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research/cognitive_planning/preprocessing/inception_preprocessing.py

Summary

Maintainability
F
1 wk
Test Coverage

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

def distort_color(image, color_ordering=0, fast_mode=True, scope=None):
  """Distort the color of a Tensor image.

  Each color distortion is non-commutative and thus ordering of the color ops
  matters. Ideally we would randomly permute the ordering of the color ops.
Severity: Minor
Found in research/cognitive_planning/preprocessing/inception_preprocessing.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 preprocess_image has 7 arguments (exceeds 4 allowed). Consider refactoring.
Open

def preprocess_image(image, height, width,
Severity: Major
Found in research/cognitive_planning/preprocessing/inception_preprocessing.py - About 50 mins to fix

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

    def distorted_bounding_box_crop(image,
    Severity: Major
    Found in research/cognitive_planning/preprocessing/inception_preprocessing.py - About 50 mins to fix

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

      def preprocess_for_train(image, height, width, bbox,
      Severity: Major
      Found in research/cognitive_planning/preprocessing/inception_preprocessing.py - About 50 mins to fix

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

        def preprocess_for_train(image, height, width, bbox,
                         fast_mode=True,
                         scope=None,
                         add_image_summaries=True):
  """Distort one image for training a network.
        Severity: Minor
        Found in research/cognitive_planning/preprocessing/inception_preprocessing.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 preprocess_for_eval has 5 arguments (exceeds 4 allowed). Consider refactoring.
        Open

        def preprocess_for_eval(image, height, width,
        Severity: Minor
        Found in research/cognitive_planning/preprocessing/inception_preprocessing.py - About 35 mins to fix

          Identical blocks of code found in 2 locations. Consider refactoring.
          Open

          def distort_color(image, color_ordering=0, fast_mode=True, scope=None):
  """Distort the color of a Tensor image.

  Each color distortion is non-commutative and thus ordering of the color ops
  matters. Ideally we would randomly permute the ordering of the color ops.
          Severity: Major
          Found in research/cognitive_planning/preprocessing/inception_preprocessing.py and 1 other location - About 5 days to fix
          research/slim/preprocessing/inception_preprocessing.py on lines 45..96

          Duplicated Code

          Duplicated code can lead to software that is hard to understand and difficult to change. The Don't Repeat Yourself (DRY) principle states:

          Every piece of knowledge must have a single, unambiguous, authoritative representation within a system.

          When you violate DRY, bugs and maintenance problems are sure to follow. Duplicated code has a tendency to both continue to replicate and also to diverge (leaving bugs as two similar implementations differ in subtle ways).

          Tuning

          This issue has a mass of 514.

          We set useful threshold defaults for the languages we support but you may want to adjust these settings based on your project guidelines.

          The threshold configuration represents the minimum mass a code block must have to be analyzed for duplication. The lower the threshold, the more fine-grained the comparison.

          If the engine is too easily reporting duplication, try raising the threshold. If you suspect that the engine isn't catching enough duplication, try lowering the threshold. The best setting tends to differ from language to language.

          See codeclimate-duplication's documentation for more information about tuning the mass threshold in your .codeclimate.yml.

          Refactorings

          Further Reading

          Identical blocks of code found in 2 locations. Consider refactoring.
          Open

          def distorted_bounding_box_crop(image,
                                bbox,
                                min_object_covered=0.1,
                                aspect_ratio_range=(0.75, 1.33),
                                area_range=(0.05, 1.0),
          Severity: Major
          Found in research/cognitive_planning/preprocessing/inception_preprocessing.py and 1 other location - About 6 hrs to fix
          research/slim/preprocessing/inception_preprocessing.py on lines 99..153

          Duplicated Code

          Duplicated code can lead to software that is hard to understand and difficult to change. The Don't Repeat Yourself (DRY) principle states:

          Every piece of knowledge must have a single, unambiguous, authoritative representation within a system.

          When you violate DRY, bugs and maintenance problems are sure to follow. Duplicated code has a tendency to both continue to replicate and also to diverge (leaving bugs as two similar implementations differ in subtle ways).

          Tuning

          This issue has a mass of 108.

          We set useful threshold defaults for the languages we support but you may want to adjust these settings based on your project guidelines.

          The threshold configuration represents the minimum mass a code block must have to be analyzed for duplication. The lower the threshold, the more fine-grained the comparison.

          If the engine is too easily reporting duplication, try raising the threshold. If you suspect that the engine isn't catching enough duplication, try lowering the threshold. The best setting tends to differ from language to language.

          See codeclimate-duplication's documentation for more information about tuning the mass threshold in your .codeclimate.yml.

          Refactorings

          Further Reading

          Identical blocks of code found in 2 locations. Consider refactoring.
          Open

          def apply_with_random_selector(x, func, num_cases):
  """Computes func(x, sel), with sel sampled from [0...num_cases-1].

  Args:
    x: input Tensor.
          Severity: Major
          Found in research/cognitive_planning/preprocessing/inception_preprocessing.py and 1 other location - About 4 hrs to fix
          research/slim/preprocessing/inception_preprocessing.py on lines 26..42

          Duplicated Code

          Duplicated code can lead to software that is hard to understand and difficult to change. The Don't Repeat Yourself (DRY) principle states:

          Every piece of knowledge must have a single, unambiguous, authoritative representation within a system.

          When you violate DRY, bugs and maintenance problems are sure to follow. Duplicated code has a tendency to both continue to replicate and also to diverge (leaving bugs as two similar implementations differ in subtle ways).

          Tuning

          This issue has a mass of 83.

          We set useful threshold defaults for the languages we support but you may want to adjust these settings based on your project guidelines.

          The threshold configuration represents the minimum mass a code block must have to be analyzed for duplication. The lower the threshold, the more fine-grained the comparison.

          If the engine is too easily reporting duplication, try raising the threshold. If you suspect that the engine isn't catching enough duplication, try lowering the threshold. The best setting tends to differ from language to language.

          See codeclimate-duplication's documentation for more information about tuning the mass threshold in your .codeclimate.yml.

          Refactorings

          Further Reading

          Identical blocks of code found in 2 locations. Consider refactoring.
          Open

              if height and width:
      # Resize the image to the specified height and width.
      image = tf.expand_dims(image, 0)
      image = tf.image.resize_bilinear(image, [height, width],
                                       align_corners=False)
          Severity: Major
          Found in research/cognitive_planning/preprocessing/inception_preprocessing.py and 1 other location - About 2 hrs to fix
          research/slim/preprocessing/inception_preprocessing.py on lines 298..303

          Duplicated Code

          Duplicated code can lead to software that is hard to understand and difficult to change. The Don't Repeat Yourself (DRY) principle states:

          Every piece of knowledge must have a single, unambiguous, authoritative representation within a system.

          When you violate DRY, bugs and maintenance problems are sure to follow. Duplicated code has a tendency to both continue to replicate and also to diverge (leaving bugs as two similar implementations differ in subtle ways).

          Tuning

          This issue has a mass of 56.

          We set useful threshold defaults for the languages we support but you may want to adjust these settings based on your project guidelines.

          The threshold configuration represents the minimum mass a code block must have to be analyzed for duplication. The lower the threshold, the more fine-grained the comparison.

          If the engine is too easily reporting duplication, try raising the threshold. If you suspect that the engine isn't catching enough duplication, try lowering the threshold. The best setting tends to differ from language to language.

          See codeclimate-duplication's documentation for more information about tuning the mass threshold in your .codeclimate.yml.

          Refactorings

          Further Reading

          Identical blocks of code found in 3 locations. Consider refactoring.
          Open

              if bbox is None:
      bbox = tf.constant([0.0, 0.0, 1.0, 1.0],
                         dtype=tf.float32,
                         shape=[1, 1, 4])
          Severity: Major
          Found in research/cognitive_planning/preprocessing/inception_preprocessing.py and 2 other locations - About 1 hr to fix
          research/attention_ocr/python/inception_preprocessing.py on lines 192..194
          research/slim/preprocessing/inception_preprocessing.py on lines 195..198

          Duplicated Code

          Duplicated code can lead to software that is hard to understand and difficult to change. The Don't Repeat Yourself (DRY) principle states:

          Every piece of knowledge must have a single, unambiguous, authoritative representation within a system.

          When you violate DRY, bugs and maintenance problems are sure to follow. Duplicated code has a tendency to both continue to replicate and also to diverge (leaving bugs as two similar implementations differ in subtle ways).

          Tuning

          This issue has a mass of 39.

          We set useful threshold defaults for the languages we support but you may want to adjust these settings based on your project guidelines.

          The threshold configuration represents the minimum mass a code block must have to be analyzed for duplication. The lower the threshold, the more fine-grained the comparison.

          If the engine is too easily reporting duplication, try raising the threshold. If you suspect that the engine isn't catching enough duplication, try lowering the threshold. The best setting tends to differ from language to language.

          See codeclimate-duplication's documentation for more information about tuning the mass threshold in your .codeclimate.yml.

          Refactorings

          Further Reading

          Identical blocks of code found in 2 locations. Consider refactoring.
          Open

              distorted_image = apply_with_random_selector(
        distorted_image,
        lambda x, method: tf.image.resize_images(x, [height, width], method),
          Severity: Minor
          Found in research/cognitive_planning/preprocessing/inception_preprocessing.py and 1 other location - About 40 mins to fix
          research/slim/preprocessing/inception_preprocessing.py on lines 228..230

          Duplicated Code

          Duplicated code can lead to software that is hard to understand and difficult to change. The Don't Repeat Yourself (DRY) principle states:

          Every piece of knowledge must have a single, unambiguous, authoritative representation within a system.

          When you violate DRY, bugs and maintenance problems are sure to follow. Duplicated code has a tendency to both continue to replicate and also to diverge (leaving bugs as two similar implementations differ in subtle ways).

          Tuning

          This issue has a mass of 34.

          We set useful threshold defaults for the languages we support but you may want to adjust these settings based on your project guidelines.

          The threshold configuration represents the minimum mass a code block must have to be analyzed for duplication. The lower the threshold, the more fine-grained the comparison.

          If the engine is too easily reporting duplication, try raising the threshold. If you suspect that the engine isn't catching enough duplication, try lowering the threshold. The best setting tends to differ from language to language.

          See codeclimate-duplication's documentation for more information about tuning the mass threshold in your .codeclimate.yml.

          Refactorings

          Further Reading

          Identical blocks of code found in 6 locations. Consider refactoring.
          Open

              if image.dtype != tf.float32:
      image = tf.image.convert_image_dtype(image, dtype=tf.float32)
          Severity: Major
          Found in research/cognitive_planning/preprocessing/inception_preprocessing.py and 5 other locations - About 35 mins to fix
          research/attention_ocr/python/inception_preprocessing.py on lines 195..196
          research/attention_ocr/python/inception_preprocessing.py on lines 269..270
          research/cognitive_planning/preprocessing/inception_preprocessing.py on lines 267..268
          research/slim/preprocessing/inception_preprocessing.py on lines 199..200
          research/slim/preprocessing/inception_preprocessing.py on lines 289..290

          Duplicated Code

          Duplicated code can lead to software that is hard to understand and difficult to change. The Don't Repeat Yourself (DRY) principle states:

          Every piece of knowledge must have a single, unambiguous, authoritative representation within a system.

          When you violate DRY, bugs and maintenance problems are sure to follow. Duplicated code has a tendency to both continue to replicate and also to diverge (leaving bugs as two similar implementations differ in subtle ways).

          Tuning

          This issue has a mass of 33.

          We set useful threshold defaults for the languages we support but you may want to adjust these settings based on your project guidelines.

          The threshold configuration represents the minimum mass a code block must have to be analyzed for duplication. The lower the threshold, the more fine-grained the comparison.

          If the engine is too easily reporting duplication, try raising the threshold. If you suspect that the engine isn't catching enough duplication, try lowering the threshold. The best setting tends to differ from language to language.

          See codeclimate-duplication's documentation for more information about tuning the mass threshold in your .codeclimate.yml.

          Refactorings

          Further Reading

          Identical blocks of code found in 6 locations. Consider refactoring.
          Open

              if image.dtype != tf.float32:
      image = tf.image.convert_image_dtype(image, dtype=tf.float32)
          Severity: Major
          Found in research/cognitive_planning/preprocessing/inception_preprocessing.py and 5 other locations - About 35 mins to fix
          research/attention_ocr/python/inception_preprocessing.py on lines 195..196
          research/attention_ocr/python/inception_preprocessing.py on lines 269..270
          research/cognitive_planning/preprocessing/inception_preprocessing.py on lines 191..192
          research/slim/preprocessing/inception_preprocessing.py on lines 199..200
          research/slim/preprocessing/inception_preprocessing.py on lines 289..290

          Duplicated Code

          Duplicated code can lead to software that is hard to understand and difficult to change. The Don't Repeat Yourself (DRY) principle states:

          Every piece of knowledge must have a single, unambiguous, authoritative representation within a system.

          When you violate DRY, bugs and maintenance problems are sure to follow. Duplicated code has a tendency to both continue to replicate and also to diverge (leaving bugs as two similar implementations differ in subtle ways).

          Tuning

          This issue has a mass of 33.

          We set useful threshold defaults for the languages we support but you may want to adjust these settings based on your project guidelines.

          The threshold configuration represents the minimum mass a code block must have to be analyzed for duplication. The lower the threshold, the more fine-grained the comparison.

          If the engine is too easily reporting duplication, try raising the threshold. If you suspect that the engine isn't catching enough duplication, try lowering the threshold. The best setting tends to differ from language to language.

          See codeclimate-duplication's documentation for more information about tuning the mass threshold in your .codeclimate.yml.

          Refactorings

          Further Reading

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