Surrogate-Newton CFD FSB-DiT airfoil inference weights
This repository contains the inference-only EMA weights and matching
normalization statistics for the airfoil FSB-DiT model used by
Surrogate-Newton CFD.
See the
project page
for the method and results.
The checkpoint intentionally excludes optimizer state, scheduler state,
training history, training configuration paths, and non-EMA training weights.
It cannot resume training. It is the deployment artifact that reproduces the
same model state as loading the private training checkpoint with use_ema=True.
Files
| File | Size | SHA-256 |
|---|
fsb-dit-airfoil-2608.04400-inference.pt | 362,194,924 bytes | 4291eb87bd9771e5619dc9745ee4268b2c1ca47d17c3c4e692f0fa5f1876447c |
turbulent-scale-stats.json | 671 bytes | 2c5589d891aac5d7b0ce621b4c4b044da81e630bae720515f0831555d440ef97 |
Use the checkpoint and statistics as one release pair. The source training
checkpoint had SHA-256
0b8be8a31cc972fb817f46369c1d39efd39b703f307ba28eb85be388c7b2d942.
The exported checkpoint contains 237 model-state tensors and was verified
tensor-for-tensor against the EMA-applied source state.
Download and verify
Use the maintained downloader from the code repository. It pins an immutable
Hub revision and verifies both the byte size and SHA-256 digest before making
either file available:
1git clone https://github.com/LeiMingcheng/surrogate-newton-cfd.git
2cd surrogate-newton-cfd
3scripts/download_checkpoint.sh artifacts
Do not download an unpinned main revision for reproducible deployment.
Deployment
The recommended production layout keeps these files outside the runtime image
and mounts the artifact directory read-only at container start. This permits
independent code and model rollbacks, avoids duplicating the weights in each
image layer, and makes digest verification straightforward.
The training dataset, full resume checkpoint, and flow-perceptual encoder
checkpoint are not distributed in this repository.
License
The inference checkpoint, matching normalization statistics, and model-card
materials in this repository are released under the
BSD 3-Clause License.