Implementation:Google deepmind Mujoco MJX Warp FFI

Knowledge Sources	Google_deepmind_Mujoco
Domains	Foreign Function Interface, JAX-Warp Bridge, GPU Computing, Type Marshalling
Last Updated	2026-02-15 04:00 GMT

Overview

FFI helper module that marshals JAX arrays and Python dataclasses into flattened argument signatures compatible with NVIDIA Warp kernel launches.

Description

ffi.py provides the core interoperability layer between JAX and Warp within the MJX pipeline. Its primary function flatten_signature takes an inspect.Signature and a tuple of arguments, then expands tuples and dataclasses into flat parameter lists that Warp kernels can consume. The @format_args_for_warp decorator applies this flattening logic transparently so that MJX shim functions (collision_driver, forward, smooth) can declare rich typed signatures while the FFI layer handles the conversion to Warp-compatible flat arrays.

Usage

This module is used by all MJX Warp bridge modules (collision_driver, forward, smooth) via the @ffi.format_args_for_warp decorator. It is also imported directly when custom Warp kernel invocations are needed from JAX code.

Code Reference

Source Location

• Repository: Google_deepmind_Mujoco
• File: mjx/mujoco/mjx/warp/ffi.py
• Lines: 1-418

Key Functions

def flatten_signature(signature: inspect.Signature, args: Tuple[Any, ...]):
    """Flattens a tuple/dataclass signature."""

def expand_parameter(parameter, arg_iter):
    """Expands a single parameter into flat sub-parameters for tuples and dataclasses."""

def format_args_for_warp(func):
    """Decorator that transforms rich-typed arguments into flat Warp-compatible arrays."""

Import

from mujoco.mjx.warp import ffi
from mujoco.mjx.warp.ffi import flatten_signature, format_args_for_warp

I/O Contract

Inputs

Name	Type	Required	Description
signature	inspect.Signature	Yes	The function signature to flatten
args	Tuple[Any, ...]	Yes	Positional arguments containing JAX arrays, tuples, or dataclasses
func	Callable	Yes	The shim function to decorate (for format_args_for_warp)

Outputs

Name	Type	Description
flattened_params	list[inspect.Parameter]	Expanded flat parameter list with unique names (e.g., name__0, name__field)
wrapped_func	Callable	Decorated function that auto-flattens arguments before Warp dispatch

Related Pages

• Google_deepmind_Mujoco_MJX_Warp_Collision_Driver - Uses @ffi.format_args_for_warp for collision shim
• Google_deepmind_Mujoco_MJX_Warp_Forward - Uses @ffi.format_args_for_warp for forward dynamics shim
• Google_deepmind_Mujoco_MJX_Warp_Smooth - Uses @ffi.format_args_for_warp for smooth dynamics shim
• Google_deepmind_Mujoco_JAX_Experimental_FFI - Lower-level JAX-Warp FFI implementation used by this module