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Add some accuracy (Sourcery refactored) #39
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dice = 2 * intersection / union | ||
return dice | ||
return 2 * intersection / union |
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Function SegAccuracy.dice_score
refactored with the following changes:
- Inline variable that is immediately returned (
inline-immediately-returned-variable
)
confusion_matrix = torch.bincount(num_classes * gt[mask].int() + res[mask].int(), | ||
minlength=num_classes**2).reshape(num_classes, num_classes) | ||
return confusion_matrix | ||
return torch.bincount( | ||
num_classes * gt[mask].int() + res[mask].int(), | ||
minlength=num_classes ** 2, | ||
).reshape(num_classes, num_classes) |
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Function SegAccuracy.generate_confusion_matrix
refactored with the following changes:
- Inline variable that is immediately returned (
inline-immediately-returned-variable
)
precision = tp / (cm.sum(dim=0) + SegAccuracy.ACC_EPSILON) | ||
return precision | ||
return tp / (cm.sum(dim=0) + SegAccuracy.ACC_EPSILON) |
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Function SegAccuracy.precision_score
refactored with the following changes:
- Inline variable that is immediately returned (
inline-immediately-returned-variable
)
recall = tp / (cm.sum(dim=1) + SegAccuracy.ACC_EPSILON) | ||
return recall | ||
return tp / (cm.sum(dim=1) + SegAccuracy.ACC_EPSILON) |
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Function SegAccuracy.recall_score
refactored with the following changes:
- Inline variable that is immediately returned (
inline-immediately-returned-variable
)
pa = tp.sum() / (cm.sum() + SegAccuracy.ACC_EPSILON) | ||
return pa | ||
return tp.sum() / (cm.sum() + SegAccuracy.ACC_EPSILON) |
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Function SegAccuracy.pa_score
refactored with the following changes:
- Inline variable that is immediately returned (
inline-immediately-returned-variable
)
fwiou = (tp * freq_weight / (each_class_counts + SegAccuracy.ACC_EPSILON)).sum() | ||
return fwiou | ||
return (tp * freq_weight / (each_class_counts + SegAccuracy.ACC_EPSILON)).sum() |
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Function SegAccuracy.fwiou_score
refactored with the following changes:
- Inline variable that is immediately returned (
inline-immediately-returned-variable
)
oa = tp.sum() / (cm.sum() + CDAccuracy.ACC_EPSILON) | ||
return oa | ||
return tp.sum() / (cm.sum() + CDAccuracy.ACC_EPSILON) |
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Function CDAccuracy.oa_score
refactored with the following changes:
- Inline variable that is immediately returned (
inline-immediately-returned-variable
)
precision = tp / (cm.sum(dim=0) + CDAccuracy.ACC_EPSILON) | ||
return precision | ||
return tp / (cm.sum(dim=0) + CDAccuracy.ACC_EPSILON) |
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Function CDAccuracy.precision_score
refactored with the following changes:
- Inline variable that is immediately returned (
inline-immediately-returned-variable
)
recall = tp / (cm.sum(dim=1) + CDAccuracy.ACC_EPSILON) | ||
return recall | ||
return tp / (cm.sum(dim=1) + CDAccuracy.ACC_EPSILON) |
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Function CDAccuracy.recall_score
refactored with the following changes:
- Inline variable that is immediately returned (
inline-immediately-returned-variable
)
f = (1 + beta ** 2) * precision * recall / (precision * beta ** 2 + recall + CDAccuracy.ACC_EPSILON) | ||
return f | ||
return ( | ||
(1 + beta ** 2) | ||
* precision | ||
* recall | ||
/ (precision * beta ** 2 + recall + CDAccuracy.ACC_EPSILON) | ||
) |
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Function CDAccuracy.f_score
refactored with the following changes:
- Inline variable that is immediately returned (
inline-immediately-returned-variable
)
Sourcery Code Quality Report✅ Merging this PR will increase code quality in the affected files by 0.02%.
Here are some functions in these files that still need a tune-up:
Legend and ExplanationThe emojis denote the absolute quality of the code:
The 👍 and 👎 indicate whether the quality has improved or gotten worse with this pull request. Please see our documentation here for details on how these metrics are calculated. We are actively working on this report - lots more documentation and extra metrics to come! Help us improve this quality report! |
Pull Request #38 refactored by Sourcery.
If you're happy with these changes, merge this Pull Request using the Squash and merge strategy.
NOTE: As code is pushed to the original Pull Request, Sourcery will
re-run and update (force-push) this Pull Request with new refactorings as
necessary. If Sourcery finds no refactorings at any point, this Pull Request
will be closed automatically.
See our documentation here.
Run Sourcery locally
Reduce the feedback loop during development by using the Sourcery editor plugin:
Review changes via command line
To manually merge these changes, make sure you're on the
add_some_accuracy
branch, then run:Help us improve this pull request!