mtrick: Metrics Tracker
A local simple ML experiment tracker with zero configurations required.
Best used with https://pypi.org/project/xscope/ visualizer
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
Initialize tracker:
from mtrick import Tracker
t = Tracker("exp_name")
Scalar metrics (epoch-based curves):
t.log({"loss/train": 0.1, "loss/val": 0.2, "accuracy": 0.95}, epoch=1)
2D Spatial Points & Trajectories:
t.log_2d(
data={
"data/true": [[1.0, 2.0], [2.0, 3.0]],
"data/pred": [[1.1, 1.9], [2.1, 3.1]],
},
epoch=1
)
Matrices (Confusion Matrix):
t.log_matrix(
matrix=[[9, 1], [2, 8]],
labels=["Cat", "Dog"],
step=1
)
Changelog
Presented by Cortex Technologies
mtrick is presented by Cortex Technologies, the engineering studio built to take your products from idea to device. Cortex brings together Machine Vision, Hardware, and AIoT embedded systems expertise to turn concepts into 'works-like' MVP prototype devices.
1 maintainer
Metadata
1 maintainer
Release files for mtrick 0.7.0
For a detailed explanation of source distributions (sdists) and built distributions (wheels), please see the package formats documentation.
Source distribution (sdist)
| File | Size | Uploaded | |
|---|---|---|---|
| mtrick-0.7.0.tar.gz | 3.2 kB | Details |
Built distribution (wheel)
| File | Interpreter | ABI | Platform | Reset |
|---|---|---|---|---|
| mtrick-0.7.0-py3-none-any.whl | Python 3 | none | any | Details |
Total release size: 7.3 kB
Release files / mtrick-0.7.0.tar.gz
| Download URL | mtrick-0.7.0.tar.gz |
|---|---|
| Size | 3.2 kB |
| Tags | Source |
|
SHA-256 checksum How to use checksums |
c0513f5fae1ec8ba68dabe1e8652c1086050d59f82776d6c193e22aabe2e36a1
|
|
BLAKE2b-256 checksum How to use checksums |
bd07ad462ddabafcddfafedd8b297d1693122c90bdfebbc6bb0c872973c46393
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
No |
| Uploaded via |
uv/0.10.4 {"installer":{"name":"uv","version":"0.10.4","subcommand":["publish"]},"python":null,"implementation":{"name":null,"version":null},"distro":{"name":"macOS","version":null,"id":null,"libc":null},"system":{"name":null,"release":null},"cpu":null,"openssl_version":null,"setuptools_version":null,"rustc_version":null,"ci":null}
|
Release files / mtrick-0.7.0-py3-none-any.whl
| Download URL | mtrick-0.7.0-py3-none-any.whl |
|---|---|
| Size | 4.1 kB |
| Tags | Python 3 |
|
SHA-256 checksum How to use checksums |
761f538c01f7fe459d02918b696fa065e56d65624c2e367c9ae2e264dd2afc45
|
|
BLAKE2b-256 checksum How to use checksums |
e575742496a9dfea77a2651ebe02a9bb0e834d6b4d5f115dc541d6bac733180f
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
No |
| Uploaded via |
uv/0.10.4 {"installer":{"name":"uv","version":"0.10.4","subcommand":["publish"]},"python":null,"implementation":{"name":null,"version":null},"distro":{"name":"macOS","version":null,"id":null,"libc":null},"system":{"name":null,"release":null},"cpu":null,"openssl_version":null,"setuptools_version":null,"rustc_version":null,"ci":null}
|
