/
aicrowd_helper.py
153 lines (141 loc) · 6.05 KB
/
aicrowd_helper.py
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#!/usr/bin/env python
import crowdai_api
import os
import logging
########################################################################
# Instatiate Event Notifier
########################################################################
crowdai_events = crowdai_api.events.CrowdAIEvents()
current_phase = None
training_progress = 0.0
def inference_start():
########################################################################
# Register Inference Start event
########################################################################
logging.info("Inference Start...")
global current_phase
current_phase = "inference"
crowdai_events.register_event(
event_type=crowdai_events.CROWDAI_EVENT_INFO,
message="inference_started",
payload={ #Arbitrary Payload
"event_type": "minerl_challenge:inference_started"
}
)
def inference_end():
########################################################################
# Register Inference End event
########################################################################
logging.info("Inference End...")
global current_phase
current_phase = None
crowdai_events.register_event(
event_type=crowdai_events.CROWDAI_EVENT_INFO,
message="inference_ended",
payload={ #Arbitrary Payload
"event_type": "minerl_challenge:inference_ended"
}
)
def inference_error():
########################################################################
# Register Inference Error event
########################################################################
logging.error("Inference Failed...")
crowdai_events.register_event(
event_type=crowdai_events.CROWDAI_EVENT_INFO,
message="inference_error",
payload={ #Arbitrary Payload
"event_type": "minerl_challenge:inference_error"
}
)
def training_start():
########################################################################
# Register Training Start event
########################################################################
logging.info("Training Start...")
global current_phase
current_phase = "training"
crowdai_events.register_event(
event_type=crowdai_events.CROWDAI_EVENT_INFO,
message="training_started",
payload={ #Arbitrary Payload
"event_type": "minerl_challenge:training_started"
}
)
def training_end():
########################################################################
# Register Training End event
########################################################################
logging.info("Training End...")
register_progress(1.0)
global current_phase
current_phase = None
crowdai_events.register_event(
event_type=crowdai_events.CROWDAI_EVENT_INFO,
message="training_ended",
payload={ #Arbitrary Payload
"event_type": "minerl_challenge:training_ended"
}
)
def training_error():
########################################################################
# Register Training Error event
########################################################################
logging.error("Training Failed...")
crowdai_events.register_event(
event_type=crowdai_events.CROWDAI_EVENT_INFO,
message="training_error",
payload={ #Arbitrary Payload
"event_type": "minerl_challenge:training_error"
}
)
def register_progress(progress):
########################################################################
# Register Evaluation Progress event
# progress : float [0, 1]
########################################################################
logging.info("Progress : {}".format(progress))
global training_progress, current_phase
if current_phase is None:
raise Exception('Please register current phase by calling `training_start` \
or `inference_start` before sending progress.')
if current_phase == "training":
if progress < training_progress:
logging.warn('Invalid progress update to %f while you are already \
at %f. Skipping it...', progress, training_progress)
return
training_progress = progress
crowdai_events.register_event(
event_type=crowdai_events.CROWDAI_EVENT_INFO,
message="register_progress",
payload={ #Arbitrary Payload
"event_type": "minerl_challenge:register_progress",
"training_progress" : training_progress
}
)
def submit(payload={}):
########################################################################
# Register Evaluation Complete event
########################################################################
logging.info("AIcrowd Submit")
crowdai_events.register_event(
event_type=crowdai_events.CROWDAI_EVENT_SUCCESS,
message="submit",
payload={ #Arbitrary Payload
"event_type": "minerl_challenge:submit",
},
blocking=True
)
def execution_error(error):
########################################################################
# Register Evaluation Complete event
########################################################################
crowdai_events.register_event(
event_type=crowdai_events.CROWDAI_EVENT_ERROR,
message="execution_error",
payload={ #Arbitrary Payload
"event_type": "minerl_challenge:execution_error",
"error" : error
},
blocking=True
)