funsor VS numpyro

Compare funsor vs numpyro and see what are their differences.

funsor

Functional tensors for probabilistic programming (by pyro-ppl)
probabilistic-programming Pytorch Numpy Symbolic Machine Learning pyro Jax
Source Code
funsor.pyro.ai
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numpyro

Probabilistic programming with NumPy powered by JAX for autograd and JIT compilation to GPU/TPU/CPU. (by pyro-ppl)
pyro Jax hmc inference-algorithms Numpy bayesian-inference probabilistic-programming Mcmc
Source Code
num.pyro.ai
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funsor numpyro
1 2
233 2,056
1.7% 1.9%
3.3 8.7
9 months ago 3 days ago
Python Python
Apache License 2.0 Apache License 2.0
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funsor

Posts with mentions or reviews of funsor. We have used some of these posts to build our list of alternatives and similar projects.
  • Functions are Vectors
    1 project | news.ycombinator.com | 30 Jul 2023
    Plug for the Funsor library, written by Eli Bingham and me for use in the Pyro and NumPyro probabilistic programming languages. We tried to take the "functions are tensors" perspective and make a numpy-like library for functions, aimed mostly at the log-density functions of probability distributions.

    Paper: "Functional Tensors for Probabilistic Programming" (2019) https://arxiv.org/abs/1910.10775

    Code: https://github.com/pyro-ppl/funsor

numpyro

Posts with mentions or reviews of numpyro. We have used some of these posts to build our list of alternatives and similar projects. The last one was on 2024-02-10.

What are some alternatives?

When comparing funsor and numpyro you can also consider the following projects:

pyprobml - Python code for "Probabilistic Machine learning" book by Kevin Murphy

PyMC - Bayesian Modeling and Probabilistic Programming in Python

lightwood - Lightwood is Legos for Machine Learning.

trax - Trax — Deep Learning with Clear Code and Speed

pyro - Deep universal probabilistic programming with Python and PyTorch

einops - Flexible and powerful tensor operations for readable and reliable code (for pytorch, jax, TF and others)

ivy - The Unified AI Framework

BayesianEcosystems_IAP - Notes and code for Bayesian ecosystem modeling IAP course

Bayeslite - BayesDB on SQLite. A Bayesian database table for querying the probable implications of data as easily as SQL databases query the data itself.

datasets - TFDS is a collection of datasets ready to use with TensorFlow, Jax, ...

MultiBUGS - Multi-core BUGS for fast Bayesian inference of large hierarchical models

funsor vs pyprobml numpyro vs PyMC funsor vs lightwood numpyro vs trax funsor vs pyro numpyro vs einops funsor vs ivy numpyro vs pyprobml numpyro vs BayesianEcosystems_IAP numpyro vs Bayeslite numpyro vs datasets numpyro vs MultiBUGS