Examples

This directory contains examples demonstrating how to use Monarch for distributed computing.

Python Script Examples

These examples are formatted for sphinx-gallery and will be automatically converted to HTML documentation:

• ping_pong.py: Demonstrates the basics of Monarch’s Actor/endpoint API with a ping-pong communication example

• crawler.py: Demonstrates Monarch’s actor API and many-to-one communications with a web crawler example

• spmd_ddp.py: Shows how to run PyTorch’s Distributed Data Parallel (DDP) within Monarch actors

• grpo_actor.py: Implements a distributed PPO-like reinforcement learning algorithm using the Monarch actor framework

• distributed_tensors.py: Shows how to dispatch tensors and tensor level operations to a distributed mesh of workers and GPUs

• debugging.py: Shows how to use the Monarch debugger to debug a distributed program