loglabs/mltrace
A lightweight Python tool providing bolt-on observability and coarse-grained lineage tracking for machine learning pipelines.

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MLtrace enables ML teams to track data and component versions through pipelines, define tests for pipeline components, and debug outputs via a UI and CLI. It stores run information in a database and helps identify which pipeline steps to investigate when outputs need review. The tool is designed for agile or multidisciplinary teams working on machine learning or complex data pipelines.
Frequently asked
- What is loglabs/mltrace?
- A lightweight Python tool providing bolt-on observability and coarse-grained lineage tracking for machine learning pipelines.
- Is mltrace open source?
- Yes — loglabs/mltrace is open source, released under the Apache-2.0 license.
- What language is mltrace written in?
- loglabs/mltrace is primarily written in Python.
- How popular is mltrace?
- loglabs/mltrace has 469 stars on GitHub.
- Where can I find mltrace?
- loglabs/mltrace is on GitHub at https://github.com/loglabs/mltrace.