Showing 72 of 97 total issues
Function norm has a Cognitive Complexity of 7 (exceeds 5 allowed). Consider refactoring. Open
def norm(d,keepdim=True):
if len(d.shape)==4:
norm = torch.sqrt(1e-6+(d**2).sum(3).sum(2).sum(1))
return norm[:,None,None,None] if keepdim else norm
elif len(d.shape)==2:- Read upRead up
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 flatten has a Cognitive Complexity of 7 (exceeds 5 allowed). Consider refactoring. Open
def flatten(d, parent_key='', sep='/'):
"""An invertible dictionary flattening operation that does not clobber objs"""
items = []
for k, v in d.items():
new_key = parent_key + sep + k if parent_key else k- Read upRead up
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 train has a Cognitive Complexity of 6 (exceeds 5 allowed). Consider refactoring. 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'):- Read upRead up
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 tryeval has a Cognitive Complexity of 6 (exceeds 5 allowed). Consider refactoring. Open
def tryeval(value):
if isinstance(value,dict):
return {k:tryeval(v) for k,v in value.items()}
elif isinstance(value,str):
try: - Read upRead up
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 minibatch_to has a Cognitive Complexity of 6 (exceeds 5 allowed). Consider refactoring. Open
def minibatch_to(mb,device=None,dtype=None):
try: return mb.to(device=device,dtype=dtype)
except AttributeError:
if isinstance(mb,dict):
return type(mb)(((k,minibatch_to(v,device,dtype)) for k,v in mb.items()))- Read upRead up
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 forward has a Cognitive Complexity of 6 (exceeds 5 allowed). Consider refactoring. Open
def forward(self, x):
if self.upsample:
new_features = []
#we pass all previous activations into each dense layer normally
#But we only store each dense layer's output in the new_features array- Read upRead up
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 try_multigpu_parallelize has a Cognitive Complexity of 6 (exceeds 5 allowed). Consider refactoring. Open
def try_multigpu_parallelize(model,bs,lr=None):
scalelr = (lr is not None)
if os.environ.copy().get("WORLD_SIZE",0)!=0:
assert torch.cuda.is_available(), "No GPUs found"
ngpus = torch.cuda.device_count() # For Adam, only the bs is scaled up- Read upRead up
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 _make_layer has a Cognitive Complexity of 6 (exceeds 5 allowed). Consider refactoring. Open
def _make_layer(self, block, planes, groups, blocks, stride=1):
downsample = None
if stride != 1 or self.inplanes != block.out_channels(planes, groups):
if self.downsample_mode == 'basic' or stride == 1:
downsample = nn.Sequential(- Read upRead up
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 find_imgs_only has a Cognitive Complexity of 6 (exceeds 5 allowed). Consider refactoring. Open
def find_imgs_only(root_dir):
images = []
attr = None
assert os.path.exists(root_dir), "{} not exists".format(root_dir)
for root, _, fnames in sorted(os.walk(root_dir)):- Read upRead up
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 __call__ has a Cognitive Complexity of 6 (exceeds 5 allowed). Consider refactoring. Open
def __call__(self, imgs):
w, h = imgs[0].size
if (w <= h and w == self.size) or (h <= w and h == self.size):
return imgs
if w < h:- Read upRead up
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 _check_system_limits has a Cognitive Complexity of 6 (exceeds 5 allowed). Consider refactoring. Open
def _check_system_limits():
global _system_limits_checked, _system_limited
if _system_limits_checked:
if _system_limited:
raise NotImplementedError(_system_limited)- Read upRead up
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 flatten_dict has a Cognitive Complexity of 6 (exceeds 5 allowed). Consider refactoring. Open
def flatten_dict(d):
""" Flattens a dictionary, ignoring outer keys. Only
numbers and strings allowed, others will be converted
to a string. """
out = {}- Read upRead up
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"