Tutorial 4 - A metrologically enabled pipeline.¶
In this tutorial we introduce the new metrologically enabled agents. We initialize an agent, which generates an infinite sine signal. The signal is generated from an external class Signal and delivers on each call one timestamp and one value each with associated uncertainties.
The MetrologicalSineGeneratorAgent is based on the new class agentMET4FOF.metrological_agents.MetrologicalAgent. We only adapt the methods init_parameters() and agent_loop(). This we need to hand over an instance of the signal generating class and to generate the actual samples. The rest of the buffering and plotting logic is encapsulated inside of the new base classes.
[1]:
# %load tutorial_4_metrological_agents.py
from typing import Dict
from agentMET4FOF.agents import AgentNetwork
from agentMET4FOF.metrological_agents import MetrologicalAgent, MetrologicalMonitorAgent
from agentMET4FOF.metrological_streams import MetrologicalSineGenerator
class MetrologicalSineGeneratorAgent(MetrologicalAgent):
"""An agent streaming a sine signal
Takes samples from the :py:mod:`SineGenerator` and pushes them sample by sample
to connected agents via its output channel.
"""
# The datatype of the stream will be SineGenerator.
_sine_stream: MetrologicalSineGenerator
def init_parameters(self, signal: MetrologicalSineGenerator = MetrologicalSineGenerator(), **kwargs):
"""Initialize the input data
Initialize the input data stream as an instance of the
:py:mod:`SineGenerator` class
Parameters
----------
signal : Signal
the underlying signal for the generator
"""
self._sine_stream = signal
super().init_parameters()
self.set_output_data(channel="default", metadata=self._sine_stream.metadata)
def agent_loop(self):
"""Model the agent's behaviour
On state *Running* the agent will extract sample by sample the input data
streams content and push it via invoking
:py:method:`AgentMET4FOF.send_output`.
"""
if self.current_state == "Running":
self.set_output_data(
channel="default", data=[self._sine_stream._next_sample_generator()]
)
super().agent_loop()
@property
def metadata(self) -> Dict:
return self._sine_stream.metadata.metadata
def main():
# start agent network server
agent_network = AgentNetwork(dashboard_modules=True)
# Initialize signal generating class outside of agent framework.
signal = MetrologicalSineGenerator()
# Initialize metrologically enabled agent taking name from signal source metadata.
source_name = signal.metadata.metadata["device_id"]
source_agent = agent_network.add_agent(
name=source_name, agentType=MetrologicalSineGeneratorAgent
)
source_agent.init_parameters(signal)
# Initialize metrologically enabled plotting agent.
monitor_agent = agent_network.add_agent(
"MonitorAgent", agentType=MetrologicalMonitorAgent
)
# Bind agents.
source_agent.bind_output(monitor_agent)
# Set all agents states to "Running".
agent_network.set_running_state()
# Allow for shutting down the network after execution.
return agent_network
if __name__ == "__main__":
main()
Starting NameServer...
Broadcast server running on 0.0.0.0:9091
NS running on 127.0.0.1:3333 (127.0.0.1)
URI = PYRO:Pyro.NameServer@127.0.0.1:3333
Dash is running on http://127.0.0.1:8050/
* Serving Flask app "agentMET4FOF.dashboard.Dashboard" (lazy loading)
* Environment: production
WARNING: This is a development server. Do not use it in a production deployment.
Use a production WSGI server instead.
* Debug mode: off
* Running on http://127.0.0.1:8050/ (Press CTRL+C to quit)
INFO [2020-11-04 10:42:00.505031] (SineGenerator): INITIALIZED
INFO [2020-11-04 10:42:00.575146] (MonitorAgent): INITIALIZED
[2020-11-04 10:42:00.591467] (SineGenerator): Connected output module: MonitorAgent
SET STATE: Running
[2020-11-04 10:42:01.511326] (SineGenerator): Pack time: 0.00013
[2020-11-04 10:42:01.511966] (SineGenerator): Sending: [array([[0.e+00, 1.e-09, 0.e+00, 5.e-01]]), <time_series_metadata.scheme.MetaData object at 0x7ffb103ad7c0>]
[2020-11-04 10:42:01.512496] (MonitorAgent): Received: {'from': 'SineGenerator', 'data': array([[0.e+00, 1.e-09, 0.e+00, 5.e-01]]), 'metadata': <time_series_metadata.scheme.MetaData object at 0x7ffb102e5bb0>, 'senderType': 'MetrologicalSineGeneratorAgent', 'channel': 'default'}
[2020-11-04 10:42:01.512834] (MonitorAgent): Buffer: {'SineGenerator': {'data': array([[0.e+00, 1.e-09, 0.e+00, 5.e-01]]), 'metadata': [<time_series_metadata.scheme.MetaData object at 0x7ffb102e5bb0>]}}
[2020-11-04 10:42:01.512905] (MonitorAgent): Tproc: 0.000297
[2020-11-04 10:42:02.511172] (SineGenerator): Pack time: 0.000109
[2020-11-04 10:42:02.511473] (SineGenerator): Sending: [array([[2.00000000e-03, 1.00000000e-09, 6.27905195e-02, 5.00000000e-01]]), <time_series_metadata.scheme.MetaData object at 0x7ffb103ad7c0>]
[2020-11-04 10:42:02.511620] (MonitorAgent): Received: {'from': 'SineGenerator', 'data': array([[2.00000000e-03, 1.00000000e-09, 6.27905195e-02, 5.00000000e-01]]), 'metadata': <time_series_metadata.scheme.MetaData object at 0x7ffb102e5c70>, 'senderType': 'MetrologicalSineGeneratorAgent', 'channel': 'default'}
[2020-11-04 10:42:02.511977] (MonitorAgent): Buffer: {'SineGenerator': {'data': array([[0.00000000e+00, 1.00000000e-09, 0.00000000e+00, 5.00000000e-01],
[2.00000000e-03, 1.00000000e-09, 6.27905195e-02, 5.00000000e-01]]), 'metadata': [<time_series_metadata.scheme.MetaData object at 0x7ffb102e5bb0>, <time_series_metadata.scheme.MetaData object at 0x7ffb102e5c70>]}}
[2020-11-04 10:42:02.512036] (MonitorAgent): Tproc: 0.000343
NS shut down.
[2020-11-04 10:42:03.511157] (SineGenerator): Pack time: 9e-05
[2020-11-04 10:42:03.511471] (SineGenerator): Sending: [array([[4.00000000e-03, 1.00000000e-09, 1.25333234e-01, 5.00000000e-01]]), <time_series_metadata.scheme.MetaData object at 0x7ffb103ad7c0>]
[2020-11-04 10:42:03.511616] (MonitorAgent): Received: {'from': 'SineGenerator', 'data': array([[4.00000000e-03, 1.00000000e-09, 1.25333234e-01, 5.00000000e-01]]), 'metadata': <time_series_metadata.scheme.MetaData object at 0x7ffb103a2f70>, 'senderType': 'MetrologicalSineGeneratorAgent', 'channel': 'default'}
[2020-11-04 10:42:03.512320] (MonitorAgent): Buffer: {'SineGenerator': {'data': array([[0.00000000e+00, 1.00000000e-09, 0.00000000e+00, 5.00000000e-01],
[2.00000000e-03, 1.00000000e-09, 6.27905195e-02, 5.00000000e-01],
[4.00000000e-03, 1.00000000e-09, 1.25333234e-01, 5.00000000e-01]]), 'metadata': [<time_series_metadata.scheme.MetaData object at 0x7ffb102e5bb0>, <time_series_metadata.scheme.MetaData object at 0x7ffb102e5c70>, <time_series_metadata.scheme.MetaData object at 0x7ffb103a2f70>]}}
[2020-11-04 10:42:03.512397] (MonitorAgent): Tproc: 0.000685
[2020-11-04 10:42:04.511125] (SineGenerator): Pack time: 8.3e-05
[2020-11-04 10:42:04.511417] (SineGenerator): Sending: [array([[6.00000000e-03, 1.00000000e-09, 1.87381315e-01, 5.00000000e-01]]), <time_series_metadata.scheme.MetaData object at 0x7ffb103ad7c0>]
[2020-11-04 10:42:04.511549] (MonitorAgent): Received: {'from': 'SineGenerator', 'data': array([[6.00000000e-03, 1.00000000e-09, 1.87381315e-01, 5.00000000e-01]]), 'metadata': <time_series_metadata.scheme.MetaData object at 0x7ffb103aa280>, 'senderType': 'MetrologicalSineGeneratorAgent', 'channel': 'default'}
[2020-11-04 10:42:04.511960] (MonitorAgent): Buffer: {'SineGenerator': {'data': array([[0.00000000e+00, 1.00000000e-09, 0.00000000e+00, 5.00000000e-01],
[2.00000000e-03, 1.00000000e-09, 6.27905195e-02, 5.00000000e-01],
[4.00000000e-03, 1.00000000e-09, 1.25333234e-01, 5.00000000e-01],
[6.00000000e-03, 1.00000000e-09, 1.87381315e-01, 5.00000000e-01]]), 'metadata': [<time_series_metadata.scheme.MetaData object at 0x7ffb102e5bb0>, <time_series_metadata.scheme.MetaData object at 0x7ffb102e5c70>, <time_series_metadata.scheme.MetaData object at 0x7ffb103a2f70>, <time_series_metadata.scheme.MetaData object at 0x7ffb103aa280>]}}
[2020-11-04 10:42:04.512019] (MonitorAgent): Tproc: 0.000402
[2020-11-04 10:42:05.511087] (SineGenerator): Pack time: 7.8e-05
[2020-11-04 10:42:05.511368] (SineGenerator): Sending: [array([[8.00000000e-03, 1.00000000e-09, 2.48689887e-01, 5.00000000e-01]]), <time_series_metadata.scheme.MetaData object at 0x7ffb103ad7c0>]
[2020-11-04 10:42:05.511485] (MonitorAgent): Received: {'from': 'SineGenerator', 'data': array([[8.00000000e-03, 1.00000000e-09, 2.48689887e-01, 5.00000000e-01]]), 'metadata': <time_series_metadata.scheme.MetaData object at 0x7ffb103aa100>, 'senderType': 'MetrologicalSineGeneratorAgent', 'channel': 'default'}
[2020-11-04 10:42:05.511929] (MonitorAgent): Buffer: {'SineGenerator': {'data': array([[0.00000000e+00, 1.00000000e-09, 0.00000000e+00, 5.00000000e-01],
[2.00000000e-03, 1.00000000e-09, 6.27905195e-02, 5.00000000e-01],
[4.00000000e-03, 1.00000000e-09, 1.25333234e-01, 5.00000000e-01],
[6.00000000e-03, 1.00000000e-09, 1.87381315e-01, 5.00000000e-01],
[8.00000000e-03, 1.00000000e-09, 2.48689887e-01, 5.00000000e-01]]), 'metadata': [<time_series_metadata.scheme.MetaData object at 0x7ffb102e5bb0>, <time_series_metadata.scheme.MetaData object at 0x7ffb102e5c70>, <time_series_metadata.scheme.MetaData object at 0x7ffb103a2f70>, <time_series_metadata.scheme.MetaData object at 0x7ffb103aa280>, <time_series_metadata.scheme.MetaData object at 0x7ffb103aa100>]}}
[2020-11-04 10:42:05.511993] (MonitorAgent): Tproc: 0.000448
[2020-11-04 10:42:06.511130] (SineGenerator): Pack time: 8.9e-05
[2020-11-04 10:42:06.511409] (SineGenerator): Sending: [array([[1.00000000e-02, 1.00000000e-09, 3.09016994e-01, 5.00000000e-01]]), <time_series_metadata.scheme.MetaData object at 0x7ffb103ad7c0>]
[2020-11-04 10:42:06.511544] (MonitorAgent): Received: {'from': 'SineGenerator', 'data': array([[1.00000000e-02, 1.00000000e-09, 3.09016994e-01, 5.00000000e-01]]), 'metadata': <time_series_metadata.scheme.MetaData object at 0x7ffb103aa1c0>, 'senderType': 'MetrologicalSineGeneratorAgent', 'channel': 'default'}
[2020-11-04 10:42:06.512081] (MonitorAgent): Buffer: {'SineGenerator': {'data': array([[0.00000000e+00, 1.00000000e-09, 0.00000000e+00, 5.00000000e-01],
[2.00000000e-03, 1.00000000e-09, 6.27905195e-02, 5.00000000e-01],
[4.00000000e-03, 1.00000000e-09, 1.25333234e-01, 5.00000000e-01],
[6.00000000e-03, 1.00000000e-09, 1.87381315e-01, 5.00000000e-01],
[8.00000000e-03, 1.00000000e-09, 2.48689887e-01, 5.00000000e-01],
[1.00000000e-02, 1.00000000e-09, 3.09016994e-01, 5.00000000e-01]]), 'metadata': [<time_series_metadata.scheme.MetaData object at 0x7ffb102e5bb0>, <time_series_metadata.scheme.MetaData object at 0x7ffb102e5c70>, <time_series_metadata.scheme.MetaData object at 0x7ffb103a2f70>, <time_series_metadata.scheme.MetaData object at 0x7ffb103aa280>, <time_series_metadata.scheme.MetaData object at 0x7ffb103aa100>, <time_series_metadata.scheme.MetaData object at 0x7ffb103aa1c0>]}}
[2020-11-04 10:42:06.512156] (MonitorAgent): Tproc: 0.00054
[2020-11-04 10:42:07.511168] (SineGenerator): Pack time: 0.000108
[2020-11-04 10:42:07.511469] (SineGenerator): Sending: [array([[1.20000000e-02, 1.00000000e-09, 3.68124553e-01, 5.00000000e-01]]), <time_series_metadata.scheme.MetaData object at 0x7ffb103ad7c0>]
[2020-11-04 10:42:07.511617] (MonitorAgent): Received: {'from': 'SineGenerator', 'data': array([[1.20000000e-02, 1.00000000e-09, 3.68124553e-01, 5.00000000e-01]]), 'metadata': <time_series_metadata.scheme.MetaData object at 0x7ffb103aa2e0>, 'senderType': 'MetrologicalSineGeneratorAgent', 'channel': 'default'}
[2020-11-04 10:42:07.512125] (MonitorAgent): Buffer: {'SineGenerator': {'data': array([[0.00000000e+00, 1.00000000e-09, 0.00000000e+00, 5.00000000e-01],
[2.00000000e-03, 1.00000000e-09, 6.27905195e-02, 5.00000000e-01],
[4.00000000e-03, 1.00000000e-09, 1.25333234e-01, 5.00000000e-01],
[6.00000000e-03, 1.00000000e-09, 1.87381315e-01, 5.00000000e-01],
[8.00000000e-03, 1.00000000e-09, 2.48689887e-01, 5.00000000e-01],
[1.00000000e-02, 1.00000000e-09, 3.09016994e-01, 5.00000000e-01],
[1.20000000e-02, 1.00000000e-09, 3.68124553e-01, 5.00000000e-01]]), 'metadata': [<time_series_metadata.scheme.MetaData object at 0x7ffb102e5bb0>, <time_series_metadata.scheme.MetaData object at 0x7ffb102e5c70>, <time_series_metadata.scheme.MetaData object at 0x7ffb103a2f70>, <time_series_metadata.scheme.MetaData object at 0x7ffb103aa280>, <time_series_metadata.scheme.MetaData object at 0x7ffb103aa100>, <time_series_metadata.scheme.MetaData object at 0x7ffb103aa1c0>, <time_series_metadata.scheme.MetaData object at 0x7ffb103aa2e0>]}}
[2020-11-04 10:42:07.512192] (MonitorAgent): Tproc: 0.000501
[2020-11-04 10:42:08.511228] (SineGenerator): Pack time: 9.1e-05
[2020-11-04 10:42:08.511513] (SineGenerator): Sending: [array([[1.40000000e-02, 1.00000000e-09, 4.25779292e-01, 5.00000000e-01]]), <time_series_metadata.scheme.MetaData object at 0x7ffb103ad7c0>]
[2020-11-04 10:42:08.511654] (MonitorAgent): Received: {'from': 'SineGenerator', 'data': array([[1.40000000e-02, 1.00000000e-09, 4.25779292e-01, 5.00000000e-01]]), 'metadata': <time_series_metadata.scheme.MetaData object at 0x7ffb103aa160>, 'senderType': 'MetrologicalSineGeneratorAgent', 'channel': 'default'}
[2020-11-04 10:42:08.512084] (MonitorAgent): Buffer: {'SineGenerator': {'data': array([[0.00000000e+00, 1.00000000e-09, 0.00000000e+00, 5.00000000e-01],
[2.00000000e-03, 1.00000000e-09, 6.27905195e-02, 5.00000000e-01],
[4.00000000e-03, 1.00000000e-09, 1.25333234e-01, 5.00000000e-01],
[6.00000000e-03, 1.00000000e-09, 1.87381315e-01, 5.00000000e-01],
[8.00000000e-03, 1.00000000e-09, 2.48689887e-01, 5.00000000e-01],
[1.00000000e-02, 1.00000000e-09, 3.09016994e-01, 5.00000000e-01],
[1.20000000e-02, 1.00000000e-09, 3.68124553e-01, 5.00000000e-01],
[1.40000000e-02, 1.00000000e-09, 4.25779292e-01, 5.00000000e-01]]), 'metadata': [<time_series_metadata.scheme.MetaData object at 0x7ffb102e5bb0>, <time_series_metadata.scheme.MetaData object at 0x7ffb102e5c70>, <time_series_metadata.scheme.MetaData object at 0x7ffb103a2f70>, <time_series_metadata.scheme.MetaData object at 0x7ffb103aa280>, <time_series_metadata.scheme.MetaData object at 0x7ffb103aa100>, <time_series_metadata.scheme.MetaData object at 0x7ffb103aa1c0>, <time_series_metadata.scheme.MetaData object at 0x7ffb103aa2e0>, <time_series_metadata.scheme.MetaData object at 0x7ffb103aa160>]}}
[2020-11-04 10:42:08.512126] (MonitorAgent): Tproc: 0.000407
[2020-11-04 10:42:09.511189] (SineGenerator): Pack time: 0.000118
[2020-11-04 10:42:09.511468] (SineGenerator): Sending: [array([[1.60000000e-02, 1.00000000e-09, 4.81753674e-01, 5.00000000e-01]]), <time_series_metadata.scheme.MetaData object at 0x7ffb103ad7c0>]
[2020-11-04 10:42:09.512233] (MonitorAgent): Received: {'from': 'SineGenerator', 'data': array([[1.60000000e-02, 1.00000000e-09, 4.81753674e-01, 5.00000000e-01]]), 'metadata': <time_series_metadata.scheme.MetaData object at 0x7ffb103aa220>, 'senderType': 'MetrologicalSineGeneratorAgent', 'channel': 'default'}
[2020-11-04 10:42:09.512985] (MonitorAgent): Buffer: {'SineGenerator': {'data': array([[0.00000000e+00, 1.00000000e-09, 0.00000000e+00, 5.00000000e-01],
[2.00000000e-03, 1.00000000e-09, 6.27905195e-02, 5.00000000e-01],
[4.00000000e-03, 1.00000000e-09, 1.25333234e-01, 5.00000000e-01],
[6.00000000e-03, 1.00000000e-09, 1.87381315e-01, 5.00000000e-01],
[8.00000000e-03, 1.00000000e-09, 2.48689887e-01, 5.00000000e-01],
[1.00000000e-02, 1.00000000e-09, 3.09016994e-01, 5.00000000e-01],
[1.20000000e-02, 1.00000000e-09, 3.68124553e-01, 5.00000000e-01],
[1.40000000e-02, 1.00000000e-09, 4.25779292e-01, 5.00000000e-01],
[1.60000000e-02, 1.00000000e-09, 4.81753674e-01, 5.00000000e-01]]), 'metadata': [<time_series_metadata.scheme.MetaData object at 0x7ffb102e5bb0>, <time_series_metadata.scheme.MetaData object at 0x7ffb102e5c70>, <time_series_metadata.scheme.MetaData object at 0x7ffb103a2f70>, <time_series_metadata.scheme.MetaData object at 0x7ffb103aa280>, <time_series_metadata.scheme.MetaData object at 0x7ffb103aa100>, <time_series_metadata.scheme.MetaData object at 0x7ffb103aa1c0>, <time_series_metadata.scheme.MetaData object at 0x7ffb103aa2e0>, <time_series_metadata.scheme.MetaData object at 0x7ffb103aa160>, <time_series_metadata.scheme.MetaData object at 0x7ffb103aa220>]}}
[2020-11-04 10:42:09.513068] (MonitorAgent): Tproc: 0.000756
[2020-11-04 10:42:10.512902] (SineGenerator): Pack time: 0.000468
[2020-11-04 10:42:10.515271] (SineGenerator): Sending: [array([[1.80000000e-02, 1.00000000e-09, 5.35826795e-01, 5.00000000e-01]]), <time_series_metadata.scheme.MetaData object at 0x7ffb103ad7c0>]
[2020-11-04 10:42:10.515680] (MonitorAgent): Received: {'from': 'SineGenerator', 'data': array([[1.80000000e-02, 1.00000000e-09, 5.35826795e-01, 5.00000000e-01]]), 'metadata': <time_series_metadata.scheme.MetaData object at 0x7ffb103aa340>, 'senderType': 'MetrologicalSineGeneratorAgent', 'channel': 'default'}
[2020-11-04 10:42:10.521508] (MonitorAgent): Buffer: {'SineGenerator': {'data': array([[0.00000000e+00, 1.00000000e-09, 0.00000000e+00, 5.00000000e-01],
[2.00000000e-03, 1.00000000e-09, 6.27905195e-02, 5.00000000e-01],
[4.00000000e-03, 1.00000000e-09, 1.25333234e-01, 5.00000000e-01],
[6.00000000e-03, 1.00000000e-09, 1.87381315e-01, 5.00000000e-01],
[8.00000000e-03, 1.00000000e-09, 2.48689887e-01, 5.00000000e-01],
[1.00000000e-02, 1.00000000e-09, 3.09016994e-01, 5.00000000e-01],
[1.20000000e-02, 1.00000000e-09, 3.68124553e-01, 5.00000000e-01],
[1.40000000e-02, 1.00000000e-09, 4.25779292e-01, 5.00000000e-01],
[1.60000000e-02, 1.00000000e-09, 4.81753674e-01, 5.00000000e-01],
[1.80000000e-02, 1.00000000e-09, 5.35826795e-01, 5.00000000e-01]]), 'metadata': [<time_series_metadata.scheme.MetaData object at 0x7ffb102e5bb0>, <time_series_metadata.scheme.MetaData object at 0x7ffb102e5c70>, <time_series_metadata.scheme.MetaData object at 0x7ffb103a2f70>, <time_series_metadata.scheme.MetaData object at 0x7ffb103aa280>, <time_series_metadata.scheme.MetaData object at 0x7ffb103aa100>, <time_series_metadata.scheme.MetaData object at 0x7ffb103aa1c0>, <time_series_metadata.scheme.MetaData object at 0x7ffb103aa2e0>, <time_series_metadata.scheme.MetaData object at 0x7ffb103aa160>, <time_series_metadata.scheme.MetaData object at 0x7ffb103aa220>, <time_series_metadata.scheme.MetaData object at 0x7ffb103aa340>]}}
[2020-11-04 10:42:10.521947] (MonitorAgent): Tproc: 0.005778
[2020-11-04 10:42:11.513449] (SineGenerator): Pack time: 0.000725
[2020-11-04 10:42:11.516501] (SineGenerator): Sending: [array([[2.00000000e-02, 1.00000000e-09, 5.87785252e-01, 5.00000000e-01]]), <time_series_metadata.scheme.MetaData object at 0x7ffb103ad7c0>]
[2020-11-04 10:42:11.517356] (MonitorAgent): Received: {'from': 'SineGenerator', 'data': array([[2.00000000e-02, 1.00000000e-09, 5.87785252e-01, 5.00000000e-01]]), 'metadata': <time_series_metadata.scheme.MetaData object at 0x7ffb103aaa00>, 'senderType': 'MetrologicalSineGeneratorAgent', 'channel': 'default'}
[2020-11-04 10:42:11.525456] (MonitorAgent): Buffer: {'SineGenerator': {'data': array([[0.00000000e+00, 1.00000000e-09, 0.00000000e+00, 5.00000000e-01],
[2.00000000e-03, 1.00000000e-09, 6.27905195e-02, 5.00000000e-01],
[4.00000000e-03, 1.00000000e-09, 1.25333234e-01, 5.00000000e-01],
[6.00000000e-03, 1.00000000e-09, 1.87381315e-01, 5.00000000e-01],
[8.00000000e-03, 1.00000000e-09, 2.48689887e-01, 5.00000000e-01],
[1.00000000e-02, 1.00000000e-09, 3.09016994e-01, 5.00000000e-01],
[1.20000000e-02, 1.00000000e-09, 3.68124553e-01, 5.00000000e-01],
[1.40000000e-02, 1.00000000e-09, 4.25779292e-01, 5.00000000e-01],
[1.60000000e-02, 1.00000000e-09, 4.81753674e-01, 5.00000000e-01],
[1.80000000e-02, 1.00000000e-09, 5.35826795e-01, 5.00000000e-01],
[2.00000000e-02, 1.00000000e-09, 5.87785252e-01, 5.00000000e-01]]), 'metadata': [<time_series_metadata.scheme.MetaData object at 0x7ffb102e5bb0>, <time_series_metadata.scheme.MetaData object at 0x7ffb102e5c70>, <time_series_metadata.scheme.MetaData object at 0x7ffb103a2f70>, <time_series_metadata.scheme.MetaData object at 0x7ffb103aa280>, <time_series_metadata.scheme.MetaData object at 0x7ffb103aa100>, <time_series_metadata.scheme.MetaData object at 0x7ffb103aa1c0>, <time_series_metadata.scheme.MetaData object at 0x7ffb103aa2e0>, <time_series_metadata.scheme.MetaData object at 0x7ffb103aa160>, <time_series_metadata.scheme.MetaData object at 0x7ffb103aa220>, <time_series_metadata.scheme.MetaData object at 0x7ffb103aa340>, <time_series_metadata.scheme.MetaData object at 0x7ffb103aaa00>]}}
[2020-11-04 10:42:11.526409] (MonitorAgent): Tproc: 0.008333