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Oceanbench osse_gf_nadir_sst reproduce
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train_patcher_kw: | |
patches: | |
time: 15 | |
lon: 200 | |
lat: 200 | |
strides: | |
time: 1 | |
lon: 50 | |
lat: 50 | |
domain_limits: | |
lat: | |
_target_: builtins.slice | |
_args_: [33.0, 43.0] # img size of 200 | |
lon: | |
_target_: builtins.slice | |
_args_: [-65.0, -55.0] # img size of 200 | |
time: | |
_target_: builtins.slice | |
_args_: ['2013-02-01', '2013-09-30'] # train times | |
val_patcher_kw: | |
patches: | |
time: 15 | |
lon: 200 | |
lat: 200 | |
strides: | |
time: 1 | |
lon: 200 | |
lat: 200 | |
domain_limits: | |
lat: | |
_target_: builtins.slice | |
_args_: [33.0, 43.0] # img size of 200 | |
lon: | |
_target_: builtins.slice | |
_args_: [-65.0, -55.0] # img size of 200 | |
time: | |
_target_: builtins.slice | |
_args_: ['2013-01-01', '2013-02-01'] # val times | |
test_patcher_kw: | |
patches: | |
time: 15 | |
lon: 200 | |
lat: 200 | |
strides: | |
time: 1 | |
lon: 200 | |
lat: 200 | |
domain_limits: | |
lat: | |
_target_: builtins.slice | |
_args_: [33.0, 43.0] # img size of 200 | |
lon: | |
_target_: builtins.slice | |
_args_: [-65.0, -55.0] # img size of 200 | |
time: | |
_target_: builtins.slice | |
_args_: ['2012-10-22', '2012-12-02'] # test times | |
model: | |
_target_: models.4dvarnet_model.Lit4dVarNet | |
solver: | |
_target_: models.4dvarnet_model.GradSolver | |
n_step: 12 | |
lr_grad: 100 | |
prior_cost: | |
_target_: models.4dvarnet_model.BilinAEPriorCost | |
dim_in: 15 | |
dim_hidden: 64 | |
downsamp: 2 | |
obs_cost: | |
_target_: models.4dvarnet_model.MultiModalObsCost | |
dim_in: 15 | |
dim_hidden: 5 | |
grad_mod: | |
_target_: models.4dvarnet_model.ConvLstmGradModel | |
dim_in: 15 | |
dim_hidden: 96 | |
rec_weight: | |
_target_: models.4dvarnet_utils.get_triang_time_wei | |
patch_dims: | |
time: 15 | |
lat: 200 | |
lon: 200 | |
crop: | |
time: 0 | |
lat: 5 | |
lon: 5 | |
offset: 0 | |
opt_fn: | |
_target_: torch.optim.Adam | |
_partial_: true | |
lr: 0.001 |
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0 | ||
---|---|---|
nrmse | 0.711 | |
lambda_x_isotrop | 87.69 km | |
lambda_x_spacetime | 138.67 km | |
lambda_t_spacetime | 10.37 days | |
method | 4dvarnet | |
task | DC2020 OSSE Gulfstream Nadir |
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