multi-node-jax-ffi-debug

Community

Debug multi-node JAX FFI on SLURM clusters.

AuthorKangOxford
Version1.0.0
Installs0

System Documentation

What problem does it solve?

Systematically diagnose and resolve multi-node JAX + CUDA FFI kernel failures when using shard_map on SLURM clusters.

Core Features & Use Cases

  • Provides a structured six-step fix sequence to diagnose and repair common multi-node JAX FFI issues.
  • Guides reliable environment propagation, explicit GPU allocation, distributed initialization, and all-rank synchronization to prevent deadlocks.
  • Includes practical coordinator resolution strategies using scontrol and robust wrapper scripts to ensure correct per-node setups.

Quick Start

Follow the six-step checklist to stabilize a multi-node JAX FFI run on SLURM by wrapping environment setup, requesting GPUs, enabling all ranks in distributed init, ensuring collective ops, and resolving the coordinator with scontrol.

Dependency Matrix

Required Modules

None required

Components

Standard package

💻 Claude Code Installation

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Please help me install this Skill:
Name: multi-node-jax-ffi-debug
Download link: https://github.com/KangOxford/auto-quant-research/archive/main.zip#multi-node-jax-ffi-debug

Please download this .zip file, extract it, and install it in the .claude/skills/ directory.
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