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Top 21 numba Open-Source Projects
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FinancePy
A Python Finance Library that focuses on the pricing and risk-management of Financial Derivatives, including fixed-income, equity, FX and credit derivatives.
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InfluxDB
Power Real-Time Data Analytics at Scale. Get real-time insights from all types of time series data with InfluxDB. Ingest, query, and analyze billions of data points in real-time with unbounded cardinality.
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diffeqpy
Solving differential equations in Python using DifferentialEquations.jl and the SciML Scientific Machine Learning organization
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warp-drive
Extremely Fast End-to-End Deep Multi-Agent Reinforcement Learning Framework on a GPU (JMLR 2022)
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WorkOS
The modern identity platform for B2B SaaS. The APIs are flexible and easy-to-use, supporting authentication, user identity, and complex enterprise features like SSO and SCIM provisioning.
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python-graphblas
Python library for GraphBLAS: high-performance sparse linear algebra for scalable graph analytics
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simba-ps
Fast deterministic all-Python Lennard-Jones particle simulator that utilizes Numba for GPU-accelerated computation.
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ruck
🧬 Modularised Evolutionary Algorithms For Python with Optional JIT and Multiprocessing (Ray) support. Inspired by PyTorch Lightning
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Python-Complementary-Languages
Just a small test to see which language is better for extending python when using lists of lists
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mandelbrot
Microbenchmark testing Python, Numba, Mojo, Dart, C/gcc, Rust, Go, JavaScript, C#, Java, Kotlin, Pascal, Ruby, Haskell performance in Mandelbrot set generation (by maxim-saplin)
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Project mention: FinancePy: NEW Derivatives and Hedging - star count:1675.0 | /r/algoprojects | 2023-11-10
there's a whole ecosystem in Python originally developed for high energy physics data processing: https://github.com/scikit-hep/awkward all because Numpy demands square N-dimensional array
Same technique used everywhere, here's a simple Julia pkg for the same thing: https://github.com/JuliaArrays/ArraysOfArrays.jl/blob/3a6f5b...
But Julia at least has the decency to just support ragged Vector{Vector} out of the box, and it's not that slow
Ranx is a great library for mixing results from different sources.
Project mention: Simba: A Python GPU-accelerated particle simulator | news.ycombinator.com | 2023-07-20
Project mention: Data Parallel Extensions for Python: near-native speed for scientific computing | news.ycombinator.com | 2023-11-24
It is my conviction that the Web Stack is the most capable, mature, accessible, and performant way of building and running UIs. It is the sheer amount of effort spent by millions of people around the globe that makes it the best UI stack for the vast majority of use cases. Some say that the browser nowadays is the most complex piece of software that few organizations can make. And it has been a while since Chrome super optimized runtimes are capable of running JavaScript at near-native speeds and the WebKit rendering engine is more than ready to generate each frame in under 8ms achieving 120 FPS.
Project mention: Pydlpack: DLPack data exchange interface in Python | news.ycombinator.com | 2024-01-04
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).
numba related posts
- Stumpy: Matrix profile time series analysis
- Data Parallel Extensions for Python: near-native speed for scientific computing
- Time Series Analysis for air pollution data not aligned [R] [P]
- [D] STUMPY v1.11.0 Released for Modern Time Series Analysis
- [D][R] Clustering techniques for time series - MSc thesis
- Looking for a simple Time Series model for predicting stock prices
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A note from our sponsor - WorkOS
workos.com | 28 Apr 2024
Index
What are some of the best open-source numba projects? This list will help you:
| Project | Stars | |
|---|---|---|
| 1 | stumpy | 2,984 |
| 2 | FinancePy | 1,898 |
| 3 | awkward | 793 |
| 4 | diffeqpy | 494 |
| 5 | warp-drive | 434 |
| 6 | ranx | 336 |
| 7 | CyberRadio | 194 |
| 8 | numpy-groupies | 191 |
| 9 | python-graphblas | 112 |
| 10 | numba-dpex | 68 |
| 11 | simba-ps | 69 |
| 12 | ruck | 52 |
| 13 | Python-Complementary-Languages | 31 |
| 14 | qnorm | 23 |
| 15 | dataiter | 23 |
| 16 | mapa | 23 |
| 17 | dpbench | 17 |
| 18 | CyRK | 12 |
| 19 | mandelbrot | 6 |
| 20 | python-performance-playground | 4 |
| 21 | pydlpack | 4 |
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