200 None +15:36:59,269 urllib3.connectionpool DEBUG http://107.22.129.214:8086 "GET /query?q=SELECT+%2A+FROM+default_application&db=morphemic HTTP/1.1" 200 None +15:37:01,863 tensorflow INFO Assets written to: ./models/MinimumCores/assets +15:37:01,887 root INFO Morhemic Models updated +15:37:01,887 root INFO {'metrics': ['MinimumCores'], 'forecasting_method': 'cnn', 'timestamp': 1640093821} +15:37:01,888 stomp.py DEBUG Sending frame: [b'SEND', b'\n', b'content-type:application/json\n', b'destination:/topic/training_models\n', b'\n', b'{"metrics": ["MinimumCores"], "forecasting_method": "cnn", "timestamp": 1640093821}', b'\x00'] +15:37:01,888 root INFO Forecaster started for target metric MinimumCores +15:37:01,890 urllib3.connectionpool DEBUG Starting new HTTP connection (1): 107.22.129.214:8086 +15:37:02,145 urllib3.connectionpool DEBUG http://107.22.129.214:8086 "GET /ping HTTP/1.1" 204 0 +15:37:02,275 urllib3.connectionpool DEBUG http://107.22.129.214:8086 "GET /query?q=SELECT+%2A+FROM+default_application&db=morphemic HTTP/1.1" 200 None +15:37:02,409 urllib3.connectionpool DEBUG http://107.22.129.214:8086 "GET /query?q=SELECT+%2A+FROM+default_application&db=morphemic HTTP/1.1" 200 None +15:37:05,195 tensorflow INFO Assets written to: ./models/SimulationLeftNumber_Ctx/assets +15:37:05,215 root INFO Morhemic Models updated +15:37:05,215 root INFO {'metrics': ['SimulationLeftNumber_Ctx'], 'forecasting_method': 'cnn', 'timestamp': 1640093825} +15:37:05,216 stomp.py DEBUG Sending frame: [b'SEND', b'\n', b'content-type:application/json\n', b'destination:/topic/training_models\n', b'\n', b'{"metrics": ["SimulationLeftNumber_Ctx"], "forecasting_method": "cnn", "timestamp": 1640093825}', b'\x00'] +15:37:05,216 root INFO Forecaster started for target metric SimulationLeftNumber_Ctx +15:37:05,218 urllib3.connectionpool DEBUG Starting new HTTP connection (1): 107.22.129.214:8086 +15:37:05,467 urllib3.connectionpool DEBUG http://107.22.129.214:8086 "GET /ping HTTP/1.1" 204 0 +15:37:05,593 urllib3.connectionpool DEBUG http://107.22.129.214:8086 "GET /query?q=SELECT+%2A+FROM+default_application&db=morphemic HTTP/1.1" 200 None +15:37:05,726 urllib3.connectionpool DEBUG http://107.22.129.214:8086 "GET /query?q=SELECT+%2A+FROM+default_application&db=morphemic HTTP/1.1" 200 None +15:37:08,295 tensorflow INFO Assets written to: ./models/ETPercentile_Ctx/assets +15:37:08,311 root INFO Morhemic Models updated +15:37:08,311 root INFO {'metrics': ['ETPercentile_Ctx'], 'forecasting_method': 'cnn', 'timestamp': 1640093828} +15:37:08,311 stomp.py DEBUG Sending frame: [b'SEND', b'\n', b'content-type:application/json\n', b'destination:/topic/training_models\n', b'\n', b'{"metrics": ["ETPercentile_Ctx"], "forecasting_method": "cnn", "timestamp": 1640093828}', b'\x00'] +15:37:08,312 root INFO Forecaster started for target metric ETPercentile_Ctx +15:37:08,314 urllib3.connectionpool DEBUG Starting new HTTP connection (1): 107.22.129.214:8086 +15:37:08,566 urllib3.connectionpool DEBUG http://107.22.129.214:8086 "GET /ping HTTP/1.1" 204 0 +15:37:08,694 urllib3.connectionpool DEBUG http://107.22.129.214:8086 "GET /query?q=SELECT+%2A+FROM+default_application&db=morphemic HTTP/1.1" 200 None +15:37:08,828 urllib3.connectionpool DEBUG http://107.22.129.214:8086 "GET /query?q=SELECT+%2A+FROM+default_application&db=morphemic HTTP/1.1" 200 None +15:37:11,404 tensorflow INFO Assets written to: ./models/SimulationElapsedTime_Ctx/assets +15:37:11,422 root INFO Morhemic Models updated +15:37:11,422 root INFO {'metrics': ['SimulationElapsedTime_Ctx'], 'forecasting_method': 'cnn', 'timestamp': 1640093831} +15:37:11,422 stomp.py DEBUG Sending frame: [b'SEND', b'\n', b'content-type:application/json\n', b'destination:/topic/training_models\n', b'\n', b'{"metrics": ["SimulationElapsedTime_Ctx"], "forecasting_method": "cnn", "timestamp": 1640093831}', b'\x00'] +15:37:11,423 root INFO Forecaster started for target metric SimulationElapsedTime_Ctx +15:37:11,425 urllib3.connectionpool DEBUG Starting new HTTP connection (1): 107.22.129.214:8086 +15:37:11,677 urllib3.connectionpool DEBUG http://107.22.129.214:8086 "GET /ping HTTP/1.1" 204 0 +15:37:11,804 urllib3.connectionpool DEBUG http://107.22.129.214:8086 "GET /query?q=SELECT+%2A+FROM+default_application&db=morphemic HTTP/1.1" 200 None +15:37:11,936 urllib3.connectionpool DEBUG http://107.22.129.214:8086 "GET /query?q=SELECT+%2A+FROM+default_application&db=morphemic HTTP/1.1" 200 None +15:37:14,137 tensorflow WARNING 5 out of the last 9 calls to .predict_function at 0x7f90ea428ee0> triggered tf.function retracing. Tracing is expensive and the excessive number of tracings could be due to (1) creating @tf.function repeatedly in a loop, (2) passing tensors with different shapes, (3) passing Python objects instead of tensors. For (1), please define your @tf.function outside of the loop. For (2), @tf.function has experimental_relax_shapes=True option that relaxes argument shapes that can avoid unnecessary retracing. For (3), please refer to https://www.tensorflow.org/guide/function#controlling_retracing and https://www.tensorflow.org/api_docs/python/tf/function for more details. +15:37:14,639 tensorflow INFO Assets written to: ./models/WillFinishTooSoonContext/assets +15:37:14,659 root INFO Morhemic Models updated +15:37:14,659 root INFO {'metrics': ['WillFinishTooSoonContext'], 'forecasting_method': 'cnn', 'timestamp': 1640093834} +15:37:14,659 stomp.py DEBUG Sending frame: [b'SEND', b'\n', b'content-type:application/json\n', b'destination:/topic/training_models\n', b'\n', b'{"metrics": ["WillFinishTooSoonContext"], "forecasting_method": "cnn", "timestamp": 1640093834}', b'\x00'] +15:37:14,660 root INFO Forecaster started for target metric WillFinishTooSoonContext +15:37:14,662 urllib3.connectionpool DEBUG Starting new HTTP connection (1): 107.22.129.214:8086 +15:37:14,917 urllib3.connectionpool DEBUG http://107.22.129.214:8086 "GET /ping HTTP/1.1" 204 0 +15:37:15,46 urllib3.connectionpool DEBUG http://107.22.129.214:8086 "GET /query?q=SELECT+%2A+FROM+default_application&db=morphemic HTTP/1.1" 200 None +15:37:15,180 urllib3.connectionpool DEBUG http://107.22.129.214:8086 "GET /query?q=SELECT+%2A+FROM+default_application&db=morphemic HTTP/1.1" 200 None +15:37:17,542 tensorflow WARNING 6 out of the last 11 calls to .predict_function at 0x7f91074480d0> triggered tf.function retracing. Tracing is expensive and the excessive number of tracings could be due to (1) creating @tf.function repeatedly in a loop, (2) passing tensors with different shapes, (3) passing Python objects instead of tensors. For (1), please define your @tf.function outside of the loop. For (2), @tf.function has experimental_relax_shapes=True option that relaxes argument shapes that can avoid unnecessary retracing. For (3), please refer to https://www.tensorflow.org/guide/function#controlling_retracing and https://www.tensorflow.org/api_docs/python/tf/function for more details. +15:37:17,984 tensorflow INFO Assets written to: ./models/NotFinishedOnTimeContext/assets +15:37:18,4 root INFO Morhemic Models updated +15:37:18,4 root INFO {'metrics': ['NotFinishedOnTimeContext'], 'forecasting_method': 'cnn', 'timestamp': 1640093838} +15:37:18,4 stomp.py DEBUG Sending frame: [b'SEND', b'\n', b'content-type:application/json\n', b'destination:/topic/training_models\n', b'\n', b'{"metrics": ["NotFinishedOnTimeContext"], "forecasting_method": "cnn", "timestamp": 1640093838}', b'\x00'] +15:37:18,5 root INFO Forecaster started for target metric NotFinishedOnTimeContext +15:39:49,155 urllib3.connectionpool DEBUG Starting new HTTP connection (1): 107.22.129.214:8086 +15:39:49,410 urllib3.connectionpool DEBUG http://107.22.129.214:8086 "GET /ping HTTP/1.1" 204 0 +15:39:49,536 urllib3.connectionpool DEBUG http://107.22.129.214:8086 "GET /query?q=SELECT+%2A+FROM+default_application&db=morphemic HTTP/1.1" 200 None +15:39:49,669 urllib3.connectionpool DEBUG http://107.22.129.214:8086 "GET /query?q=SELECT+%2A+FROM+default_application&db=morphemic HTTP/1.1" 200 None +15:39:49,698 root INFO Morhemic Models updated +15:39:49,698 root INFO {'metrics': ['MinimumCores'], 'forecasting_method': 'cnn', 'timestamp': 1640093989} +15:39:49,698 stomp.py DEBUG Sending frame: [b'SEND', b'\n', b'content-type:application/json\n', b'destination:/topic/training_models\n', b'\n', b'{"metrics": ["MinimumCores"], "forecasting_method": "cnn", "timestamp": 1640093989}', b'\x00'] +15:39:54,700 root INFO Forecaster started for target metric MinimumCores +15:39:54,701 urllib3.connectionpool DEBUG Starting new HTTP connection (1): 107.22.129.214:8086 +15:39:54,953 urllib3.connectionpool DEBUG http://107.22.129.214:8086 "GET /ping HTTP/1.1" 204 0 +15:39:55,84 urllib3.connectionpool DEBUG http://107.22.129.214:8086 "GET /query?q=SELECT+%2A+FROM+default_application&db=morphemic HTTP/1.1" 200 None +15:39:55,220 urllib3.connectionpool DEBUG http://107.22.129.214:8086 "GET /query?q=SELECT+%2A+FROM+default_application&db=morphemic HTTP/1.1" 200 None +15:39:55,245 root INFO Morhemic Models updated +15:39:55,245 root INFO {'metrics': ['SimulationLeftNumber_Ctx'], 'forecasting_method': 'cnn', 'timestamp': 1640093995} +15:39:55,245 stomp.py DEBUG Sending frame: [b'SEND', b'\n', b'content-type:application/json\n', b'destination:/topic/training_models\n', b'\n', b'{"metrics": ["SimulationLeftNumber_Ctx"], "forecasting_method": "cnn", "timestamp": 1640093995}', b'\x00'] +15:40:00,250 root INFO Forecaster started for target metric SimulationLeftNumber_Ctx +15:40:00,253 urllib3.connectionpool DEBUG Starting new HTTP connection (1): 107.22.129.214:8086 +15:40:00,504 urllib3.connectionpool DEBUG http://107.22.129.214:8086 "GET /ping HTTP/1.1" 204 0 +15:40:00,634 urllib3.connectionpool DEBUG http://107.22.129.214:8086 "GET /query?q=SELECT+%2A+FROM+default_application&db=morphemic HTTP/1.1" 200 None +15:40:00,768 urllib3.connectionpool DEBUG http://107.22.129.214:8086 "GET /query?q=SELECT+%2A+FROM+default_application&db=morphemic HTTP/1.1" 200 None +15:40:00,794 root INFO Morhemic Models updated +15:40:00,794 root INFO {'metrics': ['ETPercentile_Ctx'], 'forecasting_method': 'cnn', 'timestamp': 1640094000} +15:40:00,794 stomp.py DEBUG Sending frame: [b'SEND', b'\n', b'content-type:application/json\n', b'destination:/topic/training_models\n', b'\n', b'{"metrics": ["ETPercentile_Ctx"], "forecasting_method": "cnn", "timestamp": 1640094000}', b'\x00'] +15:40:05,798 root INFO Forecaster started for target metric ETPercentile_Ctx +15:40:05,802 urllib3.connectionpool DEBUG Starting new HTTP connection (1): 107.22.129.214:8086 +15:40:06,54 urllib3.connectionpool DEBUG http://107.22.129.214:8086 "GET /ping HTTP/1.1" 204 0 +15:40:06,184 urllib3.connectionpool DEBUG http://107.22.129.214:8086 "GET /query?q=SELECT+%2A+FROM+default_application&db=morphemic HTTP/1.1" 200 None +15:40:06,320 urllib3.connectionpool DEBUG http://107.22.129.214:8086 "GET /query?q=SELECT+%2A+FROM+default_application&db=morphemic HTTP/1.1" 200 None +15:40:06,346 root INFO Morhemic Models updated +15:40:06,346 root INFO {'metrics': ['SimulationElapsedTime_Ctx'], 'forecasting_method': 'cnn', 'timestamp': 1640094006} +15:40:06,346 stomp.py DEBUG Sending frame: [b'SEND', b'\n', b'content-type:application/json\n', b'destination:/topic/training_models\n', b'\n', b'{"metrics": ["SimulationElapsedTime_Ctx"], "forecasting_method": "cnn", "timestamp": 1640094006}', b'\x00'] +15:40:11,350 root INFO Forecaster started for target metric SimulationElapsedTime_Ctx +15:40:11,352 urllib3.connectionpool DEBUG Starting new HTTP connection (1): 107.22.129.214:8086 +15:40:11,600 urllib3.connectionpool DEBUG http://107.22.129.214:8086 "GET /ping HTTP/1.1" 204 0 +15:40:11,726 urllib3.connectionpool DEBUG http://107.22.129.214:8086 "GET /query?q=SELECT+%2A+FROM+default_application&db=morphemic HTTP/1.1" 200 None +15:40:11,859 urllib3.connectionpool DEBUG http://107.22.129.214:8086 "GET /query?q=SELECT+%2A+FROM+default_application&db=morphemic HTTP/1.1" 200 None +15:40:11,884 root INFO Morhemic Models updated +15:40:11,885 root INFO {'metrics': ['WillFinishTooSoonContext'], 'forecasting_method': 'cnn', 'timestamp': 1640094011} +15:40:11,885 stomp.py DEBUG Sending frame: [b'SEND', b'\n', b'content-type:application/json\n', b'destination:/topic/training_models\n', b'\n', b'{"metrics": ["WillFinishTooSoonContext"], "forecasting_method": "cnn", "timestamp": 1640094011}', b'\x00'] +15:40:16,889 root INFO Forecaster started for target metric WillFinishTooSoonContext +15:40:16,892 urllib3.connectionpool DEBUG Starting new HTTP connection (1): 107.22.129.214:8086 +15:40:17,149 urllib3.connectionpool DEBUG http://107.22.129.214:8086 "GET /ping HTTP/1.1" 204 0 +15:40:17,278 urllib3.connectionpool DEBUG http://107.22.129.214:8086 "GET /query?q=SELECT+%2A+FROM+default_application&db=morphemic HTTP/1.1" 200 None +15:40:17,413 urllib3.connectionpool DEBUG http://107.22.129.214:8086 "GET /query?q=SELECT+%2A+FROM+default_application&db=morphemic HTTP/1.1" 200 None +15:40:17,437 root INFO Morhemic Models updated +15:40:17,437 root INFO {'metrics': ['NotFinishedOnTimeContext'], 'forecasting_method': 'cnn', 'timestamp': 1640094017} +15:40:17,437 stomp.py DEBUG Sending frame: [b'SEND', b'\n', b'content-type:application/json\n', b'destination:/topic/training_models\n', b'\n', b'{"metrics": ["NotFinishedOnTimeContext"], "forecasting_method": "cnn", "timestamp": 1640094017}', b'\x00'] +15:40:18,247 root INFO Forecaster stops after having receiving new epoch start +15:40:18,247 root INFO Forecaster for target : WillFinishTooSoonContext stopped +15:40:18,292 urllib3.connectionpool DEBUG Starting new HTTP connection (1): 107.22.129.214:8086 +15:40:18,367 urllib3.connectionpool DEBUG Starting new HTTP connection (1): 107.22.129.214:8086 +15:40:18,481 root INFO Forecaster stops after having receiving new epoch start +15:40:18,481 root INFO Forecaster for target : MinimumCores stopped +15:40:18,540 urllib3.connectionpool DEBUG http://107.22.129.214:8086 "GET /ping HTTP/1.1" 204 0 +15:40:18,550 root INFO Forecaster stops after having receiving new epoch start +15:40:18,551 root INFO Forecaster for target : NotFinishedOnTimeContext stopped +15:40:18,619 urllib3.connectionpool DEBUG http://107.22.129.214:8086 "GET /ping HTTP/1.1" 204 0 +15:40:18,666 urllib3.connectionpool DEBUG http://107.22.129.214:8086 "GET /query?q=SELECT+%2A+FROM+default_application&db=morphemic HTTP/1.1" 200 None +15:40:18,747 urllib3.connectionpool DEBUG http://107.22.129.214:8086 "GET /query?q=SELECT+%2A+FROM+default_application&db=morphemic HTTP/1.1" 200 None +15:40:18,759 urllib3.connectionpool DEBUG Starting new HTTP connection (1): 107.22.129.214:8086 +15:40:18,791 root INFO Forecaster stops after having receiving new epoch start +15:40:18,792 root INFO Forecaster for target : SimulationLeftNumber_Ctx stopped +15:40:18,798 urllib3.connectionpool DEBUG http://107.22.129.214:8086 "GET /query?q=SELECT+%2A+FROM+default_application&db=morphemic HTTP/1.1" 200 None +15:40:18,819 root INFO Dataset updated ... +15:40:18,841 urllib3.connectionpool DEBUG Starting new HTTP connection (1): 107.22.129.214:8086 +15:40:18,886 urllib3.connectionpool DEBUG http://107.22.129.214:8086 "GET /query?q=SELECT+%2A+FROM+default_application&db=morphemic HTTP/1.1" 200 None +15:40:18,889 root INFO Forecaster stops after having receiving new epoch start +15:40:18,889 root INFO Forecaster for target : ETPercentile_Ctx stopped +15:40:18,913 urllib3.connectionpool DEBUG Starting new HTTP connection (1): 107.22.129.214:8086 +15:40:18,924 root INFO Forecaster stops after having receiving new epoch start +15:40:18,924 root INFO Dataset updated ... +15:40:18,924 root INFO Forecaster for target : SimulationElapsedTime_Ctx stopped +15:40:19,12 urllib3.connectionpool DEBUG http://107.22.129.214:8086 "GET /ping HTTP/1.1" 204 0 +15:40:19,97 urllib3.connectionpool DEBUG http://107.22.129.214:8086 "GET /ping HTTP/1.1" 204 0 +15:40:19,144 urllib3.connectionpool DEBUG http://107.22.129.214:8086 "GET /query?q=SELECT+%2A+FROM+default_application&db=morphemic HTTP/1.1" 200 None +15:40:19,167 urllib3.connectionpool DEBUG http://107.22.129.214:8086 "GET /ping HTTP/1.1" 204 0 +15:40:19,232 urllib3.connectionpool DEBUG http://107.22.129.214:8086 "GET /query?q=SELECT+%2A+FROM+default_application&db=morphemic HTTP/1.1" 200 None +15:40:19,278 urllib3.connectionpool DEBUG http://107.22.129.214:8086 "GET /query?q=SELECT+%2A+FROM+default_application&db=morphemic HTTP/1.1" 200 None +15:40:19,296 urllib3.connectionpool DEBUG http://107.22.129.214:8086 "GET /query?q=SELECT+%2A+FROM+default_application&db=morphemic HTTP/1.1" 200 None +15:40:19,319 root INFO Dataset updated ... +15:40:19,372 urllib3.connectionpool DEBUG http://107.22.129.214:8086 "GET /query?q=SELECT+%2A+FROM+default_application&db=morphemic HTTP/1.1" 200 None +15:40:19,436 urllib3.connectionpool DEBUG http://107.22.129.214:8086 "GET /query?q=SELECT+%2A+FROM+default_application&db=morphemic HTTP/1.1" 200 None +15:40:19,439 root INFO Dataset updated ... +15:40:19,524 root INFO Dataset updated ... +15:40:19,964 stomp.py DEBUG Sending frame: [b'SEND', b'\n', b'content-type:application/json\n', b'destination:/topic/intermediate_prediction.cnn.SimulationLeftNumber_Ctx\n', b'\n', b'{"metricValue": 18278.391798857298, "level": 1, "timestamp": 1640094019, "probability": 0.8, "confidence_interval": [18275.391798857298, 18281.391798857298], "predictionTime": 1640094048, "refersTo": "default_application", "cloud": "aws", "provider": "provider"}', b'\x00'] +15:40:19,967 stomp.py DEBUG Sending frame: [b'SEND', b'\n', b'content-type:application/json\n', 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b'{"metricValue": 18387.034747107562, "level": 1, "timestamp": 1640095266, "probability": 0.8, "confidence_interval": [18384.034747107562, 18390.034747107562], "predictionTime": 1640095428, "refersTo": "default_application", "cloud": "aws", "provider": "provider"}', b'\x00'] +16:01:06,898 stomp.py DEBUG Sending frame: [b'SEND', b'\n', b'content-type:application/json\n', b'destination:/topic/intermediate_prediction.cnn.SimulationLeftNumber_Ctx\n', b'\n', b'{"metricValue": 12387.038297853764, "level": 1, "timestamp": 1640095266, "probability": 0.8, "confidence_interval": [12384.038297853764, 12390.038297853764], "predictionTime": 1640095458, "refersTo": "default_application", "cloud": "aws", "provider": "provider"}', b'\x00'] +16:01:06,898 stomp.py DEBUG Sending frame: [b'SEND', b'\n', b'content-type:application/json\n', b'destination:/topic/intermediate_prediction.cnn.SimulationLeftNumber_Ctx\n', b'\n', b'{"metricValue": 11797.567621601884, "level": 1, "timestamp": 1640095266, "probability": 0.8, "confidence_interval": [11794.567621601884, 11800.567621601884], "predictionTime": 1640095488, "refersTo": "default_application", "cloud": "aws", "provider": "provider"}', b'\x00'] +16:20:24,699 root INFO ======Morphemic model found and loaded======= +16:20:24,700 root INFO *******Model******* +16:20:24,700 root INFO Application: default_application +16:20:24,700 root INFO Metric: MinimumCores +16:20:24,700 root INFO ******************* +16:20:24,701 root INFO *******Model******* +16:20:24,701 root INFO Application: default_application +16:20:24,701 root INFO Metric: SimulationLeftNumber_Ctx +16:20:24,701 root INFO ******************* +16:20:24,701 root INFO *******Model******* +16:20:24,701 root INFO Application: default_application +16:20:24,701 root INFO Metric: ETPercentile_Ctx +16:20:24,701 root INFO ******************* +16:20:24,701 root INFO *******Model******* +16:20:24,701 root INFO Application: default_application +16:20:24,701 root INFO Metric: SimulationElapsedTime_Ctx +16:20:24,701 root INFO ******************* +16:20:24,701 root INFO *******Model******* +16:20:24,701 root INFO Application: default_application +16:20:24,701 root INFO Metric: WillFinishTooSoonContext +16:20:24,701 root INFO ******************* +16:20:24,701 root INFO *******Model******* +16:20:24,702 root INFO Application: default_application +16:20:24,702 root INFO Metric: NotFinishedOnTimeContext +16:20:24,702 root INFO ******************* +16:20:24,702 root INFO ======++++++++++++++++++++++++++++++++======= +16:20:24,702 root INFO Forecasting manager started +16:20:24,702 root INFO The publisher tries to connect to ActiveMQ broker +16:20:24,702 stomp.py INFO attempt reconnection (True, None, 0) +16:20:24,702 stomp.py INFO Attempting connection to host 107.22.129.214, port 61610 +16:20:24,703 root INFO Subscribe to the topic /topic/translator_command +16:20:24,703 root DEBUG Enabling debug +16:20:24,703 stomp.py INFO attempt reconnection (True, None, 0) +16:20:24,703 stomp.py INFO Attempting connection to host 107.22.129.214, port 61610 +16:20:24,704 root INFO Subscribe to the topic /topic/translator_event +16:20:24,704 root INFO Subscribe to the topic /topic/start_forecasting.cnn +16:20:24,704 root DEBUG Enabling debug +16:20:24,705 root INFO Subscribe to the topic /topic/metrics_to_predict +16:20:24,705 root DEBUG Enabling debug +16:20:24,706 stomp.py INFO attempt reconnection (True, None, 0) +16:20:24,706 root DEBUG Enabling debug +16:20:24,706 stomp.py INFO attempt reconnection (True, None, 0) +16:20:24,706 stomp.py INFO Attempting connection to host 107.22.129.214, port 61610 +16:20:24,706 stomp.py INFO attempt reconnection (True, None, 0) +16:20:24,706 stomp.py INFO Attempting connection to host 107.22.129.214, port 61610 +16:20:24,706 stomp.py INFO Attempting connection to host 107.22.129.214, port 61610 +16:20:24,712 urllib3.connectionpool DEBUG Starting new HTTP connection (1): 107.22.129.214:8086 +16:20:24,834 stomp.py INFO Established connection to host 107.22.129.214, port 61610 +16:20:24,834 stomp.py INFO Established connection to host 107.22.129.214, port 61610 +16:20:24,835 stomp.py INFO Starting receiver loop () +16:20:24,835 stomp.py INFO Starting receiver loop () +16:20:24,835 stomp.py INFO Created thread using func +16:20:24,836 stomp.py INFO Established connection to host 107.22.129.214, port 61610 +16:20:24,836 stomp.py DEBUG Sending frame: [b'STOMP', b'\n', b'accept-version:1.1\n', b'login:morphemic\n', b'passcode:morphemic\n', b'\n', b'\x00'] +16:20:24,836 stomp.py INFO Established connection to host 107.22.129.214, port 61610 +16:20:24,836 stomp.py INFO Established connection to host 107.22.129.214, port 61610 +16:20:24,836 stomp.py INFO Created thread using func +16:20:24,837 stomp.py INFO Starting receiver loop () +16:20:24,837 stomp.py INFO Created thread using func +16:20:24,837 stomp.py INFO Starting receiver loop () +16:20:24,837 stomp.py INFO Starting receiver loop () +16:20:24,838 stomp.py INFO Created thread using func +16:20:24,838 stomp.py INFO Created thread using func +16:20:24,838 stomp.py DEBUG Sending frame: [b'STOMP', b'\n', b'accept-version:1.1\n', b'login:morphemic\n', b'passcode:morphemic\n', b'\n', b'\x00'] +16:20:24,838 stomp.py DEBUG Sending frame: [b'STOMP', b'\n', b'accept-version:1.1\n', b'login:morphemic\n', b'passcode:morphemic\n', b'\n', b'\x00'] +16:20:24,839 stomp.py DEBUG Sending frame: [b'STOMP', b'\n', b'accept-version:1.1\n', b'login:morphemic\n', b'passcode:morphemic\n', b'\n', b'\x00'] +16:20:24,839 stomp.py DEBUG Sending frame: [b'STOMP', b'\n', b'accept-version:1.1\n', b'login:morphemic\n', b'passcode:morphemic\n', b'\n', b'\x00'] +16:20:24,962 stomp.py DEBUG Received frame: 'CONNECTED', headers={'server': 'ActiveMQ/5.15.7', 'heart-beat': '0,0', 'session': 'ID:437fb4dd0a63-46135-1640086007235-3:57', 'version': '1.1'}, body='' +16:20:24,963 stomp.py DEBUG Heartbeats calculated (0, 0) +16:20:24,963 stomp.py DEBUG Sending frame: [b'SUBSCRIBE', b'\n', b'ack:auto\n', b'destination:/topic/translator_command\n', b'id:1\n', b'\n', b'\x00'] +16:20:24,963 stomp.py DEBUG Received frame: 'CONNECTED', headers={'server': 'ActiveMQ/5.15.7', 'heart-beat': '0,0', 'session': 'ID:437fb4dd0a63-46135-1640086007235-3:56', 'version': '1.1'}, body='' +16:20:24,964 stomp.py DEBUG Heartbeats calculated (0, 0) +16:20:24,964 stomp.py DEBUG Sending frame: [b'SUBSCRIBE', b'\n', b'ack:auto\n', b'destination:/topic/start_forecasting.cnn\n', b'id:1\n', b'\n', b'\x00'] +16:20:24,966 urllib3.connectionpool DEBUG http://107.22.129.214:8086 "GET /ping HTTP/1.1" 204 0 +16:20:24,967 stomp.py DEBUG Received frame: 'CONNECTED', headers={'server': 'ActiveMQ/5.15.7', 'heart-beat': '0,0', 'session': 'ID:437fb4dd0a63-46135-1640086007235-3:58', 'version': '1.1'}, body='' +16:20:24,967 stomp.py DEBUG Received frame: 'CONNECTED', headers={'server': 'ActiveMQ/5.15.7', 'heart-beat': '0,0', 'session': 'ID:437fb4dd0a63-46135-1640086007235-3:60', 'version': '1.1'}, body='' +16:20:24,968 stomp.py DEBUG Heartbeats calculated (0, 0) +16:20:24,968 stomp.py DEBUG Heartbeats calculated (0, 0) +16:20:24,968 stomp.py DEBUG Received frame: 'CONNECTED', headers={'server': 'ActiveMQ/5.15.7', 'heart-beat': '0,0', 'session': 'ID:437fb4dd0a63-46135-1640086007235-3:59', 'version': '1.1'}, body='' +16:20:24,968 stomp.py DEBUG Sending frame: [b'SUBSCRIBE', b'\n', b'ack:auto\n', b'destination:/topic/translator_event\n', b'id:1\n', b'\n', b'\x00'] +16:20:24,969 root INFO connection established +16:20:24,969 stomp.py DEBUG Heartbeats calculated (0, 0) +16:20:24,970 stomp.py DEBUG Sending frame: [b'SUBSCRIBE', b'\n', b'ack:auto\n', b'destination:/topic/metrics_to_predict\n', b'id:1\n', b'\n', b'\x00'] +16:20:25,96 urllib3.connectionpool DEBUG http://107.22.129.214:8086 "GET /query?q=SELECT+%2A+FROM+default_application&db=morphemic HTTP/1.1" 200 None +16:20:25,240 urllib3.connectionpool DEBUG http://107.22.129.214:8086 "GET /query?q=SELECT+%2A+FROM+default_application&db=morphemic HTTP/1.1" 200 None +16:25:12,681 root INFO Forecasting manager started +16:25:12,682 root INFO The publisher tries to connect to ActiveMQ broker +16:25:12,682 root INFO Subscribe to the topic /topic/translator_command +16:25:12,682 root INFO Subscribe to the topic /topic/translator_event +16:25:12,682 stomp.py INFO attempt reconnection (True, None, 0) +16:25:12,683 stomp.py INFO Attempting connection to host 107.22.129.214, port 61610 +16:25:12,683 root DEBUG Enabling debug +16:25:12,683 root INFO Subscribe to the topic /topic/metrics_to_predict +16:25:12,683 root DEBUG Enabling debug +16:25:12,682 root INFO Subscribe to the topic /topic/start_forecasting.cnn +16:25:12,683 stomp.py INFO attempt reconnection (True, None, 0) +16:25:12,683 root DEBUG Enabling debug +16:25:12,683 stomp.py INFO attempt reconnection (True, None, 0) +16:25:12,684 root DEBUG Enabling debug +16:25:12,684 stomp.py INFO Attempting connection to host 107.22.129.214, port 61610 +16:25:12,684 stomp.py INFO attempt reconnection (True, None, 0) +16:25:12,684 stomp.py INFO Attempting connection to host 107.22.129.214, port 61610 +16:25:12,684 stomp.py INFO attempt reconnection (True, None, 0) +16:25:12,684 stomp.py INFO Attempting connection to host 107.22.129.214, port 61610 +16:25:12,684 stomp.py INFO Attempting connection to host 107.22.129.214, port 61610 +16:25:12,813 stomp.py INFO Established connection to host 107.22.129.214, port 61610 +16:25:12,813 stomp.py INFO Established connection to host 107.22.129.214, port 61610 +16:25:12,813 stomp.py INFO Starting receiver loop () +16:25:12,814 stomp.py INFO Starting receiver loop () +16:25:12,814 stomp.py INFO Created thread using func +16:25:12,814 stomp.py INFO Created thread using func +16:25:12,815 stomp.py DEBUG Sending frame: [b'STOMP', b'\n', b'accept-version:1.1\n', b'login:morphemic\n', b'passcode:morphemic\n', b'\n', b'\x00'] +16:25:12,815 stomp.py INFO Established connection to host 107.22.129.214, port 61610 +16:25:12,815 stomp.py DEBUG Sending frame: [b'STOMP', b'\n', b'accept-version:1.1\n', b'login:morphemic\n', b'passcode:morphemic\n', b'\n', b'\x00'] +16:25:12,816 stomp.py INFO Established connection to host 107.22.129.214, port 61610 +16:25:12,816 stomp.py INFO Established connection to host 107.22.129.214, port 61610 +16:25:12,816 stomp.py INFO Starting receiver loop () +16:25:12,816 stomp.py INFO Created thread using func +16:25:12,816 stomp.py INFO Starting receiver loop () +16:25:12,816 stomp.py INFO Created thread using func +16:25:12,816 stomp.py INFO Starting receiver loop () +16:25:12,817 stomp.py INFO Created thread using func +16:25:12,817 stomp.py DEBUG Sending frame: [b'STOMP', b'\n', b'accept-version:1.1\n', b'login:morphemic\n', b'passcode:morphemic\n', b'\n', b'\x00'] +16:25:12,817 stomp.py DEBUG Sending frame: [b'STOMP', b'\n', b'accept-version:1.1\n', b'login:morphemic\n', b'passcode:morphemic\n', b'\n', b'\x00'] +16:25:12,817 stomp.py DEBUG Sending frame: [b'STOMP', b'\n', b'accept-version:1.1\n', b'login:morphemic\n', b'passcode:morphemic\n', b'\n', b'\x00'] +16:25:12,945 stomp.py DEBUG Received frame: 'CONNECTED', headers={'server': 'ActiveMQ/5.15.7', 'heart-beat': '0,0', 'session': 'ID:437fb4dd0a63-46135-1640086007235-3:62', 'version': '1.1'}, body='' +16:25:12,945 stomp.py DEBUG Received frame: 'CONNECTED', headers={'server': 'ActiveMQ/5.15.7', 'heart-beat': '0,0', 'session': 'ID:437fb4dd0a63-46135-1640086007235-3:61', 'version': '1.1'}, body='' +16:25:12,946 stomp.py DEBUG Heartbeats calculated (0, 0) +16:25:12,946 stomp.py DEBUG Sending frame: [b'SUBSCRIBE', b'\n', b'ack:auto\n', b'destination:/topic/metrics_to_predict\n', b'id:1\n', b'\n', b'\x00'] +16:25:12,946 stomp.py DEBUG Heartbeats calculated (0, 0) +16:25:12,946 stomp.py DEBUG Sending frame: [b'SUBSCRIBE', b'\n', b'ack:auto\n', b'destination:/topic/translator_command\n', b'id:1\n', b'\n', b'\x00'] +16:25:12,961 stomp.py DEBUG Received frame: 'CONNECTED', headers={'server': 'ActiveMQ/5.15.7', 'heart-beat': '0,0', 'session': 'ID:437fb4dd0a63-46135-1640086007235-3:64', 'version': '1.1'}, body='' +16:25:12,962 stomp.py DEBUG Heartbeats calculated (0, 0) +16:25:12,962 root INFO connection established +16:25:12,963 stomp.py DEBUG Received frame: 'CONNECTED', headers={'server': 'ActiveMQ/5.15.7', 'heart-beat': '0,0', 'session': 'ID:437fb4dd0a63-46135-1640086007235-3:63', 'version': '1.1'}, body='' +16:25:12,963 stomp.py DEBUG Heartbeats calculated (0, 0) +16:25:12,963 stomp.py DEBUG Sending frame: [b'SUBSCRIBE', b'\n', b'ack:auto\n', b'destination:/topic/translator_event\n', b'id:1\n', b'\n', b'\x00'] +16:25:12,965 stomp.py DEBUG Received frame: 'CONNECTED', headers={'server': 'ActiveMQ/5.15.7', 'heart-beat': '0,0', 'session': 'ID:437fb4dd0a63-46135-1640086007235-3:65', 'version': '1.1'}, body='' +16:25:12,965 stomp.py DEBUG Heartbeats calculated (0, 0) +16:25:12,965 stomp.py DEBUG Sending frame: [b'SUBSCRIBE', b'\n', b'ack:auto\n', b'destination:/topic/start_forecasting.cnn\n', b'id:1\n', b'\n', b'\x00'] +16:25:23,396 stomp.py DEBUG listener <__main__.Listener object at 0x7f92fd1f0580> has no method on_before_message +16:25:23,396 stomp.py DEBUG Received frame: 'MESSAGE', headers={'expires': '0', 'destination': '/topic/metrics_to_predict', 'subscription': '1', 'priority': '4', 'producer-host': '172.18.0.1', 'message-id': 'ID:ip-172-31-6-26-35463-1640096723256-1:1:1:1:1', 'timestamp': '1640096723422'}, body='[{"metric": "MinimumCores", "level": 3, "publish_rate": 30000},{"metric": "SimulationLeftNumber_Ctx", "level": 3, "publish_rate": 30000},{"metric": "ETPercentile_Ctx", "level": 3, "publish_rate": 30000},{"metric": "SimulationElapsedTime_Ctx", "level": 3, "publish_rate": 30000},{"metric": "WillFinishTooSoonContext", "level": 3, "publish_rate": 30000},{"metric": "NotFinishedOnTimeContext", "level": 3, "publish_rate": 30000} ]' +16:25:23,396 root INFO Metric to predict event received +16:25:23,397 root INFO Model created for the application = default_application with metric = MinimumCores +16:25:23,397 root INFO Model created for the application = default_application with metric = SimulationLeftNumber_Ctx +16:25:23,397 root INFO Model created for the application = default_application with metric = ETPercentile_Ctx +16:25:23,397 root INFO Model created for the application = default_application with metric = SimulationElapsedTime_Ctx +16:25:23,397 root INFO Model created for the application = default_application with metric = WillFinishTooSoonContext +16:25:23,397 root INFO Model created for the application = default_application with metric = NotFinishedOnTimeContext +16:25:23,490 stomp.py DEBUG listener <__main__.Listener object at 0x7f92fd1de6a0> has no method on_before_message +16:25:23,490 stomp.py DEBUG Received frame: 'MESSAGE', headers={'expires': '0', 'destination': '/topic/start_forecasting.cnn', 'subscription': '1', 'priority': '4', 'producer-host': '172.18.0.35', 'message-id': 'ID:30e0a912e957-40415-1640085946504-6985:1:1:1:1', 'timestamp': '1640096723521'}, body='{"metrics":["MinimumCores","SimulationLeftNumber_Ctx","ETPercentile_Ctx","SimulationElapsedTime_Ctx","WillFinishTooSoonContext","NotFinishedOnTimeContext"],"timestamp":1640096723,"epoch_start":1640096923,"number_of_forward_predictions":8,"prediction_horizon":30}' +16:25:23,490 root INFO Start forecasting methods +16:25:23,497 urllib3.connectionpool DEBUG Starting new HTTP connection (1): 107.22.129.214:8086 +16:25:23,752 urllib3.connectionpool DEBUG http://107.22.129.214:8086 "GET /ping HTTP/1.1" 204 0 +16:25:23,881 urllib3.connectionpool DEBUG http://107.22.129.214:8086 "GET /query?q=SELECT+%2A+FROM+default_application&db=morphemic HTTP/1.1" 200 None +16:25:24,21 urllib3.connectionpool DEBUG http://107.22.129.214:8086 "GET /query?q=SELECT+%2A+FROM+default_application&db=morphemic HTTP/1.1" 200 None +16:25:27,207 tensorflow INFO Assets written to: ./models/MinimumCores/assets +16:25:27,235 root INFO Morhemic Models updated +16:25:27,235 root INFO {'metrics': ['MinimumCores'], 'forecasting_method': 'cnn', 'timestamp': 1640096727} +16:25:27,235 stomp.py DEBUG Sending frame: [b'SEND', b'\n', b'content-type:application/json\n', b'destination:/topic/training_models\n', b'\n', b'{"metrics": ["MinimumCores"], "forecasting_method": "cnn", "timestamp": 1640096727}', b'\x00'] +16:25:27,235 root INFO Forecaster started for target metric MinimumCores +16:25:27,238 urllib3.connectionpool DEBUG Starting new HTTP connection (1): 107.22.129.214:8086 +16:25:27,485 urllib3.connectionpool DEBUG http://107.22.129.214:8086 "GET /ping HTTP/1.1" 204 0 +16:25:27,612 urllib3.connectionpool DEBUG http://107.22.129.214:8086 "GET /query?q=SELECT+%2A+FROM+default_application&db=morphemic HTTP/1.1" 200 None +16:25:27,751 urllib3.connectionpool DEBUG http://107.22.129.214:8086 "GET /query?q=SELECT+%2A+FROM+default_application&db=morphemic HTTP/1.1" 200 None +16:25:30,878 tensorflow INFO Assets written to: ./models/SimulationLeftNumber_Ctx/assets +16:25:30,900 root INFO Morhemic Models updated +16:25:30,900 root INFO {'metrics': ['SimulationLeftNumber_Ctx'], 'forecasting_method': 'cnn', 'timestamp': 1640096730} +16:25:30,900 stomp.py DEBUG Sending frame: [b'SEND', b'\n', b'content-type:application/json\n', b'destination:/topic/training_models\n', b'\n', b'{"metrics": ["SimulationLeftNumber_Ctx"], "forecasting_method": "cnn", "timestamp": 1640096730}', b'\x00'] +16:25:30,900 root INFO Forecaster started for target metric SimulationLeftNumber_Ctx +16:25:30,903 urllib3.connectionpool DEBUG Starting new HTTP connection (1): 107.22.129.214:8086 +16:25:31,158 urllib3.connectionpool DEBUG http://107.22.129.214:8086 "GET /ping HTTP/1.1" 204 0 +16:25:31,286 urllib3.connectionpool DEBUG http://107.22.129.214:8086 "GET /query?q=SELECT+%2A+FROM+default_application&db=morphemic HTTP/1.1" 200 None +16:25:31,426 urllib3.connectionpool DEBUG http://107.22.129.214:8086 "GET /query?q=SELECT+%2A+FROM+default_application&db=morphemic HTTP/1.1" 200 None +16:25:34,302 tensorflow INFO Assets written to: ./models/ETPercentile_Ctx/assets +16:25:34,322 root INFO Morhemic Models updated +16:25:34,322 root INFO {'metrics': ['ETPercentile_Ctx'], 'forecasting_method': 'cnn', 'timestamp': 1640096734} +16:25:34,322 stomp.py DEBUG Sending frame: [b'SEND', b'\n', b'content-type:application/json\n', b'destination:/topic/training_models\n', b'\n', b'{"metrics": ["ETPercentile_Ctx"], "forecasting_method": "cnn", "timestamp": 1640096734}', b'\x00'] +16:25:34,323 root INFO Forecaster started for target metric ETPercentile_Ctx +16:25:34,325 urllib3.connectionpool DEBUG Starting new HTTP connection (1): 107.22.129.214:8086 +16:25:34,576 urllib3.connectionpool DEBUG http://107.22.129.214:8086 "GET /ping HTTP/1.1" 204 0 +16:25:34,702 urllib3.connectionpool DEBUG http://107.22.129.214:8086 "GET /query?q=SELECT+%2A+FROM+default_application&db=morphemic HTTP/1.1" 200 None +16:25:34,837 urllib3.connectionpool DEBUG http://107.22.129.214:8086 "GET /query?q=SELECT+%2A+FROM+default_application&db=morphemic HTTP/1.1" 200 None +16:25:37,686 tensorflow INFO Assets written to: ./models/SimulationElapsedTime_Ctx/assets +16:25:37,702 root INFO Morhemic Models updated +16:25:37,702 root INFO {'metrics': ['SimulationElapsedTime_Ctx'], 'forecasting_method': 'cnn', 'timestamp': 1640096737} +16:25:37,702 stomp.py DEBUG Sending frame: [b'SEND', b'\n', b'content-type:application/json\n', b'destination:/topic/training_models\n', b'\n', b'{"metrics": ["SimulationElapsedTime_Ctx"], "forecasting_method": "cnn", "timestamp": 1640096737}', b'\x00'] +16:25:37,703 root INFO Forecaster started for target metric SimulationElapsedTime_Ctx +16:25:37,704 urllib3.connectionpool DEBUG Starting new HTTP connection (1): 107.22.129.214:8086 +16:25:37,956 urllib3.connectionpool DEBUG http://107.22.129.214:8086 "GET /ping HTTP/1.1" 204 0 +16:25:38,84 urllib3.connectionpool DEBUG http://107.22.129.214:8086 "GET /query?q=SELECT+%2A+FROM+default_application&db=morphemic HTTP/1.1" 200 None +16:25:38,224 urllib3.connectionpool DEBUG http://107.22.129.214:8086 "GET /query?q=SELECT+%2A+FROM+default_application&db=morphemic HTTP/1.1" 200 None +16:25:40,870 tensorflow WARNING 5 out of the last 13 calls to .predict_function at 0x7f92de1f4700> triggered tf.function retracing. Tracing is expensive and the excessive number of tracings could be due to (1) creating @tf.function repeatedly in a loop, (2) passing tensors with different shapes, (3) passing Python objects instead of tensors. For (1), please define your @tf.function outside of the loop. For (2), @tf.function has experimental_relax_shapes=True option that relaxes argument shapes that can avoid unnecessary retracing. For (3), please refer to https://www.tensorflow.org/guide/function#controlling_retracing and https://www.tensorflow.org/api_docs/python/tf/function for more details. +16:25:41,332 tensorflow INFO Assets written to: ./models/WillFinishTooSoonContext/assets +16:25:41,352 root INFO Morhemic Models updated +16:25:41,352 root INFO {'metrics': ['WillFinishTooSoonContext'], 'forecasting_method': 'cnn', 'timestamp': 1640096741} +16:25:41,352 stomp.py DEBUG Sending frame: [b'SEND', b'\n', b'content-type:application/json\n', b'destination:/topic/training_models\n', b'\n', b'{"metrics": ["WillFinishTooSoonContext"], "forecasting_method": "cnn", "timestamp": 1640096741}', b'\x00'] +16:25:41,352 root INFO Forecaster started for target metric WillFinishTooSoonContext +16:25:41,355 urllib3.connectionpool DEBUG Starting new HTTP connection (1): 107.22.129.214:8086 +16:25:41,605 urllib3.connectionpool DEBUG http://107.22.129.214:8086 "GET /ping HTTP/1.1" 204 0 +16:25:41,732 urllib3.connectionpool DEBUG http://107.22.129.214:8086 "GET /query?q=SELECT+%2A+FROM+default_application&db=morphemic HTTP/1.1" 200 None +16:25:41,868 urllib3.connectionpool DEBUG http://107.22.129.214:8086 "GET /query?q=SELECT+%2A+FROM+default_application&db=morphemic HTTP/1.1" 200 None +16:25:44,393 tensorflow WARNING 5 out of the last 13 calls to .predict_function at 0x7f92fd5a6ca0> triggered tf.function retracing. Tracing is expensive and the excessive number of tracings could be due to (1) creating @tf.function repeatedly in a loop, (2) passing tensors with different shapes, (3) passing Python objects instead of tensors. For (1), please define your @tf.function outside of the loop. For (2), @tf.function has experimental_relax_shapes=True option that relaxes argument shapes that can avoid unnecessary retracing. For (3), please refer to https://www.tensorflow.org/guide/function#controlling_retracing and https://www.tensorflow.org/api_docs/python/tf/function for more details. +16:25:44,791 tensorflow INFO Assets written to: ./models/NotFinishedOnTimeContext/assets +16:25:44,809 root INFO Morhemic Models updated +16:25:44,809 root INFO {'metrics': ['NotFinishedOnTimeContext'], 'forecasting_method': 'cnn', 'timestamp': 1640096744} +16:25:44,809 stomp.py DEBUG Sending frame: [b'SEND', b'\n', b'content-type:application/json\n', b'destination:/topic/training_models\n', b'\n', b'{"metrics": ["NotFinishedOnTimeContext"], "forecasting_method": "cnn", "timestamp": 1640096744}', b'\x00'] +16:25:44,809 root INFO Forecaster started for target metric NotFinishedOnTimeContext +16:28:12,695 urllib3.connectionpool DEBUG Starting new HTTP connection (1): 107.22.129.214:8086 +16:28:12,949 urllib3.connectionpool DEBUG http://107.22.129.214:8086 "GET /ping HTTP/1.1" 204 0 +16:28:13,77 urllib3.connectionpool DEBUG http://107.22.129.214:8086 "GET /query?q=SELECT+%2A+FROM+default_application&db=morphemic HTTP/1.1" 200 None +16:28:13,332 urllib3.connectionpool DEBUG http://107.22.129.214:8086 "GET /query?q=SELECT+%2A+FROM+default_application&db=morphemic HTTP/1.1" 200 None +16:28:15,947 tensorflow INFO Assets written to: ./models/MinimumCores/assets +16:28:15,963 root INFO Morhemic Models updated +16:28:15,963 root INFO {'metrics': ['MinimumCores'], 'forecasting_method': 'cnn', 'timestamp': 1640096895} +16:28:15,963 stomp.py DEBUG Sending frame: [b'SEND', b'\n', b'content-type:application/json\n', b'destination:/topic/training_models\n', b'\n', b'{"metrics": ["MinimumCores"], "forecasting_method": "cnn", "timestamp": 1640096895}', b'\x00'] +16:28:20,967 root INFO Forecaster started for target metric MinimumCores +16:28:20,969 urllib3.connectionpool DEBUG Starting new HTTP connection (1): 107.22.129.214:8086 +16:28:21,224 urllib3.connectionpool DEBUG http://107.22.129.214:8086 "GET /ping HTTP/1.1" 204 0 +16:28:21,352 urllib3.connectionpool DEBUG http://107.22.129.214:8086 "GET /query?q=SELECT+%2A+FROM+default_application&db=morphemic HTTP/1.1" 200 None +16:28:21,610 urllib3.connectionpool DEBUG http://107.22.129.214:8086 "GET /query?q=SELECT+%2A+FROM+default_application&db=morphemic HTTP/1.1" 200 None +16:28:24,189 tensorflow INFO Assets written to: ./models/SimulationLeftNumber_Ctx/assets +16:28:24,207 root INFO Morhemic Models updated +16:28:24,207 root INFO {'metrics': ['SimulationLeftNumber_Ctx'], 'forecasting_method': 'cnn', 'timestamp': 1640096904} +16:28:24,207 stomp.py DEBUG Sending frame: [b'SEND', b'\n', b'content-type:application/json\n', b'destination:/topic/training_models\n', b'\n', b'{"metrics": ["SimulationLeftNumber_Ctx"], "forecasting_method": "cnn", "timestamp": 1640096904}', b'\x00'] +16:28:29,213 root INFO Forecaster started for target metric SimulationLeftNumber_Ctx +16:28:29,216 urllib3.connectionpool DEBUG Starting new HTTP connection (1): 107.22.129.214:8086 +16:28:29,486 urllib3.connectionpool DEBUG http://107.22.129.214:8086 "GET /ping HTTP/1.1" 204 0 +16:28:29,615 urllib3.connectionpool DEBUG http://107.22.129.214:8086 "GET /query?q=SELECT+%2A+FROM+default_application&db=morphemic HTTP/1.1" 200 None +16:28:29,875 urllib3.connectionpool DEBUG http://107.22.129.214:8086 "GET /query?q=SELECT+%2A+FROM+default_application&db=morphemic HTTP/1.1" 200 None +16:28:32,562 tensorflow INFO Assets written to: ./models/ETPercentile_Ctx/assets +16:28:32,579 root INFO Morhemic Models updated +16:28:32,579 root INFO {'metrics': ['ETPercentile_Ctx'], 'forecasting_method': 'cnn', 'timestamp': 1640096912} +16:28:32,579 stomp.py DEBUG Sending frame: [b'SEND', b'\n', b'content-type:application/json\n', b'destination:/topic/training_models\n', b'\n', b'{"metrics": ["ETPercentile_Ctx"], "forecasting_method": "cnn", "timestamp": 1640096912}', b'\x00'] +16:28:37,583 root INFO Forecaster started for target metric ETPercentile_Ctx +16:28:37,587 urllib3.connectionpool DEBUG Starting new HTTP connection (1): 107.22.129.214:8086 +16:28:37,839 urllib3.connectionpool DEBUG http://107.22.129.214:8086 "GET /ping HTTP/1.1" 204 0 +16:28:37,969 urllib3.connectionpool DEBUG http://107.22.129.214:8086 "GET /query?q=SELECT+%2A+FROM+default_application&db=morphemic HTTP/1.1" 200 None +16:28:38,228 urllib3.connectionpool DEBUG http://107.22.129.214:8086 "GET /query?q=SELECT+%2A+FROM+default_application&db=morphemic HTTP/1.1" 200 None +16:28:40,781 tensorflow INFO Assets written to: ./models/SimulationElapsedTime_Ctx/assets +16:28:40,797 root INFO Morhemic Models updated +16:28:40,797 root INFO {'metrics': ['SimulationElapsedTime_Ctx'], 'forecasting_method': 'cnn', 'timestamp': 1640096920} +16:28:40,797 stomp.py DEBUG Sending frame: [b'SEND', b'\n', b'content-type:application/json\n', b'destination:/topic/training_models\n', b'\n', b'{"metrics": ["SimulationElapsedTime_Ctx"], "forecasting_method": "cnn", "timestamp": 1640096920}', b'\x00'] +16:28:43,27 urllib3.connectionpool DEBUG Starting new HTTP connection (1): 107.22.129.214:8086 +16:28:43,219 root INFO Forecaster stops after having receiving new epoch start +16:28:43,219 root INFO Forecaster for target : SimulationElapsedTime_Ctx stopped +16:28:43,261 urllib3.connectionpool DEBUG Starting new HTTP connection (1): 107.22.129.214:8086 +16:28:43,281 urllib3.connectionpool DEBUG http://107.22.129.214:8086 "GET /ping HTTP/1.1" 204 0 +16:28:43,316 urllib3.connectionpool DEBUG Starting new HTTP connection (1): 107.22.129.214:8086 +16:28:43,407 urllib3.connectionpool DEBUG http://107.22.129.214:8086 "GET /query?q=SELECT+%2A+FROM+default_application&db=morphemic HTTP/1.1" 200 None +16:28:43,514 urllib3.connectionpool DEBUG http://107.22.129.214:8086 "GET /ping HTTP/1.1" 204 0 +16:28:43,536 root INFO Forecaster stops after having receiving new epoch start +16:28:43,537 root INFO Forecaster for target : SimulationLeftNumber_Ctx stopped +16:28:43,564 urllib3.connectionpool DEBUG http://107.22.129.214:8086 "GET /ping HTTP/1.1" 204 0 +16:28:43,616 urllib3.connectionpool DEBUG Starting new HTTP connection (1): 107.22.129.214:8086 +16:28:43,644 urllib3.connectionpool DEBUG http://107.22.129.214:8086 "GET /query?q=SELECT+%2A+FROM+default_application&db=morphemic HTTP/1.1" 200 None +16:28:43,661 urllib3.connectionpool DEBUG http://107.22.129.214:8086 "GET /query?q=SELECT+%2A+FROM+default_application&db=morphemic HTTP/1.1" 200 None +16:28:43,690 urllib3.connectionpool DEBUG http://107.22.129.214:8086 "GET /query?q=SELECT+%2A+FROM+default_application&db=morphemic HTTP/1.1" 200 None +16:28:43,694 root INFO Dataset updated ... +16:28:43,827 root INFO Forecaster stops after having receiving new epoch start +16:28:43,827 root INFO Forecaster stops after having receiving new epoch start +16:28:43,828 root INFO Forecaster for target : ETPercentile_Ctx stopped +16:28:43,828 root INFO Forecaster for target : MinimumCores stopped +16:28:43,871 urllib3.connectionpool DEBUG http://107.22.129.214:8086 "GET /ping HTTP/1.1" 204 0 +16:28:43,906 urllib3.connectionpool DEBUG http://107.22.129.214:8086 "GET /query?q=SELECT+%2A+FROM+default_application&db=morphemic HTTP/1.1" 200 None +16:28:43,914 urllib3.connectionpool DEBUG Starting new HTTP connection (1): 107.22.129.214:8086 +16:28:43,947 root INFO Dataset updated ... +16:28:43,956 urllib3.connectionpool DEBUG http://107.22.129.214:8086 "GET /query?q=SELECT+%2A+FROM+default_application&db=morphemic HTTP/1.1" 200 None +16:28:44,9 urllib3.connectionpool DEBUG http://107.22.129.214:8086 "GET /query?q=SELECT+%2A+FROM+default_application&db=morphemic HTTP/1.1" 200 None +16:28:44,20 root INFO Dataset updated ... +16:28:44,181 urllib3.connectionpool DEBUG http://107.22.129.214:8086 "GET /ping HTTP/1.1" 204 0 +16:28:44,269 urllib3.connectionpool DEBUG http://107.22.129.214:8086 "GET /query?q=SELECT+%2A+FROM+default_application&db=morphemic HTTP/1.1" 200 None +16:28:44,282 stomp.py DEBUG Sending frame: [b'SEND', 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"probability": 0.8, "confidence_interval": [953.6604757979122, 959.6604757979122], "predictionTime": 1640097253, "refersTo": "default_application", "cloud": "aws", "provider": "provider"}', b'\x00'] +16:32:14,59 stomp.py DEBUG Sending frame: [b'SEND', b'\n', b'content-type:application/json\n', b'destination:/topic/intermediate_prediction.cnn.NotFinishedOnTimeContext\n', b'\n', b'{"metricValue": 1318.5504531826941, "level": 1, "timestamp": 1640097134, "probability": 0.8, "confidence_interval": [1315.5504531826941, 1321.5504531826941], "predictionTime": 1640097283, "refersTo": "default_application", "cloud": "aws", "provider": "provider"}', b'\x00'] +16:32:14,59 stomp.py DEBUG Sending frame: [b'SEND', b'\n', b'content-type:application/json\n', b'destination:/topic/intermediate_prediction.cnn.NotFinishedOnTimeContext\n', b'\n', b'{"metricValue": -5053.036419159768, "level": 1, "timestamp": 1640097134, "probability": 0.8, "confidence_interval": [-5056.036419159768, -5050.036419159768], "predictionTime": 1640097313, "refersTo": "default_application", "cloud": "aws", "provider": "provider"}', b'\x00'] +16:32:14,59 stomp.py DEBUG Sending frame: [b'SEND', b'\n', b'content-type:application/json\n', b'destination:/topic/intermediate_prediction.cnn.NotFinishedOnTimeContext\n', b'\n', b'{"metricValue": 1235.39331426505, "level": 1, "timestamp": 1640097134, "probability": 0.8, "confidence_interval": [1232.39331426505, 1238.39331426505], "predictionTime": 1640097343, "refersTo": "default_application", "cloud": "aws", "provider": "provider"}', b'\x00'] +16:32:14,394 urllib3.connectionpool DEBUG Starting new HTTP connection (1): 107.22.129.214:8086 +16:32:14,647 urllib3.connectionpool DEBUG http://107.22.129.214:8086 "GET /ping HTTP/1.1" 204 0 +16:32:14,777 urllib3.connectionpool DEBUG http://107.22.129.214:8086 "GET /query?q=SELECT+%2A+FROM+default_application&db=morphemic HTTP/1.1" 200 None +16:32:15,36 urllib3.connectionpool DEBUG http://107.22.129.214:8086 "GET /query?q=SELECT+%2A+FROM+default_application&db=morphemic HTTP/1.1" 200 None +16:32:15,71 root INFO Dataset updated ... +16:32:15,342 stomp.py DEBUG Sending frame: [b'SEND', b'\n', b'content-type:application/json\n', b'destination:/topic/intermediate_prediction.cnn.SimulationElapsedTime_Ctx\n', b'\n', b'{"metricValue": 46431.062446669945, "level": 1, "timestamp": 1640097135, "probability": 0.8, "confidence_interval": [46428.062446669945, 46434.062446669945], "predictionTime": 1640097163, "refersTo": "default_application", "cloud": "aws", "provider": "provider"}', b'\x00'] +16:32:15,342 stomp.py DEBUG Sending frame: [b'SEND', b'\n', b'content-type:application/json\n', b'destination:/topic/intermediate_prediction.cnn.SimulationElapsedTime_Ctx\n', b'\n', b'{"metricValue": 49535.922046568616, "level": 1, "timestamp": 1640097135, "probability": 0.8, "confidence_interval": [49532.922046568616, 49538.922046568616], "predictionTime": 1640097193, "refersTo": "default_application", "cloud": "aws", "provider": "provider"}', b'\x00'] +16:32:15,343 stomp.py DEBUG Sending frame: [b'SEND', b'\n', b'content-type:application/json\n', b'destination:/topic/intermediate_prediction.cnn.SimulationElapsedTime_Ctx\n', b'\n', b'{"metricValue": 46515.30441422406, "level": 1, "timestamp": 1640097135, "probability": 0.8, "confidence_interval": [46512.30441422406, 46518.30441422406], "predictionTime": 1640097223, "refersTo": "default_application", "cloud": "aws", "provider": "provider"}', b'\x00'] +16:32:15,343 stomp.py DEBUG Sending frame: [b'SEND', b'\n', b'content-type:application/json\n', b'destination:/topic/intermediate_prediction.cnn.SimulationElapsedTime_Ctx\n', b'\n', b'{"metricValue": 43540.24447552849, "level": 1, "timestamp": 1640097135, "probability": 0.8, "confidence_interval": [43537.24447552849, 43543.24447552849], "predictionTime": 1640097253, "refersTo": "default_application", "cloud": "aws", "provider": "provider"}', b'\x00'] +16:32:15,343 stomp.py DEBUG Sending frame: [b'SEND', b'\n', b'content-type:application/json\n', b'destination:/topic/intermediate_prediction.cnn.SimulationElapsedTime_Ctx\n', b'\n', b'{"metricValue": 48489.82025968885, "level": 1, "timestamp": 1640097135, "probability": 0.8, "confidence_interval": [48486.82025968885, 48492.82025968885], "predictionTime": 1640097283, "refersTo": "default_application", "cloud": "aws", "provider": "provider"}', b'\x00'] +16:32:15,343 stomp.py DEBUG Sending frame: [b'SEND', b'\n', b'content-type:application/json\n', b'destination:/topic/intermediate_prediction.cnn.SimulationElapsedTime_Ctx\n', b'\n', b'{"metricValue": 48068.608718890566, "level": 1, "timestamp": 1640097135, "probability": 0.8, "confidence_interval": [48065.608718890566, 48071.608718890566], "predictionTime": 1640097313, "refersTo": "default_application", "cloud": "aws", "provider": "provider"}', b'\x00'] +16:32:15,343 stomp.py DEBUG Sending frame: [b'SEND', b'\n', b'content-type:application/json\n', b'destination:/topic/intermediate_prediction.cnn.SimulationElapsedTime_Ctx\n', b'\n', b'{"metricValue": 45999.94609684536, "level": 1, "timestamp": 1640097135, "probability": 0.8, "confidence_interval": [45996.94609684536, 46002.94609684536], "predictionTime": 1640097343, "refersTo": "default_application", "cloud": "aws", "provider": "provider"}', b'\x00'] +16:32:15,343 stomp.py DEBUG Sending frame: [b'SEND', b'\n', b'content-type:application/json\n', b'destination:/topic/intermediate_prediction.cnn.SimulationElapsedTime_Ctx\n', b'\n', b'{"metricValue": 47502.661964076135, "level": 1, "timestamp": 1640097135, "probability": 0.8, "confidence_interval": [47499.661964076135, 47505.661964076135], "predictionTime": 1640097373, "refersTo": "default_application", "cloud": "aws", "provider": "provider"}', b'\x00'] +16:32:17,222 urllib3.connectionpool DEBUG Starting new HTTP connection (1): 107.22.129.214:8086 +16:32:17,480 urllib3.connectionpool DEBUG http://107.22.129.214:8086 "GET /ping HTTP/1.1" 204 0 +16:32:17,623 urllib3.connectionpool DEBUG http://107.22.129.214:8086 "GET /query?q=SELECT+%2A+FROM+default_application&db=morphemic HTTP/1.1" 200 None +16:32:17,886 urllib3.connectionpool DEBUG http://107.22.129.214:8086 "GET /query?q=SELECT+%2A+FROM+default_application&db=morphemic HTTP/1.1" 200 None +16:32:17,921 root INFO Dataset updated ... +16:32:18,175 stomp.py DEBUG Sending frame: [b'SEND', b'\n', b'content-type:application/json\n', b'destination:/topic/intermediate_prediction.cnn.ETPercentile_Ctx\n', b'\n', b'{"metricValue": 60875.249196378616, "level": 1, "timestamp": 1640097138, "probability": 0.8, "confidence_interval": [60872.249196378616, 60878.249196378616], "predictionTime": 1640097133, "refersTo": "default_application", "cloud": "aws", "provider": "provider"}', b'\x00'] +16:32:18,176 stomp.py DEBUG Sending frame: [b'SEND', b'\n', b'content-type:application/json\n', b'destination:/topic/intermediate_prediction.cnn.ETPercentile_Ctx\n', b'\n', b'{"metricValue": 62163.69522914215, "level": 1, "timestamp": 1640097138, "probability": 0.8, "confidence_interval": [62160.69522914215, 62166.69522914215], "predictionTime": 1640097163, "refersTo": "default_application", "cloud": "aws", "provider": "provider"}', b'\x00'] +16:32:18,176 stomp.py DEBUG Sending frame: [b'SEND', b'\n', b'content-type:application/json\n', b'destination:/topic/intermediate_prediction.cnn.ETPercentile_Ctx\n', b'\n', b'{"metricValue": 59037.59717096167, "level": 1, "timestamp": 1640097138, "probability": 0.8, "confidence_interval": [59034.59717096167, 59040.59717096167], "predictionTime": 1640097193, "refersTo": "default_application", "cloud": "aws", "provider": "provider"}', b'\x00'] +16:32:18,176 stomp.py DEBUG Sending frame: [b'SEND', b'\n', b'content-type:application/json\n', b'destination:/topic/intermediate_prediction.cnn.ETPercentile_Ctx\n', b'\n', b'{"metricValue": 63136.495298327645, "level": 1, "timestamp": 1640097138, "probability": 0.8, "confidence_interval": [63133.495298327645, 63139.495298327645], "predictionTime": 1640097223, "refersTo": "default_application", "cloud": "aws", "provider": "provider"}', b'\x00'] +16:32:18,176 stomp.py DEBUG Sending frame: [b'SEND', b'\n', b'content-type:application/json\n', b'destination:/topic/intermediate_prediction.cnn.ETPercentile_Ctx\n', b'\n', b'{"metricValue": 57945.8780844639, "level": 1, "timestamp": 1640097138, "probability": 0.8, "confidence_interval": [57942.8780844639, 57948.8780844639], "predictionTime": 1640097253, "refersTo": "default_application", "cloud": "aws", "provider": "provider"}', b'\x00'] +16:32:18,176 stomp.py DEBUG Sending frame: [b'SEND', b'\n', b'content-type:application/json\n', b'destination:/topic/intermediate_prediction.cnn.ETPercentile_Ctx\n', b'\n', b'{"metricValue": 61358.11885457667, "level": 1, "timestamp": 1640097138, "probability": 0.8, "confidence_interval": [61355.11885457667, 61361.11885457667], "predictionTime": 1640097283, "refersTo": "default_application", "cloud": "aws", "provider": "provider"}', b'\x00'] +16:32:18,176 stomp.py DEBUG Sending frame: [b'SEND', b'\n', b'content-type:application/json\n', b'destination:/topic/intermediate_prediction.cnn.ETPercentile_Ctx\n', b'\n', b'{"metricValue": 63262.00843884313, "level": 1, "timestamp": 1640097138, "probability": 0.8, "confidence_interval": [63259.00843884313, 63265.00843884313], "predictionTime": 1640097313, "refersTo": "default_application", "cloud": "aws", "provider": "provider"}', b'\x00'] +16:32:18,176 stomp.py DEBUG Sending frame: [b'SEND', b'\n', b'content-type:application/json\n', b'destination:/topic/intermediate_prediction.cnn.ETPercentile_Ctx\n', b'\n', b'{"metricValue": 60266.95154904941, "level": 1, "timestamp": 1640097138, "probability": 0.8, "confidence_interval": [60263.95154904941, 60269.95154904941], "predictionTime": 1640097343, "refersTo": "default_application", "cloud": "aws", "provider": "provider"}', b'\x00'] +16:32:19,586 urllib3.connectionpool DEBUG Starting new HTTP connection (1): 107.22.129.214:8086 +16:32:19,844 urllib3.connectionpool DEBUG http://107.22.129.214:8086 "GET /ping HTTP/1.1" 204 0 +16:32:19,974 urllib3.connectionpool DEBUG http://107.22.129.214:8086 "GET /query?q=SELECT+%2A+FROM+default_application&db=morphemic HTTP/1.1" 200 None +16:32:20,235 urllib3.connectionpool DEBUG http://107.22.129.214:8086 "GET /query?q=SELECT+%2A+FROM+default_application&db=morphemic HTTP/1.1" 200 None +16:32:20,268 root INFO Dataset updated ... +16:32:20,735 stomp.py DEBUG Sending frame: [b'SEND', b'\n', b'content-type:application/json\n', b'destination:/topic/intermediate_prediction.cnn.SimulationLeftNumber_Ctx\n', b'\n', b'{"metricValue": 27285.297465530166, "level": 1, "timestamp": 1640097140, "probability": 0.8, "confidence_interval": [27282.297465530166, 27288.297465530166], "predictionTime": 1640097163, "refersTo": "default_application", "cloud": "aws", "provider": "provider"}', b'\x00'] +16:32:20,735 stomp.py DEBUG Sending frame: [b'SEND', b'\n', b'content-type:application/json\n', b'destination:/topic/intermediate_prediction.cnn.SimulationLeftNumber_Ctx\n', b'\n', b'{"metricValue": 20074.626190931813, "level": 1, "timestamp": 1640097140, "probability": 0.8, "confidence_interval": [20071.626190931813, 20077.626190931813], "predictionTime": 1640097193, "refersTo": "default_application", "cloud": "aws", "provider": "provider"}', b'\x00'] +16:32:20,735 stomp.py DEBUG Sending frame: [b'SEND', b'\n', b'content-type:application/json\n', b'destination:/topic/intermediate_prediction.cnn.SimulationLeftNumber_Ctx\n', b'\n', b'{"metricValue": 23694.881574818308, "level": 1, "timestamp": 1640097140, "probability": 0.8, "confidence_interval": [23691.881574818308, 23697.881574818308], "predictionTime": 1640097223, "refersTo": "default_application", "cloud": "aws", "provider": "provider"}', b'\x00'] +16:32:20,735 stomp.py DEBUG Sending frame: [b'SEND', b'\n', b'content-type:application/json\n', b'destination:/topic/intermediate_prediction.cnn.SimulationLeftNumber_Ctx\n', b'\n', b'{"metricValue": 20255.933924521487, "level": 1, "timestamp": 1640097140, "probability": 0.8, "confidence_interval": [20252.933924521487, 20258.933924521487], "predictionTime": 1640097253, "refersTo": "default_application", "cloud": "aws", "provider": "provider"}', b'\x00'] +16:32:20,735 stomp.py DEBUG Sending frame: [b'SEND', b'\n', b'content-type:application/json\n', b'destination:/topic/intermediate_prediction.cnn.SimulationLeftNumber_Ctx\n', b'\n', b'{"metricValue": 19708.522071536103, "level": 1, "timestamp": 1640097140, "probability": 0.8, "confidence_interval": [19705.522071536103, 19711.522071536103], "predictionTime": 1640097283, "refersTo": "default_application", "cloud": "aws", "provider": "provider"}', b'\x00'] +16:32:20,736 stomp.py DEBUG Sending frame: [b'SEND', b'\n', b'content-type:application/json\n', b'destination:/topic/intermediate_prediction.cnn.SimulationLeftNumber_Ctx\n', b'\n', b'{"metricValue": 18156.87821886421, "level": 1, "timestamp": 1640097140, "probability": 0.8, "confidence_interval": [18153.87821886421, 18159.87821886421], "predictionTime": 1640097313, "refersTo": "default_application", "cloud": "aws", "provider": "provider"}', b'\x00'] +16:32:20,736 stomp.py DEBUG Sending frame: [b'SEND', b'\n', b'content-type:application/json\n', b'destination:/topic/intermediate_prediction.cnn.SimulationLeftNumber_Ctx\n', b'\n', b'{"metricValue": 18421.871881468276, "level": 1, "timestamp": 1640097140, "probability": 0.8, "confidence_interval": [18418.871881468276, 18424.871881468276], "predictionTime": 1640097343, "refersTo": "default_application", "cloud": "aws", "provider": "provider"}', b'\x00'] +16:32:20,736 stomp.py DEBUG Sending frame: [b'SEND', b'\n', b'content-type:application/json\n', b'destination:/topic/intermediate_prediction.cnn.SimulationLeftNumber_Ctx\n', b'\n', b'{"metricValue": 21789.19103877309, "level": 1, "timestamp": 1640097140, "probability": 0.8, "confidence_interval": [21786.19103877309, 21792.19103877309], "predictionTime": 1640097373, "refersTo": "default_application", "cloud": "aws", "provider": "provider"}', b'\x00'] +16:32:21,582 root INFO Forecaster stops after having receiving new epoch start +16:32:21,582 root INFO Forecaster for target : NotFinishedOnTimeContext stopped +16:32:39,673 root INFO ======Morphemic model found and loaded======= +16:32:39,673 root INFO *******Model******* +16:32:39,673 root INFO Application: default_application +16:32:39,673 root INFO Metric: MinimumCores +16:32:39,673 root INFO ******************* +16:32:39,673 root INFO *******Model******* +16:32:39,673 root INFO Application: default_application +16:32:39,674 root INFO Metric: SimulationLeftNumber_Ctx +16:32:39,674 root INFO ******************* +16:32:39,674 root INFO *******Model******* +16:32:39,674 root INFO Application: default_application +16:32:39,674 root INFO Metric: ETPercentile_Ctx +16:32:39,674 root INFO ******************* +16:32:39,674 root INFO *******Model******* +16:32:39,674 root INFO Application: default_application +16:32:39,674 root INFO Metric: SimulationElapsedTime_Ctx +16:32:39,674 root INFO ******************* +16:32:39,674 root INFO *******Model******* +16:32:39,674 root INFO Application: default_application +16:32:39,674 root INFO Metric: WillFinishTooSoonContext +16:32:39,674 root INFO ******************* +16:32:39,674 root INFO *******Model******* +16:32:39,674 root INFO Application: default_application +16:32:39,674 root INFO Metric: NotFinishedOnTimeContext +16:32:39,675 root INFO ******************* +16:32:39,675 root INFO ======++++++++++++++++++++++++++++++++======= +16:32:39,675 root INFO Forecasting manager started +16:32:39,675 root INFO The publisher tries to connect to ActiveMQ broker +16:32:39,675 stomp.py INFO attempt reconnection (True, None, 0) +16:32:39,675 stomp.py INFO Attempting connection to host 107.22.129.214, port 61610 +16:32:39,675 root INFO Subscribe to the topic /topic/translator_command +16:32:39,676 root DEBUG Enabling debug +16:32:39,676 stomp.py INFO attempt reconnection (True, None, 0) +16:32:39,676 stomp.py INFO Attempting connection to host 107.22.129.214, port 61610 +16:32:39,676 root INFO Subscribe to the topic /topic/translator_event +16:32:39,676 root DEBUG Enabling debug +16:32:39,676 stomp.py INFO attempt reconnection (True, None, 0) +16:32:39,676 stomp.py INFO Attempting connection to host 107.22.129.214, port 61610 +16:32:39,677 root INFO Subscribe to the topic /topic/start_forecasting.cnn +16:32:39,677 root DEBUG Enabling debug +16:32:39,677 stomp.py INFO attempt reconnection (True, None, 0) +16:32:39,677 stomp.py INFO Attempting connection to host 107.22.129.214, port 61610 +16:32:39,677 root INFO Subscribe to the topic /topic/metrics_to_predict +16:32:39,677 root DEBUG Enabling debug +16:32:39,677 stomp.py INFO attempt reconnection (True, None, 0) +16:32:39,677 stomp.py INFO Attempting connection to host 107.22.129.214, port 61610 +16:32:39,806 stomp.py INFO Established connection to host 107.22.129.214, port 61610 +16:32:39,806 stomp.py INFO Established connection to host 107.22.129.214, port 61610 +16:32:39,806 stomp.py INFO Starting receiver loop () +16:32:39,807 stomp.py INFO Established connection to host 107.22.129.214, port 61610 +16:32:39,807 stomp.py INFO Starting receiver loop () +16:32:39,807 stomp.py INFO Created thread using func +16:32:39,807 stomp.py INFO Created thread using func +16:32:39,807 stomp.py DEBUG Sending frame: [b'STOMP', b'\n', b'accept-version:1.1\n', b'login:morphemic\n', b'passcode:morphemic\n', b'\n', b'\x00'] +16:32:39,808 stomp.py INFO Starting receiver loop () +16:32:39,808 stomp.py INFO Created thread using func +16:32:39,808 stomp.py INFO Established connection to host 107.22.129.214, port 61610 +16:32:39,808 stomp.py INFO Established connection to host 107.22.129.214, port 61610 +16:32:39,808 stomp.py DEBUG Sending frame: [b'STOMP', b'\n', b'accept-version:1.1\n', b'login:morphemic\n', b'passcode:morphemic\n', b'\n', b'\x00'] +16:32:39,808 stomp.py DEBUG Sending frame: [b'STOMP', b'\n', b'accept-version:1.1\n', b'login:morphemic\n', b'passcode:morphemic\n', b'\n', b'\x00'] +16:32:39,809 stomp.py INFO Starting receiver loop () +16:32:39,809 stomp.py INFO Created thread using func +16:32:39,809 stomp.py INFO Starting receiver loop () +16:32:39,809 stomp.py INFO Created thread using func +16:32:39,810 stomp.py DEBUG Sending frame: [b'STOMP', b'\n', b'accept-version:1.1\n', b'login:morphemic\n', b'passcode:morphemic\n', b'\n', b'\x00'] +16:32:39,810 stomp.py DEBUG Sending frame: [b'STOMP', b'\n', b'accept-version:1.1\n', b'login:morphemic\n', b'passcode:morphemic\n', b'\n', b'\x00'] +16:32:39,932 stomp.py DEBUG Received frame: 'CONNECTED', headers={'server': 'ActiveMQ/5.15.7', 'heart-beat': '0,0', 'session': 'ID:437fb4dd0a63-46135-1640086007235-3:66', 'version': '1.1'}, body='' +16:32:39,932 stomp.py DEBUG Heartbeats calculated (0, 0) +16:32:39,933 root INFO connection established +16:32:39,934 stomp.py DEBUG Received frame: 'CONNECTED', headers={'server': 'ActiveMQ/5.15.7', 'heart-beat': '0,0', 'session': 'ID:437fb4dd0a63-46135-1640086007235-3:67', 'version': '1.1'}, body='' +16:32:39,934 stomp.py DEBUG Received frame: 'CONNECTED', headers={'server': 'ActiveMQ/5.15.7', 'heart-beat': '0,0', 'session': 'ID:437fb4dd0a63-46135-1640086007235-3:68', 'version': '1.1'}, body='' +16:32:39,934 stomp.py DEBUG Heartbeats calculated (0, 0) +16:32:39,935 stomp.py DEBUG Sending frame: [b'SUBSCRIBE', b'\n', b'ack:auto\n', b'destination:/topic/metrics_to_predict\n', b'id:1\n', b'\n', b'\x00'] +16:32:39,935 stomp.py DEBUG Heartbeats calculated (0, 0) +16:32:39,935 stomp.py DEBUG Sending frame: [b'SUBSCRIBE', b'\n', b'ack:auto\n', b'destination:/topic/translator_event\n', b'id:1\n', b'\n', b'\x00'] +16:32:39,937 stomp.py DEBUG Received frame: 'CONNECTED', headers={'server': 'ActiveMQ/5.15.7', 'heart-beat': '0,0', 'session': 'ID:437fb4dd0a63-46135-1640086007235-3:70', 'version': '1.1'}, body='' +16:32:39,937 stomp.py DEBUG Heartbeats calculated (0, 0) +16:32:39,937 stomp.py DEBUG Sending frame: [b'SUBSCRIBE', b'\n', b'ack:auto\n', b'destination:/topic/translator_command\n', b'id:1\n', b'\n', b'\x00'] +16:32:39,937 stomp.py DEBUG Received frame: 'CONNECTED', headers={'server': 'ActiveMQ/5.15.7', 'heart-beat': '0,0', 'session': 'ID:437fb4dd0a63-46135-1640086007235-3:69', 'version': '1.1'}, body='' +16:32:39,937 stomp.py DEBUG Heartbeats calculated (0, 0) +16:32:39,938 stomp.py DEBUG Sending frame: [b'SUBSCRIBE', b'\n', b'ack:auto\n', b'destination:/topic/start_forecasting.cnn\n', b'id:1\n', b'\n', b'\x00'] +16:32:47,918 stomp.py DEBUG listener <__main__.Listener object at 0x7f7b439f18b0> has no method on_before_message +16:32:47,918 stomp.py DEBUG Received frame: 'MESSAGE', headers={'expires': '0', 'destination': '/topic/metrics_to_predict', 'subscription': '1', 'priority': '4', 'producer-host': '172.18.0.1', 'message-id': 'ID:ip-172-31-6-26-42571-1640097167824-1:1:1:1:1', 'timestamp': '1640097167954'}, body='[{"metric": "MinimumCores", "level": 3, "publish_rate": 30000},{"metric": "SimulationLeftNumber_Ctx", "level": 3, "publish_rate": 30000},{"metric": "ETPercentile_Ctx", "level": 3, "publish_rate": 30000},{"metric": "SimulationElapsedTime_Ctx", "level": 3, "publish_rate": 30000},{"metric": "WillFinishTooSoonContext", "level": 3, "publish_rate": 30000},{"metric": "NotFinishedOnTimeContext", "level": 3, "publish_rate": 30000} ]' +16:32:47,919 root INFO Metric to predict event received +16:32:47,919 root INFO Application already registered +16:32:47,919 root INFO Application already registered +16:32:47,919 root INFO Application already registered +16:32:47,919 root INFO Application already registered +16:32:47,919 root INFO Application already registered +16:32:47,919 root INFO Application already registered +16:32:47,939 stomp.py DEBUG listener <__main__.Listener object at 0x7f7b439db6a0> has no method on_before_message +16:32:47,940 stomp.py DEBUG Received frame: 'MESSAGE', headers={'expires': '0', 'destination': '/topic/start_forecasting.cnn', 'subscription': '1', 'priority': '4', 'producer-host': '172.18.0.35', 'message-id': 'ID:30e0a912e957-40415-1640085946504-7005:1:1:1:1', 'timestamp': '1640097167976'}, body='{"metrics":["MinimumCores","SimulationLeftNumber_Ctx","ETPercentile_Ctx","SimulationElapsedTime_Ctx","WillFinishTooSoonContext","NotFinishedOnTimeContext"],"timestamp":1640097167,"epoch_start":1640097367,"number_of_forward_predictions":8,"prediction_horizon":30}' +16:32:47,940 root INFO Start forecasting methods +16:32:47,947 urllib3.connectionpool DEBUG Starting new HTTP connection (1): 107.22.129.214:8086 +16:32:48,196 urllib3.connectionpool DEBUG http://107.22.129.214:8086 "GET /ping HTTP/1.1" 204 0 +16:32:48,324 urllib3.connectionpool DEBUG http://107.22.129.214:8086 "GET /query?q=SELECT+%2A+FROM+default_application&db=morphemic HTTP/1.1" 200 None +16:32:48,579 urllib3.connectionpool DEBUG http://107.22.129.214:8086 "GET /query?q=SELECT+%2A+FROM+default_application&db=morphemic HTTP/1.1" 200 None +16:32:48,624 root INFO Morhemic Models updated +16:32:48,624 root INFO {'metrics': ['MinimumCores'], 'forecasting_method': 'cnn', 'timestamp': 1640097168} +16:32:48,624 stomp.py DEBUG Sending frame: [b'SEND', b'\n', b'content-type:application/json\n', b'destination:/topic/training_models\n', b'\n', b'{"metrics": ["MinimumCores"], "forecasting_method": "cnn", "timestamp": 1640097168}', b'\x00'] +16:32:48,625 root INFO Forecaster started for target metric MinimumCores +16:32:48,627 urllib3.connectionpool DEBUG Starting new HTTP connection (1): 107.22.129.214:8086 +16:32:48,880 urllib3.connectionpool DEBUG http://107.22.129.214:8086 "GET /ping HTTP/1.1" 204 0 +16:32:49,9 urllib3.connectionpool DEBUG http://107.22.129.214:8086 "GET /query?q=SELECT+%2A+FROM+default_application&db=morphemic HTTP/1.1" 200 None +16:32:49,269 urllib3.connectionpool DEBUG http://107.22.129.214:8086 "GET /query?q=SELECT+%2A+FROM+default_application&db=morphemic HTTP/1.1" 200 None +16:32:49,308 root INFO Morhemic Models updated +16:32:49,308 root INFO {'metrics': ['SimulationLeftNumber_Ctx'], 'forecasting_method': 'cnn', 'timestamp': 1640097169} +16:32:49,308 stomp.py DEBUG Sending frame: [b'SEND', b'\n', b'content-type:application/json\n', b'destination:/topic/training_models\n', b'\n', b'{"metrics": ["SimulationLeftNumber_Ctx"], "forecasting_method": "cnn", "timestamp": 1640097169}', b'\x00'] +16:32:49,309 root INFO Forecaster started for target metric SimulationLeftNumber_Ctx +16:32:49,311 urllib3.connectionpool DEBUG Starting new HTTP connection (1): 107.22.129.214:8086 +16:32:49,579 urllib3.connectionpool DEBUG http://107.22.129.214:8086 "GET /ping HTTP/1.1" 204 0 +16:32:49,709 urllib3.connectionpool DEBUG http://107.22.129.214:8086 "GET /query?q=SELECT+%2A+FROM+default_application&db=morphemic HTTP/1.1" 200 None +16:32:49,968 urllib3.connectionpool DEBUG http://107.22.129.214:8086 "GET /query?q=SELECT+%2A+FROM+default_application&db=morphemic HTTP/1.1" 200 None +16:32:50,8 root INFO Morhemic Models updated +16:32:50,9 root INFO {'metrics': ['ETPercentile_Ctx'], 'forecasting_method': 'cnn', 'timestamp': 1640097170} +16:32:50,9 stomp.py DEBUG Sending frame: [b'SEND', b'\n', b'content-type:application/json\n', b'destination:/topic/training_models\n', b'\n', b'{"metrics": ["ETPercentile_Ctx"], "forecasting_method": "cnn", "timestamp": 1640097170}', b'\x00'] +16:32:50,9 root INFO Forecaster started for target metric ETPercentile_Ctx +16:32:50,11 urllib3.connectionpool DEBUG Starting new HTTP connection (1): 107.22.129.214:8086 +16:32:50,258 urllib3.connectionpool DEBUG http://107.22.129.214:8086 "GET /ping HTTP/1.1" 204 0 +16:32:50,386 urllib3.connectionpool DEBUG http://107.22.129.214:8086 "GET /query?q=SELECT+%2A+FROM+default_application&db=morphemic HTTP/1.1" 200 None +16:32:50,641 urllib3.connectionpool DEBUG http://107.22.129.214:8086 "GET /query?q=SELECT+%2A+FROM+default_application&db=morphemic HTTP/1.1" 200 None +16:32:50,678 root INFO Morhemic Models updated +16:32:50,678 root INFO {'metrics': ['SimulationElapsedTime_Ctx'], 'forecasting_method': 'cnn', 'timestamp': 1640097170} +16:32:50,678 stomp.py DEBUG Sending frame: [b'SEND', b'\n', b'content-type:application/json\n', b'destination:/topic/training_models\n', b'\n', b'{"metrics": ["SimulationElapsedTime_Ctx"], "forecasting_method": "cnn", "timestamp": 1640097170}', b'\x00'] +16:32:50,678 root INFO Forecaster started for target metric SimulationElapsedTime_Ctx +16:32:50,680 urllib3.connectionpool DEBUG Starting new HTTP connection (1): 107.22.129.214:8086 +16:32:50,931 urllib3.connectionpool DEBUG http://107.22.129.214:8086 "GET /ping HTTP/1.1" 204 0 +16:32:51,60 urllib3.connectionpool DEBUG http://107.22.129.214:8086 "GET /query?q=SELECT+%2A+FROM+default_application&db=morphemic HTTP/1.1" 200 None +16:32:51,320 urllib3.connectionpool DEBUG http://107.22.129.214:8086 "GET /query?q=SELECT+%2A+FROM+default_application&db=morphemic HTTP/1.1" 200 None +16:32:51,360 root INFO Morhemic Models updated +16:32:51,361 root INFO {'metrics': ['WillFinishTooSoonContext'], 'forecasting_method': 'cnn', 'timestamp': 1640097171} +16:32:51,361 stomp.py DEBUG Sending frame: [b'SEND', b'\n', b'content-type:application/json\n', b'destination:/topic/training_models\n', b'\n', b'{"metrics": ["WillFinishTooSoonContext"], "forecasting_method": "cnn", "timestamp": 1640097171}', b'\x00'] +16:32:51,362 root INFO Forecaster started for target metric WillFinishTooSoonContext +16:32:51,363 urllib3.connectionpool DEBUG Starting new HTTP connection (1): 107.22.129.214:8086 +16:32:51,610 urllib3.connectionpool DEBUG http://107.22.129.214:8086 "GET /ping HTTP/1.1" 204 0 +16:32:51,737 urllib3.connectionpool DEBUG http://107.22.129.214:8086 "GET /query?q=SELECT+%2A+FROM+default_application&db=morphemic HTTP/1.1" 200 None +16:32:51,994 urllib3.connectionpool DEBUG http://107.22.129.214:8086 "GET /query?q=SELECT+%2A+FROM+default_application&db=morphemic HTTP/1.1" 200 None +16:32:52,32 root INFO Morhemic Models updated +16:32:52,33 root INFO {'metrics': ['NotFinishedOnTimeContext'], 'forecasting_method': 'cnn', 'timestamp': 1640097172} +16:32:52,33 stomp.py DEBUG Sending frame: [b'SEND', b'\n', b'content-type:application/json\n', b'destination:/topic/training_models\n', b'\n', b'{"metrics": ["NotFinishedOnTimeContext"], "forecasting_method": "cnn", "timestamp": 1640097172}', b'\x00'] +16:32:52,33 root INFO Forecaster started for target metric NotFinishedOnTimeContext +16:36:07,4 urllib3.connectionpool DEBUG Starting new HTTP connection (1): 107.22.129.214:8086 +16:36:07,4 urllib3.connectionpool DEBUG Starting new HTTP connection (1): 107.22.129.214:8086 +16:36:07,5 urllib3.connectionpool DEBUG Starting new HTTP connection (1): 107.22.129.214:8086 +16:36:07,6 urllib3.connectionpool DEBUG Starting new HTTP connection (1): 107.22.129.214:8086 +16:36:07,6 urllib3.connectionpool DEBUG Starting new HTTP connection (1): 107.22.129.214:8086 +16:36:07,7 urllib3.connectionpool DEBUG Starting new HTTP connection (1): 107.22.129.214:8086 +16:36:07,259 urllib3.connectionpool DEBUG http://107.22.129.214:8086 "GET /ping HTTP/1.1" 204 0 +16:36:07,261 urllib3.connectionpool DEBUG http://107.22.129.214:8086 "GET /ping HTTP/1.1" 204 0 +16:36:07,262 urllib3.connectionpool DEBUG http://107.22.129.214:8086 "GET /ping HTTP/1.1" 204 0 +16:36:07,264 urllib3.connectionpool DEBUG http://107.22.129.214:8086 "GET /ping HTTP/1.1" 204 0 +16:36:07,265 urllib3.connectionpool DEBUG http://107.22.129.214:8086 "GET /ping HTTP/1.1" 204 0 +16:36:07,266 urllib3.connectionpool DEBUG http://107.22.129.214:8086 "GET /ping HTTP/1.1" 204 0 +16:36:07,395 urllib3.connectionpool DEBUG http://107.22.129.214:8086 "GET /query?q=SELECT+%2A+FROM+default_application&db=morphemic HTTP/1.1" 200 None +16:36:07,395 urllib3.connectionpool DEBUG http://107.22.129.214:8086 "GET /query?q=SELECT+%2A+FROM+default_application&db=morphemic HTTP/1.1" 200 None +16:36:07,396 urllib3.connectionpool DEBUG http://107.22.129.214:8086 "GET /query?q=SELECT+%2A+FROM+default_application&db=morphemic HTTP/1.1" 200 None +16:36:07,398 urllib3.connectionpool DEBUG http://107.22.129.214:8086 "GET /query?q=SELECT+%2A+FROM+default_application&db=morphemic HTTP/1.1" 200 None +16:36:07,401 urllib3.connectionpool DEBUG http://107.22.129.214:8086 "GET /query?q=SELECT+%2A+FROM+default_application&db=morphemic HTTP/1.1" 200 None +16:36:07,402 urllib3.connectionpool DEBUG http://107.22.129.214:8086 "GET /query?q=SELECT+%2A+FROM+default_application&db=morphemic HTTP/1.1" 200 None +16:36:07,677 urllib3.connectionpool DEBUG http://107.22.129.214:8086 "GET /query?q=SELECT+%2A+FROM+default_application&db=morphemic HTTP/1.1" 200 None +16:36:07,678 urllib3.connectionpool DEBUG http://107.22.129.214:8086 "GET /query?q=SELECT+%2A+FROM+default_application&db=morphemic HTTP/1.1" 200 None +16:36:07,679 urllib3.connectionpool DEBUG http://107.22.129.214:8086 "GET /query?q=SELECT+%2A+FROM+default_application&db=morphemic HTTP/1.1" 200 None +16:36:07,680 urllib3.connectionpool DEBUG http://107.22.129.214:8086 "GET /query?q=SELECT+%2A+FROM+default_application&db=morphemic HTTP/1.1" 200 None +16:36:07,681 urllib3.connectionpool DEBUG http://107.22.129.214:8086 "GET /query?q=SELECT+%2A+FROM+default_application&db=morphemic HTTP/1.1" 200 None +16:36:07,699 urllib3.connectionpool DEBUG http://107.22.129.214:8086 "GET /query?q=SELECT+%2A+FROM+default_application&db=morphemic HTTP/1.1" 200 None +16:36:07,769 root INFO Dataset updated ... +16:36:07,769 root INFO Dataset updated ... +16:36:08,316 root INFO Dataset updated ... +16:36:08,523 stomp.py DEBUG Sending frame: [b'SEND', b'\n', b'content-type:application/json\n', b'destination:/topic/intermediate_prediction.cnn.ETPercentile_Ctx\n', b'\n', b'{"metricValue": 60066.05559100643, "level": 1, "timestamp": 1640097368, "probability": 0.8, "confidence_interval": [60063.05559100643, 60069.05559100643], "predictionTime": 1640097397, "refersTo": "default_application", "cloud": "aws", "provider": "provider"}', b'\x00'] +16:36:08,532 stomp.py DEBUG Sending frame: [b'SEND', b'\n', b'content-type:application/json\n', b'destination:/topic/intermediate_prediction.cnn.WillFinishTooSoonContext\n', b'\n', b'{"metricValue": -3010.5374114665196, "level": 1, "timestamp": 1640097368, "probability": 0.8, "confidence_interval": [-3013.5374114665196, -3007.5374114665196], "predictionTime": 1640097397, "refersTo": "default_application", "cloud": "aws", "provider": "provider"}', b'\x00'] +16:36:08,533 stomp.py DEBUG Sending frame: [b'SEND', b'\n', b'content-type:application/json\n', b'destination:/topic/intermediate_prediction.cnn.ETPercentile_Ctx\n', b'\n', b'{"metricValue": 56230.554537788164, "level": 1, "timestamp": 1640097368, "probability": 0.8, "confidence_interval": [56227.554537788164, 56233.554537788164], "predictionTime": 1640097427, "refersTo": "default_application", "cloud": "aws", "provider": "provider"}', b'\x00'] +16:36:08,533 stomp.py DEBUG Sending frame: [b'SEND', b'\n', b'content-type:application/json\n', b'destination:/topic/intermediate_prediction.cnn.WillFinishTooSoonContext\n', b'\n', b'{"metricValue": -903.7048298775751, "level": 1, "timestamp": 1640097368, "probability": 0.8, "confidence_interval": [-906.7048298775751, -900.7048298775751], "predictionTime": 1640097427, "refersTo": "default_application", "cloud": "aws", "provider": "provider"}', b'\x00'] +16:36:08,535 stomp.py DEBUG Sending frame: [b'SEND', b'\n', b'content-type:application/json\n', b'destination:/topic/intermediate_prediction.cnn.ETPercentile_Ctx\n', b'\n', b'{"metricValue": 59945.75712126786, "level": 1, "timestamp": 1640097368, "probability": 0.8, "confidence_interval": [59942.75712126786, 59948.75712126786], "predictionTime": 1640097457, "refersTo": "default_application", "cloud": "aws", "provider": "provider"}', b'\x00'] +16:36:08,537 stomp.py DEBUG Sending frame: [b'SEND', b'\n', b'content-type:application/json\n', b'destination:/topic/intermediate_prediction.cnn.WillFinishTooSoonContext\n', b'\n', b'{"metricValue": -2815.5237110536623, "level": 1, "timestamp": 1640097368, "probability": 0.8, "confidence_interval": [-2818.5237110536623, -2812.5237110536623], "predictionTime": 1640097457, "refersTo": "default_application", "cloud": "aws", "provider": "provider"}', b'\x00'] +16:36:08,540 stomp.py DEBUG Sending frame: [b'SEND', b'\n', b'content-type:application/json\n', b'destination:/topic/intermediate_prediction.cnn.ETPercentile_Ctx\n', b'\n', b'{"metricValue": 64492.227954995746, "level": 1, "timestamp": 1640097368, "probability": 0.8, "confidence_interval": [64489.227954995746, 64495.227954995746], "predictionTime": 1640097487, "refersTo": "default_application", "cloud": "aws", "provider": "provider"}', b'\x00'] +16:36:08,540 stomp.py DEBUG Sending frame: [b'SEND', b'\n', b'content-type:application/json\n', b'destination:/topic/intermediate_prediction.cnn.WillFinishTooSoonContext\n', b'\n', b'{"metricValue": -437.16720719570776, "level": 1, "timestamp": 1640097368, "probability": 0.8, "confidence_interval": [-440.16720719570776, -434.16720719570776], "predictionTime": 1640097487, "refersTo": "default_application", "cloud": "aws", "provider": "provider"}', b'\x00'] +16:36:08,542 root INFO Dataset updated ... +16:36:08,545 stomp.py DEBUG Sending frame: [b'SEND', b'\n', b'content-type:application/json\n', b'destination:/topic/intermediate_prediction.cnn.ETPercentile_Ctx\n', b'\n', b'{"metricValue": 58621.20690154465, "level": 1, "timestamp": 1640097368, "probability": 0.8, "confidence_interval": [58618.20690154465, 58624.20690154465], "predictionTime": 1640097517, "refersTo": "default_application", "cloud": "aws", "provider": "provider"}', b'\x00'] +16:36:08,545 root INFO Dataset updated ... +16:36:08,547 stomp.py DEBUG Sending frame: [b'SEND', b'\n', b'content-type:application/json\n', b'destination:/topic/intermediate_prediction.cnn.WillFinishTooSoonContext\n', b'\n', b'{"metricValue": -207.97033505385835, "level": 1, "timestamp": 1640097368, "probability": 0.8, "confidence_interval": [-210.97033505385835, -204.97033505385835], "predictionTime": 1640097517, "refersTo": "default_application", "cloud": "aws", "provider": "provider"}', b'\x00'] +16:36:08,547 stomp.py DEBUG Sending frame: [b'SEND', b'\n', b'content-type:application/json\n', b'destination:/topic/intermediate_prediction.cnn.ETPercentile_Ctx\n', b'\n', b'{"metricValue": 57000.333270377574, "level": 1, "timestamp": 1640097368, "probability": 0.8, "confidence_interval": [56997.333270377574, 57003.333270377574], "predictionTime": 1640097547, "refersTo": "default_application", "cloud": "aws", "provider": "provider"}', b'\x00'] +16:36:08,555 stomp.py DEBUG Sending frame: [b'SEND', b'\n', b'content-type:application/json\n', b'destination:/topic/intermediate_prediction.cnn.WillFinishTooSoonContext\n', b'\n', b'{"metricValue": 415.56430098893895, "level": 1, "timestamp": 1640097368, "probability": 0.8, "confidence_interval": [412.56430098893895, 418.56430098893895], "predictionTime": 1640097547, "refersTo": "default_application", "cloud": "aws", "provider": "provider"}', b'\x00'] +16:36:08,556 stomp.py DEBUG Sending frame: [b'SEND', b'\n', b'content-type:application/json\n', b'destination:/topic/intermediate_prediction.cnn.ETPercentile_Ctx\n', b'\n', b'{"metricValue": 55691.920941014265, "level": 1, "timestamp": 1640097368, "probability": 0.8, "confidence_interval": [55688.920941014265, 55694.920941014265], "predictionTime": 1640097577, "refersTo": "default_application", "cloud": "aws", "provider": "provider"}', b'\x00'] +16:36:08,559 stomp.py DEBUG Sending frame: [b'SEND', b'\n', b'content-type:application/json\n', b'destination:/topic/intermediate_prediction.cnn.WillFinishTooSoonContext\n', b'\n', b'{"metricValue": -3096.366600824717, "level": 1, "timestamp": 1640097368, "probability": 0.8, "confidence_interval": [-3099.366600824717, -3093.366600824717], "predictionTime": 1640097577, "refersTo": "default_application", "cloud": "aws", "provider": "provider"}', b'\x00'] +16:36:08,559 stomp.py DEBUG Sending frame: [b'SEND', b'\n', b'content-type:application/json\n', b'destination:/topic/intermediate_prediction.cnn.ETPercentile_Ctx\n', b'\n', b'{"metricValue": 62420.41643475769, "level": 1, "timestamp": 1640097368, "probability": 0.8, "confidence_interval": [62417.41643475769, 62423.41643475769], "predictionTime": 1640097607, "refersTo": "default_application", "cloud": "aws", "provider": "provider"}', b'\x00'] +16:36:08,563 stomp.py DEBUG Sending frame: [b'SEND', b'\n', b'content-type:application/json\n', b'destination:/topic/intermediate_prediction.cnn.WillFinishTooSoonContext\n', b'\n', 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Tracing is expensive and the excessive number of tracings could be due to (1) creating @tf.function repeatedly in a loop, (2) passing tensors with different shapes, (3) passing Python objects instead of tensors. For (1), please define your @tf.function outside of the loop. For (2), @tf.function has experimental_relax_shapes=True option that relaxes argument shapes that can avoid unnecessary retracing. For (3), please refer to https://www.tensorflow.org/guide/function#controlling_retracing and https://www.tensorflow.org/api_docs/python/tf/function for more details. +16:36:09,395 stomp.py DEBUG Sending frame: [b'SEND', b'\n', b'content-type:application/json\n', b'destination:/topic/intermediate_prediction.cnn.MinimumCores\n', b'\n', b'{"metricValue": 40550.708801495304, "level": 1, "timestamp": 1640097369, "probability": 0.8, "confidence_interval": [40547.708801495304, 40553.708801495304], "predictionTime": 1640097397, "refersTo": "default_application", "cloud": "aws", "provider": "provider"}', b'\x00'] +16:36:09,395 stomp.py DEBUG Sending frame: [b'SEND', b'\n', b'content-type:application/json\n', b'destination:/topic/intermediate_prediction.cnn.MinimumCores\n', b'\n', b'{"metricValue": 40562.77219811459, "level": 1, "timestamp": 1640097369, "probability": 0.8, "confidence_interval": [40559.77219811459, 40565.77219811459], "predictionTime": 1640097427, "refersTo": 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Tracing is expensive and the excessive number of tracings could be due to (1) creating @tf.function repeatedly in a loop, (2) passing tensors with different shapes, (3) passing Python objects instead of tensors. For (1), please define your @tf.function outside of the loop. For (2), @tf.function has experimental_relax_shapes=True option that relaxes argument shapes that can avoid unnecessary retracing. 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