Discover probcomp/b3d Open Source project

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

1,794

bayeslite

A Bayesian database table for querying the probable implications of data as easily as SQL databases query the data itself. New implementation in http://github.com/probcomp/bayeslite

922

BayesDB

889

crosscat

A domain-general, Bayesian method for analyzing high-dimensional data tables

A domain-specific probabilistic programming language for scalable Bayesian data cleaning

322

PClean

An embedded language for probabilistic programming and meta-programming.

217

metaprob

JavaScript

168

gen-quickstart

Gen learning material as Jupyter notebooks

A domain-specific probabilistic programming language for modeling and inference with language models

128

LLaMPPL

Probabilistic programming with HuggingFace language models

110

hfppl

Haskell prototype to accompany the paper "ADEV: Sound Automatic Differentiation of Expected Values of Probabilistic Programs"

adev

Haskell

sppl

Probabilistic programming system for fast and exact symbolic probabilistic inference

Automatically convert Julia methods to Gen functions.

Genify.jl

The Fast Loaded Dice Roller: A Near-Optimal Exact Sampler for Discrete Probability Distributions

fast-loaded-dice-roller

trcrpm

Temporally-reweighted Chinese restaurant process mixture models for multivariate time series

Primary implementation of the Venture probabilistic programming system

Venturecxx

C++

cgpm

Library of composable generative population models which serve as the modeling and inference backend of BayesDB.

bayes3d

Building blocks for simple and advanced particle filtering in Gen.

GenParticleFilters.jl

Automated SMC with Probabilistic Program Proposals, for the Gen PPL.

GenSMCP3.jl

GPT-3 as a generative function in Gen.

GenGPT3.jl

Featherweight embedded probabilistic programming language and compositional inference programming library

GenExperimental.jl

jupyter/datascience-notebook with probcomp libraries

notebook

A general-purpose probabilistic programming system with programmable inference.

Gen.clj

ThreeDP3

An interactive, browser-based probabilistic programming environment.

iventure

Optimal Approximate Sampling from Discrete Probability Distributions

optimal-approximate-sampling

Code accompanying the paper "Automating Involutive MCMC using Probabilistic and Differentiable Programming"

autoimcmc

Probabilistic programming with programmable variational inference.

programmable-vi-pldi-2024

Distributed computational science made easy, in Python

Cloudless

Cooperative Language-Guided Inverse Plan Search (CLIPS).

CLIPS.jl

TensorFlow plugin for Gen probabilistic programming system.

GenTF

Prototype of the system described in "Trace Types and Denotational Semantics for Sound Programmable Inference in Probabilistic Languages"

haskell-trace-types

Haskell

developer

Developer environment for probcomp repos

Makefile

bdbcontrib

BayesDB contributions, including plotting, helper methods, and examples

Experimental port of ADEV to Julia

ADEV.jl

A visualization library for probabilistic programming in Gen.

GenViz

Experiments for PLDI 2019 submission on Gen

pldi2019-gen-experiments

Agent modeling and inverse planning, using PDDL and Gen.

InversePlanning.jl

Experimental educational implementation of CrossCat in Haskell

haxcat

Haskell

SPPL.jl

A small DSL for programming sppl across PythonCall.jl

Packaging for probcomp software.

packaging

PoseComposition.jl

Experimental package for variable elimination in factor graphs derived from generative functions

GenVariableElimination.jl

SpikingInferenceCircuits.jl

Use Distributions.jl distributions from within Gen

GenDistributions.jl

A DSL for defining stochastic maps between traces of Gen generative functions

GenTraceKernelDSL.jl

gen-finance

Gen plugin to allow PyTorch computations to be used as Gen generative functions.

GenPyTorch.jl

MIT Probabilistic Computing Project software stack

probcomp-stack

Shell

GenSP.jl

Probabilistic programming library extending Gen with support for Stochastic Probabilities

Components for building generative models of the motion of an agent moving around a 2D environment.

Gen2DAgentMotion.jl

Gen examples with a Travis CI build that tests that they run

GenExamples.jl

GenFlux.jl

InverseGraphics

A simple application demonstrating some of the capabilities of the Metaprob probabilistic programming language

curve-fitting

bayesrest

Minimal implementation of composable generative population models for Bayesian synthesis of probabilistic programs.

cgpm2

Make Julia code probabilistic-programming-ready by allowing calls to `rand` to be annotated with traced addresses.

TracedRandom.jl

Experiments and figure generation for NIPS 2017 paper on AIDE

nips2017-aide-experiments

Simple parallel mapping utility for Python 3.

parallel_map

Examples of Gen applied to perception problems

gen-examples-perception

A Gen plugin for using Flux's optimizers to fit a probabilistic program's parameters

GenFluxOptimizers.jl

aistats2023-smcp3

Circuits.jl

Distributions on spaces of rotations and other spatial spaces.

GenDirectionalStats.jl

Python package for generating PNGs of code and math with custom highlighted regions using LaTeX

tutorial_highlighter

Code to accompany the paper "Recursive Monte Carlo and Variational Inference with Auxiliary Variables"

ravi-uai-2022

A Julia implementation of generic sequential Monte Carlo (SMC) and conditional SMC.

SMC.jl

inferenceql.viz

An experimental fork of ForwardDiff.jl to support differentiation with respect to an a-priori unknown number of parameters

DynamicForwardDiff.jl

Gen.jl wrapper for the Redner differentiable renderer

GenRedner.jl

bayeslite-apsw

GenPOMDPs.jl

High FPS rendering. Supports Depth, RGB, and RGB+Texture

GLRenderer.jl

Minimal OpenGL-based 3D depth renderer in Julia

DepthRenderer

DURableVS: Data-efficient Unsupervised Recalibrating Visual Servoing via online learning in a structured generative model

durablevs

A wrapper package for using JAX from Julia via PythonCall.

JAX.jl

Sequential Monte Carlo and annealed importance sampling inference library for Gen

GenPseudoMarginal.jl