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1 | 1 | # Changelog
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2 | 2 |
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| 3 | +## [1.57.0](https://github.com/googleapis/python-aiplatform/compare/v1.56.0...v1.57.0) (2024-06-26) |
| 4 | + |
| 5 | + |
| 6 | +### Features |
| 7 | + |
| 8 | +* Add _ModelBasedMetric base class to `vertexai.preview.evaluation.metrics` and allow metric spec customization ([536f1d5](https://github.com/googleapis/python-aiplatform/commit/536f1d5bfc0e03acaf48097446e6b3c9577961c7)) |
| 9 | +* Add `_AutomaticMetric` type and support customizing metric spec for automatic pointwise metrics. Add `Rouge` metric to `vertexai.preview.evaluation.metrics` ([f6b6dee](https://github.com/googleapis/python-aiplatform/commit/f6b6deed2a3973ed684898d30e209af4291b8f3a)) |
| 10 | +* Add 12 model-based pointwise metric classes to `vertexai.preview.evaluation.metrics` ([4742a87](https://github.com/googleapis/python-aiplatform/commit/4742a879c8f61c4798194a32243cf9a666477a02)) |
| 11 | +* Add display tuning job button for Ipython environments when starting a new job ([b1e9a6c](https://github.com/googleapis/python-aiplatform/commit/b1e9a6c3bdce42278f3c868667a652e8867d393e)) |
| 12 | +* Add encryption_spec to TuningJob ([5a6ce78](https://github.com/googleapis/python-aiplatform/commit/5a6ce7817e11c32fb138e1ba51825a18a12f8851)) |
| 13 | +* Add enum value MALFORMED_FUNCTION_CALL to `.google.cloud.aiplatform.v1beta1.content.Candidate.FinishReason` ([5a6ce78](https://github.com/googleapis/python-aiplatform/commit/5a6ce7817e11c32fb138e1ba51825a18a12f8851)) |
| 14 | +* Add fields grounding_chunks and grounding_supports to GroundingMetadata ([5a6ce78](https://github.com/googleapis/python-aiplatform/commit/5a6ce7817e11c32fb138e1ba51825a18a12f8851)) |
| 15 | +* Add MALFORMED_FUNCTION_CALL to FinishReason ([5a6ce78](https://github.com/googleapis/python-aiplatform/commit/5a6ce7817e11c32fb138e1ba51825a18a12f8851)) |
| 16 | +* Add preflight_validations to PipelineJob ([5a6ce78](https://github.com/googleapis/python-aiplatform/commit/5a6ce7817e11c32fb138e1ba51825a18a12f8851)) |
| 17 | +* Add streamRawPredict rpc to prediction service ([5a6ce78](https://github.com/googleapis/python-aiplatform/commit/5a6ce7817e11c32fb138e1ba51825a18a12f8851)) |
| 18 | +* Add support for hybrid queries for private endpoint in Matching Engine Index Endpoint. ([ce65eab](https://github.com/googleapis/python-aiplatform/commit/ce65eab2fd41aee06b378daa4ebd4dd7b53e1fca)) |
| 19 | +* Add text field in Segment ([5a6ce78](https://github.com/googleapis/python-aiplatform/commit/5a6ce7817e11c32fb138e1ba51825a18a12f8851)) |
| 20 | +* Change the icon for the model evaluation link to a lightbulb for ipython environments ([7dad7f0](https://github.com/googleapis/python-aiplatform/commit/7dad7f036b6c686379771c76314cae2585e384d8)) |
| 21 | +* Endpoint.direct_predict ([9351e1a](https://github.com/googleapis/python-aiplatform/commit/9351e1ac51a0dd5dc0739676b9790e3e202529ad)) |
| 22 | +* Endpoint.direct_predict_async ([9351e1a](https://github.com/googleapis/python-aiplatform/commit/9351e1ac51a0dd5dc0739676b9790e3e202529ad)) |
| 23 | +* Endpoint.direct_raw_predict ([9351e1a](https://github.com/googleapis/python-aiplatform/commit/9351e1ac51a0dd5dc0739676b9790e3e202529ad)) |
| 24 | +* Endpoint.direct_raw_predict_async ([9351e1a](https://github.com/googleapis/python-aiplatform/commit/9351e1ac51a0dd5dc0739676b9790e3e202529ad)) |
| 25 | +* Endpoint.stream_direct_predict ([9351e1a](https://github.com/googleapis/python-aiplatform/commit/9351e1ac51a0dd5dc0739676b9790e3e202529ad)) |
| 26 | +* Endpoint.stream_direct_raw_predict ([9351e1a](https://github.com/googleapis/python-aiplatform/commit/9351e1ac51a0dd5dc0739676b9790e3e202529ad)) |
| 27 | +* Endpoint.stream_raw_predict ([9351e1a](https://github.com/googleapis/python-aiplatform/commit/9351e1ac51a0dd5dc0739676b9790e3e202529ad)) |
| 28 | +* Expose new text embedding tuning parameters in GA namespace. ([249a5fa](https://github.com/googleapis/python-aiplatform/commit/249a5fa901a2f7572698892eac7fdc7dc6ca0ad7)) |
| 29 | +* GenAI - Batch Prediction - Added support for tuned GenAI models ([a90ee8d](https://github.com/googleapis/python-aiplatform/commit/a90ee8da161f95aa489aa4f09309a3fa34320a4c)) |
| 30 | +* Mark default profile run as complete when calling end_upload_tb_log ([6397f30](https://github.com/googleapis/python-aiplatform/commit/6397f3069cd164f5fb1423f9c73c5e1f6ae30714)) |
| 31 | +* Sample code for Vertex AI Feature Store ([2c28b4e](https://github.com/googleapis/python-aiplatform/commit/2c28b4eb8184d251bf612bd77f614e9b58e3ba6a)) |
| 32 | +* Sample code for Vertex AI Feature Store ([2fbf5a5](https://github.com/googleapis/python-aiplatform/commit/2fbf5a5704612d3f87e157e9ebeb8f6583386a06)) |
| 33 | +* Tokenization - Added count_tokens support for local tokenization ([a8a4c30](https://github.com/googleapis/python-aiplatform/commit/a8a4c30e492513708d1dd1e3e0dbd67a3918e172)) |
| 34 | +* Update rich html Ray on Vertex Client Context widget ([380c9d9](https://github.com/googleapis/python-aiplatform/commit/380c9d973480961c82ad22b4b298ce31c965272b)) |
| 35 | + |
| 36 | + |
| 37 | +### Bug Fixes |
| 38 | + |
| 39 | +* `FeatureGroup.create()` - remove unused entity id column param ([c46f3e9](https://github.com/googleapis/python-aiplatform/commit/c46f3e9240eb34cf3f38fe73356d893c96edabde)) |
| 40 | +* Fix bug where retry_timeout does not work with evaluation with experiments ([a31ac4d](https://github.com/googleapis/python-aiplatform/commit/a31ac4da5de5bace03aeb531bea372953c66ac0c)) |
| 41 | +* Use default run_name in Tensorboard uploader for direct directory upload. ([78a92a1](https://github.com/googleapis/python-aiplatform/commit/78a92a1bad2bd4d75b85debfd401e122afa0dc11)) |
| 42 | + |
| 43 | + |
| 44 | +### Documentation |
| 45 | + |
| 46 | +* A comment for field `distibution` in message `.google.cloud.aiplatform.v1beta1.model_monitoring_stats.ModelMonitoringStatsDataPoint` is changed. ([5a6ce78](https://github.com/googleapis/python-aiplatform/commit/5a6ce7817e11c32fb138e1ba51825a18a12f8851)) |
| 47 | +* A comment for field `name` in message `.google.cloud.aiplatform.v1beta1.cached_content.CachedContent` is changed ([5a6ce78](https://github.com/googleapis/python-aiplatform/commit/5a6ce7817e11c32fb138e1ba51825a18a12f8851)) |
| 48 | +* A comment for field `source` in message `.google.cloud.aiplatform.v1beta1.tool.Retrieval` is added. ([5a6ce78](https://github.com/googleapis/python-aiplatform/commit/5a6ce7817e11c32fb138e1ba51825a18a12f8851)) |
| 49 | +* Update the documentation for the `time_series_dataset` and `video_dataset` classes ([2cf4cb9](https://github.com/googleapis/python-aiplatform/commit/2cf4cb905236cd42d9c351aff26564504ed4b72e)) |
| 50 | + |
3 | 51 | ## [1.56.0](https://github.com/googleapis/python-aiplatform/compare/v1.55.0...v1.56.0) (2024-06-18)
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4 | 52 |
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5 | 53 |
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