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WenjieDu/PyPOTS

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pypots/forecasting/csdi/core.py

Summary

Maintainability
D
3 days
Test Coverage

Function __init__ has 13 arguments (exceeds 4 allowed). Consider refactoring.
Open

    def __init__(
Severity: Major
Found in pypots/forecasting/csdi/core.py - About 1 hr to fix

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

        @staticmethod
    def time_embedding(pos, d_model=128):
        pe = torch.zeros(pos.shape[0], pos.shape[1], d_model).to(pos.device)
        position = pos.unsqueeze(2)
        div_term = 1 / torch.pow(10000.0, torch.arange(0, d_model, 2, device=pos.device) / d_model)
    Severity: Major
    Found in pypots/forecasting/csdi/core.py and 1 other location - About 1 day to fix
    pypots/imputation/csdi/core.py on lines 56..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 158.

    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

            elif not training and n_sampling_times == 0:  # for validating
            (observed_data, indicating_mask, cond_mask, observed_tp, feature_id) = (
                inputs["X_ori"],
                inputs["indicating_mask"],
                inputs["cond_mask"],
    Severity: Major
    Found in pypots/forecasting/csdi/core.py and 1 other location - About 5 hrs to fix
    pypots/forecasting/csdi/core.py on lines 91..101

    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 89.

    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

            if training:  # for training
            (observed_data, indicating_mask, cond_mask, observed_tp, feature_id) = (
                inputs["X_ori"],
                inputs["indicating_mask"],
                inputs["cond_mask"],
    Severity: Major
    Found in pypots/forecasting/csdi/core.py and 1 other location - About 5 hrs to fix
    pypots/forecasting/csdi/core.py on lines 102..114

    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 89.

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

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

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

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

    Refactorings

    Further Reading

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

            if not self.is_unconditional:
            side_mask = cond_mask.unsqueeze(1)  # (B,1,K,L)
            side_info = torch.cat([side_info, side_mask], dim=1)
    Severity: Major
    Found in pypots/forecasting/csdi/core.py and 1 other location - About 1 hr to fix
    pypots/imputation/csdi/core.py on lines 77..79

    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 39.

    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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