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Trace Metrics backend#19271

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serena-ruan merged 16 commits intomasterfrom
trace-metrics
Dec 19, 2025
Merged

Trace Metrics backend#19271
serena-ruan merged 16 commits intomasterfrom
trace-metrics

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@serena-ruan serena-ruan commented Dec 8, 2025

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Install mlflow from this PR

# mlflow
pip install git+https://github.com/mlflow/mlflow.git@refs/pull/19271/merge
# mlflow-skinny
pip install git+https://github.com/mlflow/mlflow.git@refs/pull/19271/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/19271/merge

Related Issues/PRs

#xxx

What changes are proposed in this pull request?

Backend support for querying trace metrics.
Supported view types: traces, spans, assessments.
Supported details in code.

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: Serena Ruan <serena.rxy@gmail.com>
Copilot AI review requested due to automatic review settings December 8, 2025 07:57
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github-actions bot commented Dec 8, 2025

@serena-ruan Thank you for the contribution! Could you fix the following issue(s)?

⚠ DCO check

The DCO check failed. Please sign off your commit(s) by following the instructions here. See https://github.com/mlflow/mlflow/blob/master/CONTRIBUTING.md#sign-your-work for more details.

@github-actions github-actions bot added the rn/feature Mention under Features in Changelogs. label Dec 8, 2025
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Pull request overview

This PR introduces a new trace metrics API to MLflow's tracing functionality, enabling aggregated metric queries for traces, spans, and assessments with support for dimensional grouping and time-based analysis.

Key Changes

  • Adds QueryTraceMetrics RPC endpoint for querying aggregated trace metrics with filtering, grouping, and time-based aggregation capabilities
  • Introduces two new enums: MetricsViewType (TRACES, SPANS, ASSESSMENTS) and AggregationType (COUNT, SUM, AVG, PERCENTILE, MIN, MAX)
  • Defines new message types MetricsAggregation, QueryTraceMetrics, and MetricDataPoint to support flexible metric querying

Reviewed changes

Copilot reviewed 2 out of 4 changed files in this pull request and generated 6 comments.

File Description
mlflow/protos/service.proto Adds protobuf definitions for trace metrics API including RPC endpoint, enums, and message types with comprehensive field documentation
mlflow/protos/service_pb2.pyi Auto-generated Python type stubs corresponding to the new protobuf definitions

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github-actions bot commented Dec 8, 2025

Documentation preview for 72964d5 is available at:

More info
  • Ignore this comment if this PR does not change the documentation.
  • The preview is updated when a new commit is pushed to this PR.
  • This comment was created by this workflow run.
  • The documentation was built by this workflow run.

serena-ruan and others added 15 commits December 8, 2025 19:42
Signed-off-by: Serena Ruan <serena.rxy@gmail.com>
Signed-off-by: Serena Ruan <serena.rxy@gmail.com>
Signed-off-by: Serena Ruan <serena.rxy@gmail.com>
Signed-off-by: Serena Ruan <serena.rxy@gmail.com>
Signed-off-by: Serena Ruan <serena.rxy@gmail.com>
Signed-off-by: Serena Ruan <serena.rxy@gmail.com>
Signed-off-by: Serena Ruan <serena.rxy@gmail.com>
Signed-off-by: Serena Ruan <serena.rxy@gmail.com>
)

Signed-off-by: Serena Ruan <serena.rxy@gmail.com>
Signed-off-by: Serena Ruan <serena.rxy@gmail.com>
Signed-off-by: Serena Ruan <serena.rxy@gmail.com>
@serena-ruan serena-ruan changed the title [WIP] Trace Metrics Trace Metrics backend Dec 19, 2025
@serena-ruan serena-ruan requested a review from B-Step62 December 19, 2025 09:00
@serena-ruan serena-ruan added this pull request to the merge queue Dec 19, 2025
Merged via the queue into master with commit f0157f9 Dec 19, 2025
70 of 73 checks passed
@serena-ruan serena-ruan deleted the trace-metrics branch December 19, 2025 09:21
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3 participants