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tensorflow/compiler/mlir/quantization/stablehlo/python/integration_test/quantize_model_test_base.py

Summary

Maintainability
D
1 day
Test Coverage

File quantize_model_test_base.py has 451 lines of code (exceeds 250 allowed). Consider refactoring.
Open

# Copyright 2023 The TensorFlow Authors. All Rights Reserved.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
Severity: Minor
Found in tensorflow/compiler/mlir/quantization/stablehlo/python/integration_test/quantize_model_test_base.py - About 6 hrs to fix

    Function _create_conv2d_model has 11 arguments (exceeds 4 allowed). Consider refactoring.
    Open

      def _create_conv2d_model(
    Severity: Major
    Found in tensorflow/compiler/mlir/quantization/stablehlo/python/integration_test/quantize_model_test_base.py - About 1 hr to fix

      Function _prepare_sample_einsum_datashapes has a Cognitive Complexity of 11 (exceeds 5 allowed). Consider refactoring.
      Open

        def _prepare_sample_einsum_datashapes(
      self,
      equation: str,
      generate_unknown_shape_signature: bool = False,
      use_bias: bool = False,
      Severity: Minor
      Found in tensorflow/compiler/mlir/quantization/stablehlo/python/integration_test/quantize_model_test_base.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 _create_matmul_and_same_scale_model has a Cognitive Complexity of 10 (exceeds 5 allowed). Consider refactoring.
      Open

        def _create_matmul_and_same_scale_model(
      self,
      input_shape: Sequence[int],
      weight_shape: Sequence[int],
      saved_model_path: str,
      Severity: Minor
      Found in tensorflow/compiler/mlir/quantization/stablehlo/python/integration_test/quantize_model_test_base.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 _get_num_xla_call_module_op has a Cognitive Complexity of 9 (exceeds 5 allowed). Consider refactoring.
      Open

        def _get_num_xla_call_module_op(self, output_saved_model_path: str) -> int:
    """Gets the number of XlaCallModule ops in the output saved model."""
    root = load.load(output_saved_model_path)
    tf_graph_def = root.signatures['serving_default'].graph.as_graph_def()
    count = 0
      Severity: Minor
      Found in tensorflow/compiler/mlir/quantization/stablehlo/python/integration_test/quantize_model_test_base.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

      Function _create_einsum_model has 7 arguments (exceeds 4 allowed). Consider refactoring.
      Open

        def _create_einsum_model(
      Severity: Major
      Found in tensorflow/compiler/mlir/quantization/stablehlo/python/integration_test/quantize_model_test_base.py - About 50 mins to fix

        Function _create_matmul_model has 5 arguments (exceeds 4 allowed). Consider refactoring.
        Open

          def _create_matmul_model(
        Severity: Minor
        Found in tensorflow/compiler/mlir/quantization/stablehlo/python/integration_test/quantize_model_test_base.py - About 35 mins to fix

          Function _create_matmul_and_same_scale_model has 5 arguments (exceeds 4 allowed). Consider refactoring.
          Open

            def _create_matmul_and_same_scale_model(
          Severity: Minor
          Found in tensorflow/compiler/mlir/quantization/stablehlo/python/integration_test/quantize_model_test_base.py - About 35 mins to fix

            Function _create_conv2d_model has a Cognitive Complexity of 7 (exceeds 5 allowed). Consider refactoring.
            Open

              def _create_conv2d_model(
      self,
      input_shape: Sequence[int],
      filter_shape: Sequence[int],
      saved_model_path: str,
            Severity: Minor
            Found in tensorflow/compiler/mlir/quantization/stablehlo/python/integration_test/quantize_model_test_base.py - About 35 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_matmul_model has a Cognitive Complexity of 7 (exceeds 5 allowed). Consider refactoring.
            Open

              def _create_matmul_model(
      self,
      input_shape: Sequence[int],
      weight_shape: Sequence[int],
      saved_model_path: str,
            Severity: Minor
            Found in tensorflow/compiler/mlir/quantization/stablehlo/python/integration_test/quantize_model_test_base.py - About 35 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 _extract_first_xla_call_module_op has a Cognitive Complexity of 6 (exceeds 5 allowed). Consider refactoring.
            Open

              def _extract_first_xla_call_module_op(
      self, output_saved_model_path: str
  ) -> str:
    """Extracts the first XlaCallModule op from output saved model to string."""
    root = load.load(output_saved_model_path)
            Severity: Minor
            Found in tensorflow/compiler/mlir/quantization/stablehlo/python/integration_test/quantize_model_test_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

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