Back to The Julia Language
GSoC 2026

CLI Tools for Efficient MCMC Inference in TuringLang

This project develops agent-accessible CLI tooling for the Julia Bayesian ecosystem, delivering three main components: DoodlePPL CLI for model validation, code generation, sampling, and diagnostics with structured JSON output, MCMCChains.js, a TypeScript npm library enabling MCMC diagnostics and visualizations in the browser and TuringCLI, a command-line interface for Turing.jl that provides machine-readable JSON outputs, with all three deliverables building upon and extending the GSoC 2025 work on DoodleBUGS.

Project details

Contributor

Shravanpuri Goswami

Mentors

Not available

Technologies

Not listed in the archive