stconvs2s_时空卷积序列到序列网络以进行天气预报
使用说明.txt
319B
stconvs2s_code
tool
utils.py
8KB
__init__.py
0B
loss.py
293B
dataset.py
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train_evaluate.py
7KB
image
stconvs2s.png
466KB
main.py
5KB
data
.gitkeep
0B
chirps_mask_land.npy
20KB
LICENSE
34KB
examples.md
1KB
output
arima
chirps-arima-step15.out
201KB
chirps-arima.out
202KB
cfsr-arima.out
111KB
cfsr-arima-step15.out
111KB
full-dataset
results
ablation-stconvs2s-r-nochannelincrease
cfsr-ablation-stconvs2s-r-nochannelincrease-step5-v4.out
850B
chirps-ablation-stconvs2s-r-nochannelincrease-step5-v4.out
843B
ablation-stconvs2s-c-nochannelincrease
chirps-ablation-stconvs2s-c-nochannelincrease-step5-v4.out
842B
cfsr-ablation-stconvs2s-c-nochannelincrease-step5-v4.out
850B
ablation-stconvs2s-c-inverted
cfsr-ablation-stconvs2s-c-inverted-step5-v4.out
831B
chirps-ablation-stconvs2s-c-inverted-step5-v4.out
823B
enc-dec3d
chirps-enc-dec3d-step5-v4.out
783B
cfsr-enc-dec3d-step5-v4.out
791B
conv3d
cfsr-conv3d-step5-v4.out
784B
chirps-conv3d-step5-v4.out
781B
ablation-stconvs2s-notemporal
cfsr-ablation-stconvs2s-notemporal-step5-v4.out
829B
chirps-ablation-stconvs2s-notemporal-step5-v4.out
826B
mim
chirps-mim-step15-v2.out
3KB
chirps-mim-step5-v2.out
2KB
cfsr-mim-step5-v4-parado.out
820B
cfsr-mim-step5-v4.out
2KB
ablation-stconvs2s-r-notfactorized
chirps-ablation-stconvs2s-r-notfactorized-step5-v4.out
836B
cfsr-ablation-stconvs2s-r-notfactorized-step5-v4.out
839B
ablation-stconvs2s-nocausalconstraint
cfsr-ablation-stconvs2s-nocausalconstraint-step5-v4.out
846B
chirps-ablation-stconvs2s-nocausalconstraint-step5-v4.out
841B
conv2plus1d
chirps-conv2plus1d-step5-v4.out
789B
cfsr-conv2plus1d-step5-v4.out
793B
ablation-stconvs2s-r-inverted
chirps-ablation-stconvs2s-r-inverted-step5-v4.out
825B
cfsr-ablation-stconvs2s-r-inverted-step5-v4.out
830B
stconvs2s-c
cfsr-stconvs2s-c-step5-v4.out
2KB
chirps-stconvs2s-c-step15-v4.out
4KB
chirps-stconvs2s-c-step5-v4.out
2KB
cfsr-stconvs2s-c-step15-v4.out
4KB
stconvs2s-r
chirps-stconvs2s-r-step5-v4.out
2KB
chirps-stconvs2s-r-step15-v4.out
4KB
cfsr-stconvs2s-r-step15-v4.out
4KB
cfsr-stconvs2s-r-step5-v4.out
2KB
ablation-stconvs2s-c-notfactorized
cfsr-ablation-stconvs2s-c-notfactorized-step5-v4.out
840B
chirps-ablation-stconvs2s-c-notfactorized-step5-v4.out
835B
convlstm
chips-convlstm-step5-v4.out
2KB
cfsr-convlstm-step5-v4.out
2KB
old-cfsr-convlstm-step5-v4.out
2KB
cfsr-convlstm-step15-v4.out
4KB
old-chips-convlstm-step5-v4.out
2KB
chips-convlstm-step15-v4.out
3KB
predrnn
cfsr-predrnn-step15-v2.out
4KB
old-chirps-predrnn-step5-v2.out
2KB
chirps-predrnn-step5-v2.out
2KB
chirps-predrnn-step15-v2.out
3KB
cfsr-predrnn-step5-v2.out
2KB
.gitkeep
0B
ml_builder.py
9KB
arima.py
5KB
model
__init__.py
0B
stconvs2s.py
3KB
generator_block.py
7KB
baselines
predrnn.py
5KB
__init__.py
634B
mim.py
12KB
conv2plus1d.py
7KB
encoder-decoder3d.py
3KB
conv3d.py
3KB
convlstm.py
6KB
temporal_block.py
5KB
ablation
__init__.py
634B
stconvs2s.py
11KB
temporal_block.py
11KB
spatial_block.py
4KB
spatial_block.py
2KB
.gitignore
75B
README.md
5KB
notebooks
run-notebooks.sh
1014B
notebook-builder.ipynb
8KB
dropout-search
run-notebooks-dropout-search.sh
1KB
stconvs2s-c
cfsr-step5-v4.ipynb
118KB
chirps-step5-v4.ipynb
122KB
stconvs2s-r
cfsr-step5-v4.ipynb
117KB
chirps-step5-v4.ipynb
109KB
settings.py
3KB
README.md
1KB
config
create-env.sh
589B
mail_config.ini
76B
environment.yml
259B
environment-freeze.yml
4KB
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