Showing 398 of 455 total issues
Function run has a Cognitive Complexity of 7 (exceeds 5 allowed). Consider refactoring. Open
def run(self):
"""Execute the given command."""
# run checks first
self.checkup()
- 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 __init__ has a Cognitive Complexity of 7 (exceeds 5 allowed). Consider refactoring. Open
def __init__(
self,
n_features,
n_layers,
d_model,- 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 plot_data has a Cognitive Complexity of 7 (exceeds 5 allowed). Consider refactoring. Open
def plot_data(
X: np.ndarray,
X_ori: np.ndarray,
X_imputed: np.ndarray,
sample_idx: Optional[int] = None,- 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 _initialize_weights has a Cognitive Complexity of 6 (exceeds 5 allowed). Consider refactoring. Open
def _initialize_weights(self):
for m in self.modules():
if isinstance(m, nn.Conv2d):
nn.init.kaiming_normal_(m.weight, mode="fan_out", nonlinearity="relu")
if m.bias is not None:- 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, x_timestamp=None):
if x_timestamp is None:
x = self.value_embedding(x)
if self.with_pos:
x += self.position_embedding(x, return_only_pos=True)- 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):
mul_L, attention = self.latent_correlation_layer(x)
X = x.unsqueeze(1).permute(0, 1, 3, 2).contiguous()
result = None- 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, q, k, v, mask):
B, L, E, H = q.shape
xq = q.permute(0, 3, 2, 1) # size = [B, H, E, L] torch.Size([3, 8, 64, 512])
xk = k.permute(0, 3, 2, 1)- 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 step has a Cognitive Complexity of 6 (exceeds 5 allowed). Consider refactoring. Open
def step(self):
"""Step could be called after every batch update.
This should be called in :class:`pypots.optim.base.Optimizer.step()` after
:class:`pypots.optim.base.Optimizer.torch_optimizer.step()`.
"""- 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 nonstationary_norm has a Cognitive Complexity of 6 (exceeds 5 allowed). Consider refactoring. Open
def nonstationary_norm(
X: torch.Tensor,
missing_mask: Optional[torch.Tensor] = None,
) -> Tuple[torch.Tensor, torch.Tensor, torch.Tensor]:
"""Normalization from Non-stationary Transformer. Please refer to :cite:`liu2022nonstationary` for more details.- 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 __init__ has a Cognitive Complexity of 6 (exceeds 5 allowed). Consider refactoring. Open
def __init__(self, time_step, unit, multi_layer, stack_cnt=0):
super().__init__()
self.time_step = time_step
self.unit = unit
self.stack_cnt = stack_cnt- 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 __init__ has a Cognitive Complexity of 6 (exceeds 5 allowed). Consider refactoring. Open
def __init__(
self,
n_steps: int,
n_features: int,
individual: bool = False,- 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 plot_clusters has a Cognitive Complexity of 6 (exceeds 5 allowed). Consider refactoring. Open
def plot_clusters(dict_to_plot: Dict[int, dict]) -> None:
"""
Generate line plots of all cluster members per time series variable per cluster.
Parameters- 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 _parse_delta_numpy has a Cognitive Complexity of 6 (exceeds 5 allowed). Consider refactoring. Open
def _parse_delta_numpy(missing_mask: np.ndarray) -> np.ndarray:
"""Generate the time-gap matrix (i.e. the delta metrix) from the missing mask.
Please refer to :cite:`che2018GRUD` for its math definition.
Parameters- 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,
inputs: dict,
training_object: str = "generator",
training: bool = True,- 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 __init__ has a Cognitive Complexity of 6 (exceeds 5 allowed). Consider refactoring. Open
def __init__(
self,
window_size,
causal=False,
look_backward=1,- 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 _parse_delta_torch has a Cognitive Complexity of 6 (exceeds 5 allowed). Consider refactoring. Open
def _parse_delta_torch(missing_mask: torch.Tensor) -> torch.Tensor:
"""Generate the time-gap matrix (i.e. the delta metrix) from the missing mask.
Please refer to :cite:`che2018GRUD` for its math definition.
Parameters- 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 get_cluster_means has a Cognitive Complexity of 6 (exceeds 5 allowed). Consider refactoring. Open
def get_cluster_means(dict_to_plot: Dict[int, dict]) -> Dict[int, dict]:
"""
Get time series variables' mean values and 95% confidence intervals at each time point per cluster.
Parameters- 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,
inputs: dict,
diagonal_attention_mask: bool = True,
training: bool = True,- 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"