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

  @parameterized.parameters({'attention_axes': None}, {'attention_axes': [1]},
                            {'attention_axes': [2]}, {'attention_axes': [1, 2]})
Severity: Minor
Found in official/nlp/modeling/layers/transformer_encoder_block_test.py and 2 other locations - About 35 mins to fix
official/nlp/modeling/layers/reuse_transformer_test.py on lines 310..311
official/projects/roformer/roformer_encoder_block_test.py on lines 298..299

Duplicated Code

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

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

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

Tuning

This issue has a mass of 33.

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

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

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

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

Refactorings

Further Reading

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

    hidden_cfg = {
        "num_attention_heads":
            2,
        "intermediate_size":
            3072,
Severity: Minor
Found in official/nlp/modeling/networks/encoder_scaffold_test.py and 2 other locations - About 35 mins to fix
official/nlp/modeling/networks/encoder_scaffold_test.py on lines 102..116
official/nlp/modeling/networks/encoder_scaffold_test.py on lines 543..557

Duplicated Code

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

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

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

Tuning

This issue has a mass of 33.

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

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

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

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

Refactorings

Further Reading

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

    hidden_cfg = {
        "num_attention_heads":
            2,
        "intermediate_size":
            3072,
Severity: Minor
Found in official/nlp/modeling/networks/encoder_scaffold_test.py and 2 other locations - About 35 mins to fix
official/nlp/modeling/networks/encoder_scaffold_test.py on lines 543..557
official/nlp/modeling/networks/encoder_scaffold_test.py on lines 610..624

Duplicated Code

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

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

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

Tuning

This issue has a mass of 33.

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

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

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

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

Refactorings

Further Reading

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

    if self.clip_adv:
      adv = tf.minimum(self.clip_adv, tf.maximum(-self.clip_adv, adv))
Severity: Minor
Found in research/pcl_rl/objective.py and 2 other locations - About 35 mins to fix
research/pcl_rl/objective.py on lines 256..257
research/pcl_rl/objective.py on lines 329..330

Duplicated Code

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

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

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

Tuning

This issue has a mass of 33.

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

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

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

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

Refactorings

Further Reading

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

  @parameterized.parameters({'attention_axes': None}, {'attention_axes': [1]},
                            {'attention_axes': [2]}, {'attention_axes': [1, 2]})
Severity: Minor
Found in official/nlp/modeling/layers/reuse_transformer_test.py and 2 other locations - About 35 mins to fix
official/nlp/modeling/layers/transformer_encoder_block_test.py on lines 612..613
official/projects/roformer/roformer_encoder_block_test.py on lines 298..299

Duplicated Code

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

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

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

Tuning

This issue has a mass of 33.

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

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

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

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

Refactorings

Further Reading

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

        if (idx % self._subsample_context_features_rate) != 0:
          example.features.feature[
              'context_features_idx'].int64_list.value.append(
                  self._max_num_elements_in_context_features + 1)
          continue
Severity: Minor
Found in research/object_detection/dataset_tools/context_rcnn/add_context_to_examples.py and 2 other locations - About 35 mins to fix
research/object_detection/dataset_tools/context_rcnn/add_context_to_examples.py on lines 464..470
research/object_detection/dataset_tools/context_rcnn/add_context_to_examples.py on lines 472..478

Duplicated Code

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

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

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

Tuning

This issue has a mass of 33.

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

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

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

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

Refactorings

Further Reading

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

  @parameterized.parameters({'attention_axes': None}, {'attention_axes': [1]},
                            {'attention_axes': [2]}, {'attention_axes': [1, 2]})
Severity: Minor
Found in official/projects/roformer/roformer_encoder_block_test.py and 2 other locations - About 35 mins to fix
official/nlp/modeling/layers/reuse_transformer_test.py on lines 310..311
official/nlp/modeling/layers/transformer_encoder_block_test.py on lines 612..613

Duplicated Code

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

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

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

Tuning

This issue has a mass of 33.

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

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

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

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

Refactorings

Further Reading

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

    intended_values = targets * self.mix_frac + old_values * (1 - self.mix_frac)
Severity: Minor
Found in research/pcl_rl/optimizers.py and 2 other locations - About 35 mins to fix
research/pcl_rl/optimizers.py on lines 97..97
research/pcl_rl/optimizers.py on lines 180..180

Duplicated Code

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

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

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

Tuning

This issue has a mass of 33.

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

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

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

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

Refactorings

Further Reading

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

    intended_values = targets * self.mix_frac + old_values * (1 - self.mix_frac)
Severity: Minor
Found in research/pcl_rl/optimizers.py and 2 other locations - About 35 mins to fix
research/pcl_rl/optimizers.py on lines 97..97
research/pcl_rl/optimizers.py on lines 144..144

Duplicated Code

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

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

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

Tuning

This issue has a mass of 33.

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

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

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

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

Refactorings

Further Reading

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

    expected_config["initializer"] = tf_keras.initializers.serialize(
        tf_keras.initializers.get(expected_config["initializer"]))
Severity: Major
Found in official/nlp/modeling/networks/funnel_transformer_test.py and 6 other locations - About 35 mins to fix
official/nlp/modeling/networks/albert_encoder_test.py on lines 161..162
official/nlp/modeling/networks/albert_encoder_test.py on lines 163..164
official/nlp/modeling/networks/funnel_transformer_test.py on lines 400..401
official/nlp/modeling/networks/packed_sequence_embedding_test.py on lines 118..119
official/projects/roformer/roformer_encoder_test.py on lines 208..209
official/projects/roformer/roformer_encoder_test.py on lines 210..211

Duplicated Code

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

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

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

Tuning

This issue has a mass of 33.

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

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

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

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

Refactorings

Further Reading

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

    expected_config["inner_activation"] = tf_keras.activations.serialize(
        tf_keras.activations.get(expected_config["inner_activation"]))
Severity: Major
Found in official/nlp/modeling/networks/funnel_transformer_test.py and 6 other locations - About 35 mins to fix
official/nlp/modeling/networks/albert_encoder_test.py on lines 161..162
official/nlp/modeling/networks/albert_encoder_test.py on lines 163..164
official/nlp/modeling/networks/funnel_transformer_test.py on lines 402..403
official/nlp/modeling/networks/packed_sequence_embedding_test.py on lines 118..119
official/projects/roformer/roformer_encoder_test.py on lines 208..209
official/projects/roformer/roformer_encoder_test.py on lines 210..211

Duplicated Code

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

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

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

Tuning

This issue has a mass of 33.

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

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

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

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

Refactorings

Further Reading

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

    expected_config["initializer"] = tf_keras.initializers.serialize(
        tf_keras.initializers.get(expected_config["initializer"]))
Severity: Major
Found in official/nlp/modeling/networks/albert_encoder_test.py and 6 other locations - About 35 mins to fix
official/nlp/modeling/networks/albert_encoder_test.py on lines 161..162
official/nlp/modeling/networks/funnel_transformer_test.py on lines 400..401
official/nlp/modeling/networks/funnel_transformer_test.py on lines 402..403
official/nlp/modeling/networks/packed_sequence_embedding_test.py on lines 118..119
official/projects/roformer/roformer_encoder_test.py on lines 208..209
official/projects/roformer/roformer_encoder_test.py on lines 210..211

Duplicated Code

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

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

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

Tuning

This issue has a mass of 33.

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

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

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

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

Refactorings

Further Reading

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

    expected_config["initializer"] = tf_keras.initializers.serialize(
        tf_keras.initializers.get(expected_config["initializer"]))
Severity: Major
Found in official/projects/roformer/roformer_encoder_test.py and 6 other locations - About 35 mins to fix
official/nlp/modeling/networks/albert_encoder_test.py on lines 161..162
official/nlp/modeling/networks/albert_encoder_test.py on lines 163..164
official/nlp/modeling/networks/funnel_transformer_test.py on lines 400..401
official/nlp/modeling/networks/funnel_transformer_test.py on lines 402..403
official/nlp/modeling/networks/packed_sequence_embedding_test.py on lines 118..119
official/projects/roformer/roformer_encoder_test.py on lines 208..209

Duplicated Code

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

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

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

Tuning

This issue has a mass of 33.

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

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

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

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

Refactorings

Further Reading

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

    expected_config["inner_activation"] = tf_keras.activations.serialize(
        tf_keras.activations.get(expected_config["inner_activation"]))
Severity: Major
Found in official/projects/roformer/roformer_encoder_test.py and 6 other locations - About 35 mins to fix
official/nlp/modeling/networks/albert_encoder_test.py on lines 161..162
official/nlp/modeling/networks/albert_encoder_test.py on lines 163..164
official/nlp/modeling/networks/funnel_transformer_test.py on lines 400..401
official/nlp/modeling/networks/funnel_transformer_test.py on lines 402..403
official/nlp/modeling/networks/packed_sequence_embedding_test.py on lines 118..119
official/projects/roformer/roformer_encoder_test.py on lines 210..211

Duplicated Code

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

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

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

Tuning

This issue has a mass of 33.

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

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

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

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

Refactorings

Further Reading

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

    expected_config["activation"] = tf_keras.activations.serialize(
        tf_keras.activations.get(expected_config["activation"]))
Severity: Major
Found in official/nlp/modeling/networks/albert_encoder_test.py and 6 other locations - About 35 mins to fix
official/nlp/modeling/networks/albert_encoder_test.py on lines 163..164
official/nlp/modeling/networks/funnel_transformer_test.py on lines 400..401
official/nlp/modeling/networks/funnel_transformer_test.py on lines 402..403
official/nlp/modeling/networks/packed_sequence_embedding_test.py on lines 118..119
official/projects/roformer/roformer_encoder_test.py on lines 208..209
official/projects/roformer/roformer_encoder_test.py on lines 210..211

Duplicated Code

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

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

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

Tuning

This issue has a mass of 33.

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

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

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

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

Refactorings

Further Reading

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

    expected_config['initializer'] = tf_keras.initializers.serialize(
        tf_keras.initializers.get(expected_config['initializer']))
Severity: Major
Found in official/nlp/modeling/networks/packed_sequence_embedding_test.py and 6 other locations - About 35 mins to fix
official/nlp/modeling/networks/albert_encoder_test.py on lines 161..162
official/nlp/modeling/networks/albert_encoder_test.py on lines 163..164
official/nlp/modeling/networks/funnel_transformer_test.py on lines 400..401
official/nlp/modeling/networks/funnel_transformer_test.py on lines 402..403
official/projects/roformer/roformer_encoder_test.py on lines 208..209
official/projects/roformer/roformer_encoder_test.py on lines 210..211

Duplicated Code

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

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

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

Tuning

This issue has a mass of 33.

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

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

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

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

Refactorings

Further Reading

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

    with self.test_session() as sess:
      conv_w_coords = sess.run(
          conv_w_coords_tf, feed_dict={self.input_images: self.fake_images})
Severity: Major
Found in research/attention_ocr/python/model_test.py and 4 other locations - About 35 mins to fix
research/attention_ocr/python/model_test.py on lines 115..117
research/attention_ocr/python/model_test.py on lines 176..177
research/attention_ocr/python/model_test.py on lines 217..219
research/attention_ocr/python/model_test.py on lines 243..245

Duplicated Code

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

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

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

Tuning

This issue has a mass of 33.

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

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

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

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

Refactorings

Further Reading

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

    sorted_index_ids = np.array([[4, 2, 0, 1, 3], [0, 2, 4, 1, 3],
                                 [0, 1, 2, 3, 4]])
Severity: Major
Found in research/delf/delf/python/datasets/revisited_op/dataset_test.py and 4 other locations - About 35 mins to fix
official/legacy/transformer/model_utils_test.py on lines 27..27
official/legacy/transformer/model_utils_test.py on lines 34..34
official/nlp/modeling/networks/xlnet_base_test.py on lines 96..98
official/nlp/modeling/networks/xlnet_base_test.py on lines 108..110

Duplicated Code

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

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

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

Tuning

This issue has a mass of 33.

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

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

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

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

Refactorings

Further Reading

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

    raw_scores = {'4': tf.zeros(shape=[1, 4, 4, 7 * 3], dtype=tf.float32)}
Severity: Major
Found in official/vision/modeling/layers/detection_generator_test.py and 4 other locations - About 35 mins to fix
official/vision/modeling/layers/detection_generator_test.py on lines 399..399
official/vision/modeling/layers/detection_generator_test.py on lines 401..401
official/vision/modeling/layers/detection_generator_test.py on lines 421..421
official/vision/modeling/layers/detection_generator_test.py on lines 422..422

Duplicated Code

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

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

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

Tuning

This issue has a mass of 33.

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

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

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

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

Refactorings

Further Reading

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

  with tf.io.gfile.GFile(cmd_args.query_aggregation_config_path, 'r') as f:
    text_format.Merge(f.read(), query_config)
Severity: Major
Found in research/delf/delf/python/detect_to_retrieve/perform_retrieval.py and 4 other locations - About 35 mins to fix
research/delf/delf/python/delg/extract_features.py on lines 95..96
research/delf/delf/python/detect_to_retrieve/perform_retrieval.py on lines 135..136
research/object_detection/export_tflite_graph_tf2.py on lines 147..148
research/object_detection/exporter_main_v2.py on lines 154..155

Duplicated Code

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

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

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

Tuning

This issue has a mass of 33.

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

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

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

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

Refactorings

Further Reading

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