Evidently

What's Changed
* Fix ValueStats for binary category column. by Liraim in https://github.com/evidentlyai/evidently/pull/1495
* Fix Recommender Rank Metric Preset In `recsys.py` by taljacob2 in https://github.com/evidentlyai/evidently/pull/1466

New Contributors
* taljacob2 made their first contribution in https://github.com/evidentlyai/evidently/pull/1466

**Full Changelog**: https://github.com/evidentlyai/evidently/compare/v0.6.4...v0.6.5

What's Changed
* Classification Presets tests configuration. by Liraim in https://github.com/evidentlyai/evidently/pull/1475
* Add ValueStats / TextEvals / DataSummaryPreset tests. by Liraim in https://github.com/evidentlyai/evidently/pull/1485
* multiple categorycount categories by mike0sv in https://github.com/evidentlyai/evidently/pull/1483
* Implement generation of data definitions for pandas datasets. by Liraim in https://github.com/evidentlyai/evidently/pull/1488
* Support pandas.DataFrame in Report.run. by Liraim in https://github.com/evidentlyai/evidently/pull/1489
* bylabelcount metric type by mike0sv in https://github.com/evidentlyai/evidently/pull/1484
* Small fixes for descriptors: naming issues, removal of unused functions, updated thresholds by emeli-dral in https://github.com/evidentlyai/evidently/pull/1490
* Minor fixes for data definition and tests. by Liraim in https://github.com/evidentlyai/evidently/pull/1491
* Support partial data definitions by Liraim in https://github.com/evidentlyai/evidently/pull/1492
* Add test params to regression presets. by Liraim in https://github.com/evidentlyai/evidently/pull/1493


**Full Changelog**: https://github.com/evidentlyai/evidently/compare/v0.6.3...v0.6.4

What's Changed
* UI: bit refactor by DimaAmega in https://github.com/evidentlyai/evidently/pull/1474
* Add disclaimers to the old docs by elenasamuylova in https://github.com/evidentlyai/evidently/pull/1470
* fix out of range metric by mike0sv in https://github.com/evidentlyai/evidently/pull/1473
* support options in future descriptors by mike0sv in https://github.com/evidentlyai/evidently/pull/1471
* Context Relevance descriptor by Liraim in https://github.com/evidentlyai/evidently/pull/1472
* Feature/rag descriptors by emeli-dral in https://github.com/evidentlyai/evidently/pull/1478
* Add additional providers for ContextRelevance. by Liraim in https://github.com/evidentlyai/evidently/pull/1477
* allow unknown metrics to be uploaded by mike0sv in https://github.com/evidentlyai/evidently/pull/1476
* updated descriptors example by emeli-dral in https://github.com/evidentlyai/evidently/pull/1479


**Full Changelog**: https://github.com/evidentlyai/evidently/compare/v0.6.2...v0.6.3

What's Changed
* Fix/test hover by mike0sv in https://github.com/evidentlyai/evidently/pull/1467
* Fix columns definitions and data drift configuration. by Liraim in https://github.com/evidentlyai/evidently/pull/1465
* Feature/llm wrappers by mike0sv in https://github.com/evidentlyai/evidently/pull/1464
* Fix linked metrics in presets renders. by Liraim in https://github.com/evidentlyai/evidently/pull/1469
* use async litellm by mike0sv in https://github.com/evidentlyai/evidently/pull/1468


**Full Changelog**: https://github.com/evidentlyai/evidently/compare/v0.6.1...v0.6.2

What's Changed
* Fix deserialization BaseWidgetInfo in converted metrics. by Liraim in https://github.com/evidentlyai/evidently/pull/1457
* Fix missing tests for top level metrics on converting new snapshot by Liraim in https://github.com/evidentlyai/evidently/pull/1458
* Fix threshold type in LessThan test. by Liraim in https://github.com/evidentlyai/evidently/pull/1460
* boolean label by mike0sv in https://github.com/evidentlyai/evidently/pull/1456
* Fix proper convert for data_definition to input_data. by Liraim in https://github.com/evidentlyai/evidently/pull/1461
* add render tag for v2 values by mike0sv in https://github.com/evidentlyai/evidently/pull/1459
* Fix Binary Classification with different configurations. by Liraim in https://github.com/evidentlyai/evidently/pull/1463
* remove `scikit-learn<1.6.0` limit by DimaAmega in https://github.com/evidentlyai/evidently/pull/1451
* UI: snapshot actions wrapper by DimaAmega in https://github.com/evidentlyai/evidently/pull/1462


**Full Changelog**: https://github.com/evidentlyai/evidently/compare/v0.6.0...v0.6.1

What's Changed
* add test_fingerprint to test widget by mike0sv in https://github.com/evidentlyai/evidently/pull/1386
* fix get dataset permissions by svetleo-evidently in https://github.com/evidentlyai/evidently/pull/1399
* fix get dataset permissions by svetleo-evidently in https://github.com/evidentlyai/evidently/pull/1401
* Docs: misc updates by elenasamuylova in https://github.com/evidentlyai/evidently/pull/1397
* Metrics redesign by Liraim in https://github.com/evidentlyai/evidently/pull/1389
* Store tests datasets in repo. by Liraim in https://github.com/evidentlyai/evidently/pull/1416
* New reports improvements. by Liraim in https://github.com/evidentlyai/evidently/pull/1414
* Openai errors by svetleo-evidently in https://github.com/evidentlyai/evidently/pull/1417
* fix descriptors params: include_reasoning and include_score by svetleo-evidently in https://github.com/evidentlyai/evidently/pull/1419
* Reference support in new version. by Liraim in https://github.com/evidentlyai/evidently/pull/1415
* default tests and include_tests logic by mike0sv in https://github.com/evidentlyai/evidently/pull/1418
* Support reference in metrics. by Liraim in https://github.com/evidentlyai/evidently/pull/1420
* Render for new ValueDrift and DataDriftPreset. by Liraim in https://github.com/evidentlyai/evidently/pull/1421
* Add approxvalue support in tests. by Liraim in https://github.com/evidentlyai/evidently/pull/1425
* recsys metrics by mike0sv in https://github.com/evidentlyai/evidently/pull/1423
* not equal by mike0sv in https://github.com/evidentlyai/evidently/pull/1424
* fixes by mike0sv in https://github.com/evidentlyai/evidently/pull/1426
* Fix data drift params and tests. by Liraim in https://github.com/evidentlyai/evidently/pull/1428
* Add explicit display names for metric results. by Liraim in https://github.com/evidentlyai/evidently/pull/1430
* default ref tests by mike0sv in https://github.com/evidentlyai/evidently/pull/1427
* Support value names in all metrics. by Liraim in https://github.com/evidentlyai/evidently/pull/1431
* new dummmy metrics by mike0sv in https://github.com/evidentlyai/evidently/pull/1432
* ValueStats render by Liraim in https://github.com/evidentlyai/evidently/pull/1433
* add run by mike0sv in https://github.com/evidentlyai/evidently/pull/1437
* Feature/ml vis by mike0sv in https://github.com/evidentlyai/evidently/pull/1434
* Text Evals render and DataSummaryPreset by Liraim in https://github.com/evidentlyai/evidently/pull/1435
* Replace RocAuc by label render. by Liraim in https://github.com/evidentlyai/evidently/pull/1439
* Add RegressionQuality render and RegressionPreset. by Liraim in https://github.com/evidentlyai/evidently/pull/1436
* Add ClassificationQuality render and ClassificationPreset. by Liraim in https://github.com/evidentlyai/evidently/pull/1438
* Tests summary in new reports. by Liraim in https://github.com/evidentlyai/evidently/pull/1442
* Feature/add run by mike0sv in https://github.com/evidentlyai/evidently/pull/1444
* fix descriptor columns by mike0sv in https://github.com/evidentlyai/evidently/pull/1440
* openai_errors_handle by svetleo-evidently in https://github.com/evidentlyai/evidently/pull/1443
* Support None / NaN in UniqueValuesCount metric by Liraim in https://github.com/evidentlyai/evidently/pull/1446
* Fix information about descriptors in snapshots. by Liraim in https://github.com/evidentlyai/evidently/pull/1448
* Support ByLabelValue in field iterators. by Liraim in https://github.com/evidentlyai/evidently/pull/1450
* FIPS compliant by DueViktor in https://github.com/evidentlyai/evidently/pull/1411
* Support V2 metrics in Distribution. by Liraim in https://github.com/evidentlyai/evidently/pull/1452
* default reference tests by mike0sv in https://github.com/evidentlyai/evidently/pull/1445
* add alias as display name by mike0sv in https://github.com/evidentlyai/evidently/pull/1453
* Support presets from new reports in old snapshots. by Liraim in https://github.com/evidentlyai/evidently/pull/1454
* fix prompts by mike0sv in https://github.com/evidentlyai/evidently/pull/1455
* UI: add histigram panel plot type by DimaAmega in https://github.com/evidentlyai/evidently/pull/1447

New Contributors
* DueViktor made their first contribution in https://github.com/evidentlyai/evidently/pull/1411

**Full Changelog**: https://github.com/evidentlyai/evidently/compare/v0.5.1...v0.6.0