Skip to main content

Utility scripts based on PyQUDA

Project description

PyQUDA

Python wrapper for QUDA written in Cython.

This project aims to benefit from the optimized linear algebra library CuPy in Python based on CUDA. CuPy and QUDA will allow us to perform most lattice QCD research operations with high performance. PyTorch is an alternative option.

This project is based on the latest QUDA develop branch. PyQUDA should be compatible with any commit of QUDA after https://github.com/lattice/quda/pull/1489, but leave some features disabled.

Feature

  • Multi-GPU supported
  • File I/O
    • Read gauge and propagator in Chroma format (with checksum)
    • Read gauge and propagator in MILC format (with checksum)
    • Read/write gauge and propagator in KYU format
    • Read/write gauge and propagator in XQCD format
    • Read/write gauge and propagator in NPY format (numpy)
  • Quark propagator
    • Isotropic/anisotropic Wilson fermion action with multigrid support
    • Isotropic/anisotropic Clover fermion action with multigrid support
    • Isotropic HISQ fermion action
  • HMC
    • Isotropic gauge action
    • 1-flavor isotropic clover fermion action
    • 2-flavor isotropic clover fermion action
    • N-flavor isotropic HISQ fermion action
  • Gauge fixing
    • Rotation field with over-relaxation method (waiting for QUDA merge)
  • Gauge smearing
    • 3D/4D APE smearing
    • 3D/4D stout smearing
    • 3D/4D HYP smearing
  • Fermion smearing
    • Gaussian smearing
  • Gradient flow
    • Wilson flow
    • Symanzik flow

Installation

Install from PyPI

Assuming the QUDA installation path is /path/to/quda/build/usqcd

export QUDA_PATH=/path/to/quda/build/usqcd
python3 -m pip install pyquda pyquda-utils

Install from source

Refer to https://github.com/CLQCD/PyQUDA/wiki/Installation for detailed instructions to install PyQUDA from the source.

Benchmark

Refer to https://github.com/CLQCD/PyQUDA/wiki/Benchmark for detailed instructions to run the PyQUDA benchmark.

Documentation (draft)

https://github.com/CLQCD/PyQUDA/wiki/Documentation

Plugin

Refer to https://github.com/CLQCD/PyQUDA/wiki/Plugin for detailed instructions to build PyQUDA plugins.

Here are plugins developed by PyQUDA developers:

Development

We recommend building PyQUDA using in-place mode instead of installing PyQUDA for development.

git clone --recursive https://github.com/CLQCD/PyQUDA.git
cd PyQUDA
ln -s pyquda_core/pyquda_comm ./
ln -s pyquda_core/pyquda ./
cd pyquda_core
export QUDA_PATH=/path/to/quda/build/usqcd
python3 setup.py build_ext --inplace
cd ..

Now you can modify Python files in the project and immediately get the new result by running scripts. Adding the root directory to sys.path is needed if you are running scripts from other directories.

Maintenance

Function definitions (mainly in quda.in.pxd and pyquda.in.pyx) and most docstrings (mainly in pyquda.pyi and enum_quda.in.py) should be manually updated as they cannot be autogenerated now. This also means PyQUDA should work well with future versions if the API remains unchanged.

Project details


Release history Release notifications | RSS feed

Download files

Download the file for your platform. If you're not sure which to choose, learn more about installing packages.

Source Distribution

pyquda_utils-0.10.27.post0.tar.gz (135.3 kB view details)

Uploaded Source

File details

Details for the file pyquda_utils-0.10.27.post0.tar.gz.

File metadata

  • Download URL: pyquda_utils-0.10.27.post0.tar.gz
  • Upload date:
  • Size: 135.3 kB
  • Tags: Source
  • Uploaded using Trusted Publishing? Yes
  • Uploaded via: twine/6.1.0 CPython/3.13.7

File hashes

Hashes for pyquda_utils-0.10.27.post0.tar.gz
Algorithm Hash digest
SHA256 e51fb9910b0a7bd75a98dc2f0cb92a849a01912edc5ba5e4c70cbbd2f6220d4e
MD5 2094259202f4325976c6379302e1d4c0
BLAKE2b-256 01d5391508edef916a318a9a0210726af3488ec48c6ea091f9915588f4ae7016

See more details on using hashes here.

Provenance

The following attestation bundles were made for pyquda_utils-0.10.27.post0.tar.gz:

Publisher: PyQUDA-Utils.yaml on CLQCD/PyQUDA

Attestations: Values shown here reflect the state when the release was signed and may no longer be current.

Supported by

AWS Cloud computing and Security Sponsor Datadog Monitoring Depot Continuous Integration Fastly CDN Google Download Analytics Pingdom Monitoring Sentry Error logging StatusPage Status page