文件历史

提交图

24 次代码提交

作者 SHA1 备注 提交日期
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)
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)
Co-authored-by: Elías Snorrason <eliassno@gmail.com>
2023-11-30 16:27:27 +00:00
OrdoAbChao a6d1319327 Introduce regression support to Datalab (#796)
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)
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)
Co-authored-by: Elías Snorrason <eliassno@gmail.com>
2023-11-16 10:48:30 +00:00
ChG 5fbf6c0493 Add Data Valuation Issue Manager (#850)
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)
Co-authored-by: Elías Snorrason <eliassno@gmail.com>
2023-10-30 02:55:53 +00:00
Ulyana a28f0f1dad Uly dataset health (#875)
* 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
Tata Ganesh 83731599be Expose low memory option for finding label issues in classification (#791) 2023-08-11 00:35:51 -04:00
Tata Ganesh 3d50b9859d Add imbalance issue to datalab (#758)
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)
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)
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
Elías Snorrason 43e24ba3f6 Make labels optional in Datalab (#730)
* feat(datalab):  make labels optional

* test(datalab):  fix test case for comparing empty list/array
2023-06-05 16:04:13 +00:00
Elías Snorrason 375c76fcea Include non-iid in default issue checks (#723)
* flag no more than one example having non-iid issue

* feat(datalab):  add non-iid to default issue checks
2023-05-19 20:30:01 +00:00
Elías Snorrason 7400051a95 Fix unbound knn variable in NonIIDIssueManager (#709) 2023-05-10 21:38:47 -07:00
Elías Snorrason fcc9417a3d Simplify reporting for outlier issues (#705) 2023-05-10 01:49:17 +00:00
Elías Snorrason c41c837e43 Set non iid num issues with an extra rule (#707)
* feat(datalab): 👔 count number of non-iid issues differently

* fix broken seeding test

* add significance threshold as a parameter

* docs(datalab): 📝 add docs on significance_threshold argument for non-iid issue manager

* test(datalab):  add more end-to-end tests for non-iid issue checks with Datalab

---------

Co-authored-by: Jonas Mueller <1390638+jwmueller@users.noreply.github.com>
2023-05-10 01:33:25 +00:00
Jonas Mueller a95a447010 Update tests for custom issue manager example (#692)
* issuemanager.get_summary->make_summary

* test(datalab): ♻️ move tests for issue managers into their respective test modules

* test(datalab):  add tests for custom issue manager
- Validate scores provided to IssueManager.make_summary
- Move fixture for custom issue manager to conftest.py
- Test make_summary on a "custom" IssueManager

* test(datalab): add __init__.py for discoverability of issue manager tests

---------

Co-authored-by: Elías Snorrason <eliassno@gmail.com>
2023-05-03 00:40:27 +00:00
Elías Snorrason f8b11d37b6 refactor(datalab): ♻️ rename get_summary -> get_issue_summary (#691)
This only pertains to Datalab/DataIssues. IssueManager has a different method with the get_summary name that is used in a different way.
2023-05-02 19:15:31 +00:00
Elías Snorrason ff3bdd1e48 Add a less restrictive Reporter.report() method for Datalab (#680)
Add a new method `Reporter.report()` with fewer restrictions. The existing `get_report()` method is a pure function that returns a string as output. The new `report()` method can have side-effects, such as printing the report.
2023-04-27 18:23:01 +00:00
Elías Snorrason 64edc95630 Introduce Datalab (#614)
Co-authored-by: Jonas Mueller <1390638+jwmueller@users.noreply.github.com>
Co-authored-by: Jesse Cummings <jecummin@mit.edu>
Co-authored-by: Jesse Cummings <jecummin@users.noreply.github.com>
Co-authored-by: Hui Wen <45724323+huiwengoh@users.noreply.github.com>
2023-04-25 09:26:43 -07:00