Up-scale python functions for high-performance computing (HPC)

Python extension language using accelerators

Parallel Programming Course

Python bindings for MPI

🌊 Framework for studying fluid dynamics with numerical simulations using Python (publish-only mirror). The main repo is hosted on https://foss.heptapod.net (Gitlab fork supporting Mercurial).

High-throughput tomography pipeline

Distributed tensors and Machine Learning framework with GPU and MPI acceleration in Python

Numba @jit compatible wrappers for MPI C API tested on Linux, macOS and Windows

📈 Common API (C++ and Python) for Fast Fourier Transform HPC libraries (publish-only mirror)

PySM 3: Sky emission simulations for Cosmic Microwave Background experiments

DeepHyper: A Python Package for Massively Parallel Hyperparameter Optimization in Machine Learning

Distributed training framework for TensorFlow, Keras, PyTorch, and Apache MXNet.

A dynamic microsimulation framework for python

Parareal with a Physics Informed neural Operator as Coarse Propagator

Zero-copy MPI communication of JAX arrays, for turbo-charged HPC applications in Python ⚡

A federated learning project for classifying pneumonia from chest X-ray images using distributed training across simulated clients. Utilizes MPI for multi-process orchestration and PyTorch for deep learning. Demonstrates privacy-preserving collaborative model training on a real medical imaging dataset.

This is a teaching material aimed to demonstrate the powerfulness of the SPMD paradigm with MPI.

Geophysical Bayesian Inference in Python. Docs:

Pytest Extension for MPI-Parallel Tests

Distributed surrogate-assisted evolutionary methods for multi-objective optimization of high-dimensional dynamical systems