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tensorflow/compiler/mlir/quantization/tensorflow/python/integration_test/quantize_model_test.py

Summary

Maintainability
F
3 wks
Test Coverage

File quantize_model_test.py has 6044 lines of code (exceeds 250 allowed). Consider refactoring.
Open

# Copyright 2022 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: Major
Found in tensorflow/compiler/mlir/quantization/tensorflow/python/integration_test/quantize_model_test.py - About 2 wks to fix

    StaticRangeQuantizationTest has 44 functions (exceeds 20 allowed). Consider refactoring.
    Open

    class StaticRangeQuantizationTest(quantize_model_test_base.QuantizedModelTest):

  @parameterized.parameters(
      testing.parameter_combinations([{
          'shapes': [
    Severity: Minor
    Found in tensorflow/compiler/mlir/quantization/tensorflow/python/integration_test/quantize_model_test.py - About 6 hrs to fix

      Function test_conv_ptq_model has a Cognitive Complexity of 14 (exceeds 5 allowed). Consider refactoring.
      Open

        def test_conv_ptq_model(
      self,
      activation_fn: Optional[ops.Operation],
      has_bias: bool,
      has_batch_norm: bool,
      Severity: Minor
      Found in tensorflow/compiler/mlir/quantization/tensorflow/python/integration_test/quantize_model_test.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 test_function_alias_preserved has a Cognitive Complexity of 12 (exceeds 5 allowed). Consider refactoring.
      Open

        def test_function_alias_preserved(self):
    model = self._create_conv2d_model(
        input_shape=(1, 3, 4, 3), filter_shape=(2, 3, 3, 2)
    )
      Severity: Minor
      Found in tensorflow/compiler/mlir/quantization/tensorflow/python/integration_test/quantize_model_test.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 test_qat_matmul_model has 32 lines of code (exceeds 25 allowed). Consider refactoring.
      Open

        def test_qat_matmul_model(
      self,
      shapes: Sequence[Tuple[_TensorShape, _TensorShape]],
      activation_fn: Optional[ops.Operation],
      has_bias: bool,
      Severity: Minor
      Found in tensorflow/compiler/mlir/quantization/tensorflow/python/integration_test/quantize_model_test.py - About 1 hr to fix

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

          def test_qat_matmul_model(
      self,
      shapes: Sequence[Tuple[_TensorShape, _TensorShape]],
      activation_fn: Optional[ops.Operation],
      has_bias: bool,
        Severity: Minor
        Found in tensorflow/compiler/mlir/quantization/tensorflow/python/integration_test/quantize_model_test.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 test_depthwise_conv_ptq_model has a Cognitive Complexity of 11 (exceeds 5 allowed). Consider refactoring.
        Open

          def test_depthwise_conv_ptq_model(
      self,
      activation_fn: Optional[ops.Operation],
      has_bias: bool,
      has_batch_norm: bool,
        Severity: Minor
        Found in tensorflow/compiler/mlir/quantization/tensorflow/python/integration_test/quantize_model_test.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 test_conv3d_ptq_model has 30 lines of code (exceeds 25 allowed). Consider refactoring.
        Open

          def test_conv3d_ptq_model(
      self,
      activation_fn: Optional[ops.Operation],
      has_bias: bool,
      has_batch_norm: bool,
        Severity: Minor
        Found in tensorflow/compiler/mlir/quantization/tensorflow/python/integration_test/quantize_model_test.py - About 1 hr to fix

          Function test_function_alias_preserved_in_qat has a Cognitive Complexity of 10 (exceeds 5 allowed). Consider refactoring.
          Open

            def test_function_alias_preserved_in_qat(self):
    _, y_shape, _, x_signature, y_signature = (
        self._prepare_sample_einsum_datashapes('ab,bc->ac')
    )
    model = self._create_einsum_model(
          Severity: Minor
          Found in tensorflow/compiler/mlir/quantization/tensorflow/python/integration_test/quantize_model_test.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 test_function_alias_preserved has a Cognitive Complexity of 10 (exceeds 5 allowed). Consider refactoring.
          Open

            def test_function_alias_preserved(self):
    # Prepare test model
    function_alias = 'conv_func'
    tags = {tag_constants.SERVING}
    input_type, filter_shape = dtypes.int64, (2, 3, 3, 2)
          Severity: Minor
          Found in tensorflow/compiler/mlir/quantization/tensorflow/python/integration_test/quantize_model_test.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 test_qat_einsum_model_with_batchmatmul_conversion has 27 lines of code (exceeds 25 allowed). Consider refactoring.
          Open

            def test_qat_einsum_model_with_batchmatmul_conversion(
      self,
      equation: str,
      shape_unknown: bool,
      activation_fn: Optional[ops.Operation],
          Severity: Minor
          Found in tensorflow/compiler/mlir/quantization/tensorflow/python/integration_test/quantize_model_test.py - About 1 hr to fix

            Function test_einsum_ptq_model has 27 lines of code (exceeds 25 allowed). Consider refactoring.
            Open

              def test_einsum_ptq_model(
      self,
      equation: str,
      target_opset: quant_opts_pb2.OpSet,
  ):
            Severity: Minor
            Found in tensorflow/compiler/mlir/quantization/tensorflow/python/integration_test/quantize_model_test.py - About 1 hr to fix

              Function test_conv2d_ptq_model_per_layer_verify has 26 lines of code (exceeds 25 allowed). Consider refactoring.
              Open

                def test_conv2d_ptq_model_per_layer_verify(
      self,
      activation_fn: Optional[ops.Operation],
      has_bias: bool,
      debugger_type: _DebuggerConfig.DebuggerType,
              Severity: Minor
              Found in tensorflow/compiler/mlir/quantization/tensorflow/python/integration_test/quantize_model_test.py - About 1 hr to fix

                Function test_conv_ptq_model has 8 arguments (exceeds 4 allowed). Consider refactoring.
                Open

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

                  Function test_model_ptq_with_uncalibrated_subgraph has a Cognitive Complexity of 9 (exceeds 5 allowed). Consider refactoring.
                  Open

                    def test_model_ptq_with_uncalibrated_subgraph(self):
    class IfModel(module.Module):
      """A model that contains a branching op."""

      def __init__(self):
                  Severity: Minor
                  Found in tensorflow/compiler/mlir/quantization/tensorflow/python/integration_test/quantize_model_test.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 test_conv3d_ptq_model has 7 arguments (exceeds 4 allowed). Consider refactoring.
                  Open

                    def test_conv3d_ptq_model(
                  Severity: Major
                  Found in tensorflow/compiler/mlir/quantization/tensorflow/python/integration_test/quantize_model_test.py - About 50 mins to fix

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

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

                      Function test_matmul_with_reshape_and_bias_ptq_model has 6 arguments (exceeds 4 allowed). Consider refactoring.
                      Open

                        def test_matmul_with_reshape_and_bias_ptq_model(
                      Severity: Minor
                      Found in tensorflow/compiler/mlir/quantization/tensorflow/python/integration_test/quantize_model_test.py - About 45 mins to fix

                        Function test_qat_conv_model has a Cognitive Complexity of 8 (exceeds 5 allowed). Consider refactoring.
                        Open

                          def test_qat_conv_model(
      self,
      activation_fn: Optional[ops.Operation],
      has_bias: bool,
      has_batch_norm: bool,
                        Severity: Minor
                        Found in tensorflow/compiler/mlir/quantization/tensorflow/python/integration_test/quantize_model_test.py - About 45 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 test_conv_ptq_model_by_calibration_options has a Cognitive Complexity of 8 (exceeds 5 allowed). Consider refactoring.
                        Open

                          def test_conv_ptq_model_by_calibration_options(
      self,
      target_opset: quant_opts_pb2.OpSet,
      calibration_options: stablehlo_quant_config_pb2.CalibrationOptions,
  ):
                        Severity: Minor
                        Found in tensorflow/compiler/mlir/quantization/tensorflow/python/integration_test/quantize_model_test.py - About 45 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 test_qat_einsum_model_with_batchmatmul_conversion has 6 arguments (exceeds 4 allowed). Consider refactoring.
                        Open

                          def test_qat_einsum_model_with_batchmatmul_conversion(
                        Severity: Minor
                        Found in tensorflow/compiler/mlir/quantization/tensorflow/python/integration_test/quantize_model_test.py - About 45 mins to fix

                          Function test_qat_einsum_model_with_xla has 6 arguments (exceeds 4 allowed). Consider refactoring.
                          Open

                            def test_qat_einsum_model_with_xla(
                          Severity: Minor
                          Found in tensorflow/compiler/mlir/quantization/tensorflow/python/integration_test/quantize_model_test.py - About 45 mins to fix

                            Function test_conv2d_ptq_model_per_layer_verify has a Cognitive Complexity of 8 (exceeds 5 allowed). Consider refactoring.
                            Open

                              def test_conv2d_ptq_model_per_layer_verify(
      self,
      activation_fn: Optional[ops.Operation],
      has_bias: bool,
      debugger_type: _DebuggerConfig.DebuggerType,
                            Severity: Minor
                            Found in tensorflow/compiler/mlir/quantization/tensorflow/python/integration_test/quantize_model_test.py - About 45 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 test_matmul_ptq_model has 5 arguments (exceeds 4 allowed). Consider refactoring.
                            Open

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

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

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

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

                                  def test_depthwise_conv_model(
      self,
      target_opset: quant_opts_pb2.OpSet,
      enable_per_channel_quantization: bool,
  ):
                                Severity: Minor
                                Found in tensorflow/compiler/mlir/quantization/tensorflow/python/integration_test/quantize_model_test.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 test_conv3d_ptq_model has a Cognitive Complexity of 7 (exceeds 5 allowed). Consider refactoring.
                                Open

                                  def test_conv3d_ptq_model(
      self,
      activation_fn: Optional[ops.Operation],
      has_bias: bool,
      has_batch_norm: bool,
                                Severity: Minor
                                Found in tensorflow/compiler/mlir/quantization/tensorflow/python/integration_test/quantize_model_test.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 test_matmul_ptq_model has a Cognitive Complexity of 7 (exceeds 5 allowed). Consider refactoring.
                                Open

                                  def test_matmul_ptq_model(
      self,
      activation_fn: Optional[ops.Operation],
      has_bias: bool,
      batch_sizes: Sequence[int],
                                Severity: Minor
                                Found in tensorflow/compiler/mlir/quantization/tensorflow/python/integration_test/quantize_model_test.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 test_conv_model has a Cognitive Complexity of 6 (exceeds 5 allowed). Consider refactoring.
                                Open

                                  def test_conv_model(
      self,
      target_opset: quant_opts_pb2.OpSet,
      enable_per_channel_quantization: bool,
  ):
                                Severity: Minor
                                Found in tensorflow/compiler/mlir/quantization/tensorflow/python/integration_test/quantize_model_test.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 test_gather_model_tf1 has a Cognitive Complexity of 6 (exceeds 5 allowed). Consider refactoring.
                                Open

                                  def test_gather_model_tf1(
      self, target_opset: quant_opts_pb2.OpSet, use_variable: bool
  ):
    signature_key = signature_constants.DEFAULT_SERVING_SIGNATURE_DEF_KEY
    tags = {tag_constants.SERVING}
                                Severity: Minor
                                Found in tensorflow/compiler/mlir/quantization/tensorflow/python/integration_test/quantize_model_test.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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