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Function recursive_apply has a Cognitive Complexity of 6 (exceeds 5 allowed). Consider refactoring.
Open

def recursive_apply(data: Any, tensor_fn: Callable, other_fn: Callable | None = None) -> Any:
    r"""Recursively applies a function on all the ``torch.Tensor``s.

    The current implementation supports the following types:
Severity: Minor
Found in src/gravitorch/utils/tensor/recursive.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 move_to_device has a Cognitive Complexity of 6 (exceeds 5 allowed). Consider refactoring.
Open

def move_to_device(data: T, device: torch.device) -> T:
    r"""Moves an object to a given device.

    If the object is a nested object (e.g. list, tuple, dictionary,
    set), this function sends the elements to the device. The current
Severity: Minor
Found in src/gravitorch/utils/device.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 __iter__ has a Cognitive Complexity of 6 (exceeds 5 allowed). Consider refactoring.
Open

    def __iter__(self) -> Iterator[T]:
        step = 0
        while step < self._length:
            for data in self._datapipe:
                yield data
Severity: Minor
Found in src/gravitorch/datapipes/iter/length.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 shuffle_tensor_mapping has a Cognitive Complexity of 6 (exceeds 5 allowed). Consider refactoring.
Open

def shuffle_tensor_mapping(
    mapping: Mapping, dim: int | dict = 0, generator: torch.Generator | None = None
) -> dict:
    r"""Shuffles the tensors that are in a mapping with the same
    permutation.
Severity: Minor
Found in src/gravitorch/datapipes/iter/shuffling.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 __iter__ has a Cognitive Complexity of 6 (exceeds 5 allowed). Consider refactoring.
Open

    def __iter__(self) -> Iterator[dict]:
        datapipe_or_data = self._datapipe_or_data
        if not isinstance(datapipe_or_data, IterDataPipe):
            datapipe_or_data = SourceWrapperIterDataPipe([datapipe_or_data])
        for batch in datapipe_or_data:
Severity: Minor
Found in src/gravitorch/datapipes/iter/batching.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 log_optimizer_parameters_per_group has a Cognitive Complexity of 6 (exceeds 5 allowed). Consider refactoring.
Open

def log_optimizer_parameters_per_group(
    optimizer: Optimizer,
    engine: BaseEngine,
    step: Step | None = None,
    prefix: str = "",
Severity: Minor
Found in src/gravitorch/optimizers/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 create_chained_datapipe has a Cognitive Complexity of 6 (exceeds 5 allowed). Consider refactoring.
Open

def create_chained_datapipe(
    config: dict | Sequence[dict],
    source_inputs: Sequence | None = None,
) -> IterDataPipe[T] | MapDataPipe[T]:
    r"""Creates a chained ``DataPipe`` object.
Severity: Minor
Found in src/gravitorch/datapipes/factory.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 sync_reduce_ has a Cognitive Complexity of 6 (exceeds 5 allowed). Consider refactoring.
Open

def sync_reduce_(tensor: Tensor, op: str) -> Tensor:
    r"""In-place version of ``sync_reduce`` but it works only for a
    tensor.

    Args:
Severity: Minor
Found in src/gravitorch/distributed/ddp.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 __str__ has a Cognitive Complexity of 6 (exceeds 5 allowed). Consider refactoring.
Open

    def __str__(self) -> str:
        count = self.count
        stats = str_pretty_dict(
            {
                "average": self.average() if count else "N/A (empty)",
Severity: Minor
Found in src/gravitorch/utils/meters/scalar.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 train has a Cognitive Complexity of 6 (exceeds 5 allowed). Consider refactoring.
Open

    def train(self) -> None:
        with timeblock("=== Training time: {time} ==="):
            logger.info("Launching training procedures")
            self.trigger_event(EngineEvents.STARTED)
            self.trigger_event(EngineEvents.TRAIN_STARTED)
Severity: Minor
Found in src/gravitorch/engines/alpha.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 equal has a Cognitive Complexity of 6 (exceeds 5 allowed). Consider refactoring.
Open

    def equal(
        self,
        tester: BaseEqualityTester,
        object1: ExampleDataset,
        object2: Any,
Severity: Minor
Found in src/gravitorch/datasets/example.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_best_values has a Cognitive Complexity of 6 (exceeds 5 allowed). Consider refactoring.
Open

def get_best_values(
    histories: Mapping[str, BaseHistory], prefix: str = "", suffix: str = ""
) -> dict[str, Any]:
    """Gets the best value of each history.
Severity: Minor
Found in src/gravitorch/utils/history/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 update has a Cognitive Complexity of 6 (exceeds 5 allowed). Consider refactoring.
Open

    def update(self, data: dict) -> None:
        r"""Tracks the values that can be convert in int or float.

        The values that cannot be convert in int or float are ignored.
        Similarly, the NaN are ignored.
Severity: Minor
Found in src/gravitorch/utils/metric_tracker.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 _check has a Cognitive Complexity of 6 (exceeds 5 allowed). Consider refactoring.
Open

    def _check(self) -> None:
        # Verify each data loader creator has a dataset
        for key in self._dataloader_creators:
            if key not in self._datasets:
                logger.warning(f"Missing '{key}' dataset for its associated data loader creator")
Severity: Minor
Found in src/gravitorch/datasources/dataset.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 show_optimizer_parameters_per_group has a Cognitive Complexity of 6 (exceeds 5 allowed). Consider refactoring.
Open

def show_optimizer_parameters_per_group(optimizer: Optimizer, tablefmt: str = "fancy_grid") -> None:
    r"""Shows the optimizer parameters for each group.

    This function uses the ``tabulate`` package to log the results in
    a table.
Severity: Minor
Found in src/gravitorch/optimizers/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

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