From 9734145c474bbad446e831c49d2178898635941d Mon Sep 17 00:00:00 2001 From: Axel Donath Date: Tue, 17 Dec 2024 09:13:35 -0500 Subject: [PATCH] Add benchmark results --- .gitignore | 1 + README.md | 29 +++++++++++++++++- docs/{ => _static}/gmmx-logo.png | Bin docs/_static/time-vs-n-components-predict.png | Bin 0 -> 63097 bytes docs/_static/time-vs-n-features-predict.png | Bin 0 -> 62704 bytes docs/_static/time-vs-n-samples-predict.png | Bin 0 -> 62306 bytes docs/index.md | 4 +-- examples/benchmarks/benchmark-predict.py | 22 ++++++------- 8 files changed, 42 insertions(+), 14 deletions(-) rename docs/{ => _static}/gmmx-logo.png (100%) create mode 100644 docs/_static/time-vs-n-components-predict.png create mode 100644 docs/_static/time-vs-n-features-predict.png create mode 100644 docs/_static/time-vs-n-samples-predict.png diff --git a/.gitignore b/.gitignore index 8881c27..56cb279 100644 --- a/.gitignore +++ b/.gitignore @@ -139,5 +139,6 @@ cython_debug/ # option (not recommended) you can uncomment the following to ignore the entire idea folder. #.idea/ +examples/benchmarks/results uv.lock diff --git a/README.md b/README.md index 806b8fb..b558b40 100644 --- a/README.md +++ b/README.md @@ -7,10 +7,37 @@ [![License](https://img.shields.io/github/license/adonath/gmmx)](https://img.shields.io/github/license/adonath/gmmx)

-GMMX Logo +GMMX Logo

A minimal implementation of Gaussian Mixture Models in Jax - **Github repository**: - **Documentation** + +## Installation + +```bash +pip install gmmx +``` + +## Usage + +```python +from gmmx import GaussianMixtureModelJax, EMFitter + +# Create a Gaussian Mixture Model with 2 components +gmm = GaussianMixtureModelJax() + + + +## Benchmarks + +Here are some results from the benchmarks in the `benchmarks` folder comparing against Scikit-Learn. The benchmarks were run on a 2021 MacBook Pro with an M1 Pro chip. + + +### Prediction Time +| Time vs. Number of Components | Time vs. Number of Samples | Time vs. Number of Features | +| -------- | ------- | ------- | +| ![Time vs. Number of Components](docs/_static/time-vs-n-components-predict.png) | ![Time vs. Number of Samples](docs/_static/time-vs-n-samples-predict.png) | ![Time vs. Number of Features](docs/_static/time-vs-n-features-predict.png) | +``` diff --git a/docs/gmmx-logo.png b/docs/_static/gmmx-logo.png similarity index 100% rename from docs/gmmx-logo.png rename to docs/_static/gmmx-logo.png diff --git a/docs/_static/time-vs-n-components-predict.png b/docs/_static/time-vs-n-components-predict.png new file mode 100644 index 0000000000000000000000000000000000000000..01baf14c45399ae70308fc178bdf906ea76bcd8d GIT binary patch literal 63097 zcmeFZ2{e}L|2O(b#v~FU5f!CDC?Qj5K&d1ODMLz`hs;BnlR1^h5K;+AhzvzSlPU9< zA(_cM#Q9wNxBu_|UF)oM&RJ)@>s{-tb*#PD-n;#Hp69;q>-v5_)AtTIt$u7RBR3<3 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