pyhpc-benchmarks
XLA.jl
pyhpc-benchmarks | XLA.jl | |
---|---|---|
6 | 1 | |
301 | 224 | |
- | - | |
3.2 | 10.0 | |
4 months ago | over 3 years ago | |
Python | Julia | |
The Unlicense | GNU General Public License v3.0 or later |
Stars - the number of stars that a project has on GitHub. Growth - month over month growth in stars.
Activity is a relative number indicating how actively a project is being developed. Recent commits have higher weight than older ones.
For example, an activity of 9.0 indicates that a project is amongst the top 10% of the most actively developed projects that we are tracking.
pyhpc-benchmarks
-
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.
-
[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
XLA.jl
-
If data science uses a lot of computational power, then why is python the most used programming language?
Julia can also use the same stuff that Python/Tensorflow use, to access the same hardware (e.g. Julia on TPUs https://github.com/JuliaTPU/XLA.jl).
What are some alternatives?
tf-quant-finance - High-performance TensorFlow library for quantitative finance.
serving - A flexible, high-performance serving system for machine learning models
pyopencl - OpenCL integration for Python, plus shiny features
glow - Compiler for Neural Network hardware accelerators
sqloxide - Python bindings for sqlparser-rs
flax - Flax is a neural network library for JAX that is designed for flexibility.
MATDaemon.jl
runtime - A performant and modular runtime for TensorFlow
3d-ken-burns - an implementation of 3D Ken Burns Effect from a Single Image using PyTorch
julia - The Julia Programming Language
XLA.jl - "Maybe we have our own magic."
tensorflow - An Open Source Machine Learning Framework for Everyone