PyNX: high performance computing toolkit for coherent X-ray imaging based on operators
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Abstract (arXiv)
The open-source PyNX toolkit [Favre-Nicolin et al (2011) arXiv:1010.2641, Mandula et al (2016)] has been extended to provide tools for coherent X-ray imaging data analysis and simulation. All calculations can be executed on graphical processing units (GPU) to achieve high performance computing speeds. This can be used for Coherent Diffraction Imaging (CDI), Ptychography and wavefront propagation, in the far or near field regime. Moreover, all imaging operations (propagation, projections, algorithm cycles..) can be used in Python as simple mathematical operators, an approach which can be used to easily combine basic algorithms in a tailored chain. Calculations can also be distributed to multiple GPUs, e.g. for large Ptychography datasets. Command-line scripts are also available for on-line CDI and Ptychography analysis, either from raw beamline datasets or using the Coherent X-ray Imaging data format [Maia (2012)].
Key facts. Cited by 4 papers in the map (data through 7 Oct 2026). First posted on arXiv 26 Aug 2020.
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Citing papers per year: 2022: 2; 2023: 0; 2024: 1; 2025: 0; 2026: 1.
4 papers.
- 2022Deep learning at the edge enables real-time streaming ptychographic imagingcited by 17
- 2024Predicting ptychography probe positions using single-shot phase retrieval neural networkcited by 3
- 2022A modular software framework for the design and implementation of ptychography algorithmscited by 1
- 2026A unified self-supervised framework for single-frame Fresnel CDI and overlapped ptychographycited by 0
- 2026A unified self-supervised framework for single-frame Fresnel CDI and overlapped ptychography24 Feb 2026
- 2024Predicting ptychography probe positions using single-shot phase retrieval neural network31 May 2024
- 2022Deep learning at the edge enables real-time streaming ptychographic imaging20 Sep 2022
- 2022A modular software framework for the design and implementation of ptychography algorithms6 May 2022