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

def test_three_classes_infer_categorical_crossentropy():
    dataset = np.array(["a", "a", "c", "b"])
    head = head_module.ClassificationHead(name="a", shape=(1,))
    adapter = head.get_adapter()
    dataset = adapter.adapt(dataset, batch_size=32)
Severity: Major
Found in autokeras/blocks/heads_test.py and 1 other location - About 1 day to fix
autokeras/blocks/heads_test.py on lines 28..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 149.

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_two_classes_infer_binary_crossentropy():
    dataset = np.array(["a", "a", "a", "b"])
    head = head_module.ClassificationHead(name="a", shape=(1,))
    adapter = head.get_adapter()
    dataset = adapter.adapt(dataset, batch_size=32)
Severity: Major
Found in autokeras/blocks/heads_test.py and 1 other location - About 1 day to fix
autokeras/blocks/heads_test.py on lines 47..63

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 149.

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

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

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

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

Refactorings

Further Reading

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

def test_img_clf_init_hp1_equals_hp_of_a_model(tmp_path):
    clf = ak.ImageClassifier(directory=tmp_path)
    clf.inputs[0].shape = (32, 32, 3)
    clf.outputs[0].in_blocks[0].shape = (10,)
    init_hp = task_specific.IMAGE_CLASSIFIER[1]
Severity: Major
Found in autokeras/tuners/task_specific_test.py and 2 other locations - About 1 day to fix
autokeras/tuners/task_specific_test.py on lines 23..33
autokeras/tuners/task_specific_test.py on lines 49..59

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 138.

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

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

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

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

Refactorings

Further Reading

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

def test_img_clf_init_hp2_equals_hp_of_a_model(tmp_path):
    clf = ak.ImageClassifier(directory=tmp_path)
    clf.inputs[0].shape = (32, 32, 3)
    clf.outputs[0].in_blocks[0].shape = (10,)
    init_hp = task_specific.IMAGE_CLASSIFIER[2]
Severity: Major
Found in autokeras/tuners/task_specific_test.py and 2 other locations - About 1 day to fix
autokeras/tuners/task_specific_test.py on lines 23..33
autokeras/tuners/task_specific_test.py on lines 36..46

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 138.

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

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

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

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

Refactorings

Further Reading

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

def test_img_clf_init_hp0_equals_hp_of_a_model(tmp_path):
    clf = ak.ImageClassifier(directory=tmp_path)
    clf.inputs[0].shape = (32, 32, 3)
    clf.outputs[0].in_blocks[0].shape = (10,)
    init_hp = task_specific.IMAGE_CLASSIFIER[0]
Severity: Major
Found in autokeras/tuners/task_specific_test.py and 2 other locations - About 1 day to fix
autokeras/tuners/task_specific_test.py on lines 36..46
autokeras/tuners/task_specific_test.py on lines 49..59

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 138.

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 ImageAdapter(adapter_module.Adapter):
    def check(self, x):
        """Record any information needed by transform."""
        if not isinstance(x, (np.ndarray, tf.data.Dataset)):
            raise TypeError(
Severity: Major
Found in autokeras/adapters/input_adapters.py and 1 other location - About 6 hrs to fix
autokeras/adapters/input_adapters.py on lines 21..32

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 105.

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 InputAdapter(adapter_module.Adapter):
    def check(self, x):
        """Record any information needed by transform."""
        if not isinstance(x, (np.ndarray, tf.data.Dataset)):
            raise TypeError(
Severity: Major
Found in autokeras/adapters/input_adapters.py and 1 other location - About 6 hrs to fix
autokeras/adapters/input_adapters.py on lines 36..47

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 105.

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_wrong_num_classes_error():
    analyser = output_analysers.ClassificationAnalyser(name="a", num_classes=5)
    dataset = tf.data.Dataset.from_tensor_slices(np.random.rand(10, 3)).batch(
        32
    )
Severity: Major
Found in autokeras/analysers/output_analysers_test.py and 1 other location - About 6 hrs to fix
autokeras/analysers/output_analysers_test.py on lines 148..159

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 99.

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_reg_with_specified_output_dim_error():
    analyser = output_analysers.RegressionAnalyser(name="a", output_dim=3)
    dataset = tf.data.Dataset.from_tensor_slices(np.random.rand(10, 2)).batch(
        32
    )
Severity: Major
Found in autokeras/analysers/output_analysers_test.py and 1 other location - About 6 hrs to fix
autokeras/analysers/output_analysers_test.py on lines 51..62

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 99.

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

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

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

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

Refactorings

Further Reading

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

def test_image_input_with_illegal_dim():
    analyser = input_analysers.ImageAnalyser()
    dataset = tf.data.Dataset.from_tensor_slices(np.random.rand(100, 32)).batch(
        32
    )
Severity: Major
Found in autokeras/analysers/input_analysers_test.py and 2 other locations - About 5 hrs to fix
autokeras/analysers/input_analysers_test.py on lines 64..75
autokeras/analysers/input_analysers_test.py on lines 87..98

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 92.

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

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

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

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

Refactorings

Further Reading

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

def test_text_illegal_type_error():
    analyser = input_analysers.TextAnalyser()
    dataset = tf.data.Dataset.from_tensor_slices(np.random.rand(100, 1)).batch(
        32
    )
Severity: Major
Found in autokeras/analysers/input_analysers_test.py and 2 other locations - About 5 hrs to fix
autokeras/analysers/input_analysers_test.py on lines 50..61
autokeras/analysers/input_analysers_test.py on lines 64..75

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 92.

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

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

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

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

Refactorings

Further Reading

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

def test_text_input_with_illegal_dim():
    analyser = input_analysers.TextAnalyser()
    dataset = tf.data.Dataset.from_tensor_slices(np.random.rand(100, 32)).batch(
        32
    )
Severity: Major
Found in autokeras/analysers/input_analysers_test.py and 2 other locations - About 5 hrs to fix
autokeras/analysers/input_analysers_test.py on lines 50..61
autokeras/analysers/input_analysers_test.py on lines 87..98

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 92.

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

Function _make_output_code_blocks has a Cognitive Complexity of 35 (exceeds 5 allowed). Consider refactoring.
Open

def _make_output_code_blocks(md):
    lines = md.split("\n")
    output_lines = []
    final_lines = []
    is_inside_backticks = False
Severity: Minor
Found in docs/tutobooks.py - About 5 hrs 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_specify_five_classes():
    analyser = output_analysers.ClassificationAnalyser(name="a", num_classes=5)
    dataset = tf.data.Dataset.from_tensor_slices(np.random.rand(10, 5)).batch(
        32
    )
Severity: Major
Found in autokeras/analysers/output_analysers_test.py and 1 other location - About 4 hrs to fix
autokeras/analysers/output_analysers_test.py on lines 120..130

Duplicated Code

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

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

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

Tuning

This issue has a mass of 83.

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

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

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

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

Refactorings

Further Reading

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

def test_specify_two_classes_fit_single_column():
    analyser = output_analysers.ClassificationAnalyser(name="a", num_classes=2)
    dataset = tf.data.Dataset.from_tensor_slices(np.random.rand(10, 1)).batch(
        32
    )
Severity: Major
Found in autokeras/analysers/output_analysers_test.py and 1 other location - About 4 hrs to fix
autokeras/analysers/output_analysers_test.py on lines 107..117

Duplicated Code

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

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

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

Tuning

This issue has a mass of 83.

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

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

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

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

Refactorings

Further Reading

Function _build_network has a Cognitive Complexity of 31 (exceeds 5 allowed). Consider refactoring.
Open

    def _build_network(self):
        self._node_to_id = {}

        # Recursively find all the interested nodes.
        for input_node in self.inputs:
Severity: Minor
Found in autokeras/graph.py - About 4 hrs 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_cifar10_accuracy_over_93(tmp_path):
    (x_train, y_train), (x_test, y_test) = cifar10.load_data()
    clf = ak.ImageClassifier(max_trials=3, directory=tmp_path)
    clf.fit(x_train, y_train, epochs=5)
    accuracy = clf.evaluate(x_test, y_test)[1]
Severity: Major
Found in benchmark/performance.py and 1 other location - About 4 hrs to fix
benchmark/performance.py on lines 56..61

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 81.

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_mnist_accuracy_over_98(tmp_path):
    (x_train, y_train), (x_test, y_test) = mnist.load_data()
    clf = ak.ImageClassifier(max_trials=1, directory=tmp_path)
    clf.fit(x_train, y_train, epochs=10)
    accuracy = clf.evaluate(x_test, y_test)[1]
Severity: Major
Found in benchmark/performance.py and 1 other location - About 4 hrs to fix
benchmark/performance.py on lines 64..69

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 81.

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_xception_pretrained_error_with_two_channels():
    block = blocks.XceptionBlock(pretrained=True)

    with pytest.raises(ValueError) as info:
        block.build(
Severity: Major
Found in autokeras/blocks/basic_test.py and 1 other location - About 4 hrs to fix
autokeras/blocks/basic_test.py on lines 80..89

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 75.

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

Function py_to_nb has a Cognitive Complexity of 28 (exceeds 5 allowed). Consider refactoring.
Open

def py_to_nb(py_path, nb_path, fill_outputs=True):
    f = open(py_path)
    py = f.read()
    f.close()
    # validate(py)
Severity: Minor
Found in docs/tutobooks.py - About 4 hrs 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

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Status
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