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joblib
joblib

Computing with Python functions.

195.1M 4K 452
OpenNMT
ctranslate2

Fast inference engine for Transformer models

8.3M 4K 478
jmcarpenter2
swifter

A package which efficiently applies any function to a pandas dataframe or series in the fastest available manner

8.2M 3K 104
mpi4py
mpi4py

Python bindings for MPI

1.2M 907 134
niedakh
pqdm

Comfortable parallel TQDM using concurrent.futures

380K 301 9
inducer
pyopencl

OpenCL integration for Python, plus shiny features

187K 1K 249
neuro-ml
imops

Efficient parallelizable algorithms for multidimensional arrays to speed up your data pipelines

57K 22 1
ARM-software
arm-mango

Parallel Hyperparameter Tuning in Python

42K 417 47
python-adaptive
adaptive

:chart_with_upwards_trend: Adaptive: parallel active learning of mathematical functions

32K 1K 62
bodo-ai
bodo

High Performance Data Processing in Python

26K 364 14
adrn
schwimmbad

A common interface to processing pools.

22K 121 20
esa
pygmo

A Python platform to perform parallel computations of optimisation tasks (global and local) via the asynchronous generalized island model.

19K 529 67
zoeyzyhu
pydisort

Modern Python & C++ API for the radiative transfer solver DISORT. Parallelized with PyTorch tensors; compile-free with: pip install pydisort.

18K 15 2
NVIDIA
cuda-cccl

CUDA Core Compute Libraries

17K 2K 385
fangq
pmmc

Python bindings for Mesh-based Monte Carlo (MMC) photon transport simulator

13K 54 33
Ay-developerweb
rmath-py

Drop-in numerical accelerator for Python, powered by Rust. High-performance arrays, linear algebra, and statistics — outside the GIL.

12K 4 0
basnijholt
adaptive-scheduler

Run many functions (adaptively) on many cores (>10k-100k) using mpi4py.futures, ipyparallel, loky, or dask-mpi. :tada:

12K 30 14
JohannesBuchner
ultranest

Fit and compare complex models reliably and rapidly. Advanced nested sampling.

11K 202 34
pipefunc
pipefunc

Lightweight fast function pipeline (DAG) creation in pure Python for scientific (HPC) workflows 🕸️🧪

10K 462 19
EtienneCmb
tensorpac

Phase-Amplitude Coupling under Python

8K 120 34
stfc
psyclone

PSyclone is a source-to-source Fortran compiler designed to programmatically optimise, parallelise and instrument HPC applications via user-provided transformation scripts.

7K 132 33
optimagic-dev
optimagic

optimagic is a Python package for numerical optimization. It is a unified interface to optimizers from SciPy, NlOpt and other packages. optimagic's minimize function works just like SciPy's, so you don't have to adjust your code. You simply get more optimizers for free. On top you get diagnostic tools, parallel numerical derivatives and more.

7K 317 51
SimonBlanke
hyperactive

A unified interface for optimization algorithms and experiments

6K 552 75
kahypar
mtkahypar

Mt-KaHyPar (Multi-Threaded Karlsruhe Hypergraph Partitioner) is a shared-memory multilevel graph and hypergraph partitioner equipped with parallel implementations of techniques used in the best sequential partitioning algorithms. Mt-KaHyPar can partition extremely large hypergraphs very fast and with high quality.

6K 180 37
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