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lines changed Original file line number Diff line number Diff line change 1+ # Hybrid ML-SU2 Coupling Example
2+
3+ This example demonstrates how to couple SU2 with PyTorch for Physics-Informed Machine Learning (PIML).
4+
5+ ## Features
6+ - Real-time data extraction from SU2 using ` GetOutputValue() `
7+ - Online training of ML surrogate model
8+ - Integration with ` CSinglezoneDriver ` and ` mpi4py `
9+
10+ ## Requirements
11+ - SU2 with Python wrapper
12+ - PyTorch
13+ - mpi4py
14+
15+ ## Usage
16+ ``` bash
17+ python hybrid_ml_example.py
18+ ```
19+
20+ ## Description
21+ Extracts flow variables (e.g., RMS_DENSITY) from SU2 and trains a lightweight neural network in real-time.
Original file line number Diff line number Diff line change 1+ """
2+ Hybrid ML-SU2 Coupling Example
3+ Demonstrates real-time coupling between SU2 solver and PyTorch ML model
4+ """
5+ from mpi4py import MPI
6+ import torch
7+ import torch .nn as nn
8+
9+ # Initialize MPI
10+ comm = MPI .COMM_WORLD
11+ rank = comm .Get_rank ()
12+
13+ # Define ML Surrogate Model
14+ class SimpleSurrogate (nn .Module ):
15+ def __init__ (self , input_dim , output_dim ):
16+ super (SimpleSurrogate , self ).__init__ ()
17+ self .fc1 = nn .Linear (input_dim , 64 )
18+ self .relu = nn .ReLU ()
19+ self .fc2 = nn .Linear (64 , output_dim )
20+
21+ def forward (self , x ):
22+ return self .fc2 (self .relu (self .fc1 (x )))
23+
24+ if rank == 0 :
25+ print ("Initializing SU2-PyTorch Hybrid Coupling Example..." )
26+
27+ # Initialize ML model
28+ surrogate_model = SimpleSurrogate (input_features = 1 , output_features = 1 )
29+ optimizer = torch .optim .Adam (surrogate_model .parameters (), lr = 0.001 )
30+ criterion = nn .MSELoss ()
31+
32+ # TODO: Initialize SU2 solver with CSinglezoneDriver
33+ # solver = CSinglezoneDriver('config.cfg', comm)
34+
35+ print ("Setup complete. Ready for hybrid simulation." )
36+
37+ MPI .Finalize ()
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