From 3f7a8a45f86bcbe70257a74307e1e9a789fff6f2 Mon Sep 17 00:00:00 2001 From: Mohammad Amin Nabian Date: Tue, 5 Nov 2024 12:27:23 -0800 Subject: [PATCH] XAeroNet (#692) * adding xaeronet-s model * add validation plots * xaeronet-v model * formatting * update changelog * remove json file * address review comments * multi-scale support, minor fixes --- CHANGELOG.md | 1 + docs/img/xaeronet_s_results.png | Bin 0 -> 1507239 bytes docs/img/xaeronet_v_results.png | Bin 0 -> 1391997 bytes examples/cfd/xaeronet/README.md | 164 +++++++ .../xaeronet/cleanup_corrupted_downloads.sh | 48 +++ examples/cfd/xaeronet/download_aws_dataset.sh | 64 +++ examples/cfd/xaeronet/requirements.txt | 1 + .../xaeronet/surface/combine_stl_solids.py | 91 ++++ .../cfd/xaeronet/surface/compute_stats.py | 209 +++++++++ .../cfd/xaeronet/surface/conf/config.yaml | 63 +++ examples/cfd/xaeronet/surface/dataloader.py | 184 ++++++++ examples/cfd/xaeronet/surface/preprocessor.py | 329 ++++++++++++++ examples/cfd/xaeronet/surface/train.py | 404 ++++++++++++++++++ examples/cfd/xaeronet/utils.py | 108 +++++ examples/cfd/xaeronet/volume/compute_stats.py | 144 +++++++ examples/cfd/xaeronet/volume/conf/config.yaml | 71 +++ examples/cfd/xaeronet/volume/dataloader.py | 143 +++++++ examples/cfd/xaeronet/volume/partition.py | 103 +++++ examples/cfd/xaeronet/volume/preprocessor.py | 273 ++++++++++++ examples/cfd/xaeronet/volume/sdf.py | 130 ++++++ examples/cfd/xaeronet/volume/train.py | 388 +++++++++++++++++ modulus/datapipes/cae/readers.py | 37 ++ modulus/models/unet/unet.py | 181 +++++++- 23 files changed, 3128 insertions(+), 8 deletions(-) create mode 100644 docs/img/xaeronet_s_results.png create mode 100644 docs/img/xaeronet_v_results.png create mode 100644 examples/cfd/xaeronet/README.md create mode 100755 examples/cfd/xaeronet/cleanup_corrupted_downloads.sh create mode 100755 examples/cfd/xaeronet/download_aws_dataset.sh create mode 100644 examples/cfd/xaeronet/requirements.txt create mode 100644 examples/cfd/xaeronet/surface/combine_stl_solids.py create mode 100644 examples/cfd/xaeronet/surface/compute_stats.py create mode 100644 examples/cfd/xaeronet/surface/conf/config.yaml create mode 100644 examples/cfd/xaeronet/surface/dataloader.py create mode 100644 examples/cfd/xaeronet/surface/preprocessor.py create mode 100644 examples/cfd/xaeronet/surface/train.py create mode 100644 examples/cfd/xaeronet/utils.py create mode 100644 examples/cfd/xaeronet/volume/compute_stats.py create mode 100644 examples/cfd/xaeronet/volume/conf/config.yaml create mode 100644 examples/cfd/xaeronet/volume/dataloader.py create mode 100644 examples/cfd/xaeronet/volume/partition.py create mode 100644 examples/cfd/xaeronet/volume/preprocessor.py create mode 100644 examples/cfd/xaeronet/volume/sdf.py create mode 100644 examples/cfd/xaeronet/volume/train.py diff --git a/CHANGELOG.md b/CHANGELOG.md index a79f924e82..93824e625a 100644 --- a/CHANGELOG.md +++ b/CHANGELOG.md @@ -18,6 +18,7 @@ and this project adheres to [Semantic Versioning](https://semver.org/spec/v2.0.0 - Bistride Multiscale MeshGraphNet example. - FIGConvUNet model and example. - The Transolver model. +- The XAeroNet model. - Incoporated CorrDiff-GEFS-HRRR model into CorrDiff, with lead-time aware SongUNet and cross entropy loss. diff --git a/docs/img/xaeronet_s_results.png b/docs/img/xaeronet_s_results.png new file mode 100644 index 0000000000000000000000000000000000000000..0af1fbb2d59ef6ca4e84275afc0cf58d045ca066 GIT binary patch literal 1507239 zcmbTdWmp?s*9IEAMcY!`U5mR*ad#;0#a)6^3KVzu;$EP*7q`$tae@ce;C{mMyx;e| z*E#=Au1PYPz1LndduFYDuY0XTs4B}~pc0}2000a**^lY~06IDVfLQ(t8Fpm-%+?VA zK&`crlvI_Ilq6Smb+WRtw*&xWBT~{(G&T0#1wH#Z3B3LQ2ggvrD=q+6^!2yI$%M2l z{MUEpP5ReMqSAYNp8zR( zk6yr4w0s8tA$!Kz?!aebso)`%9e4mzA@QWbPDz0us-d|-0v`gP2)Xf~X7r8HnMbmX z*-x=#G8LB%^f)D#2QG8AX_55;=434Zc|1R{3njop_^)`o&$1k?!ExkK|c@N}Z;G zAN{wK^1J)5-wCVH+Vbjusf_-*>B-l_JuP`G<(J#QW*=L2*FI!E=OYc6>MRd_YRD!( 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