Evidently

What's Changed
* remove: chromadb by DimaAmega in https://github.com/evidentlyai/evidently/pull/1521
* V2/mvp datasets by mike0sv in https://github.com/evidentlyai/evidently/pull/1520
* project version field by mike0sv in https://github.com/evidentlyai/evidently/pull/1522
* v2 workspace by mike0sv in https://github.com/evidentlyai/evidently/pull/1528
* V2: Snapshot serialization by Liraim in https://github.com/evidentlyai/evidently/pull/1525
* add include_tests flag for presets by mike0sv in https://github.com/evidentlyai/evidently/pull/1530
* multiclass llm eval by mike0sv in https://github.com/evidentlyai/evidently/pull/1529
* Fix ValueDrift errors by Liraim in https://github.com/evidentlyai/evidently/pull/1532


**Full Changelog**: https://github.com/evidentlyai/evidently/compare/v0.6.6...v0.6.7

What's Changed
* UI: huge refactor by DimaAmega in https://github.com/evidentlyai/evidently/pull/1384
* column generator by mike0sv in https://github.com/evidentlyai/evidently/pull/1494
* Fix value in CategoryCount for constant columns. by Liraim in https://github.com/evidentlyai/evidently/pull/1499
* handle evidently error by mike0sv in https://github.com/evidentlyai/evidently/pull/1501
* recursive metric containers by mike0sv in https://github.com/evidentlyai/evidently/pull/1500
* chore: Fix typo in report UI by emacha in https://github.com/evidentlyai/evidently/pull/1503
* Commit UI assets by DimaAmega in https://github.com/evidentlyai/evidently/pull/1505
* Proper render of containers inside containers and generators. by Liraim in https://github.com/evidentlyai/evidently/pull/1507
* Hold metrics for container in context and not in container itself. by Liraim in https://github.com/evidentlyai/evidently/pull/1509
* Fix The cardinality of column (<column>) has been exceeded for small datasets. by Liraim in https://github.com/evidentlyai/evidently/pull/1506
* Fix error when pass pd.DataFrame to reference_data. by Liraim in https://github.com/evidentlyai/evidently/pull/1511
* Add support for smart_union in all metrics config. by Liraim in https://github.com/evidentlyai/evidently/pull/1513
* Support token from env variables. by Liraim in https://github.com/evidentlyai/evidently/pull/1516
* metrics cookbook and small fixes for metrics by emeli-dral in https://github.com/evidentlyai/evidently/pull/1515

New Contributors
* emacha made their first contribution in https://github.com/evidentlyai/evidently/pull/1503

**Full Changelog**: https://github.com/evidentlyai/evidently/compare/v0.6.5...v0.6.6

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