774f5b4625
Run spurious correlation check for images by default in Datalab ( #1171 )
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Co-authored-by: Elías Snorrason <eliassno@gmail.com >
2024-07-30 16:27:22 +00:00
aac393ae7e
clear unused imports from test_frameworks
2024-07-09 02:07:04 -04:00
a02093bf15
Move models.fasttext wrapper to examples repo ( #1173 )
2024-07-08 22:10:52 -07:00
c915f77642
Improve performance of clip_values utility function( #1104 )
2024-07-02 15:08:20 +00:00
d3fd6280f4
Add functionality for finding spurious correlations for image( #1140 )
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Co-authored-by: Pratham Savaliya <no-reply>
Co-authored-by: Elías Snorrason <eliassno@gmail.com >
2024-06-27 15:34:59 +00:00
ffdbe77dc6
Enhance knn-based outlier detection in Datalab ( #1163 )
2024-06-25 15:53:56 +00:00
2a68fd7205
Improve knn graph handling and outlier detection in issue managers ( #1155 )
2024-06-24 23:49:33 +00:00
18dfb0db7c
Update knn shapely score computation ( #1142 )
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Co-authored-by: Jonas Mueller <1390638+jwmueller@users.noreply.github.com >
2024-06-19 19:09:35 +00:00
c749e9575a
Adjust Datalab Property-Based Test for Datasets 2.20.0 Release ( #1146 )
2024-06-14 00:12:59 +00:00
577a0bc770
Update datalab report text with more pointers ( #1134 )
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Co-authored-by: Elías Snorrason <eliassno@gmail.com >
2024-06-12 03:15:35 +00:00
c72f0c2cdf
Remove deprecated multi_class argument in LogisticRegression and skip test for sklearn 1.5.0 regression ( #1124 )
2024-05-24 19:48:04 +00:00
4388992862
Remove unnecessary warnings during KNN graph correction ( #1129 )
2024-05-24 14:34:20 +00:00
25b7aaba7e
Improve KNN Graph Construction for Handling Exact Duplicates and Numerical Precision ( #1119 )
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Co-authored-by: Jonas Mueller <1390638+jwmueller@users.noreply.github.com >
2024-05-24 14:04:53 +00:00
a043470e34
Refine handling of underperforming_group issue type ( #1099 )
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Co-authored-by: Sanjana Garg <garg.sanjana.95@gmail.com >
Co-authored-by: Elías Snorrason <eliassno@gmail.com >
2024-05-24 13:21:51 +00:00
3effc12d6a
Improve null value checking by switching from np.isnan to pd.isna ( #1096 )
2024-05-23 02:34:29 +00:00
94ab29a46b
Enhance test coverage for setting Confident Joint in CleanLearning ( #1123 )
2024-05-22 16:31:18 +00:00
c13f32a2a6
Optimize value_counts function for performance improvement with missing classes ( #1073 )
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Co-authored-by: Elías Snorrason <eliassno@gmail.com >
2024-05-21 21:30:33 +00:00
ca3892994e
Optimize multiannotator.py for performance ( #1077 )
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Co-authored-by: Hui Wen <45724323+huiwengoh@users.noreply.github.com >
2024-05-15 00:06:02 -04:00
71ba4b3209
Add a knn module ( #1117 )
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Co-authored-by: Jonas Mueller <1390638+jwmueller@users.noreply.github.com >
2024-05-14 13:59:15 -04:00
81af417995
All identical datasets tests ( #1115 )
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2024-05-05 12:24:47 -07:00
b13d27e9b9
Fix numerical instability with Euclidean distance metric ( #1113 )
2024-05-02 13:24:58 +00:00
13442e2ed4
Use existing Datalab to audit new data for outliers ( #1112 )
2024-04-24 02:48:23 +00:00
09fed320f1
Optimize onehot2int for performance ( #1107 )
2024-04-23 14:03:55 +00:00
0221f8b0a1
Fix internal multilabel label ( #1087 )
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Co-authored-by: Elías Snorrason <eliassno@gmail.com >
2024-04-10 21:24:18 +00:00
76dfdd23fa
Fix flaky test of outlier scores for identical examples ( #1079 )
2024-04-06 04:06:02 +00:00
a0f24add61
Use existing Datalab to audit additional new data ( #1049 )
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Co-authored-by: Elías Snorrason <eliassno@gmail.com >
2024-04-06 02:51:59 +00:00
b751269fdc
Add user-facing cleanlab.data_valuation module ( #1050 )
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Co-authored-by: Elías Snorrason <eliassno@gmail.com >
Co-authored-by: Jonas Mueller <1390638+jwmueller@users.noreply.github.com >
2024-04-04 01:48:20 +00:00
2f2bc1fe18
Refine Scoring and Enhance Stability for Datasets with Identical Examples ( #1056 )
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Enhance numerical stability and scoring accuracy for datasets with identical features
- Adjust minimum median values to 100x machine epsilon to prevent unstable operations.
- Implement specific scoring logic for outlier and near-duplicate issues in datasets with identical features, ensuring correct scores are assigned in such edge cases.
- Introduce unit tests to validate the expected behavior for datasets comprising entirely identical examples. Check an additional case with an extra unique example.
Related to issue #1055 .
2024-03-19 12:41:49 +00:00
ac184552b6
Convert DataFrame features to numpy arrays in null value check ( #1045 )
2024-03-08 15:43:41 +00:00
90ac796213
Transform regression label quality scores ( #1032 )
2024-03-05 17:15:21 +00:00
85823cad3e
Validate cleanvision issue types correctly in Datalab.get_issues ( #1028 )
2024-02-26 11:09:47 +00:00
a2dec09d20
check that lab.get_issues("label") works if 0 label issues found in a successful label issue check ( #1026 )
2024-02-24 03:57:58 +00:00
51a7d218e2
Fix error handling in get_issues method with empty issue dataframes ( #1025 )
2024-02-24 02:06:30 +00:00
6c7705a45b
Support features as input for data valuation check in Datalab ( #1023 )
2024-02-23 00:15:22 -08:00
79b16e68d1
Single Class Span Classification Support ( #982 )
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* add single class span classification support
2024-02-14 20:17:04 +05:30
fd0dcd2c97
Improve the datalab.display module ( #1005 )
2024-02-12 19:02:42 -08:00
1ed51aa35a
Fix issue summary in report.py to omit undetected issue types ( #1003 )
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Co-authored-by: Jonas Mueller <1390638+jwmueller@users.noreply.github.com >
2024-02-12 16:53:10 -08:00
d3aba50c4e
Multilabel class order ( #997 )
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Co-authored-by: Jonas Mueller <1390638+jwmueller@users.noreply.github.com >
2024-02-12 16:09:08 -08:00
b640fb5b8f
Add underperforming_group issue type among the Datalab defaults ( #990 )
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Closes #910
2024-02-12 08:27:14 -08:00
16c5866a8b
Add Task enum for specifying machine learning task within Datalab ( #971 )
2024-02-08 15:35:38 -07:00
bc9fd539fb
Increase deadline for test_find_label_issues for multilabel data ( #985 )
2024-02-08 08:33:54 -07:00
5540959173
Add existing issue managers to more tasks ( #979 )
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Co-authored-by: Sanjana <sanjanag@users.noreply.github.com >
2024-02-07 22:05:21 -07:00
387ffa3504
Add a show_all_issues optional argument to Datalab.report() ( #970 )
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Co-authored-by: Sanjana <sanjanag@users.noreply.github.com >
2024-02-07 14:52:00 -07:00
bad83457f3
Drop Python 3.7 support and add Python 3.11 support ( #980 )
2024-02-07 14:46:58 -07:00
070b6e5b42
Fix dev dependencies (pytest and black formatter) ( #975 )
2024-02-01 17:42:56 +00:00
22dd845c48
add bbox area computation ( #968 )
2024-01-25 20:21:06 -08:00
51de77768d
Multilabel Issue Manager for Classification ( #929 )
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* Add Multilabel label issue manager
* Add task validation in Datalab constructor
* Add type checks for labels in issue managers
* Refactor code to use Datalab for finding label issues in multi-label classification tutorial
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Co-authored-by: Elías Snorrason <eliassno@gmail.com >
2024-01-24 00:14:04 +00:00
89866d53b4
make data valuation issue manager user facing ( #925 )
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Co-authored-by: Ganesh Tata <tataganesh95@gmail.com >
Co-authored-by: Jonas Mueller <1390638+jwmueller@users.noreply.github.com >
Co-authored-by: Elías Snorrason <eliassno@gmail.com >
2024-01-17 17:49:58 +00:00
15bec56103
Rescale ood scores in outlier package ( #953 )
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Co-authored-by: Ulyana <ulya.tkach@gmail.com >
2024-01-17 17:42:23 +00:00
b2de6bbefb
add property based test for multilabel classification ( #945 )
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Co-authored-by: Jonas Mueller <1390638+jwmueller@users.noreply.github.com >
Co-authored-by: Elías Snorrason <eliassno@gmail.com >
2024-01-10 14:55:09 +00:00
Rahul Aditya