transpailer and transalchemy

About transpailer

twiecki/transpailer

LLM-based, self-correcting transpiler, supports Jax, PyToch, Rust, PyMC, Stan

About transalchemy

pymc-labs/transalchemy

LLM-based, self-correcting transpiler. Supports JAX, PyTorch, Rust, PyMC, Stan.

This tool helps data scientists, statisticians, and machine learning engineers convert their computational models between different programming languages like PyMC, Stan, JAX, PyTorch, and optimized Rust. You provide your existing model code, and it automatically generates an equivalent, validated, and often much faster version in a different language, complete with numerical checks. This is designed for practitioners who build and deploy probabilistic models or deep learning systems.