src/pyepal/models/nt.py
Use of assert detected. The enclosed code will be removed when compiling to optimised byte code. Open
Open
assert len(hidden_layers) >= 1, "You must provide at least one hidden layer"- Exclude checks
Use of assert detected. The enclosed code will be removed when compiling to optimised byte code. Open
Open
assert len(activations) == len(
hidden_layers
), "The number of hidden layers should match the number of nonlinearities"- Exclude checks
Use of assert detected. The enclosed code will be removed when compiling to optimised byte code. Open
Open
assert callable(activation), "You need to provide `neural_tangents.stax` activations"- Exclude checks
Function build_dense_network has a Cognitive Complexity of 9 (exceeds 5 allowed). Consider refactoring. Open
Open
def build_dense_network(
hidden_layers: Sequence[int],
activations: Union[Sequence, str] = "erf",
w_std: float = 2.5,
b_std=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 get_optimizer has a Cognitive Complexity of 6 (exceeds 5 allowed). Consider refactoring. Open
Open
def get_optimizer(
learning_rate: float = 1e-4, optimizer="sdg", optimizer_kwargs: dict = None
) -> JaxOptimizer:
"""Return a `JaxOptimizer` dataclass for a JAX optimizer
- 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"