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+# Particle Mesh Simulation with JAXPM on Multi-GPU and Multi-Host Systems
+
+This collection of notebooks demonstrates how to perform Particle Mesh (PM) simulations using **JAXPM**, leveraging JAX for efficient computation on multi-GPU and multi-host systems. Each notebook progressively covers different setups, from single-GPU simulations to advanced, distributed, multi-host simulations across multiple nodes.
+
+## Table of Contents
+
+1. **[Single-GPU Particle Mesh Simulation](01-Introduction.ipynb)**
+   - Introduction to basic PM simulations on a single GPU.
+   - Uses JAXPM to run simulations with absolute particle positions and Cloud-in-Cell (CIC) painting.
+
+2. **[Advanced Particle Mesh Simulation on a Single GPU](02-Advanced_usage.ipynb)**
+   - Explores Lagrangian Perturbation Theory (LPT) simulations.
+   - Introduces weighted field projections, boundary handling, and adjustments to halo sizes.
+
+3. **[Multi-GPU Particle Mesh Simulation with Halo Exchange](03-MultiGPU_PM_Halo.ipynb)**
+   - Extends PM simulation to multi-GPU setups with halo exchange.
+   - Uses sharding and device mesh configurations to manage distributed data across GPUs.
+
+4. **[Multi-GPU Particle Mesh Simulation with Advanced Solvers](04-MultiGPU_PM_Solvers.ipynb)**
+   - Compares different ODE solvers (Leapfrog and Dopri5) in multi-GPU simulations.
+   - Highlights performance, memory considerations, and solver impact on simulation quality.
+
+5. **[Multi-Host Particle Mesh Simulation](05-MultiHost_PM.ipynb)**
+   - Extends PM simulations to multi-host, multi-GPU setups for large-scale simulations.
+   - Guides through job submission, device initialization, and retrieving results across nodes.
+
+## Getting Started
+
+Each notebook includes installation instructions and guidelines for configuring JAXPM and required dependencies. Follow the setup instructions in each notebook to ensure an optimal environment.
+
+## Requirements
+
+- **JAXPM** (included in the installation commands within notebooks)
+- **Diffrax** for ODE solvers
+- **JAX** with CUDA support for multi-GPU or TPU setups
+- **SLURM** for job scheduling on clusters (if running multi-host setups)
+
+> **Note**: These notebooks are tested on the **Jean Zay** supercomputer and may require configuration changes for different HPC clusters.