AeroTransformer Demo

The AeroTransformer demo is the real SuperWing surrogate workflow. It can download small SuperWing config metadata and ATsurf_S artifacts on demand.

Smoke Run

python main_dflow_aerotransformer.py \
  --download-configs \
  --download-aerotransformer \
  --num-samples 1 \
  --train-iters 10 \
  --optim-steps 2

Generate Candidate Visualizations

After a run, use:

python experiments/visualize_aerotransformer_candidates.py \
  --output-dir results_dflow_aerotransformer \
  --aerotransformer-config data/aerotransformer/ATsurf_S/model_config.json \
  --aerotransformer-checkpoint data/aerotransformer/ATsurf_S/best_model_weights

For SuperWing-style field and geometry figures:

python experiments/visualize_superwing_aerotransformer_fields.py \
  --output-dir results_dflow_aerotransformer \
  --aerotransformer-config data/aerotransformer/ATsurf_S/model_config.json \
  --aerotransformer-checkpoint data/aerotransformer/ATsurf_S/best_model_weights

Generated result folders, figures, and checkpoints are ignored by Git.