pyhpc-benchmarks
PSyclone
| pyhpc-benchmarks | PSyclone | |
|---|---|---|
| 6 | 1 | |
| 301 | 94 | |
| - | - | |
| 3.2 | 9.9 | |
| 4 months ago | 7 days ago | |
| Python | Python | |
| The Unlicense | BSD 3-clause "New" or "Revised" License |
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pyhpc-benchmarks
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Supercharged high-resolution ocean simulation with Jax
True, but unfortunately Pytorch is not quite there yet when it comes to more complex benchmarks:
https://github.com/dionhaefner/pyhpc-benchmarks#example-resu...
JAX really is the only library that comes close to low-level code on CPU, almost always.
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[D] Does working with Tensorflow affect my chances of getting research internships?
https://github.com/dionhaefner/pyhpc-benchmarks begs to differ.
- GitHub - dionhaefner/pyhpc-benchmarks: A suite of benchmarks for CPU and GPU performance of the most popular high-performance libraries for Python
- HPC Benchmarks for Python
- Pyhpc: Benchmarks for CPU and GPU of the most popular high-perf Python libs
PSyclone
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OCaml vs Haskell for finance
I remember they had projects like LFRic, GungHo, and PSyclone (https://github.com/stfc/PSyclone). This last one, I think was intended to allow its users to write code in Python, in a notebook, and then translate it into Fortran. I don't know if this is something that could be used for trying to combine Python with some FP library and then compile to Fortran, or maybe use a similar approach and transpile parts of Ocaml/Haskell/lisp/etc into Fortran...
What are some alternatives?
tf-quant-finance - High-performance TensorFlow library for quantitative finance.
polygon - Python module to calculate geometrical properties of arbitrary 2D polygons such as area, center of mass (centroid), solid of revolution and more!
pyopencl - OpenCL integration for Python, plus shiny features
Hyperactive - An optimization and data collection toolbox for convenient and fast prototyping of computationally expensive models.
sqloxide - Python bindings for sqlparser-rs
prometeo - An experimental Python-to-C transpiler and domain specific language for embedded high-performance computing
MATDaemon.jl
Fast-Poisson-Image-Editing - A fast poisson image editing implementation that can utilize multi-core CPU or GPU to handle a high-resolution image input.
3d-ken-burns - an implementation of 3D Ken Burns Effect from a Single Image using PyTorch
Cython - The most widely used Python to C compiler
XLA.jl - "Maybe we have our own magic."
NumPy - The fundamental package for scientific computing with Python.