def log_result(conn, datasetname, fts_method, result):
metrics = ['rmse', 'size', 'time']
for metric in metrics:
record = (datasetname, 'Evolutive', fts_method, None, result['mf'],
result['order'], result['partitioner'], result['npart'],
result['alpha'], str(result['lags']), metric, result[metric])
print(record)
hUtil.insert_hyperparam(record, conn)
def process_jobs(jobs, datasetname, conn):
for job in jobs:
result, rmse, size, mape, u = job()
if job.status == dispy.DispyJob.Finished and result is not None:
print("Processing result of {}".format(result))
metrics = {'rmse': rmse, 'size': size, 'mape': mape, 'u': u }
for metric in metrics.keys():
record = (datasetname, 'GridSearch', 'WHOFTS', None, result['mf'],
result['order'], result['partitioner'], result['npart'],
result['alpha'], str(result['lags']), metric, metrics[metric])
print(record)
hUtil.insert_hyperparam(record, conn)
else:
print(job.exception)
print(job.stdout)
def process_jobs(jobs, datasetname, conn):
for job in jobs:
result = job()
if job.status == dispy.DispyJob.Finished and result is not None:
print("Processing result of {}".format(result))
metrics = ['rmse', 'size', 'time']
for metric in metrics:
record = (datasetname, 'Evolutive', 'WHOFTS', None,
result['mf'], result['order'], result['partitioner'],
result['npart'], result['alpha'],
str(result['lags']), metric, result[metric])
print(record)
hUtil.insert_hyperparam(record, conn)
else:
print(job.exception)
print(job.stdout)
def process_jobs(jobs, datasetname, conn):
for ct, job in enumerate(jobs):
print("Processing job {}".format(ct))
result = job()
if job.status == dispy.DispyJob.Finished and result is not None:
print("Processing result of {}".format(result))
metrics = {'rmse': result['rmse'], 'size': result['size']}
for metric in metrics.keys():
param = result['parameters']
record = (datasetname, 'GridSearch', 'WHOFTS', None,
param['mf'], param['order'],
param['partitioner'], param['npart'], param['alpha'],
str(param['lags']), metric, metrics[metric])
hUtil.insert_hyperparam(record, conn)
else:
print(job.exception)
print(job.stdout)