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research/object_detection/builders/preprocessor_builder_test.py

Summary

Maintainability
F
1 wk
Test Coverage

File preprocessor_builder_test.py has 709 lines of code (exceeds 250 allowed). Consider refactoring.
Open

# Copyright 2017 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 research/object_detection/builders/preprocessor_builder_test.py - About 1 day to fix

    PreprocessorBuilderTest has 41 functions (exceeds 20 allowed). Consider refactoring.
    Open

    class PreprocessorBuilderTest(tf.test.TestCase):

  def assert_dictionary_close(self, dict1, dict2):
    """Helper to check if two dicts with floatst or integers are close."""
    self.assertEqual(sorted(dict1.keys()), sorted(dict2.keys()))
    Severity: Minor
    Found in research/object_detection/builders/preprocessor_builder_test.py - About 5 hrs to fix

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

        def test_build_random_horizontal_flip(self):
    preprocessor_text_proto = """
    random_horizontal_flip {
      keypoint_flip_permutation: 1
      keypoint_flip_permutation: 0
      Severity: Major
      Found in research/object_detection/builders/preprocessor_builder_test.py and 1 other location - About 4 hrs to fix
      research/object_detection/builders/preprocessor_builder_test.py on lines 78..95

      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 79.

      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

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

        def test_build_random_vertical_flip(self):
    preprocessor_text_proto = """
    random_vertical_flip {
      keypoint_flip_permutation: 1
      keypoint_flip_permutation: 0
      Severity: Major
      Found in research/object_detection/builders/preprocessor_builder_test.py and 1 other location - About 4 hrs to fix
      research/object_detection/builders/preprocessor_builder_test.py on lines 59..76

      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 79.

      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

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

        def test_random_crop_by_scale(self):
    preprocessor_text_proto = """
    random_square_crop_by_scale {
      scale_min: 0.25
      scale_max: 2.0
      Severity: Major
      Found in research/object_detection/builders/preprocessor_builder_test.py and 1 other location - About 4 hrs to fix
      research/object_detection/builders/preprocessor_builder_test.py on lines 39..56

      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 76.

      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

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

        def test_build_normalize_image(self):
    preprocessor_text_proto = """
    normalize_image {
      original_minval: 0.0
      original_maxval: 255.0
      Severity: Major
      Found in research/object_detection/builders/preprocessor_builder_test.py and 1 other location - About 4 hrs to fix
      research/object_detection/builders/preprocessor_builder_test.py on lines 738..754

      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 76.

      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

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

        def test_build_random_black_patches(self):
    preprocessor_text_proto = """
    random_black_patches {
      max_black_patches: 20
      probability: 0.95
      Severity: Major
      Found in research/object_detection/builders/preprocessor_builder_test.py and 2 other locations - About 4 hrs to fix
      research/object_detection/builders/preprocessor_builder_test.py on lines 378..392
      research/object_detection/builders/preprocessor_builder_test.py on lines 394..409

      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 74.

      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

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

        def test_build_random_jpeg_quality(self):
    preprocessor_text_proto = """
    random_jpeg_quality {
      random_coef: 0.5
      min_jpeg_quality: 40
      Severity: Major
      Found in research/object_detection/builders/preprocessor_builder_test.py and 2 other locations - About 4 hrs to fix
      research/object_detection/builders/preprocessor_builder_test.py on lines 362..376
      research/object_detection/builders/preprocessor_builder_test.py on lines 394..409

      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 74.

      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

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

        def test_build_random_downscale_to_target_pixels(self):
    preprocessor_text_proto = """
    random_downscale_to_target_pixels {
      random_coef: 0.5
      min_target_pixels: 200
      Severity: Major
      Found in research/object_detection/builders/preprocessor_builder_test.py and 2 other locations - About 4 hrs to fix
      research/object_detection/builders/preprocessor_builder_test.py on lines 362..376
      research/object_detection/builders/preprocessor_builder_test.py on lines 378..392

      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 74.

      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

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

        def test_build_random_absolute_pad_image(self):
    preprocessor_text_proto = """
    random_absolute_pad_image {
      max_height_padding: 50
      max_width_padding: 100
      Severity: Major
      Found in research/object_detection/builders/preprocessor_builder_test.py and 1 other location - About 4 hrs to fix
      research/object_detection/builders/preprocessor_builder_test.py on lines 346..360

      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 74.

      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

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

        def test_build_random_crop_to_aspect_ratio(self):
    preprocessor_text_proto = """
    random_crop_to_aspect_ratio {
      aspect_ratio: 0.85
      overlap_thresh: 0.35
      Severity: Major
      Found in research/object_detection/builders/preprocessor_builder_test.py and 1 other location - About 4 hrs to fix
      research/object_detection/builders/preprocessor_builder_test.py on lines 269..283

      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 74.

      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

      Similar blocks of code found in 7 locations. Consider refactoring.
      Open

        def test_build_random_pixel_value_scale(self):
    preprocessor_text_proto = """
    random_pixel_value_scale {
      minval: 0.8
      maxval: 1.2
      Severity: Major
      Found in research/object_detection/builders/preprocessor_builder_test.py and 6 other locations - About 3 hrs to fix
      research/object_detection/builders/preprocessor_builder_test.py on lines 127..139
      research/object_detection/builders/preprocessor_builder_test.py on lines 165..176
      research/object_detection/builders/preprocessor_builder_test.py on lines 190..201
      research/object_detection/builders/preprocessor_builder_test.py on lines 446..459
      research/object_detection/builders/preprocessor_builder_test.py on lines 540..552
      research/object_detection/builders/preprocessor_builder_test.py on lines 757..768

      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 72.

      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

      Similar blocks of code found in 7 locations. Consider refactoring.
      Open

        def test_build_random_image_scale(self):
    preprocessor_text_proto = """
    random_image_scale {
      min_scale_ratio: 0.8
      max_scale_ratio: 2.2
      Severity: Major
      Found in research/object_detection/builders/preprocessor_builder_test.py and 6 other locations - About 3 hrs to fix
      research/object_detection/builders/preprocessor_builder_test.py on lines 114..125
      research/object_detection/builders/preprocessor_builder_test.py on lines 165..176
      research/object_detection/builders/preprocessor_builder_test.py on lines 190..201
      research/object_detection/builders/preprocessor_builder_test.py on lines 446..459
      research/object_detection/builders/preprocessor_builder_test.py on lines 540..552
      research/object_detection/builders/preprocessor_builder_test.py on lines 757..768

      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 72.

      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

      Similar blocks of code found in 7 locations. Consider refactoring.
      Open

        def test_build_random_adjust_saturation(self):
    preprocessor_text_proto = """
    random_adjust_saturation {
      min_delta: 0.75
      max_delta: 1.15
      Severity: Major
      Found in research/object_detection/builders/preprocessor_builder_test.py and 6 other locations - About 3 hrs to fix
      research/object_detection/builders/preprocessor_builder_test.py on lines 114..125
      research/object_detection/builders/preprocessor_builder_test.py on lines 127..139
      research/object_detection/builders/preprocessor_builder_test.py on lines 165..176
      research/object_detection/builders/preprocessor_builder_test.py on lines 446..459
      research/object_detection/builders/preprocessor_builder_test.py on lines 540..552
      research/object_detection/builders/preprocessor_builder_test.py on lines 757..768

      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 72.

      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

      Similar blocks of code found in 7 locations. Consider refactoring.
      Open

        def test_random_self_concat_image(self):
    preprocessor_text_proto = """
    random_self_concat_image {
      concat_vertical_probability: 0.5
      concat_horizontal_probability: 0.25
      Severity: Major
      Found in research/object_detection/builders/preprocessor_builder_test.py and 6 other locations - About 3 hrs to fix
      research/object_detection/builders/preprocessor_builder_test.py on lines 114..125
      research/object_detection/builders/preprocessor_builder_test.py on lines 127..139
      research/object_detection/builders/preprocessor_builder_test.py on lines 165..176
      research/object_detection/builders/preprocessor_builder_test.py on lines 190..201
      research/object_detection/builders/preprocessor_builder_test.py on lines 446..459
      research/object_detection/builders/preprocessor_builder_test.py on lines 757..768

      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 72.

      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

      Similar blocks of code found in 7 locations. Consider refactoring.
      Open

        def test_drop_label_probabilistically(self):
    preprocessor_text_proto = """
    drop_label_probabilistically{
      label: 2
      drop_probability: 0.5
      Severity: Major
      Found in research/object_detection/builders/preprocessor_builder_test.py and 6 other locations - About 3 hrs to fix
      research/object_detection/builders/preprocessor_builder_test.py on lines 114..125
      research/object_detection/builders/preprocessor_builder_test.py on lines 127..139
      research/object_detection/builders/preprocessor_builder_test.py on lines 165..176
      research/object_detection/builders/preprocessor_builder_test.py on lines 190..201
      research/object_detection/builders/preprocessor_builder_test.py on lines 540..552
      research/object_detection/builders/preprocessor_builder_test.py on lines 757..768

      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 72.

      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

      Similar blocks of code found in 7 locations. Consider refactoring.
      Open

        def test_build_random_adjust_contrast(self):
    preprocessor_text_proto = """
    random_adjust_contrast {
      min_delta: 0.7
      max_delta: 1.1
      Severity: Major
      Found in research/object_detection/builders/preprocessor_builder_test.py and 6 other locations - About 3 hrs to fix
      research/object_detection/builders/preprocessor_builder_test.py on lines 114..125
      research/object_detection/builders/preprocessor_builder_test.py on lines 127..139
      research/object_detection/builders/preprocessor_builder_test.py on lines 190..201
      research/object_detection/builders/preprocessor_builder_test.py on lines 446..459
      research/object_detection/builders/preprocessor_builder_test.py on lines 540..552
      research/object_detection/builders/preprocessor_builder_test.py on lines 757..768

      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 72.

      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

      Similar blocks of code found in 7 locations. Consider refactoring.
      Open

        def test_adjust_gamma(self):
    preprocessor_text_proto = """
    adjust_gamma {
      gamma: 2.2
      gain: 2.0
      Severity: Major
      Found in research/object_detection/builders/preprocessor_builder_test.py and 6 other locations - About 3 hrs to fix
      research/object_detection/builders/preprocessor_builder_test.py on lines 114..125
      research/object_detection/builders/preprocessor_builder_test.py on lines 127..139
      research/object_detection/builders/preprocessor_builder_test.py on lines 165..176
      research/object_detection/builders/preprocessor_builder_test.py on lines 190..201
      research/object_detection/builders/preprocessor_builder_test.py on lines 446..459
      research/object_detection/builders/preprocessor_builder_test.py on lines 540..552

      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 72.

      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

      Similar blocks of code found in 5 locations. Consider refactoring.
      Open

        def test_build_random_adjust_brightness(self):
    preprocessor_text_proto = """
    random_adjust_brightness {
      max_delta: 0.2
    }
      Severity: Major
      Found in research/object_detection/builders/preprocessor_builder_test.py and 4 other locations - About 3 hrs to fix
      research/object_detection/builders/preprocessor_builder_test.py on lines 141..151
      research/object_detection/builders/preprocessor_builder_test.py on lines 178..188
      research/object_detection/builders/preprocessor_builder_test.py on lines 203..213
      research/object_detection/builders/preprocessor_builder_test.py on lines 726..736

      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 70.

      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

      Similar blocks of code found in 5 locations. Consider refactoring.
      Open

        def test_build_random_rgb_to_gray(self):
    preprocessor_text_proto = """
    random_rgb_to_gray {
      probability: 0.8
    }
      Severity: Major
      Found in research/object_detection/builders/preprocessor_builder_test.py and 4 other locations - About 3 hrs to fix
      research/object_detection/builders/preprocessor_builder_test.py on lines 153..163
      research/object_detection/builders/preprocessor_builder_test.py on lines 178..188
      research/object_detection/builders/preprocessor_builder_test.py on lines 203..213
      research/object_detection/builders/preprocessor_builder_test.py on lines 726..736

      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 70.

      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

      Similar blocks of code found in 5 locations. Consider refactoring.
      Open

        def test_build_random_distort_color(self):
    preprocessor_text_proto = """
    random_distort_color {
      color_ordering: 1
    }
      Severity: Major
      Found in research/object_detection/builders/preprocessor_builder_test.py and 4 other locations - About 3 hrs to fix
      research/object_detection/builders/preprocessor_builder_test.py on lines 141..151
      research/object_detection/builders/preprocessor_builder_test.py on lines 153..163
      research/object_detection/builders/preprocessor_builder_test.py on lines 178..188
      research/object_detection/builders/preprocessor_builder_test.py on lines 726..736

      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 70.

      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

      Similar blocks of code found in 5 locations. Consider refactoring.
      Open

        def test_build_normalize_image_convert_class_logits_to_softmax(self):
    preprocessor_text_proto = """
    convert_class_logits_to_softmax {
        temperature: 2
    }
      Severity: Major
      Found in research/object_detection/builders/preprocessor_builder_test.py and 4 other locations - About 3 hrs to fix
      research/object_detection/builders/preprocessor_builder_test.py on lines 141..151
      research/object_detection/builders/preprocessor_builder_test.py on lines 153..163
      research/object_detection/builders/preprocessor_builder_test.py on lines 178..188
      research/object_detection/builders/preprocessor_builder_test.py on lines 203..213

      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 70.

      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

      Similar blocks of code found in 5 locations. Consider refactoring.
      Open

        def test_build_random_adjust_hue(self):
    preprocessor_text_proto = """
    random_adjust_hue {
      max_delta: 0.01
    }
      Severity: Major
      Found in research/object_detection/builders/preprocessor_builder_test.py and 4 other locations - About 3 hrs to fix
      research/object_detection/builders/preprocessor_builder_test.py on lines 141..151
      research/object_detection/builders/preprocessor_builder_test.py on lines 153..163
      research/object_detection/builders/preprocessor_builder_test.py on lines 203..213
      research/object_detection/builders/preprocessor_builder_test.py on lines 726..736

      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 70.

      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

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

        def test_build_ssd_random_crop_empty_operations(self):
    preprocessor_text_proto = """
    ssd_random_crop {
    }
    """
      Severity: Major
      Found in research/object_detection/builders/preprocessor_builder_test.py and 2 other locations - About 3 hrs to fix
      research/object_detection/builders/preprocessor_builder_test.py on lines 492..500
      research/object_detection/builders/preprocessor_builder_test.py on lines 518..526

      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 66.

      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

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

        def test_build_scale_boxes_to_pixel_coordinates(self):
    preprocessor_text_proto = """
    scale_boxes_to_pixel_coordinates {}
    """
    preprocessor_proto = preprocessor_pb2.PreprocessingStep()
      Severity: Major
      Found in research/object_detection/builders/preprocessor_builder_test.py and 2 other locations - About 3 hrs to fix
      research/object_detection/builders/preprocessor_builder_test.py on lines 518..526
      research/object_detection/builders/preprocessor_builder_test.py on lines 590..599

      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 66.

      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

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

        def test_build_rgb_to_gray(self):
    preprocessor_text_proto = """
    rgb_to_gray {}
    """
    preprocessor_proto = preprocessor_pb2.PreprocessingStep()
      Severity: Major
      Found in research/object_detection/builders/preprocessor_builder_test.py and 2 other locations - About 3 hrs to fix
      research/object_detection/builders/preprocessor_builder_test.py on lines 492..500
      research/object_detection/builders/preprocessor_builder_test.py on lines 590..599

      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 66.

      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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