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

def test_augment_build_with_no_flip_return_tensor():
    block = blocks.ImageAugmentation(vertical_flip=False, horizontal_flip=False)

    outputs = block.build(
        keras_tuner.HyperParameters(),
Severity: Major
Found in autokeras/blocks/preprocessing_test.py and 1 other location - About 3 hrs to fix
autokeras/blocks/preprocessing_test.py on lines 58..66

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 2 locations. Consider refactoring.
Open

def test_clf_head_build_with_zero_dropout_return_tensor():
    block = head_module.ClassificationHead(dropout=0, shape=(8,))

    outputs = block.build(
        keras_tuner.HyperParameters(),
Severity: Major
Found in autokeras/blocks/heads_test.py and 1 other location - About 3 hrs to fix
autokeras/blocks/heads_test.py on lines 127..135

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 2 locations. Consider refactoring.
Open

def test_augment_build_with_vflip_only_return_tensor():
    block = blocks.ImageAugmentation(vertical_flip=True, horizontal_flip=False)

    outputs = block.build(
        keras_tuner.HyperParameters(),
Severity: Major
Found in autokeras/blocks/preprocessing_test.py and 1 other location - About 3 hrs to fix
autokeras/blocks/preprocessing_test.py on lines 47..55

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 2 locations. Consider refactoring.
Open

def test_image_input_numerical():
    x = np.array([[["unknown"]]])
    adapter = input_adapters.ImageAdapter()
    with pytest.raises(TypeError) as info:
        x = adapter.adapt(x, batch_size=32)
Severity: Major
Found in autokeras/adapters/input_adapters_test.py and 1 other location - About 3 hrs to fix
autokeras/adapters/input_adapters_test.py on lines 55..60

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 2 locations. Consider refactoring.
Open

@mock.patch("autokeras.AutoModel.fit")
def test_txt_clf_fit_call_auto_model_fit(fit, tmp_path):
    auto_model = ak.TextClassifier(directory=tmp_path, seed=test_utils.SEED)

    auto_model.fit(x=np.array(["a b c", "b b c"]), y=np.array([1, 2]))
Severity: Major
Found in autokeras/tasks/text_test.py and 1 other location - About 3 hrs to fix
autokeras/tasks/text_test.py on lines 32..38

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

@mock.patch("autokeras.AutoModel.fit")
def test_txt_reg_fit_call_auto_model_fit(fit, tmp_path):
    auto_model = ak.TextRegressor(directory=tmp_path, seed=test_utils.SEED)

    auto_model.fit(x=np.array(["a b c", "b b c"]), y=np.array([1.0, 2.0]))
Severity: Major
Found in autokeras/tasks/text_test.py and 1 other location - About 3 hrs to fix
autokeras/tasks/text_test.py on lines 23..29

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 6 locations. Consider refactoring.
Open

def test_resnet_pretrained_with_one_channel_input():
    block = blocks.ResNetBlock(pretrained=True)

    outputs = block.build(
        keras_tuner.HyperParameters(),
Severity: Major
Found in autokeras/blocks/basic_test.py and 5 other locations - About 3 hrs to fix
autokeras/blocks/basic_test.py on lines 58..66
autokeras/blocks/basic_test.py on lines 135..143
autokeras/blocks/basic_test.py on lines 146..154
autokeras/blocks/wrapper_test.py on lines 57..65
autokeras/blocks/wrapper_test.py on lines 68..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 69.

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 4 locations. Consider refactoring.
Open

def test_augment_build_return_tensor():
    block = blocks.ImageAugmentation(rotation_factor=0.2)

    outputs = block.build(
        keras_tuner.HyperParameters(),
Severity: Major
Found in autokeras/blocks/preprocessing_test.py and 3 other locations - About 3 hrs to fix
autokeras/blocks/basic_test.py on lines 209..217
autokeras/blocks/preprocessing_test.py on lines 69..77
autokeras/blocks/preprocessing_test.py on lines 80..88

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 69.

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_softmax_deserialize_without_error():
    postprocessor = postprocessors.SoftmaxPostprocessor()
    dataset = tf.data.Dataset.from_tensor_slices([1, 2]).batch(32)

    postprocessor = preprocessors.deserialize(
Severity: Major
Found in autokeras/preprocessors/postprocessors_test.py and 1 other location - About 3 hrs to fix
autokeras/preprocessors/postprocessors_test.py on lines 37..45

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 69.

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_resnet_v1_return_tensor():
    block = blocks.ResNetBlock(version="v1")

    outputs = block.build(
        keras_tuner.HyperParameters(),
Severity: Major
Found in autokeras/blocks/basic_test.py and 1 other location - About 3 hrs to fix
autokeras/blocks/wrapper_test.py on lines 46..54

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 69.

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_image_block_xception_return_tensor():
    block = blocks.ImageBlock(block_type="xception")

    outputs = block.build(
        keras_tuner.HyperParameters(),
Severity: Major
Found in autokeras/blocks/wrapper_test.py and 1 other location - About 3 hrs to fix
autokeras/blocks/basic_test.py on lines 36..44

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 69.

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 4 locations. Consider refactoring.
Open

def test_conv_build_with_dropout_return_tensor():
    block = blocks.ConvBlock(dropout=0.5)

    outputs = block.build(
        keras_tuner.HyperParameters(),
Severity: Major
Found in autokeras/blocks/basic_test.py and 3 other locations - About 3 hrs to fix
autokeras/blocks/preprocessing_test.py on lines 25..33
autokeras/blocks/preprocessing_test.py on lines 69..77
autokeras/blocks/preprocessing_test.py on lines 80..88

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 69.

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 6 locations. Consider refactoring.
Open

def test_image_block_augment_return_tensor():
    block = blocks.ImageBlock(augment=True)

    outputs = block.build(
        keras_tuner.HyperParameters(),
Severity: Major
Found in autokeras/blocks/wrapper_test.py and 5 other locations - About 3 hrs to fix
autokeras/blocks/basic_test.py on lines 58..66
autokeras/blocks/basic_test.py on lines 69..77
autokeras/blocks/basic_test.py on lines 135..143
autokeras/blocks/basic_test.py on lines 146..154
autokeras/blocks/wrapper_test.py on lines 57..65

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 69.

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 6 locations. Consider refactoring.
Open

def test_xception_pretrained_build_return_tensor():
    block = blocks.XceptionBlock(pretrained=True)

    outputs = block.build(
        keras_tuner.HyperParameters(),
Severity: Major
Found in autokeras/blocks/basic_test.py and 5 other locations - About 3 hrs to fix
autokeras/blocks/basic_test.py on lines 58..66
autokeras/blocks/basic_test.py on lines 69..77
autokeras/blocks/basic_test.py on lines 146..154
autokeras/blocks/wrapper_test.py on lines 57..65
autokeras/blocks/wrapper_test.py on lines 68..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 69.

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 4 locations. Consider refactoring.
Open

def test_augment_build_with_contrast_factor_return_tensor():
    block = blocks.ImageAugmentation(contrast_factor=0.1)

    outputs = block.build(
        keras_tuner.HyperParameters(),
Severity: Major
Found in autokeras/blocks/preprocessing_test.py and 3 other locations - About 3 hrs to fix
autokeras/blocks/basic_test.py on lines 209..217
autokeras/blocks/preprocessing_test.py on lines 25..33
autokeras/blocks/preprocessing_test.py on lines 69..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 69.

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 6 locations. Consider refactoring.
Open

def test_resnet_pretrained_build_return_tensor():
    block = blocks.ResNetBlock(pretrained=True)

    outputs = block.build(
        keras_tuner.HyperParameters(),
Severity: Major
Found in autokeras/blocks/basic_test.py and 5 other locations - About 3 hrs to fix
autokeras/blocks/basic_test.py on lines 69..77
autokeras/blocks/basic_test.py on lines 135..143
autokeras/blocks/basic_test.py on lines 146..154
autokeras/blocks/wrapper_test.py on lines 57..65
autokeras/blocks/wrapper_test.py on lines 68..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 69.

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 6 locations. Consider refactoring.
Open

def test_image_block_normalize_return_tensor():
    block = blocks.ImageBlock(normalize=True)

    outputs = block.build(
        keras_tuner.HyperParameters(),
Severity: Major
Found in autokeras/blocks/wrapper_test.py and 5 other locations - About 3 hrs to fix
autokeras/blocks/basic_test.py on lines 58..66
autokeras/blocks/basic_test.py on lines 69..77
autokeras/blocks/basic_test.py on lines 135..143
autokeras/blocks/basic_test.py on lines 146..154
autokeras/blocks/wrapper_test.py on lines 68..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 69.

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 6 locations. Consider refactoring.
Open

def test_xception_pretrained_with_one_channel_input():
    block = blocks.XceptionBlock(pretrained=True)

    outputs = block.build(
        keras_tuner.HyperParameters(),
Severity: Major
Found in autokeras/blocks/basic_test.py and 5 other locations - About 3 hrs to fix
autokeras/blocks/basic_test.py on lines 58..66
autokeras/blocks/basic_test.py on lines 69..77
autokeras/blocks/basic_test.py on lines 135..143
autokeras/blocks/wrapper_test.py on lines 57..65
autokeras/blocks/wrapper_test.py on lines 68..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 69.

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 4 locations. Consider refactoring.
Open

def test_augment_build_with_zoom_factor_return_tensor():
    block = blocks.ImageAugmentation(zoom_factor=0.1)

    outputs = block.build(
        keras_tuner.HyperParameters(),
Severity: Major
Found in autokeras/blocks/preprocessing_test.py and 3 other locations - About 3 hrs to fix
autokeras/blocks/basic_test.py on lines 209..217
autokeras/blocks/preprocessing_test.py on lines 25..33
autokeras/blocks/preprocessing_test.py on lines 80..88

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 69.

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_sigmoid_deserialize_without_error():
    postprocessor = postprocessors.SigmoidPostprocessor()
    dataset = tf.data.Dataset.from_tensor_slices([1, 2]).batch(32)

    postprocessor = preprocessors.deserialize(
Severity: Major
Found in autokeras/preprocessors/postprocessors_test.py and 1 other location - About 3 hrs to fix
autokeras/preprocessors/postprocessors_test.py on lines 63..71

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 69.

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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