EffectMetric (APIObject)
__init__(self, auc=None, f1_score=None, macro_f1=None, micro_f1=None, weight_f1=None, mcc=None, ks=None, log_loss=None, acc=None, precision=None, eer=None)
special
效果指标
| Parameters: |
|
|---|
Source code in deepwisdom/models/trial.py
def __init__(
self,
auc=None,
f1_score=None,
macro_f1=None,
micro_f1=None,
weight_f1=None,
mcc=None,
ks=None,
log_loss=None,
acc=None,
precision=None,
eer=None
):
"""
效果指标
Args:
auc (float):
f1_score (float):
macro_f1 (float):
micro_f1 (float):
weight_f1 (float):
mcc (float):
ks (float):
log_loss (float):
acc ():
precision (float):
eer (float):
"""
self.auc = auc
self.f1_score = f1_score
self.macro_f1 = macro_f1
self.micro_f1 = micro_f1
self.weight_f1 = weight_f1
self.mcc = mcc
self.ks = ks
self.log_loss = log_loss
self.acc = acc
self.precision = precision
self.eer = eer
Metric (APIObject)
__init__(self, performance_metrics=None, effect_metrics=None)
special
指标相关
| Parameters: |
|
|---|
Source code in deepwisdom/models/trial.py
def __init__(
self,
performance_metrics=None,
effect_metrics=None
):
"""
指标相关
Args:
performance_metrics (PerformanceMetric): 性能指标
effect_metrics (EffectMetric): 效果指标
"""
self.performance_metrics = PerformanceMetric(**performance_metrics)
self.effect_metrics = EffectMetric(**effect_metrics)
PerformanceMetric (APIObject)
__init__(self, fps=None, ict=None, flops=None, max_mem=None)
special
性能指标
| Parameters: |
|
|---|
Source code in deepwisdom/models/trial.py
def __init__(
self,
fps=None,
ict=None,
flops=None,
max_mem=None
):
"""
性能指标
Args:
fps (float):
ict (float):
flops (int):
max_mem (float):
"""
self.fps = fps
self.ict = ict
self.flops = flops
self.max_mem = max_mem
Trial (APIObject)
__init__(self, project_id, trial_no, trial_type=None, status=None, best_metric_key=None, best_metric_value=None, time_consuming=None, start_time=None, end_time=None, is_model=None, trial_metric=None)
special
实验详情
| Parameters: |
|
|---|
Source code in deepwisdom/models/trial.py
def __init__(
self,
project_id,
trial_no,
trial_type=None,
status=None,
best_metric_key=None,
best_metric_value=None,
time_consuming=None,
start_time=None,
end_time=None,
is_model=None,
trial_metric=None
):
"""
实验详情
Args:
project_id (int): 项目id
trial_no (int): 实验id
trial_type (int): 实验类型
status (int): 状态
best_metric_key (str): 最佳指标
best_metric_value (float): 最佳指标值
time_consuming (float): 耗时
start_time (float): 实验开始时间
end_time (float): 实验结束时间
is_model (int):
trial_metric (Metric): 实验详细指标
"""
self.project_id = project_id
self.trial_no = trial_no
self.trial_type = trial_type
self.status = status,
self.best_metric_key = best_metric_key
self.best_metric_value = best_metric_value
self.time_consuming = time_consuming
self.start_time = start_time
self.end_time = end_time
self.is_model = is_model
self.trial_metric = Metric(**trial_metric)