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A local-first, simple ML experiment tracker

Project description

mtrick: Metrics Tracker

A local-first simple ML experiment tracker with zero configurations required.

Dashboard Interface

Installation

uv add mtrick

or

pip install mtrick

If you want the latest version

uv add git+https://github.com/AvikArefin/mtrick.git

or

pip install git+https://github.com/AvikArefin/mtrick.git

Usage

Code:

from mtrick import Tracker
t = Tracker("exp")
t.log({"loss": 0.1}, epoch=1)

Group with /:

t.log({"loss/train": 0.1, "loss/val": 0.2}, epoch=1)

Confusion Matrix:

t.log_confusion_matrix([[9, 1], [2, 8]], ["Cat", "Dog"])

Real vs Pred:

t.log_trajectory([[1.0, 2.0]], [[1.1, 1.9]])

UI:

uv run mtrick

Changelog

See CHANGELOG.md

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