def __init__(self, metrics):
self.base_metric = BaseMetric()
_metric = {
PrecisionMetric.metric_name(): PrecisionMetric,
AccuracyMetric.metric_name(): AccuracyMetric,
RecallMetric.metric_name(): RecallMetric
}
self.metric = {}
for metric_name in metrics:
self.metric[metric_name] = _metric[metric_name]()
class Metric(object):
def __init__(self, metrics):
self.base_metric = BaseMetric()
_metric = {
PrecisionMetric.metric_name(): PrecisionMetric,
AccuracyMetric.metric_name(): AccuracyMetric,
RecallMetric.metric_name(): RecallMetric
}
self.metric = {}
for metric_name in metrics:
self.metric[metric_name] = _metric[metric_name]()
def update_stats(self, real_sentiment, predicted_sentiment):
self.base_metric.update_stats(real_sentiment, predicted_sentiment)
for metric in self.metric.values():
metric.TP = self.base_metric.TP
metric.FP = self.base_metric.FP
metric.FN = self.base_metric.FN
metric.total_sentiment_predictions = self.base_metric.total_sentiment_predictions
metric.correct_sentiment_predictions = self.base_metric.correct_sentiment_predictions
def clear_stats(self):
self.base_metric.clear_stats()
for metric in self.metric.values():
metric.clear_stats()
def calculate_stats(self):
for metric in self.metric.values():
metric.calculate_stats()
def get_stats(self, metric_name):
self.metric[metric_name].get_stats()
def get_db_safe_stats(self, metric_name):
return self.metric[metric_name].get_db_safe_stats()
def print_stats(self):
self.base_metric.print_stats()
for metric in self.metric.values():
metric.print_stats()
def print_real_sentiment_distribution(self):
self.base_metric.print_real_sentiment_distribution()
def get_db_column(self, metric_name, consider_spam):
return self.metric[metric_name].get_db_column(consider_spam)
def __init__(self):
BaseMetric.__init__(self, 'status_code_distribution')
def __init__(self):
BaseMetric.__init__(self, 'perc_98_server_time')
def __init__(self):
BaseMetric.__init__(self, 'slowest_server_time_path')
def __init__(self):
BaseMetric.__init__(self, 'avg_server_time')
def get_metrics_classes(self):
return BaseMetric.__subclasses__()
def __init__(self):
BaseMetric.__init__(self, 'path_hit_count')
def __init__(self):
BaseMetric.__init__(self)
self.db_column = ''
self.db_column_with_spam = ''