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research/object_detection/utils/object_detection_evaluation_test.py

Summary

Maintainability
F
1 mo
Test Coverage

File object_detection_evaluation_test.py has 1023 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/utils/object_detection_evaluation_test.py - About 2 days to fix

    Function test_returns_correct_metric_values_on_masks has 41 lines of code (exceeds 25 allowed). Consider refactoring.
    Open

      def test_returns_correct_metric_values_on_masks(self):
    categories = [{'id': 1, 'name': 'cat'},
                  {'id': 2, 'name': 'dog'},
                  {'id': 3, 'name': 'elephant'}]
    #  Add groundtruth
    Severity: Minor
    Found in research/object_detection/utils/object_detection_evaluation_test.py - About 1 hr to fix

      Function test_returns_correct_detection_metric_values has 40 lines of code (exceeds 25 allowed). Consider refactoring.
      Open

        def test_returns_correct_detection_metric_values(self):
    categories = [{
        'id': 1,
        'name': 'cat'
    }, {
      Severity: Minor
      Found in research/object_detection/utils/object_detection_evaluation_test.py - About 1 hr to fix

        Function test_returns_correct_instance_segm_metric_values has 38 lines of code (exceeds 25 allowed). Consider refactoring.
        Open

          def test_returns_correct_instance_segm_metric_values(self):
    categories = [{'id': 1, 'name': 'cat'}, {'id': 2, 'name': 'dog'}]
    oivchallenge_evaluator = (
        object_detection_evaluation.OpenImagesChallengeEvaluator(
            categories, evaluate_masks=True))
        Severity: Minor
        Found in research/object_detection/utils/object_detection_evaluation_test.py - About 1 hr to fix

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

            def test_returns_correct_metric_values(self):
    categories = [{
        'id': 1,
        'name': 'cat'
    }, {
          Severity: Minor
          Found in research/object_detection/utils/object_detection_evaluation_test.py - About 1 hr to fix

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

              def test_returns_correct_metric_values_on_boxes(self):
    categories = [{'id': 1, 'name': 'cat'},
                  {'id': 2, 'name': 'dog'},
                  {'id': 3, 'name': 'elephant'}]
    #  Add groundtruth
            Severity: Minor
            Found in research/object_detection/utils/object_detection_evaluation_test.py - About 1 hr to fix

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

                def test_returns_correct_metric_values_partial_labels(self):
    # Create partial label evaluation object.
    self.wp_eval_partial = (
        object_detection_evaluation.PrecisionAtRecallDetectionEvaluator(
            self.categories,
              Severity: Minor
              Found in research/object_detection/utils/object_detection_evaluation_test.py - About 1 hr to fix

                Function _make_evaluation_dict has a Cognitive Complexity of 6 (exceeds 5 allowed). Consider refactoring.
                Open

                  def _make_evaluation_dict(self,
                            resized_groundtruth_masks=False,
                            batch_size=1,
                            max_gt_boxes=None,
                            scale_to_absolute=False):
                Severity: Minor
                Found in research/object_detection/utils/object_detection_evaluation_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

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

                  def test_returns_correct_metric_values_on_boxes(self):
    categories = [{'id': 1, 'name': 'cat'},
                  {'id': 2, 'name': 'dog'},
                  {'id': 3, 'name': 'elephant'}]
    #  Add groundtruth
                Severity: Major
                Found in research/object_detection/utils/object_detection_evaluation_test.py and 1 other location - About 5 days to fix
                research/object_detection/utils/object_detection_evaluation_test.py on lines 34..109

                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 515.

                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

                class OpenImagesV2EvaluationTest(tf.test.TestCase):

  def test_returns_correct_metric_values(self):
    categories = [{
        'id': 1,
                Severity: Major
                Found in research/object_detection/utils/object_detection_evaluation_test.py and 1 other location - About 5 days to fix
                research/object_detection/utils/object_detection_evaluation_test.py on lines 336..400

                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 515.

                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_returns_correct_metric_values_with_difficult_list(self):
    self.create_and_add_common_ground_truth()
    image_key2 = 'img2'
    groundtruth_boxes2 = np.array(
        [[10, 10, 11, 11], [500, 500, 510, 510], [10, 10, 12, 12]], dtype=float)
                Severity: Major
                Found in research/object_detection/utils/object_detection_evaluation_test.py and 1 other location - About 2 days to fix
                research/object_detection/utils/object_detection_evaluation_test.py on lines 605..636

                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 296.

                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_returns_correct_metric_values_with_difficult_list(self):
    self.create_and_add_common_ground_truth()
    image_key2 = 'img2'
    groundtruth_boxes2 = np.array([[10, 10, 11, 11], [500, 500, 510, 510],
                                   [10, 10, 12, 12]], dtype=float)
                Severity: Major
                Found in research/object_detection/utils/object_detection_evaluation_test.py and 1 other location - About 2 days to fix
                research/object_detection/utils/object_detection_evaluation_test.py on lines 730..762

                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 296.

                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_returns_correct_metric_values(self):
    self.create_and_add_common_ground_truth()
    image_key2 = 'img2'
    groundtruth_boxes2 = np.array([[10, 10, 11, 11], [500, 500, 510, 510],
                                   [10, 10, 12, 12]], dtype=float)
                Severity: Major
                Found in research/object_detection/utils/object_detection_evaluation_test.py and 1 other location - About 2 days to fix
                research/object_detection/utils/object_detection_evaluation_test.py on lines 699..728

                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 271.

                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_returns_correct_metric_values(self):
    self.create_and_add_common_ground_truth()
    image_key2 = 'img2'
    groundtruth_boxes2 = np.array(
        [[10, 10, 11, 11], [500, 500, 510, 510], [10, 10, 12, 12]], dtype=float)
                Severity: Major
                Found in research/object_detection/utils/object_detection_evaluation_test.py and 1 other location - About 2 days to fix
                research/object_detection/utils/object_detection_evaluation_test.py on lines 575..603

                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 271.

                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 add_common_detected(self):
    image_key = 'img2'
    detected_boxes = np.array(
        [[10, 10, 11, 11], [100, 100, 120, 120], [100, 100, 220, 220]],
        dtype=float)
                Severity: Major
                Found in research/object_detection/utils/object_detection_evaluation_test.py and 1 other location - About 7 hrs to fix
                research/object_detection/utils/object_detection_evaluation_test.py on lines 560..573

                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 115.

                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 add_common_detected(self):
    image_key = 'img2'
    detected_boxes = np.array(
        [[10, 10, 11, 11], [100, 100, 120, 120], [100, 100, 220, 220]],
        dtype=float)
                Severity: Major
                Found in research/object_detection/utils/object_detection_evaluation_test.py and 1 other location - About 7 hrs to fix
                research/object_detection/utils/object_detection_evaluation_test.py on lines 682..696

                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 115.

                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

                    for i in range(self.od_eval.num_class):
      self.assertTrue(np.allclose(expected_precisions_per_class[i],
                                  precisions_per_class[i]))
      self.assertTrue(np.allclose(expected_recalls_per_class[i],
                                  recalls_per_class[i]))
                Severity: Major
                Found in research/object_detection/utils/object_detection_evaluation_test.py and 1 other location - About 3 hrs to fix
                research/object_detection/utils/object_detection_evaluation_test.py on lines 1045..1049

                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 2 locations. Consider refactoring.
                Open

                    for i in range(self.od_eval.num_class):
      self.assertTrue(
          np.allclose(copy_precisions_per_class[i], precisions_per_class[i]))
      self.assertTrue(
          np.allclose(copy_recalls_per_class[i], recalls_per_class[i]))
                Severity: Major
                Found in research/object_detection/utils/object_detection_evaluation_test.py and 1 other location - About 3 hrs to fix
                research/object_detection/utils/object_detection_evaluation_test.py on lines 1018..1022

                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

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

                    if batch_size == 1:
      key = tf.constant('image1')
    else:
      key = tf.constant([str(i) for i in range(batch_size)])
                Severity: Major
                Found in research/object_detection/utils/object_detection_evaluation_test.py and 1 other location - About 1 hr to fix
                research/object_detection/eval_util_test.py on lines 74..77

                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 49.

                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 batch_size > 1:
      return eval_util.result_dict_for_batched_example(
          image,
          key,
          detections,
                Severity: Major
                Found in research/object_detection/utils/object_detection_evaluation_test.py and 1 other location - About 1 hr to fix
                research/object_detection/eval_util_test.py on lines 124..131

                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 46.

                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

                        self.assertTrue(np.array_equal(expected_tp_fp_labels_per_class[i][
            j], self.od_eval.tp_fp_labels_per_class[i][j]))
                Severity: Major
                Found in research/object_detection/utils/object_detection_evaluation_test.py and 1 other location - About 1 hr to fix
                research/object_detection/utils/object_detection_evaluation_test.py on lines 994..995

                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 44.

                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

                        self.assertTrue(np.allclose(expected_scores_per_class[i][j],
                                    self.od_eval.scores_per_class[i][j]))
                Severity: Major
                Found in research/object_detection/utils/object_detection_evaluation_test.py and 1 other location - About 1 hr to fix
                research/object_detection/utils/object_detection_evaluation_test.py on lines 996..997

                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 44.

                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

                    detection_masks = tf.tile(
        tf.ones(shape=[1, 1, 20, 20], dtype=tf.float32),
        multiples=[batch_size, 1, 1, 1])
                Severity: Major
                Found in research/object_detection/utils/object_detection_evaluation_test.py and 1 other location - About 1 hr to fix
                research/object_detection/eval_util_test.py on lines 82..83

                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 38.

                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

                    expected_scores_per_class = [[np.array([0.8, 0.7], dtype=float)], [],
                                 [np.array([0.9], dtype=float)]]
                Severity: Major
                Found in research/object_detection/utils/object_detection_evaluation_test.py and 1 other location - About 1 hr to fix
                research/object_detection/utils/object_detection_evaluation_test.py on lines 988..989

                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 38.

                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

                    expected_tp_fp_labels_per_class = [[np.array([0, 1], dtype=bool)], [],
                                       [np.array([0], dtype=bool)]]
                Severity: Major
                Found in research/object_detection/utils/object_detection_evaluation_test.py and 1 other location - About 1 hr to fix
                research/object_detection/utils/object_detection_evaluation_test.py on lines 986..987

                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 38.

                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

                    oivchallenge_evaluator.add_single_detected_image_info(
        image_key, {
            standard_fields.DetectionResultFields.detection_boxes:
                detected_boxes,
            standard_fields.DetectionResultFields.detection_scores:
                Severity: Major
                Found in research/object_detection/utils/object_detection_evaluation_test.py and 4 other locations - About 50 mins to fix
                research/object_detection/utils/object_detection_evaluation_test.py on lines 135..144
                research/object_detection/utils/object_detection_evaluation_test.py on lines 306..315
                research/object_detection/utils/object_detection_evaluation_test.py on lines 455..464
                research/object_detection/utils/object_detection_evaluation_test.py on lines 502..511

                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 36.

                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

                    oivchallenge_evaluator.add_single_ground_truth_image_info(
        image_key, {
            standard_fields.InputDataFields.groundtruth_boxes:
                groundtruth_boxes,
            standard_fields.InputDataFields.groundtruth_classes:
                Severity: Major
                Found in research/object_detection/utils/object_detection_evaluation_test.py and 4 other locations - About 50 mins to fix
                research/object_detection/utils/object_detection_evaluation_test.py on lines 288..297
                research/object_detection/utils/object_detection_evaluation_test.py on lines 306..315
                research/object_detection/utils/object_detection_evaluation_test.py on lines 455..464
                research/object_detection/utils/object_detection_evaluation_test.py on lines 502..511

                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 36.

                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

                    pascal_evaluator.add_single_ground_truth_image_info(
        image_key2, {
            standard_fields.InputDataFields.groundtruth_boxes:
                groundtruth_boxes2,
            standard_fields.InputDataFields.groundtruth_instance_masks:
                Severity: Major
                Found in research/object_detection/utils/object_detection_evaluation_test.py and 4 other locations - About 50 mins to fix
                research/object_detection/utils/object_detection_evaluation_test.py on lines 135..144
                research/object_detection/utils/object_detection_evaluation_test.py on lines 288..297
                research/object_detection/utils/object_detection_evaluation_test.py on lines 306..315
                research/object_detection/utils/object_detection_evaluation_test.py on lines 502..511

                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 36.

                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

                    pascal_evaluator.add_single_detected_image_info(
        image_key, {
            standard_fields.DetectionResultFields.detection_boxes:
                detected_boxes,
            standard_fields.DetectionResultFields.detection_masks:
                Severity: Major
                Found in research/object_detection/utils/object_detection_evaluation_test.py and 4 other locations - About 50 mins to fix
                research/object_detection/utils/object_detection_evaluation_test.py on lines 135..144
                research/object_detection/utils/object_detection_evaluation_test.py on lines 288..297
                research/object_detection/utils/object_detection_evaluation_test.py on lines 306..315
                research/object_detection/utils/object_detection_evaluation_test.py on lines 455..464

                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 36.

                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

                    oivchallenge_evaluator.add_single_detected_image_info(
        image_key, {
            standard_fields.DetectionResultFields.detection_boxes:
                detected_boxes,
            standard_fields.DetectionResultFields.detection_scores:
                Severity: Major
                Found in research/object_detection/utils/object_detection_evaluation_test.py and 4 other locations - About 50 mins to fix
                research/object_detection/utils/object_detection_evaluation_test.py on lines 135..144
                research/object_detection/utils/object_detection_evaluation_test.py on lines 288..297
                research/object_detection/utils/object_detection_evaluation_test.py on lines 455..464
                research/object_detection/utils/object_detection_evaluation_test.py on lines 502..511

                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 36.

                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 setUp(self):
    self.categories = [{'id': 1, 'name': 'cat'},
                       {'id': 2, 'name': 'dog'},
                       {'id': 3, 'name': 'elephant'}]
                Severity: Minor
                Found in research/object_detection/utils/object_detection_evaluation_test.py and 1 other location - About 45 mins to fix
                research/object_detection/utils/object_detection_evaluation_test.py on lines 641..650

                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 35.

                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 setUp(self):
    self.categories = [{
        'id': 1,
        'name': 'cat'
    }, {
                Severity: Minor
                Found in research/object_detection/utils/object_detection_evaluation_test.py and 1 other location - About 45 mins to fix
                research/object_detection/utils/object_detection_evaluation_test.py on lines 530..533

                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 35.

                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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