ChG
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
Elías Snorrason
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
Aditya Thyagarajan
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
Elías Snorrason
0a03742f52
Refactor batching logic in cleanlab.segmentation.filter.find_label_issues ( #918 )
2024-01-08 11:30:25 +00:00
Ganesh Tata
5e078339a7
Make Null Issue Manager User-Facing ( #927 )
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Co-authored-by: Jonas Mueller <1390638+jwmueller@users.noreply.github.com >
Co-authored-by: Elías Snorrason <eliassno@gmail.com >
2024-01-05 14:15:29 +00:00
Elías Snorrason
23af72a2bd
Near duplicate score transformation ( #943 )
2024-01-05 01:04:16 +00:00
Elías Snorrason
9ecfea1316
switch rarest class column to given label column ( #940 )
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follow-up to #933
2024-01-03 10:00:56 +00:00
Ganesh Tata
b806cba4aa
Add imbalance class label to Issues Dataframe ( #933 )
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Co-authored-by: Elías Snorrason <eliassno@gmail.com >
2024-01-03 08:35:02 +00:00
Jonas Mueller
7eb9967a0b
class imbalance scores to still show rarest proportion even when is_i… ( #934 )
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Co-authored-by: Ganesh Tata <tataganesh95@gmail.com >
Co-authored-by: Elías Snorrason <eliassno@gmail.com >
2024-01-02 16:39:27 +00:00
Ryan Singman
bc10585352
Patch: epsilon for near duplicate ( #919 )
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Co-authored-by: Elías Snorrason <eliassno@gmail.com >
2023-12-21 13:03:51 +00:00
Yiran Shi
03d5c968b9
Report class metrics for object detection dataset ( #877 )
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* Add support to per-class metrics for Object detection, thanks @Steven-Yiran
2023-12-19 09:22:20 +05:30
Ganesh Tata
15d39c5703
FEAT: Vectorize loops, bug fix ( #917 )
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- Vectorize for loops for speedup
- Get null rows correctly
2023-12-18 15:24:38 +00:00
Kyle Gallatin
f3a65b8c18
Issue 873 improve mem find label issues ( #885 )
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Co-authored-by: Elías Snorrason <eliassno@gmail.com >
2023-12-15 12:20:40 +00:00
Ganesh Tata
3fb20e9596
CI: Run slowest tests at the end and fail early ( #900 )
2023-12-14 17:59:28 +00:00
Ganesh Tata
4ad0b6e001
Add Class Imbalance issue type to Datalab defaults ( #912 )
2023-12-14 17:52:41 +00:00
Elías Snorrason
2e3608a2d8
Predictions for regression in Datalab ( #902 )
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Co-authored-by: Hui Wen <45724323+huiwengoh@users.noreply.github.com >
Co-authored-by: Jonas Mueller <1390638+jwmueller@users.noreply.github.com >
2023-12-07 04:26:16 +00:00
Ganesh Tata
dee32ad9a1
Underperforming Group Issue Type ( #838 )
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Co-authored-by: Elías Snorrason <eliassno@gmail.com >
2023-11-30 16:27:27 +00:00
Elías Snorrason
e9ee35f075
Test properties of near duplicate sets ( #895 )
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* create and test strategy for generating knn_graph as test inputs
* test strategy for generating knn_graphs
- Each row has the distances sorted in ascending order in the csr-format.
- The indices of the neighbors are unique within a column and don't have the query point as a neighbor.
- If points a and b are mutual neighbors, they have the same distance between them.
* add property based tests for near-duplicate sets
* flag near-duplicate issues based on items in near duplicate sets.
2023-11-28 15:06:48 +00:00
Aditya Thyagarajan
09d95dc47f
add false negative support for ObjectLab2D ( #883 )
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Co-authored-by: Elías Snorrason <eliassno@gmail.com >
2023-11-21 18:39:18 +00:00
OrdoAbChao
a6d1319327
Introduce regression support to Datalab ( #796 )
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Preleminary work to ensure that default task (classification) will work smoothly.
Minimal implementation of label issue manager for regression
- issue_finder.py list_possible_issue_types, list_default_issue_types no longer a static methods as they depend on task and modification of get_available_issue_types for regression
* DataIssues with strategy pattern
- moving list_possible_issue_types and list_default_issue_types from the IssueFinder class to cleanlab/datalab/internal/issue_manager_factory.py
* make different strategies for getting available issue types
add test class for the IssueFinder when the task is regression
* apply black formatter
* avoid mapping labels column for regression in Datalab
* Pass in features to LabelIssueManager for regression
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Co-authored-by: Elías Snorrason <eliassno@gmail.com >
2023-11-20 20:28:53 +00:00
Ganesh Tata
0903c2a361
Non-IID: Test that Datalab prioritizes knn-graph over pred-probs ( #897 )
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Co-authored-by: Elías Snorrason <eliassno@gmail.com >
2023-11-16 15:21:59 +00:00
Ganesh Tata
aeab1d1577
Extract Common Setup Code in Non-IID Tests for Reusability ( #896 )
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Co-authored-by: Elías Snorrason <eliassno@gmail.com >
2023-11-16 10:48:30 +00:00
ChG
5fbf6c0493
Add Data Valuation Issue Manager ( #850 )
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Co-authored-by: Elías Snorrason <eliassno@gmail.com >
2023-11-06 17:04:57 +01:00
ABHIJIT PAL
ccb4a90e38
Extend non-iid issue check to run if only pred_probs are provided ( #857 )
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Co-authored-by: Elías Snorrason <eliassno@gmail.com >
2023-10-30 02:55:53 +00:00
ABHIJIT PAL
69c8c5318c
Add Null Issue Manager ( #856 )
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Co-authored-by: Elías Snorrason <eliassno@gmail.com >
2023-10-30 02:42:54 +00:00
Ulyana
a28f0f1dad
Uly dataset health ( #875 )
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* Remove datasets from the tutorial that are logits
* Update dataset code
* Change hardcoded expected score in datalab tests
2023-10-25 01:21:58 +00:00
Yiran Shi
902fb487c9
Functions to explore object detection dataset ( #840 )
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Add dataset summary functions+plots to object detection.
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Co-authored-by: Jonas Mueller <1390638+jwmueller@users.noreply.github.com >
Co-authored-by: Ulyana <ulyana@cleanlab.ai >
2023-10-16 13:17:05 -07:00
Aditya Thyagarajan
ffbddc3a9e
mypy linting ( #864 )
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* mypy linting
* summary without type check
* Add test to confirm np.array can be passed into visualize
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Co-authored-by: Ulyana <ulya.tkach@gmail.com >
2023-10-05 15:54:53 -07:00
Sanjana Garg
e843938185
Added unit test for max prevalence
2023-09-01 16:54:33 +01:00
Sanjana Garg
0a7c05cb8e
Fixed test
2023-08-31 18:24:19 +01:00
ChG
4250f5925d
Add GEN out-of-distribution detection method ( #800 )
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Co-authored-by: Jonas Mueller <1390638+jwmueller@users.noreply.github.com >
Co-authored-by: Elías Snorrason <eliassno@gmail.com >
2023-08-29 22:30:59 -07:00
Elías Snorrason
4ce9f771c8
Unify softmax implementations ( #826 )
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* unify softmax implementations
* Refine mypy type hint in _set_fine_search_range function
- Update type hint for `min_entropy_ind` from built-in `int` to `np.intp`.
- This refinement addresses a type compatibility warning.
- `np.intp` is the integer type used by numpy for indexing and can differ in size from the built-in Python `int` depending on the platform (32-bit vs 64-bit).
- Mypy highlighted this type hint discrepancy.
* add unit tests for softmax
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Co-authored-by: Hui Wen <45724323+huiwengoh@users.noreply.github.com >
2023-08-30 00:22:05 +00:00
Tata Ganesh
fd2506c6b0
Use rare class proportion instead of mean values for imbalance score ( #828 )
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Co-authored-by: Elías Snorrason <eliassno@gmail.com >
2023-08-28 14:24:24 +00:00
Aditya Thyagarajan
a497b38c28
change thresholding class-wise for ObjectLab ( #804 )
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* Adding support for per-class thresholding for ObjectLab
2023-08-26 05:06:00 +05:30
Tata Ganesh
d37a7d8d85
Expose low memory option for token and multi-label classification ( #822 )
2023-08-23 01:14:29 -04:00
Hui Wen
0adce8290f
50x speedup for multiannotator module ( #821 )
2023-08-16 18:39:06 -07:00
Ulyana
396bd68e66
Improve indexing for Object Detection Badloc Score ( #807 )
2023-08-14 09:29:56 -07:00
Tata Ganesh
83731599be
Expose low memory option for finding label issues in classification ( #791 )
2023-08-11 00:35:51 -04:00
Elías Snorrason
ee65553a05
Increase hypothesis deadline for testing near duplicate sets ( #802 )
2023-08-08 14:46:02 -04:00
Tata Ganesh
3d50b9859d
Add imbalance issue to datalab ( #758 )
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Co-authored-by: Jonas Mueller <1390638+jwmueller@users.noreply.github.com >
Co-authored-by: Elías Snorrason <eliassno@gmail.com >
2023-07-28 18:42:15 +00:00
Elías Snorrason
b0fb8e5f77
Move Datalab internals to dedicated internal module ( #783 )
2023-07-28 16:18:51 +00:00
Yiran Shi
bc78816341
Label Issue Detection Extention ( #760 )
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Co-authored-by: Jonas Mueller <1390638+jwmueller@users.noreply.github.com >
Co-authored-by: Hui Wen <45724323+huiwengoh@users.noreply.github.com >
2023-07-27 15:43:34 -04:00
Elías Snorrason
cc0fb470d9
Update near-duplicate sets ( #781 )
2023-07-26 17:12:20 +00:00
Sanjana
944c61379d
Cleanvision Integration ( #679 )
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Co-authored-by: Jonas Mueller <1390638+jwmueller@users.noreply.github.com >
Co-authored-by: Elías Snorrason <eliassno@gmail.com >
2023-07-25 15:51:53 +00:00
Hui Wen
d84d00e3f4
add test make sure correct examples are not flagged ( #778 )
2023-07-21 21:18:21 -07:00
Ulyana
dcd9ea3a16
Improve OD scores ( #770 )
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* Add updated badloc, overlooked scores
* Improve code clarity for all scores
* Add codecov tests
* Remove unnecessary logic for swap score
2023-07-21 12:37:51 -07:00
Aditya Thyagarajan
cb51891b06
lowering swap score for multiple labels associated with a box ( #750 )
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* Lower swap scores for overlapping annotations + Optional arguments correction
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Co-authored-by: Jonas Mueller <1390638+jwmueller@users.noreply.github.com >
Co-authored-by: Ulyana <ulya.tkach@gmail.com >
2023-07-12 20:29:20 +05:30
Yiran Shi
cb4c05cbff
Add support for high dimensional arrays in CleanLearning( #749 )
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Co-authored-by: Jonas Mueller <1390638+jwmueller@users.noreply.github.com >
Co-authored-by: Hui Wen <45724323+huiwengoh@users.noreply.github.com >
2023-06-27 00:12:52 -04:00
Mayank Kumar
9f302200a4
Regression label quality scores ( #572 )
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Co-authored-by: Elías Snorrason <eliassno@gmail.com >
Co-authored-by: Jonas Mueller <1390638+jwmueller@users.noreply.github.com >
Co-authored-by: huiwengoh <45724323+huiwengoh@users.noreply.github.com >
2023-06-23 17:51:46 -07:00
Vedang Lad
35606fc401
label error detection in semantic segmentation datasets ( #677 )
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Co-authored-by: Ulyana <ulyana@cleanlab.ai >
Co-authored-by: Jonas Mueller <1390638+jwmueller@users.noreply.github.com >
2023-06-23 00:32:08 -07:00