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NVIDIA PhysicsNeMo Core (Latest Release)

Fourier Neural Operater for Darcy Flow

This example demonstrates how to set up a data-driven model for a 2D Darcy flow using the Fourier Neural Operator (FNO) architecture inside of PhysicsNeMo. This example runs on a single GPU, go to the darcy_nested_fno example for exploring a multi-GPU training.

Prerequisites

Install the required dependencies by running below:

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pip install -r requirements.txt

To train the model, run

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python train_fno_darcy.py

training data will be generated on the fly.

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