in decisionai_plugin/sample/demo_modeless/demo_service.py [0:0]
def do_inference(self, model_dir, parameters, context):
log.info('Start to inference {}'.format('Demo'))
try:
amplifier = parameters['instance']['params']['amplifier']
end_time = str_to_dt(parameters['endTime'])
if 'startTime' in parameters:
start_time = str_to_dt(parameters['startTime'])
else:
start_time = end_time
series = self.tsanaclient.get_timeseries(parameters['apiEndpoint'], parameters['apiKey'], parameters['seriesSets'], start_time, end_time)
res = []
for data in series or []:
for value in data.value or []:
v = {
'dim': data.dim,
'metric_id': data.metric_id,
'series_id': data.series_id,
'value': value['value'] * amplifier,
'timestamp': value['timestamp']
}
res.append(v)
self.tsanaclient.save_inference_result(parameters, res)
return STATUS_SUCCESS, ''
except Exception as e:
log.error('Exception thrown by inference: ' + repr(e))
return STATUS_FAIL, 'Exception thrown by inference: ' + repr(e)