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chore(deps): update dependency mlflow to v3.12.0#35

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chore(deps): update dependency mlflow to v3.12.0#35
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renovate/mlflow-3.x

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@renovate renovate Bot commented Apr 7, 2026 •
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This PR contains the following updates:

Package Change Age Confidence
mlflow ==3.10.1 → ==3.12.0 age confidence

Release Notes

mlflow/mlflow (mlflow)

v3.12.0

Compare Source

MLflow 3.12.0 includes several major features and improvements

Major New Features
  • 🖼️ Multimodal Tracing: Users can now store multimodal content in tracing spans as artifact attachments instead of inline binary data. We've also patched the UI to support the new mlflow-attachment:// style URI, with rich rendering available for PDFs, audio, and images.
  • 🤖 Codex, Gemini, Qwen coding agent tracing support: Similar to our Claude Code tracing integration, we've now added support for the Codex, Gemini, and Qwen coding agent platforms as well!
  • 🛡️ Gateway guardrails: You can now set guardrails on your gateway endpoints to prevent unsafe or non-compliant model inputs and outputs. Try it out in the MLflow UI!
  • ⚡ Trace table pagination: The traces tab is now paginated, rather than fetching all traces up to a limit of 1000. This improves initial load time, and makes the page feel more responsive overall.
Breaking Changes
Other Assorted Features & Improvements:

Bug fixes:

Documentation updates:

Small bug fixes and documentation updates:

#​22993, #​22978, #​21482, #​21321, #​22559, #​21319, #​22483, #​22346, #​22091, @​B-Step62; #​22919, #​22925, #​22854, #​22821, #​22786, #​22820, #​22615, #​22819, #​22781, #​22703, #​22565, #​22200, #​22193, @​serena-ruan; #​22869, #​22863, #​22843, #​22839, #​22837, #​22815, #​22765, #​22762, #​22749, #​22708, #​22486, #​22481, #​22471, #​22401, #​22366, #​22278, #​22281, @​harupy; #​22848, #​22775, #​22764, #​22763, #​22772, #​22527, #​22435, #​22358, #​22357, #​22356, #​22355, #​22261, #​22259, #​22202, #​22234, #​22243, @​TomeHirata; #​22824, @​vinh412; #​22805, #​22804, #​22803, #​22802, #​22801, #​22800, #​22447, #​22632, #​22735, #​22697, #​22691, #​22508, #​22628, #​22567, #​22482, #​22441, #​22273, #​22272, #​22190, #​22434, #​22154, #​22147, #​22144, #​22268, #​22241, #​22187, #​22074, @​daniellok-db; #​22557, #​22722, #​22807, #​22721, #​22558, #​22589, #​22319, #​22145, #​21789, @​PattaraS; #​22825, #​22783, #​22789, #​22787, #​22784, #​22782, #​22757, #​22771, #​22770, #​22758, #​22756, #​22755, #​22744, #​22737, #​22715, #​22718, #​22714, #​22713, #​22711, #​22710, #​22707, #​22704, #​22700, #​22692, #​22686, #​22690, #​22689, #​22688, #​22684, #​22685, #​22682, #​22670, #​22669, #​22668, #​22667, #​22664, #​22663, #​22662, #​22655, #​22657, #​22659, #​22601, #​22580, #​22578, #​22576, #​22563, #​22550, #​22549, #​22548, #​22547, #​22545, #​22544, #​22541, #​22540, #​22539, #​22538, #​22511, #​22532, #​22529, #​22528, #​22526, #​22523, #​22525, #​22519, #​22518, #​22517, #​22514, #​22512, #​22509, #​22510, #​22506, #​22504, #​22490, #​22488, #​22480, #​22478, #​22477, #​22470, #​22468, #​22443, #​22438, #​22436, #​21203, #​22417, #​22403, #​22413, #​22399, #​22395, #​22391, #​22392, #​22388, #​22379, #​22348, #​22347, #​22343, #​22341, #​22342, #​22340, #​22339, #​22337, #​22330, #​22329, #​22328, #​22316, #​22309, #​22305, #​22250, #​22207, #​22204, #​22198, #​22177, #​22174, @​copilot-swe-agent; #​22795, @​rollyjoel; #​22629, #​22730, #​22614, #​22573, #​22334, #​22502, #​22448, #​22196, #​22263, #​22186, #​22185, #​22184, #​21956, #​22183, #​22246, #​21955, @​kriscon-db; #​22627, #​22238, @​xsh310; #​22295, #​22212, @​smoorjani; #​22463, #​22370, #​22365, #​22240, #​22226, @​xq-yin; #​22473, #​22439, #​22437, @​WeichenXu123; #​22387, #​21419, @​mprahl; #​22382, #​22373, @​SeldonAi; #​21848, @​alkispoly-db; #​22160, @​amotl

v3.11.1

MLflow 3.11.1 includes several major features and improvements.

Major New Features:

  • 🔍 Automatic Issue Identification: Automatically identify quality issues in your agent with AI! Use the new "Detect Issues" button in the traces table to analyze selected traces and surface potential problems across categories like correctness, safety, and performance. Issues are linked directly to traces for easy investigation and debugging. Docs (#​21431, #​21204, #​21165, #​21163, #​21161, @​smoorjani, @​serena-ruan)
  • 💰 Gateway Budget Alerts & Limits: Control your AI Gateway spending with configurable budget policies! Set spending limits by time window (daily, weekly, or monthly), receive alerts before hitting limits, and prevent runaway costs with automatic request blocking. The new budget management UI lets you track spending, configure webhooks for notifications, and monitor violations across all your gateway endpoints. Docs (#​21116, #​21534, #​21569, #​21473, #​21108, @​TomeHirata, @​copilot-swe-agent)
  • 📊 Trace Graph View: Visualize complex trace hierarchies with an interactive graph view! Navigate multi-level trace structures, understand parent-child relationships at a glance, and debug complex systems more effectively with a visual representation of your trace topology. Docs (#​20607, @​joelrobin18)
  • 🌐 Native OpenTelemetry GenAI Convention Support: MLflow now natively supports the OpenTelemetry GenAI Semantic Conventions for trace export! When exporting traces via OTLP with MLFLOW_ENABLE_OTEL_GENAI_SEMCONV enabled, MLflow automatically translates them to follow the OTel GenAI semantic conventions, enabling seamless integration with OTel-compatible observability platforms while preserving GenAI-specific metadata. Docs (#​21494, #​21495, @​B-Step62)
  • 🔧 OpenCode Tracing Integration: Debug smarter with OpenCode CLI integration! Track and analyze code execution flows directly from your development workflow, making it easier to identify performance bottlenecks and trace issues back to specific code paths. Docs (#​20133, @​joelrobin18)
  • ⚡ Native UV Support for Model Dependencies: Automatic dependency inference now supports UV! MLflow automatically detects UV projects and captures exact, locked dependencies from your lockfile when logging models, ensuring reproducible environments. Docs (#​20344, #​20935, @​debu-sinha)
  • 🔒 Pickle-Free Model Serialization: Enhance security with pickle-free model formats! MLflow now supports safer model serialization using torch.export and skops formats, with improved controls when MLFLOW_ALLOW_PICKLE_DESERIALIZATION=False. Comprehensive documentation guides you through migrating existing models to pickle-free formats for production deployments. Docs (#​21404, #​21188, #​20774, @​WeichenXu123)

Breaking Changes:

  • ⚠️ TypeScript SDK Package Renaming: The MLflow TypeScript SDK packages have been renamed to use npm organization scoping. If you're using the TypeScript SDK, update your package.json dependenci

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@renovate renovate Bot force-pushed the renovate/mlflow-3.x branch from f96fa79 to 31c4645 Compare May 5, 2026 10:52
@renovate renovate Bot changed the title chore(deps): update dependency mlflow to v3.11.1 chore(deps): update dependency mlflow to v3.12.0 May 5, 2026
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