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Installation

Quick install

pip install 'light-curve[full]'
conda install conda-forge::light-curve-python

The [full] extra adds two packages needed for parametric fitting features: iminuit (MCMC optimisation) and scipy (least-squares solver). Without them, BazinFit, LinexpFit, and VillarFit still work with the compiled Ceres/GSL backends.

Minimum Python version: 3.10. Binary wheels are provided for all major platforms — no Rust toolchain required.

Platform support

Arch \ OS Linux glibc 2.17+ Linux musl 1.2+ macOS Windows
x86-64 PyPI (MKL), conda PyPI (MKL) PyPI (macOS 15+), conda PyPI, conda
aarch64 PyPI PyPI PyPI (macOS 14+), conda not tested
i686 / ppc64le build from source

Notes:

  • MKL: Linux x86-64 PyPI wheels use Intel MKL for a significantly faster periodogram. Conda and other platforms use the pure-Rust RustFFT backend.
  • Windows conda: Excludes GSL, so the "lmsder" fitting backend is unavailable. PyPI wheels on Windows include GSL.
  • macOS: Requires macOS 14+ (aarch64) or 15+ (x86-64). Open an issue if you need support for an older version.

Embeddings (light_curve.embed)

The embedding models use ONNX Runtime for inference. You must install the runtime yourself because the right package depends on your hardware:

Hardware Package
CPU pip install onnxruntime
NVIDIA GPU pip install onnxruntime-gpu
Other see onnxruntime.ai/docs/install

Models are stored on HuggingFace Hub and downloaded automatically on first use. To enable automatic downloads, install:

pip install huggingface_hub

If you already have the ONNX file locally, huggingface_hub is not needed.

Build from source

Building requires a Rust toolchain (≥ 1.85, install via rustup) and CMake (for the Ceres solver). GSL is optional but enables the "lmsder" fitting backend.

git clone https://github.com/light-curve/light-curve-python
cd light-curve-python/light-curve
pip install maturin
maturin develop --extras=dev      # dev build with test deps
maturin develop --release         # optimised build

See Contributing for the full developer guide.