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TianyuDu/AnnEconForecast

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core/models/stacked_lstm.py

Summary

Maintainability
D
1 day
Test Coverage

File stacked_lstm.py has 536 lines of code (exceeds 250 allowed). Consider refactoring.
Open

"""
This file contains the stacked version LSTM model for time series forecasting.
"""
import sys
from pprint import pprint
Severity: Major
Found in core/models/stacked_lstm.py - About 1 day to fix

    Function fit has a Cognitive Complexity of 28 (exceeds 5 allowed). Consider refactoring.
    Open

        def fit(
        self,
        data: Dict[str, np.ndarray],
        ret: Union[None, List[str], "all"] = None,
        save_to_disk: bool = False
    Severity: Minor
    Found in core/models/stacked_lstm.py - About 4 hrs 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 exec_core has a Cognitive Complexity of 12 (exceeds 5 allowed). Consider refactoring.
    Open

    def exec_core(
    param: Dict[str, object],
    data: Dict[str, np.ndarray],
    prediction_checkpoints: Iterable[int] = [-1],
    verbose: bool = True
    Severity: Minor
    Found in core/models/stacked_lstm.py - About 1 hr 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 _build_optimizer has a Cognitive Complexity of 9 (exceeds 5 allowed). Consider refactoring.
    Open

        def _build_optimizer(self) -> None:
        """
        A helper func. building the optimizer in neural network.
        """
        if self.verbose:
    Severity: Minor
    Found in core/models/stacked_lstm.py - About 55 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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