Spaces:
Running
Running
File size: 1,458 Bytes
d015578 |
1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 |
from collections import OrderedDict
class Metrics:
def __init__(self, name='metrics'):
# Data dicts
self.error = OrderedDict()
self.metrics_log = OrderedDict()
self.name = name
self.database = None
self.data_type = None
def compute_error(self, data_anns, data_pred, database, select_ids=None):
self.init_ce(data_anns, data_pred, database)
raise ValueError('Computer error has to be implemented by inheritance')
def init_ce(self, data_anns, data_pred, database):
# Update database info
[self.database, self.data_type] = database
# Logs and checks
print('Computing %s error...' % self.name)
if len(data_anns) == 0:
raise ValueError('Annotations miss for computing error in %s' % self.name)
if len(data_pred) == 0:
raise ValueError('Predictions miss for computing error in %s' % self.name)
elif len(data_pred) != len(data_anns):
raise Warning('Prediction vs annotations length mismatch')
def metrics(self):
self.init_metrics()
raise ValueError('Metrics has to be implemented by inheritance')
def init_metrics(self):
# Logs and checks
print('> Metrics %s:' % self.name)
if len(self.error) == 0:
raise ValueError('Error must be compute first in %s' % self.name)
def get_pimg_err(self, data_dict):
return data_dict
|