GoogleCloudPlatform / python-docs-samples

Code samples used on cloud.google.com
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chore(deps): update dependency google-cloud-aiplatform to v1.57.0 #11946

Closed renovate-bot closed 3 days ago

renovate-bot commented 3 days ago

Mend Renovate

This PR contains the following updates:

Package Change Age Adoption Passing Confidence
google-cloud-aiplatform ==1.47.0 -> ==1.57.0 age adoption passing confidence
google-cloud-aiplatform ==1.56.0 -> ==1.57.0 age adoption passing confidence

Release Notes

googleapis/python-aiplatform (google-cloud-aiplatform) ### [`v1.57.0`](https://togithub.com/googleapis/python-aiplatform/blob/HEAD/CHANGELOG.md#1570-2024-06-26) [Compare Source](https://togithub.com/googleapis/python-aiplatform/compare/v1.56.0...v1.57.0) ##### Features - Add \_ModelBasedMetric base class to `vertexai.preview.evaluation.metrics` and allow metric spec customization ([536f1d5](https://togithub.com/googleapis/python-aiplatform/commit/536f1d5bfc0e03acaf48097446e6b3c9577961c7)) - Add `_AutomaticMetric` type and support customizing metric spec for automatic pointwise metrics. Add `Rouge` metric to `vertexai.preview.evaluation.metrics` ([f6b6dee](https://togithub.com/googleapis/python-aiplatform/commit/f6b6deed2a3973ed684898d30e209af4291b8f3a)) - Add 12 model-based pointwise metric classes to `vertexai.preview.evaluation.metrics` ([4742a87](https://togithub.com/googleapis/python-aiplatform/commit/4742a879c8f61c4798194a32243cf9a666477a02)) - Add display tuning job button for Ipython environments when starting a new job ([b1e9a6c](https://togithub.com/googleapis/python-aiplatform/commit/b1e9a6c3bdce42278f3c868667a652e8867d393e)) - Add encryption_spec to TuningJob ([5a6ce78](https://togithub.com/googleapis/python-aiplatform/commit/5a6ce7817e11c32fb138e1ba51825a18a12f8851)) - Add enum value MALFORMED_FUNCTION_CALL to `.google.cloud.aiplatform.v1beta1.content.Candidate.FinishReason` ([5a6ce78](https://togithub.com/googleapis/python-aiplatform/commit/5a6ce7817e11c32fb138e1ba51825a18a12f8851)) - Add fields grounding_chunks and grounding_supports to GroundingMetadata ([5a6ce78](https://togithub.com/googleapis/python-aiplatform/commit/5a6ce7817e11c32fb138e1ba51825a18a12f8851)) - Add MALFORMED_FUNCTION_CALL to FinishReason ([5a6ce78](https://togithub.com/googleapis/python-aiplatform/commit/5a6ce7817e11c32fb138e1ba51825a18a12f8851)) - Add preflight_validations to PipelineJob ([5a6ce78](https://togithub.com/googleapis/python-aiplatform/commit/5a6ce7817e11c32fb138e1ba51825a18a12f8851)) - Add streamRawPredict rpc to prediction service ([5a6ce78](https://togithub.com/googleapis/python-aiplatform/commit/5a6ce7817e11c32fb138e1ba51825a18a12f8851)) - Add support for hybrid queries for private endpoint in Matching Engine Index Endpoint. ([ce65eab](https://togithub.com/googleapis/python-aiplatform/commit/ce65eab2fd41aee06b378daa4ebd4dd7b53e1fca)) - Add text field in Segment ([5a6ce78](https://togithub.com/googleapis/python-aiplatform/commit/5a6ce7817e11c32fb138e1ba51825a18a12f8851)) - Change the icon for the model evaluation link to a lightbulb for ipython environments ([7dad7f0](https://togithub.com/googleapis/python-aiplatform/commit/7dad7f036b6c686379771c76314cae2585e384d8)) - Endpoint.direct_predict ([9351e1a](https://togithub.com/googleapis/python-aiplatform/commit/9351e1ac51a0dd5dc0739676b9790e3e202529ad)) - Endpoint.direct_predict_async ([9351e1a](https://togithub.com/googleapis/python-aiplatform/commit/9351e1ac51a0dd5dc0739676b9790e3e202529ad)) - Endpoint.direct_raw_predict ([9351e1a](https://togithub.com/googleapis/python-aiplatform/commit/9351e1ac51a0dd5dc0739676b9790e3e202529ad)) - Endpoint.direct_raw_predict_async ([9351e1a](https://togithub.com/googleapis/python-aiplatform/commit/9351e1ac51a0dd5dc0739676b9790e3e202529ad)) - Endpoint.stream_direct_predict ([9351e1a](https://togithub.com/googleapis/python-aiplatform/commit/9351e1ac51a0dd5dc0739676b9790e3e202529ad)) - Endpoint.stream_direct_raw_predict ([9351e1a](https://togithub.com/googleapis/python-aiplatform/commit/9351e1ac51a0dd5dc0739676b9790e3e202529ad)) - Endpoint.stream_raw_predict ([9351e1a](https://togithub.com/googleapis/python-aiplatform/commit/9351e1ac51a0dd5dc0739676b9790e3e202529ad)) - Expose new text embedding tuning parameters in GA namespace. ([249a5fa](https://togithub.com/googleapis/python-aiplatform/commit/249a5fa901a2f7572698892eac7fdc7dc6ca0ad7)) - GenAI - Batch Prediction - Added support for tuned GenAI models ([a90ee8d](https://togithub.com/googleapis/python-aiplatform/commit/a90ee8da161f95aa489aa4f09309a3fa34320a4c)) - Mark default profile run as complete when calling end_upload_tb_log ([6397f30](https://togithub.com/googleapis/python-aiplatform/commit/6397f3069cd164f5fb1423f9c73c5e1f6ae30714)) - Sample code for Vertex AI Feature Store ([2c28b4e](https://togithub.com/googleapis/python-aiplatform/commit/2c28b4eb8184d251bf612bd77f614e9b58e3ba6a)) - Sample code for Vertex AI Feature Store ([2fbf5a5](https://togithub.com/googleapis/python-aiplatform/commit/2fbf5a5704612d3f87e157e9ebeb8f6583386a06)) - Tokenization - Added count_tokens support for local tokenization ([a8a4c30](https://togithub.com/googleapis/python-aiplatform/commit/a8a4c30e492513708d1dd1e3e0dbd67a3918e172)) - Update rich html Ray on Vertex Client Context widget ([380c9d9](https://togithub.com/googleapis/python-aiplatform/commit/380c9d973480961c82ad22b4b298ce31c965272b)) ##### Bug Fixes - `FeatureGroup.create()` - remove unused entity id column param ([c46f3e9](https://togithub.com/googleapis/python-aiplatform/commit/c46f3e9240eb34cf3f38fe73356d893c96edabde)) - Fix bug where retry_timeout does not work with evaluation with experiments ([a31ac4d](https://togithub.com/googleapis/python-aiplatform/commit/a31ac4da5de5bace03aeb531bea372953c66ac0c)) - Use default run_name in Tensorboard uploader for direct directory upload. ([78a92a1](https://togithub.com/googleapis/python-aiplatform/commit/78a92a1bad2bd4d75b85debfd401e122afa0dc11)) ##### Documentation - A comment for field `distibution` in message `.google.cloud.aiplatform.v1beta1.model_monitoring_stats.ModelMonitoringStatsDataPoint` is changed. ([5a6ce78](https://togithub.com/googleapis/python-aiplatform/commit/5a6ce7817e11c32fb138e1ba51825a18a12f8851)) - A comment for field `name` in message `.google.cloud.aiplatform.v1beta1.cached_content.CachedContent` is changed ([5a6ce78](https://togithub.com/googleapis/python-aiplatform/commit/5a6ce7817e11c32fb138e1ba51825a18a12f8851)) - A comment for field `source` in message `.google.cloud.aiplatform.v1beta1.tool.Retrieval` is added. ([5a6ce78](https://togithub.com/googleapis/python-aiplatform/commit/5a6ce7817e11c32fb138e1ba51825a18a12f8851)) - Update the documentation for the `time_series_dataset` and `video_dataset` classes ([2cf4cb9](https://togithub.com/googleapis/python-aiplatform/commit/2cf4cb905236cd42d9c351aff26564504ed4b72e)) ### [`v1.56.0`](https://togithub.com/googleapis/python-aiplatform/blob/HEAD/CHANGELOG.md#1560-2024-06-18) [Compare Source](https://togithub.com/googleapis/python-aiplatform/compare/v1.55.0...v1.56.0) ##### Features - Add `retry_timeout` to EvalTask in `vertexai.preview.evaluation` ([4d9ee9d](https://togithub.com/googleapis/python-aiplatform/commit/4d9ee9dc6c046fd71e2f3176981a2a108fbbaeeb)) - Add hybrid query example to vector search sample. ([510da5e](https://togithub.com/googleapis/python-aiplatform/commit/510da5ef3bcaa507288571fc7e066f578fde329f)) - Add metric classes for 2 pairwise metrics for rapid evaluation SDK. ([831c8e4](https://togithub.com/googleapis/python-aiplatform/commit/831c8e45ee88f70efcdaba7dfed1856837074357)) - Add pipeline_job_name to allow PipelineJob.get(pipeline_job_name) ([32e3b22](https://togithub.com/googleapis/python-aiplatform/commit/32e3b22993a83414ee60e52b0c95bd8b63543787)) - Add sample code show how to create an optimized private online store in Vertex AI Feature Store. ([e352175](https://togithub.com/googleapis/python-aiplatform/commit/e3521751ecb79d5f711658c39d2dd5b204c191c5)) - GenAI - Context Caching - add get() classmethod and refresh() instance method ([6be874a](https://togithub.com/googleapis/python-aiplatform/commit/6be874a7c6c43b7acbf5926e38e56d2ab367f5a1)) - GenAI - Context Caching - also print model_name and expire_time. ([d548c11](https://togithub.com/googleapis/python-aiplatform/commit/d548c1128d8b6abc7ed8007436bc868a688fcace)) - GenAI - Tuning - Added support for CMEK ([eb651bc](https://togithub.com/googleapis/python-aiplatform/commit/eb651bc2ed60ba12d88998115470c12d858892ef)) ##### Bug Fixes - Do not reset aiplatform.Experiment or aiplatform.ExperimentRun unnecessarily when running tensorboard uploader. ([28a091a](https://togithub.com/googleapis/python-aiplatform/commit/28a091ab609ae3c086bb35ee4901c61108a4e75e)) ##### Documentation - Update the documentation for the `time_series_dataset` and `video_dataset` classes ([d5dc7b5](https://togithub.com/googleapis/python-aiplatform/commit/d5dc7b5697eb4c7e86ec9e108454a30c8c7028d7)) ### [`v1.55.0`](https://togithub.com/googleapis/python-aiplatform/blob/HEAD/CHANGELOG.md#1550-2024-06-12) [Compare Source](https://togithub.com/googleapis/python-aiplatform/compare/v1.54.1...v1.55.0) ##### Features - view model evaluations when AustoSxS pipeline completes ([17c59c4c2](https://togithub.com/googleapis/python-aiplatform/commit/17c59c4c2)) - Add support for user-configurable 1P embedding models and quota for RAG ([8b3beb666](https://togithub.com/googleapis/python-aiplatform/commit/8b3beb666)) - Add Webpage Browser Extension to Vertex AI Extension SDK ([c222f4bdb](https://togithub.com/googleapis/python-aiplatform/commit/c222f4bdb)) - Add enable_tracing to LangchainAgent. ([cad035cb3](https://togithub.com/googleapis/python-aiplatform/commit/cad035cb3)) - Implement multithreaded batch inference in Rapid Evaluation SDK for performance improvement ([3c6d1732b](https://togithub.com/googleapis/python-aiplatform/commit/3c6d1732b)) ##### Bug Fixes - support VPC and BYOSA case in Ray on Vertex JobSubmissionClient using cluster resource name ([662d039c9](https://togithub.com/googleapis/python-aiplatform/commit/662d039c9)) - Include tensorboard profiler requirements when installing google-cloud-aiplatform\[tensorboard] ([4f1b5593b](https://togithub.com/googleapis/python-aiplatform/commit/4f1b5593b)) - fix numerical NaN experiment run logging error in EvalTask. ([641faec0b](https://togithub.com/googleapis/python-aiplatform/commit/641faec0b)) - Generate uuid run_name when run_name_prefix is not specified. ([4e2d87f9a](https://togithub.com/googleapis/python-aiplatform/commit/4e2d87f9a)) ##### Documentation - Update the documentation for the `image_dataset` class ([583cb9313](https://togithub.com/googleapis/python-aiplatform/commit/583cb9313)) - Include imports in experiment_tracking samples directly in cloud.google.com snippets. ([3ffb6cba7](https://togithub.com/googleapis/python-aiplatform/commit/3ffb6cba7)) ### [`v1.54.1`](https://togithub.com/googleapis/python-aiplatform/blob/HEAD/CHANGELOG.md#1541-2024-06-07) [Compare Source](https://togithub.com/googleapis/python-aiplatform/compare/v1.54.0...v1.54.1) ##### Bug Fixes - \_append_tool_name list index out of range ([#​3914](https://togithub.com/googleapis/python-aiplatform/issues/3914)) ([323c2f5](https://togithub.com/googleapis/python-aiplatform/commit/323c2f5b4a63451c8bb3ef1eb5457cc674c4f56f)) ### [`v1.54.0`](https://togithub.com/googleapis/python-aiplatform/blob/HEAD/CHANGELOG.md#1540-2024-06-06) [Compare Source](https://togithub.com/googleapis/python-aiplatform/compare/v1.53.0...v1.54.0) ##### BREAKING CHANGES - Remove Vertex SDK data science package ([ec4ec8f](https://togithub.com/googleapis/python-aiplatform/commit/ec4ec8f1214b3da12728c30a002b7f4632f4a90e)) ##### Features - Add display experiment run button for Ipython environments ([ba65828](https://togithub.com/googleapis/python-aiplatform/commit/ba6582856b1d7f9a6ac8f90a3fa5ea6723ac64ab)) - Add hybrid search for public find_neighbors() call. ([9d35617](https://togithub.com/googleapis/python-aiplatform/commit/9d3561738d577129cb222417bf208166825d8043)) - Enable Ray Job submission without VPC peering ([37875b5](https://togithub.com/googleapis/python-aiplatform/commit/37875b507f25c31ac4a84e4fefe3cbba565682e3)) - GenAI - Allowed callable functions to return values directly in Automatic Function Calling ([768af67](https://togithub.com/googleapis/python-aiplatform/commit/768af6772ade2b67b90a05ae3db95039a3f2786d)) - GenAI - Release ToolConfig to GA ([bc8b14a](https://togithub.com/googleapis/python-aiplatform/commit/bc8b14a7c9c632721db9166dc9b63eec17d31afd)) - Sample code for Vertex AI Feature Store ([6c14e8b](https://togithub.com/googleapis/python-aiplatform/commit/6c14e8b31bd950ac4f4a862b4e62ead42fe30463)) - Support VertexTool in langchain template. ([28a3c56](https://togithub.com/googleapis/python-aiplatform/commit/28a3c56fdcfa4fab819e8f79d235f6576febdfce)) ##### Bug Fixes - Allow non-lro delete method ([c23c0ad](https://togithub.com/googleapis/python-aiplatform/commit/c23c0ada07146f0e5ce6a787c8255313f7c4a06c)) - Deep copy dataset before passing it to evaluation ([019b610](https://togithub.com/googleapis/python-aiplatform/commit/019b6102c2dc98550592cde0adfbb4958faddbef)) - Ensure model starts with publishers/ when users provide resource path from models/ ([d689331](https://togithub.com/googleapis/python-aiplatform/commit/d689331af5172cdfe7428333536954e8339f8ab4)) - Fix failed unit tests due to google-cloud-storage upgrade. ([945b9e4](https://togithub.com/googleapis/python-aiplatform/commit/945b9e4835149111cd33beaee4301f3d8f05f59d)) - Generalize RAG files import from Google Drive ([88c6a6a](https://togithub.com/googleapis/python-aiplatform/commit/88c6a6a4f11285d429c3777f59101e53e4672185)) - Set upper bound of setuptools to unbreak public Colab for using vertex_ray namespace ([6cc45bb](https://togithub.com/googleapis/python-aiplatform/commit/6cc45bbbea154d087c1dfe4756d4e15f21b1d844)) ### [`v1.53.0`](https://togithub.com/googleapis/python-aiplatform/blob/HEAD/CHANGELOG.md#1530-2024-05-30) [Compare Source](https://togithub.com/googleapis/python-aiplatform/compare/v1.52.0...v1.53.0) ##### Features - Add a `cloneable` protocol for Reasoning Engine. ([8960a80](https://togithub.com/googleapis/python-aiplatform/commit/8960a8022dc7556413a83786fc14e25e91df8362)) - Add labels parameter to the supervised tuning train method ([f7c5567](https://togithub.com/googleapis/python-aiplatform/commit/f7c5567b6e44895033cf52e6f80a1bb55fb5f647)) - Added reboot command for PersistentResource ([7785f8c](https://togithub.com/googleapis/python-aiplatform/commit/7785f8c327ee17da4827840396c49063b8e6d18f)) - Added the new `GenerationConfig.response_schema` field ([#​3772](https://togithub.com/googleapis/python-aiplatform/issues/3772)) ([5436d88](https://togithub.com/googleapis/python-aiplatform/commit/5436d88bf8d6c9b6a9df5a496afdc25106463d30)) - Enable Tensorboard profile plugin in all regions by default. ([8a4a41a](https://togithub.com/googleapis/python-aiplatform/commit/8a4a41afe47aaff2f69a73e5011b34bcba5cd2e9)) - GenAI - Added the `response_schema` parameter to the `GenerationConfig` class ([b5e2c02](https://togithub.com/googleapis/python-aiplatform/commit/b5e2c0204070e5f7fb695d39c7e5d23f937dbffd)) - LLM - Added the `seed` parameter to the `TextGenerationModel`'s `predict` methods ([cb2f4aa](https://togithub.com/googleapis/python-aiplatform/commit/cb2f4aa021af05c90e54c5e41c1c91f9d8bf13b8)) ##### Bug Fixes - Create run_name when run_name_prefix is not specified for Tensorboard uploader. ([ac17d87](https://togithub.com/googleapis/python-aiplatform/commit/ac17d876074f3fb51ab6c04beff0d3985df54633)) - GenAI - Tuning - Supervised - Fix `adapter_size` parameter handling to match enum values. ([1cc22c3](https://togithub.com/googleapis/python-aiplatform/commit/1cc22c3c3561f7c6374d32fafd45839256064958)) - Model Monitor console uri. ([71fbc81](https://togithub.com/googleapis/python-aiplatform/commit/71fbc81df8fa0d7c863233abc3ed6d40666c1623)) ### [`v1.52.0`](https://togithub.com/googleapis/python-aiplatform/blob/HEAD/CHANGELOG.md#1520-2024-05-21) [Compare Source](https://togithub.com/googleapis/python-aiplatform/compare/v1.51.0...v1.52.0) ##### Features - Add FeatureGroup delete ([f9011e0](https://togithub.com/googleapis/python-aiplatform/commit/f9011e0b1b4ea8470849ecdd5ba9e086c73b778b)) - Add support for ToolConfig in the LangChain template ([9bda328](https://togithub.com/googleapis/python-aiplatform/commit/9bda3288b59eb52c18a13c292561cb2c720ff331)) - Create Vertex Experiment when uploading Tensorboard logs ([339f8b6](https://togithub.com/googleapis/python-aiplatform/commit/339f8b667952c7302c36605842ba92fa1c7135b8)) - GenAI - Add BatchPredictionJob for GenAI models ([df4a4f2](https://togithub.com/googleapis/python-aiplatform/commit/df4a4f2745178a6458bb6dc1f124c8ee60e986c1)) - GenAI - Add cancel, delete, list methods in BatchPredictionJob ([7ff8071](https://togithub.com/googleapis/python-aiplatform/commit/7ff80714c2ec55330d5d6a0075366f8f700128af)) - GenAI - Added the `BatchPredictionJob.submit` method ([4d091c6](https://togithub.com/googleapis/python-aiplatform/commit/4d091c68b17b3c1b4a912aa38d3a098fdc21238d)) - Private Endpoints - Added private service connect support to prediction endpoint. ([6bdcfb3](https://togithub.com/googleapis/python-aiplatform/commit/6bdcfb3c0c6b121d5fbfcdad9dd218a1ddfc3e0d)) ##### Bug Fixes - Add validation for evaluation dataset fields, update logging info for eval api request count ([d6ef500](https://togithub.com/googleapis/python-aiplatform/commit/d6ef50080f3b2b923ba0fb89eb0a8daebf8f68d4)) - Fix feature attribution drift visualization for model monitoring SDK ([710f33d](https://togithub.com/googleapis/python-aiplatform/commit/710f33d87e242a283e8fbe5327ba9fa781d0d8fc)) - Fix the default value of response_column_name in EvalTask.evaluate() ([98f9b35](https://togithub.com/googleapis/python-aiplatform/commit/98f9b35ccde7dad7f3e6b9e259a201ee2784d15e)) - Update get_experiment_df to pass Experiment and allow empty metrics. ([de5d0f3](https://togithub.com/googleapis/python-aiplatform/commit/de5d0f3a17a77cbc70ada480768d9209c7b02828)) ##### Documentation - Add Vertex Model Monitoring V2 SDK documentation ([b47e6ff](https://togithub.com/googleapis/python-aiplatform/commit/b47e6ff1f17278a6f1e4c31def05f3a09d981b28)) - Update docstrings for rapid evaluation library. ([d6d371d](https://togithub.com/googleapis/python-aiplatform/commit/d6d371d61abd2daa2f222ca82540c5e0c4b3a602)) ### [`v1.51.0`](https://togithub.com/googleapis/python-aiplatform/blob/HEAD/CHANGELOG.md#1510-2024-05-10) [Compare Source](https://togithub.com/googleapis/python-aiplatform/compare/v1.50.0...v1.51.0) ##### Features - Add FeatureGroup create function ([3938107](https://togithub.com/googleapis/python-aiplatform/commit/393810728b6b940e4cc8e1ac7f55875e3b750beb)) - Add FeatureGroup init/get ([e47d436](https://togithub.com/googleapis/python-aiplatform/commit/e47d436f24cc718e378a28c4a80293778e8c183a)) - Add support for BaseModels in LangChain templates ([5eb885e](https://togithub.com/googleapis/python-aiplatform/commit/5eb885ee7e01eece15679ce400f222930da1ac16)) - Added the `vision_models.Image._mime_type` property to make `vision_models.Image` compatible with `generative_models.Image` ([6557d88](https://togithub.com/googleapis/python-aiplatform/commit/6557d88eb73624c8dbc7da33db129f7cbdae8a06)) - AutoSxS Pairwise Metric in Rapid Evaluation SDK ([b0c5eda](https://togithub.com/googleapis/python-aiplatform/commit/b0c5eda79489d4b32972b2acea647e3c8cdc3ce9)) - GenAI - Grounding - Released Google Web Search retriever to GA ([32b030a](https://togithub.com/googleapis/python-aiplatform/commit/32b030a629a20d0557dba011df2658f46c199820)) - GenAI - Tuning - Supervised - Added support for the `adapter_size` parameter ([88188d2](https://togithub.com/googleapis/python-aiplatform/commit/88188d294fc2ec55ec0b05640dc791a1a3a88255)) - LLM - Made the tuning location parameters truly optional ([bae8429](https://togithub.com/googleapis/python-aiplatform/commit/bae8429ae078c69574d86280ae6c784aaa9b13b5)) - LLM - Support tuning of new text embedding models by migrating to the new v1.1.3 pipeline. ([7fea754](https://togithub.com/googleapis/python-aiplatform/commit/7fea7547084277dc974cbacc517ca1e95629a034)) - LLM - Text embedding - Added the `output_dimensionality` and `learning_rate_multiplier` parameters to text embedding tuning (Preview only) ([cc8bc96](https://togithub.com/googleapis/python-aiplatform/commit/cc8bc965932efb68a30db9decb5a24cf597b0d8b)) - LLM - Text Embedding - Added validation for text embedding tuning parameters. ([5a300c1](https://togithub.com/googleapis/python-aiplatform/commit/5a300c1071fa1492502cfde95700e1b171cdfbfc)) - Release Ray on Vertex SDK to GA ([f7c5132](https://togithub.com/googleapis/python-aiplatform/commit/f7c51327c49d000cc79d56bb5333ed7fea28fa01)) - Support custom service account for Ray cluster creation and Ray Client connection ([e0c6227](https://togithub.com/googleapis/python-aiplatform/commit/e0c6227d0dd92d83c98cc3c7e7607fd252e74a32)) - Support vector_distance_threshold filtering and file-based retrieval for RAG ([cd85d8f](https://togithub.com/googleapis/python-aiplatform/commit/cd85d8f74d3922de3f871415bacf77c594f0c547)) ##### Bug Fixes - A bug in the evaluation library where the job crashes if only custom metrics are specified. ([c528b6f](https://togithub.com/googleapis/python-aiplatform/commit/c528b6ff44e2347797336db800ca01240e670d32)) - Add DeprecationWarning to vertexai.preview predictive models SDK ([3c3727b](https://togithub.com/googleapis/python-aiplatform/commit/3c3727b48ce4ba12bdaf36806cda4907a788d38e)) - Add MAX_TOKENS to the list of successful finish reasons for Rapid Evaluation SDK ([195c77e](https://togithub.com/googleapis/python-aiplatform/commit/195c77ed7320aea3ab5899427a922d606ed78997)) - AttributeError for TorchModelSerializer.deserialize in torch >=2.3.0 ([20b1866](https://togithub.com/googleapis/python-aiplatform/commit/20b18668f15c448813aad4f58f2a4d470d6da2ec)) - GenAI - Fixed handling of multiple tools in `AutomaticFunctionCallingResponder` ([58e6ac9](https://togithub.com/googleapis/python-aiplatform/commit/58e6ac9b14daa42dc64d787156070c22bd7a1655)) - Remove InternalServerError and Unknown evaluation service error from retriable exceptions ([12c147b](https://togithub.com/googleapis/python-aiplatform/commit/12c147b1f3e127c925b6c42b7dbbd4e949ff8e98)) - Upload the reference model in model registry ([510c833](https://togithub.com/googleapis/python-aiplatform/commit/510c8334961cdb6f801863ecbd8fe49bf69b6c68)) ### [`v1.50.0`](https://togithub.com/googleapis/python-aiplatform/blob/HEAD/CHANGELOG.md#1500-2024-05-02) [Compare Source](https://togithub.com/googleapis/python-aiplatform/compare/v1.49.0...v1.50.0) ##### Features - Add `Candidate.grounding_metadata` property ([b22a8b8](https://togithub.com/googleapis/python-aiplatform/commit/b22a8b847e3b299b828e37405e3678093486de28)) - Add option to not include time_series_metrics in get_experiment_df call. This will improve execution time for Experiments with large number of runs. ([78a95c5](https://togithub.com/googleapis/python-aiplatform/commit/78a95c52d0e7bd9ec5b656ce67044b2f01677156)) - Add tune_model and deploy_tuned_model for TextEmbeddingModel. ([42f5d6f](https://togithub.com/googleapis/python-aiplatform/commit/42f5d6f7cd13d51c4a73113c59e8b3c728cfc08b)) - Automatically populate parents for full resource name in Vertex RAG SDK ([26657ff](https://togithub.com/googleapis/python-aiplatform/commit/26657ffd25ecb91882ca764e513c2e952833257f)) - Deploy a tuned text embedding model -- it doesn't matter, if it's tuned using Node.js, or curl. ([8ca9cdf](https://togithub.com/googleapis/python-aiplatform/commit/8ca9cdf3576e3ce3b373ace4cd6ab0e9c54aa9f2)) - Make get_embeddings work both for foundational & tuned models. ([b8b589c](https://togithub.com/googleapis/python-aiplatform/commit/b8b589ce9fff29d1721450d32b4a84a7f69413c3)) - Python SDK for Vertex Model Monitoring V2. ([021d59f](https://togithub.com/googleapis/python-aiplatform/commit/021d59f1487e4e16c847d4135899d6845c0210aa)) - Support public endpoint for Ray Client ([57a5f78](https://togithub.com/googleapis/python-aiplatform/commit/57a5f7815ffb8523e91d900da4ff7cfd0c344fe4)) ##### Bug Fixes - Add deprecation warnings when using Ray v2.4 ([3a36784](https://togithub.com/googleapis/python-aiplatform/commit/3a367843840513e3257610c8ab38e9f79d3bcea0)) - Append allowed_plugins in tb-gcp-uploader to default allowed plugins ([aab9c3e](https://togithub.com/googleapis/python-aiplatform/commit/aab9c3e41b92a1d60090e3d1d594390a5e9f3ff6)) - LLM - Added missing parameters to the no-op `_TunableTextEmbeddingModelMixin.get_tuned_model` method ([eb05ac4](https://togithub.com/googleapis/python-aiplatform/commit/eb05ac421f186441a92c6e3b6a010d74caf14782)) - LVM - Fixed the typo in the VisionModel aspect ratio type annotation ([2d19137](https://togithub.com/googleapis/python-aiplatform/commit/2d1913773cf9f4a4f8a2c8c8f45680c3ea97f68e)) - Move torch import ([e6d34df](https://togithub.com/googleapis/python-aiplatform/commit/e6d34df7da7508c655eb17ee694e1ab2160fc8aa)) - Ray - Fixed exception when using Ray 2.4 ([2661f52](https://togithub.com/googleapis/python-aiplatform/commit/2661f52fd08169e5d29b58f2afce9702b30101ae)) ### [`v1.49.0`](https://togithub.com/googleapis/python-aiplatform/blob/HEAD/CHANGELOG.md#1490-2024-04-27) [Compare Source](https://togithub.com/googleapis/python-aiplatform/compare/v1.48.0...v1.49.0) ##### Features - Add additional parameters for `GenerationConfig` ([0599ca1](https://togithub.com/googleapis/python-aiplatform/commit/0599ca18342aece9d8b9b35534294de541593ef9)) - Add FeatureNormType to `MatchingEngineIndexConfig`. ([c0e7acc](https://togithub.com/googleapis/python-aiplatform/commit/c0e7acc27e67ef1a951bb4bd97f489164dda14f9)) - Add mappings to pipeline templates for text-embedding models. ([6279924](https://togithub.com/googleapis/python-aiplatform/commit/627992484ec16fbf7fdfc9c963046e10e3d7c6bf)) - Add support for TPU v5 lite pod(v5e) for custom training jobs. Custom training jobs now accept the v5e machine types as listed in https://cloud.google.com/tpu/docs/tpus-in-gke#v5e. ([415912e](https://togithub.com/googleapis/python-aiplatform/commit/415912e9258d2b960c7da730902d7f15116cc474)) - Fix typo in Vertex Feature Store SDK. ([b5404e7](https://togithub.com/googleapis/python-aiplatform/commit/b5404e7106059358dd7fcd21d487e5e31ed4d128)) - GenAI - Improved the exception messages when candidates, parts or text are not available ([e82264d](https://togithub.com/googleapis/python-aiplatform/commit/e82264d273e35d3b305d434181badfb63a37c79c)) - Support PreflightValidation in Preview PipelineJob submit function. ([e88dc0d](https://togithub.com/googleapis/python-aiplatform/commit/e88dc0d65ffaed3de9850e8eaadbfa41eb769e06)) - Tune_model method for class TextEmbeddingModel. ([3eda55d](https://togithub.com/googleapis/python-aiplatform/commit/3eda55d25a8e3816eec0fb3c43f7c16c8a2d9b32)) - Vertex RAG for enhanced generative AI ([39b5149](https://togithub.com/googleapis/python-aiplatform/commit/39b5149c18355a233dae7ada2f18c8072a6b59f1)) ##### Bug Fixes - GCS Bucket subdirectory not being creating while using ReasoningEngine create method ([3d22a18](https://togithub.com/googleapis/python-aiplatform/commit/3d22a18abdacc7cb53d4b5fef941fa1a34caec08)) - GenAI - Fixed the `Part.mime_type` property ([819a44e](https://togithub.com/googleapis/python-aiplatform/commit/819a44ea9b624912c31843881fd6130febb8ec57)) - Handle missing import for RunnableConfig when generating schema for LangChain templates ([76c5d6d](https://togithub.com/googleapis/python-aiplatform/commit/76c5d6d6e99be5e7a8ec81e85aa383b1a39fef66)) - Parse intermediate steps from LangChain into JSON. ([754c89d](https://togithub.com/googleapis/python-aiplatform/commit/754c89d8514dde707255bf0e3602dfddff49f268)) - Register TensorFlow models from Ray checkpoints for more recent TensorFlow version, addressing the deprecation of SavedModel format in keras 3 ([1341e2c](https://togithub.com/googleapis/python-aiplatform/commit/1341e2c57907f7867d4237e84c5bb9b77e5dd5f5)) - Tensorboard uploader - move remaining tensorboard uploader code to aiplatform ([f34094b](https://togithub.com/googleapis/python-aiplatform/commit/f34094b50ea161c2b9f0653be8b5931e922bb8f6)) ### [`v1.48.0`](https://togithub.com/googleapis/python-aiplatform/blob/HEAD/CHANGELOG.md#1480-2024-04-17) [Compare Source](https://togithub.com/googleapis/python-aiplatform/compare/v1.47.0...v1.48.0) ##### Features - Add support for reading requirements from a file. ([80db7a0](https://togithub.com/googleapis/python-aiplatform/commit/80db7a0960b80ae0d78182687c1e99db696943f7)) - Adding tpu_topology to Vertex SDK ([423c764](https://togithub.com/googleapis/python-aiplatform/commit/423c7646185b4df19985fb41f5776557d572dd9f)) - Enable continuous upload for profile logs. ([f05924d](https://togithub.com/googleapis/python-aiplatform/commit/f05924d6bbd9e609f4ca98cdef7ab5a504672e58)) - GenAI - Added the `GenerationResponse.prompt_feedback` property ([efd5a72](https://togithub.com/googleapis/python-aiplatform/commit/efd5a72c1856a6767bdbbba9ea83f366518bdac2)) - GenAI - Added the `GenerationResponse.usage_metadata` property ([0654c35](https://togithub.com/googleapis/python-aiplatform/commit/0654c3504425d9f9bba6e3be919026229b616ec0)) - Support `NOT_EQUAL` for `MatchingEngineIndexEndpoint` `numeric_restricts`. ([aa918e3](https://togithub.com/googleapis/python-aiplatform/commit/aa918e31fcc40878e9f29affa02a4527d90188aa)) - Support referenced models in SDK. ([c9b6b8b](https://togithub.com/googleapis/python-aiplatform/commit/c9b6b8b3433854afd95a27065a052393768ceca8)) ##### Bug Fixes - Add validation check for extra_packages when creating a reasoning engine. ([255dabc](https://togithub.com/googleapis/python-aiplatform/commit/255dabc77c647ef3ac33a10b06b3a36db122118a)) - Add validation for langchain tools. ([a821d50](https://togithub.com/googleapis/python-aiplatform/commit/a821d50724da7136c90abd157a7086d6571f2c30)) - Fixed the vertexai.init partial initialization issues ([636a654](https://togithub.com/googleapis/python-aiplatform/commit/636a654590919048f84baf343d291711f28eb03e)) - GenAI - Workaround for streaming when content role is missing in service responses ([fa35b91](https://togithub.com/googleapis/python-aiplatform/commit/fa35b9169677c62a5f0fa746dc9db9a5296f44a3)) ##### Documentation - Add Reasoning Engine reference documentation ([496fc4b](https://togithub.com/googleapis/python-aiplatform/commit/496fc4b96768c872c9e7312bacf9989ea6e979f5)) - GenAI - Add Rapid Evaluation SDK reference documentation ([40b728b](https://togithub.com/googleapis/python-aiplatform/commit/40b728b28210f2bc57374c6c6d507cf3fa0be038))

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