oil/model_trainers/trainer.py
Function logStuff
has a Cognitive Complexity of 18 (exceeds 5 allowed). Consider refactoring. Open
Open
def logStuff(self, step, minibatch=None):
metrics = {}
if minibatch is not None and hasattr(self,'loss'):
try: metrics['Minibatch_Loss'] = self.loss(minibatch).cpu().data.numpy()
except (NotImplementedError, TypeError): pass
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Cognitive Complexity
Cognitive Complexity is a measure of how difficult a unit of code is to intuitively understand. Unlike Cyclomatic Complexity, which determines how difficult your code will be to test, Cognitive Complexity tells you how difficult your code will be to read and comprehend.
A method's cognitive complexity is based on a few simple rules:
- Code is not considered more complex when it uses shorthand that the language provides for collapsing multiple statements into one
- Code is considered more complex for each "break in the linear flow of the code"
- Code is considered more complex when "flow breaking structures are nested"
Further reading
Function __init__
has 8 arguments (exceeds 4 allowed). Consider refactoring. Open
Open
def __init__(self, model, dataloaders, opt_constr=optim.Adam, lr_sched = lambda e: 1,
Function train
has a Cognitive Complexity of 6 (exceeds 5 allowed). Consider refactoring. Open
Open
def train(self, num_epochs=100):
""" The main training loop"""
start_epoch = self.epoch
steps_per_epoch = len(self.dataloaders['train']); step=0
for self.epoch in tqdm(range(start_epoch+1, start_epoch + num_epochs+1),desc='train'):
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Cognitive Complexity
Cognitive Complexity is a measure of how difficult a unit of code is to intuitively understand. Unlike Cyclomatic Complexity, which determines how difficult your code will be to test, Cognitive Complexity tells you how difficult your code will be to read and comprehend.
A method's cognitive complexity is based on a few simple rules:
- Code is not considered more complex when it uses shorthand that the language provides for collapsing multiple statements into one
- Code is considered more complex for each "break in the linear flow of the code"
- Code is considered more complex when "flow breaking structures are nested"