Add precise primitive handlers to the JAX Jaxpr interpreter.
npx skills add https://github.com/adrhill/asdex --skill add-handler-adrhill
Please help me install this Agent Skill. Skill: add-handler Source: https://github.com/adrhill/asdex/tree/main/.claude/skills/add-handler Command: npx skills add https://github.com/adrhill/asdex --skill add-handler-adrhill
This Skill streamlines the JAX Jaxpr interpreter by adding precise, primitive-specific handlers, replacing less efficient, conservative fallbacks for improved performance and accuracy.
Use the add-handler skill to add a precise primitive handler for the 'reshape' primitive.
High-intent search queries and answers about installing and using this skill.
To add a primitive handler to the JAX Jaxpr interpreter, you implement custom logic for specific JAX primitives that accurately maps input and output indices. This replaces conservative fallbacks with specialized code.
JAX uses a dense fallback for unsupported primitives during Jaxpr interpretation to ensure computation completes safely. This conservative approach prevents errors but sacrifices performance and sparse Jacobian accuracy.
You can compute sparse Jacobians correctly by developing precise primitive handlers for the JAX Jaxpr interpreter. This custom logic maps Jacobian structures accurately, replacing the slower dense fallback logic.
Yes, implementing custom primitive handlers requires an advanced understanding of JAX internals, Jaxpr, and Python programming. You need this knowledge to develop and test handler logic for specific JAX operations.
The best way to optimize JAX interpreter performance is replacing generic fallback logic with precise primitive-specific handlers. This specialized code for specific JAX operations improves both computation speed and accuracy.
You should replace conservative fallback logic in the JAX Jaxpr interpreter when JAX encounters an unsupported primitive and you need efficient computation. This ensures sparse Jacobians are computed correctly without relying on dense fallbacks.
mcclowesDesigns Lexer, parser, AST, and interpreter patterns for language features in Lea.
findexuGenerate runnable test files for newly added or modified code.
extropic-aiGenerate and simulate THRML code for JAX-based Ising and Boltzmann machines.
tondevrelSolve PDEs and run differentiable physics simulations with JAX.
