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Add documentation for milestone 1 of multi-turn evaluation support#19033

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smoorjani merged 6 commits intomlflow:masterfrom
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Dec 4, 2025
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Add documentation for milestone 1 of multi-turn evaluation support#19033
smoorjani merged 6 commits intomlflow:masterfrom
smoorjani:gwt-mlflow-multiturn-m0-docs

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@smoorjani smoorjani commented Nov 25, 2025

🛠 DevTools 🛠

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Install mlflow from this PR

# mlflow
pip install git+https://github.com/mlflow/mlflow.git@refs/pull/19033/merge
# mlflow-skinny
pip install git+https://github.com/mlflow/mlflow.git@refs/pull/19033/merge#subdirectory=libs/skinny

For Databricks, use the following command:

%sh curl -LsSf https://raw.githubusercontent.com/mlflow/mlflow/HEAD/dev/install-skinny.sh | sh -s pull/19033/merge

Related Issues/PRs

#xxx

What changes are proposed in this pull request?

As titled.

How is this PR tested?

  • Existing unit/integration tests
  • New unit/integration tests
  • Manual tests

Does this PR require documentation update?

  • No. You can skip the rest of this section.
  • Yes. I've updated:
    • Examples
    • API references
    • Instructions

Release Notes

Is this a user-facing change?

  • No. You can skip the rest of this section.
  • Yes. Give a description of this change to be included in the release notes for MLflow users.

What component(s), interfaces, languages, and integrations does this PR affect?

Components

  • area/tracking: Tracking Service, tracking client APIs, autologging
  • area/models: MLmodel format, model serialization/deserialization, flavors
  • area/model-registry: Model Registry service, APIs, and the fluent client calls for Model Registry
  • area/scoring: MLflow Model server, model deployment tools, Spark UDFs
  • area/evaluation: MLflow model evaluation features, evaluation metrics, and evaluation workflows
  • area/gateway: MLflow AI Gateway client APIs, server, and third-party integrations
  • area/prompts: MLflow prompt engineering features, prompt templates, and prompt management
  • area/tracing: MLflow Tracing features, tracing APIs, and LLM tracing functionality
  • area/projects: MLproject format, project running backends
  • area/uiux: Front-end, user experience, plotting, JavaScript, JavaScript dev server
  • area/build: Build and test infrastructure for MLflow
  • area/docs: MLflow documentation pages

How should the PR be classified in the release notes? Choose one:

  • rn/none - No description will be included. The PR will be mentioned only by the PR number in the "Small Bugfixes and Documentation Updates" section
  • rn/breaking-change - The PR will be mentioned in the "Breaking Changes" section
  • rn/feature - A new user-facing feature worth mentioning in the release notes
  • rn/bug-fix - A user-facing bug fix worth mentioning in the release notes
  • rn/documentation - A user-facing documentation change worth mentioning in the release notes

Should this PR be included in the next patch release?

Yes should be selected for bug fixes, documentation updates, and other small changes. No should be selected for new features and larger changes. If you're unsure about the release classification of this PR, leave this unchecked to let the maintainers decide.

What is a minor/patch release?
  • Minor release: a release that increments the second part of the version number (e.g., 1.2.0 -> 1.3.0).
    Bug fixes, doc updates and new features usually go into minor releases.
  • Patch release: a release that increments the third part of the version number (e.g., 1.2.0 -> 1.2.1).
    Bug fixes and doc updates usually go into patch releases.
  • Yes (this PR will be cherry-picked and included in the next patch release)
  • No (this PR will be included in the next minor release)

Signed-off-by: Samraj Moorjani <samraj.moorjani@databricks.com>
@github-actions github-actions bot added area/evaluation MLflow Evaluation rn/documentation Mention under Documentation Changes in Changelogs. labels Nov 25, 2025
Signed-off-by: Samraj Moorjani <samraj.moorjani@databricks.com>
.
Signed-off-by: Samraj Moorjani <samraj.moorjani@databricks.com>
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Signed-off-by: Samraj Moorjani <samraj.moorjani@databricks.com>
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github-actions bot commented Nov 26, 2025

Documentation preview for c10a8f3 is available at:

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  • Ignore this comment if this PR does not change the documentation.
  • The preview is updated when a new commit is pushed to this PR.
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@AveshCSingh AveshCSingh left a comment

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Overall, the docs are clear and helpful. I've left a few suggestions inline.

Signed-off-by: Samraj Moorjani <samraj.moorjani@databricks.com>
@smoorjani smoorjani requested a review from AveshCSingh December 3, 2025 16:58
Signed-off-by: Samraj Moorjani <samraj.moorjani@databricks.com>
@smoorjani smoorjani requested a review from B-Step62 December 3, 2025 22:52
@smoorjani smoorjani enabled auto-merge December 4, 2025 07:04
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LGTM! Left minor comments for style consistency.

:::info[Experimental Feature]
Multi-turn evaluation is experimental in MLflow 3.7.0. The API and behavior may change in future releases.
:::

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Can we add the same preresuiqite + workflow diagram section similarly to the other guide, for consistency? Should be pretty quick.


<ImageBox src="/images/genai/sessions-view-ui.png" alt="Sessions View UI" width="95%"/>

To evaluate conversations, get traces from your experiment and pass them to `mlflow.genai.evaluate`:
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Can we add a link to the search trace guide? https://mlflow.org/docs/latest/genai/tracing/search-traces/


- **No `predict_fn` support**: Multi-turn scorers currently work only with pre-collected traces. You cannot use them with `predict_fn` in `mlflow.genai.evaluate`.

## Next Steps
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Can we use the card components similarly to the other pages for style consistency?

@smoorjani smoorjani added this pull request to the merge queue Dec 4, 2025
Merged via the queue into mlflow:master with commit 3b09f06 Dec 4, 2025
48 of 52 checks passed
@smoorjani smoorjani deleted the gwt-mlflow-multiturn-m0-docs branch December 4, 2025 07:35
BenWilson2 pushed a commit to BenWilson2/mlflow that referenced this pull request Dec 4, 2025
…lflow#19033)

Signed-off-by: Samraj Moorjani <samraj.moorjani@databricks.com>
BenWilson2 pushed a commit that referenced this pull request Dec 4, 2025
…19033)

Signed-off-by: Samraj Moorjani <samraj.moorjani@databricks.com>
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