Multi-channel excess-power search pipeline - a rewrite of snax using SGN framework
Project description
SGNAX
SGNAX is a multi-channel excess-power search pipeline - a rewrite of SNAX using the SGN framework for LIGO gravitational wave detection.
Overview
SGNAX detects short-duration transients in detector channels — strain and auxiliary alike — with two searches: a Q-transform excess-power search (sgnax-qtransform) and a matched-filter search against a sine-Gaussian template bank (sgnax-extract). It is built on the SGN (Stream Graph Navigator) family of libraries:
Features
- Q-transform excess-power search over a (frequency, Q) tile grid, with time-based trigger clustering
- Matched-filter search with multi-rate sine-Gaussian template banks and GPU-accelerated PyTorch correlation
- Flexible data source support (frames, devshm, arrakis), each whitened in-pipeline
- HDF5 output format, identical from both searches
Installation
pip install sgnax
For development:
pip install -e ".[dev]"
Usage
Run the Q-transform search:
sgnax-qtransform --help
or the matched-filter search:
sgnax-extract --help
Development
Run the full test suite:
make all
Individual commands:
make test # Run tests
make lint # Run linter
make format # Format code
make type-check # Run type checker
make docs # Build documentation
License
GPL-3.0-or-later. See the LICENSE file for details.
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