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Showing 455 of 455 total issues

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:
Severity: Minor
Found in pypots/nn/modules/timesnet/layers.py - About 25 mins to fix

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)
Severity: Minor
Found in pypots/nn/modules/transformer/embedding.py - About 25 mins to fix

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
Severity: Minor
Found in pypots/nn/modules/stemgnn/backbone.py - About 25 mins to fix

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)
Severity: Minor
Found in pypots/nn/modules/fedformer/layers.py - About 25 mins to fix

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()`.
        """
Severity: Minor
Found in pypots/optim/lr_scheduler/base.py - About 25 mins to fix

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.
Severity: Minor
Found in pypots/nn/functional/normalization.py - About 25 mins to fix

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
Severity: Minor
Found in pypots/nn/modules/stemgnn/layers.py - About 25 mins to fix

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,
Severity: Minor
Found in pypots/nn/modules/dlinear/backbone.py - About 25 mins to fix

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
Severity: Minor
Found in pypots/utils/visual/clustering.py - About 25 mins to fix

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
Severity: Minor
Found in pypots/data/utils.py - About 25 mins to fix

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,
Severity: Minor
Found in pypots/clustering/crli/core.py - About 25 mins to fix

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,
Severity: Minor
Found in pypots/nn/modules/reformer/local_attention.py - About 25 mins to fix

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
Severity: Minor
Found in pypots/data/utils.py - About 25 mins to fix

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
Severity: Minor
Found in pypots/utils/visual/clustering.py - About 25 mins to fix

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,
Severity: Minor
Found in pypots/imputation/saits/core.py - About 25 mins to fix

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

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