Get Scout setup in minutes, and let us sweat the small stuff. A couple lines in settings.py is all you need to start monitoring your apps. Sign up for our free tier today. Learn more →
Top 13 Python high-performance-computing Projects
-
Project mention: Recapping the AI, Machine Learning and Computer Meetup — August 15, 2024 | dev.to | 2024-08-15
As a data scientist/ML practitioner, how would you feel if you can independently iterate on your data science projects without ever worrying about operational overheads like deployment or containerization? Let’s find out by walking you through a sample project that helps you do so! We’ll combine Python, AWS, Metaflow and BentoML into a template/scaffolding project with sample code to train, serve, and deploy ML models…while making it easy to swap in other ML models.
-
Scout Monitoring
Free Django app performance insights with Scout Monitoring. Get Scout setup in minutes, and let us sweat the small stuff. A couple lines in settings.py is all you need to start monitoring your apps. Sign up for our free tier today.
-
-
-
-
prometeo
An experimental Python-to-C transpiler and domain specific language for embedded high-performance computing
Project mention: Borgo is a statically typed language that compiles to Go | news.ycombinator.com | 2024-04-30Not impossible but I guess you might end up with an extra runtime layer and some more dynamic operations will not be very fast. Or you restrict it to a subset of Python like this project does: https://github.com/zanellia/prometeo
You could of course write a bytecode VM in Golang but I guess that defeats the purpose.
-
-
-
InfluxDB
Purpose built for real-time analytics at any scale. InfluxDB Platform is powered by columnar analytics, optimized for cost-efficient storage, and built with open data standards.
-
mpi4jax
Zero-copy MPI communication of JAX arrays, for turbo-charged HPC applications in Python :zap:
-
pyhpc-benchmarks
A suite of benchmarks for CPU and GPU performance of the most popular high-performance libraries for Python :rocket:
-
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.
-
-
PSyclone
Domain-specific compiler and code transformation system for Finite Difference/Volume/Element Earth-system models in Fortran
-
NOTE:
The open source projects on this list are ordered by number of github stars.
The number of mentions indicates repo mentiontions in the last 12 Months or
since we started tracking (Dec 2020).
Python high-performance-computing discussion
Python high-performance-computing related posts
-
FlashAttention-3: Fast and Accurate Attention with Asynchrony and Low-Precision
-
Can LLMs learn from a single example?
-
Are there any libraries that can easily convert Python to C/C#/or C++? Ones where a person doesn't have to "calibrate" it, just, pip install library and then they can have their Python code in C,C#,or C++?
-
FPGA high-level programming
-
how much does it actually cost in terms of computer power for open AI to respond
-
I made a Python compiler, that can compile Python source down to fast, standalone executables.
-
Alpa: Auto-parallelizing large model training and inference (by UC Berkeley)
-
A note from our sponsor - Scout Monitoring
www.scoutapm.com | 12 Sep 2024
Index
What are some of the best open-source high-performance-computing projects in Python? This list will help you:
| Project | Stars | |
|---|---|---|
| 1 | metaflow | 8,026 |
| 2 | tf-quant-finance | 4,456 |
| 3 | alpa | 3,044 |
| 4 | openmc | 745 |
| 5 | prometeo | 620 |
| 6 | dace | 487 |
| 7 | pysph | 441 |
| 8 | mpi4jax | 420 |
| 9 | pyhpc-benchmarks | 306 |
| 10 | Fast-Poisson-Image-Editing | 244 |
| 11 | torchquad | 179 |
| 12 | PSyclone | 102 |
| 13 | python-performance-playground | 4 |
Sponsored
Free Django app performance insights with Scout Monitoring
Get Scout setup in minutes, and let us sweat the small stuff. A couple lines in settings.py is all you need to start monitoring your apps. Sign up for our free tier today.
www.scoutapm.com