loglabs/mltrace
Coarse-grained lineage and tracing for machine learning pipelines.
When your machine learning models produce unexpected or incorrect results, this tool helps you understand why. It takes your existing ML pipeline (written in Python) and logs details about each step and the data flowing through it. The output is a visual map showing exactly which previous steps led to a particular model result, helping ML engineers and data scientists quickly pinpoint where things went wrong.
471 stars. No commits in the last 6 months. Available on PyPI.
Use this if you need to debug outputs from your machine learning pipelines, understand the sequence of operations that produced a specific result, or track data and component versions.
Not ideal if you need to track individual data records through your pipeline, as it focuses on coarse-grained lineage, or if your pipeline is not primarily Python-based.
Stars
471
Forks
28
Language
Python
License
Apache-2.0
Category
Last pushed
Nov 11, 2022
Commits (30d)
0
Dependencies
10
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