IlyaGusev/rulm

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self_instruct/src/tools/convert_to_native.py

Summary

Maintainability
C
1 day
Test Coverage

Function translate_state_dict_key has a Cognitive Complexity of 18 (exceeds 5 allowed). Consider refactoring.
Open

def translate_state_dict_key(k):  # noqa: C901
    k = k.replace('base_model.model.', '')
    if k == 'model.embed_tokens.weight':
        return 'tok_embeddings.weight'
    elif k == 'model.norm.weight':
Severity: Minor
Found in self_instruct/src/tools/convert_to_native.py - About 2 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 convert_to_native has a Cognitive Complexity of 13 (exceeds 5 allowed). Consider refactoring.
Open

def convert_to_native(
    model_name: str,
    output_path: str,
    device: str = "cpu",
    enable_offloading: bool = False
Severity: Minor
Found in self_instruct/src/tools/convert_to_native.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

Avoid too many return statements within this function.
Open

            return f'layers.{layer}.attention_norm.weight'
Severity: Major
Found in self_instruct/src/tools/convert_to_native.py - About 30 mins to fix

    Avoid too many return statements within this function.
    Open

                return f'layers.{layer}.attention.wk.weight'
    Severity: Major
    Found in self_instruct/src/tools/convert_to_native.py - About 30 mins to fix

      Avoid too many return statements within this function.
      Open

                  return f'layers.{layer}.feed_forward.w1.weight'
      Severity: Major
      Found in self_instruct/src/tools/convert_to_native.py - About 30 mins to fix

        Avoid too many return statements within this function.
        Open

                    return f'layers.{layer}.ffn_norm.weight'
        Severity: Major
        Found in self_instruct/src/tools/convert_to_native.py - About 30 mins to fix

          Avoid too many return statements within this function.
          Open

                      return f'layers.{layer}.feed_forward.w3.weight'
          Severity: Major
          Found in self_instruct/src/tools/convert_to_native.py - About 30 mins to fix

            Avoid too many return statements within this function.
            Open

                        return f'layers.{layer}.feed_forward.w2.weight'
            Severity: Major
            Found in self_instruct/src/tools/convert_to_native.py - About 30 mins to fix

              Avoid too many return statements within this function.
              Open

                          return f'layers.{layer}.attention.wo.weight'
              Severity: Major
              Found in self_instruct/src/tools/convert_to_native.py - About 30 mins to fix

                Avoid too many return statements within this function.
                Open

                            return None
                Severity: Major
                Found in self_instruct/src/tools/convert_to_native.py - About 30 mins to fix

                  Avoid too many return statements within this function.
                  Open

                              return f'layers.{layer}.attention.wv.weight'
                  Severity: Major
                  Found in self_instruct/src/tools/convert_to_native.py - About 30 mins to fix

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