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Signed-off-by: mlflow-automation <[email protected]> Signed-off-by: Daniel Lok <[email protected]> Co-authored-by: mlflow-automation <[email protected]> Co-authored-by: Daniel Lok <[email protected]>
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title: MLflow 2.19.0 | ||
slug: 2.19.0 | ||
authors: [mlflow-maintainers] | ||
--- | ||
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## 2.19.0 (2024-12-11) | ||
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We are excited to announce the release of MLflow 2.19.0! This release includes a number of significant features, enhancements, and bug fixes. | ||
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### Major New Features | ||
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- **ChatModel enhancements** - [ChatModel](https://mlflow.org/docs/latest/llms/chat-model-guide/index.html) now adopts `ChatCompletionRequest` and `ChatCompletionResponse` as its new schema. The `predict_stream` interface uses `ChatCompletionChunk` to deliver true streaming responses. Additionally, the `custom_inputs` and `custom_outputs` fields in ChatModel now utilize `AnyType`, enabling support for a wider variety of data types. **Note:** In a future version of MLflow, `ChatParams` (and by extension, `ChatCompletionRequest`) will have the default values for `n`, `temperature`, and `stream` removed. ([#13782](https://github.com/mlflow/mlflow/pull/13782), [#13857](https://github.com/mlflow/mlflow/pull/13857), [@stevenchen-db](https://github.com/stevenchen-db)) | ||
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- **Tracing improvements** - [MLflow Tracing](https://mlflow.org/docs/latest/llms/tracing/index.html) now supports both automatic and manual tracing for DSPy, LlamaIndex and Langchain flavors. Tracing feature is also auto-enabled for mlflow evaluation for all supported flavors. ([#13790](https://github.com/mlflow/mlflow/pull/13790), [#13793](https://github.com/mlflow/mlflow/pull/13793), [#13795](https://github.com/mlflow/mlflow/pull/13795), [#13897](https://github.com/mlflow/mlflow/pull/13897), [@B-Step62](https://github.com/B-Step62)) | ||
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- **New Tracing Integrations** - [MLflow Tracing](https://mlflow.org/docs/latest/llms/tracing/index.html) now supports **CrewAI** and **Anthropic**, enabling a one-line, fully automated tracing experience. ([#13903](https://github.com/mlflow/mlflow/pull/13903), [@TomeHirata](https://github.com/TomeHirata), [#13851](https://github.com/mlflow/mlflow/pull/13851), [@gabrielfu](https://github.com/gabrielfu)) | ||
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- **Any Type in model signature** - MLflow now supports [AnyType](https://mlflow.org/docs/latest/model/signatures.html#supported-data-types) in model signature. It can be used to host any data types that were not supported before. ([#13766](https://github.com/mlflow/mlflow/pull/13766), [@serena-ruan](https://github.com/serena-ruan)) | ||
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Other Features: | ||
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- [Tracking] Add `update_current_trace` API for adding tags to an active trace. ([#13828](https://github.com/mlflow/mlflow/pull/13828), [@B-Step62](https://github.com/B-Step62)) | ||
- [Deployments] Update databricks deployments to support AI gateway & additional update endpoints ([#13513](https://github.com/mlflow/mlflow/pull/13513), [@djliden](https://github.com/djliden)) | ||
- [Models] Support uv in mlflow.models.predict ([#13824](https://github.com/mlflow/mlflow/pull/13824), [@serena-ruan](https://github.com/serena-ruan)) | ||
- [Models] Add type hints support including pydantic models ([#13924](https://github.com/mlflow/mlflow/pull/13924), [@serena-ruan](https://github.com/serena-ruan)) | ||
- [Tracking] Add the `trace.search_spans()` method for searching spans within traces ([#13984](https://github.com/mlflow/mlflow/pull/13984), [@B-Step62](https://github.com/B-Step62)) | ||
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Bug fixes: | ||
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- [Tracking] Allow passing in spark connect dataframes in mlflow evaluate API ([#13889](https://github.com/mlflow/mlflow/pull/13889), [@WeichenXu123](https://github.com/WeichenXu123)) | ||
- [Tracking] Fix `mlflow.end_run` inside a MLflow run context manager ([#13888](https://github.com/mlflow/mlflow/pull/13888), [@WeichenXu123](https://github.com/WeichenXu123)) | ||
- [Scoring] Fix spark_udf conditional check on remote spark-connect client or Databricks Serverless ([#13827](https://github.com/mlflow/mlflow/pull/13827), [@WeichenXu123](https://github.com/WeichenXu123)) | ||
- [Models] Allow changing max_workers for built-in LLM-as-a-Judge metrics ([#13858](https://github.com/mlflow/mlflow/pull/13858), [@B-Step62](https://github.com/B-Step62)) | ||
- [Models] Support saving all langchain runnables using code-based logging ([#13821](https://github.com/mlflow/mlflow/pull/13821), [@serena-ruan](https://github.com/serena-ruan)) | ||
- [Model Registry] return empty array when DatabricksSDKModelsArtifactRepository.list_artifacts is called on a file ([#14027](https://github.com/mlflow/mlflow/pull/14027), [@shichengzhou-db](https://github.com/shichengzhou-db)) | ||
- [Tracking] Stringify param values in client.log_batch() ([#14015](https://github.com/mlflow/mlflow/pull/14015), [@B-Step62](https://github.com/B-Step62)) | ||
- [Tracking] Remove deprecated squared parameter ([#14028](https://github.com/mlflow/mlflow/pull/14028), [@B-Step62](https://github.com/B-Step62)) | ||
- [Tracking] Fix request/response field in the search_traces output ([#13985](https://github.com/mlflow/mlflow/pull/13985), [@B-Step62](https://github.com/B-Step62)) | ||
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Documentation updates: | ||
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- [Docs] Add Ollama and Instructor examples in tracing doc ([#13937](https://github.com/mlflow/mlflow/pull/13937), [@B-Step62](https://github.com/B-Step62)) | ||
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For a comprehensive list of changes, see the [release change log](https://github.com/mlflow/mlflow/releases/tag/v2.19.0), and check out the latest documentation on [mlflow.org](http://mlflow.org/). |
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