| (nan, 'xp') | ('dc_ose_metrics.csv', 'Method') | ('dc_ose_metrics.csv', 'µ(RMSE) ') | ('dc_ose_metrics.csv', 'λx (km)') | ('dc_ose_metrics.csv', 'σ(RMSE)') | ('ose_metrics.csv', 'rmse') | ('ose_metrics.csv', 'λx') | ('ose_metrics.csv', 'μ') | ('osse_metrics.csv', 'RMSE (m)') | ('osse_metrics.csv', 'λt') | ('osse_metrics.csv', 'λx') | ('osse_metrics.csv', 'μ') | ('osse_metrics.csv', 'σ') | root['input_da']['path'] | root['domains']['val']['time']['_args_'][0] | root['domains']['val']['time']['_args_'][1] | root['aug_factor'] | root['aug_only'] | root['domains']['train']['time']['_args_'][0] | root['xrds_kw']['strides']['lat'] | root['xrds_kw']['strides']['lon'] | root['dl_kw']['batch_size'] | root['_target_'] | root['input_da']['_target_'] | root['xrds_kw']['patch_dims']['time'] | root['opt_fn']['_target_'] | root['rec_weight']['_target_'] | root['rec_weight']['crop']['time'] | root['solver']['prior_cost']['dim_hidden'] | root['solver']['grad_mod']['dim_hidden'] | root['opt_fn']['lr'] | root['rec_weight']['crop']['lat'] | root['rec_weight']['crop']['lon'] | root['rec_weight']['patch_dims']['time'] | root['norm_stats']['self']['obj_cfg']['xrds_kw']['patch_dims']['time'] | root['norm_stats']['self']['obj_cfg']['dl_kw']['batch_size'] | root['norm_stats']['self']['obj_cfg']['aug_factor'] | root['solver']['n_step'] | root['solver']['prior_cost']['dim_in'] | root['solver']['grad_mod']['dim_in'] | root['logger']['save_dir'] | root['logger']['name'] | root['max_epochs'] | root['callbacks'][1]['_target_'] | root['callbacks'][1]['filename'] |
bigger_model_lr1_augon3 | base | 4DVarNet | 0.886941015885971 | 97.0 | 0.0804645114848811 | 0.0607454393157336 | 106.28096698037024 | 0.8956322910456862 | 0.0238266915195385 | 5.137 | 0.708 | 0.95878 | 0.00574 | data/natl_gf_w_5nadirs.nc | 2012-12-15 | 2013-02-24 | 3.0 | True | 2013-02-04 | 240.0 | 240.0 | 8.0 | src.data.BaseDataModule | src.utils.load_altimetry_data | 15.0 | src.utils.cosanneal_lr_adam | src.utils.get_cropped_hanning_mask | 3.0 | 128.0 | 256.0 | 0.001 | 20.0 | 20.0 | 15.0 | 15.0 | 8.0 | 3.0 | 15.0 | 15.0 | 15.0 | /raid/localscratch/qfebvre/4dvarnet-starter/outputs/2023-02-09/08-27-57 | base | 200.0 | pytorch_lightning.callbacks.StochasticWeightAveraging | {epoch:03d}-{val_rmse:.4f} |
natl_center_output | enatl | 4DVarNet | 0.8957286656731851 | 99.0 | 0.08178977160895051 | 0.0531588247156628 | 106.01498325506792 | 0.9081223846616662 | 0.0251971253167091 | 5.068 | 0.747 | 0.95628 | 0.01071 | data/natl_gf_w_5nadirs.nc | 2012-12-15 | 2013-02-24 | 6.0 | True | 2013-02-04 | 240.0 | 240.0 | 4.0 | src.data.ConcatDataModule | src.utils.load_altimetry_data | 15.0 | src.utils.cosanneal_lr_adam | src.utils.get_triang_time_wei | 0.0 | 64.0 | 96.0 | 0.001 | 20.0 | 20.0 | 15.0 | 15.0 | 8.0 | 3.0 | 15.0 | 15.0 | 15.0 | /raid/localscratch/qfebvre/4dvarnet-starter/outputs/2023-02-23/15-33-23 | enatl | 200.0 | pytorch_lightning.callbacks.LearningRateMonitor | {epoch:03d}-{val_rmse:.4f} |
sub_100km | base | 4DVarNet | 0.8899394714034555 | 99.0 | 0.06996714991195566 | 0.059361238930943 | 105.25183115259884 | 0.9007334117775904 | 0.0239805708996144 | 18.607 | 1.068 | 0.95876 | 0.00636 | /raid/localscratch/qfebvre/sla-data-registry/qdata/natl20.nc | 2012-12-15 | 2013-02-24 | 2.0 | True | 2013-02-04 | 240.0 | 240.0 | 4.0 | src.data.BaseDataModule | src.utils.load_altimetry_data | 17.0 | src.utils.half_lr_adam | src.utils.get_constant_crop | 6.0 | 75.0 | 100.0 | 0.001 | 20.0 | 20.0 | 17.0 | 17.0 | 4.0 | 2.0 | 10.0 | 17.0 | 17.0 | /raid/localscratch/qfebvre/4dvarnet-starter/multirun/2023-01-24/08-33-53/0 | base | 1000.0 | pytorch_lightning.callbacks.ModelCheckpoint | {epoch:02d}-{val_rmse:.3f} |
tgt_from_obs_waug_not/4 | o2o_natl20_no_t | 4DVarNet | 0.9002565671904746 | 100.0 | 0.07261133367329438 | 0.0507574229289515 | 99.27124013183712 | 0.9120733015452857 | | | | | | data/natl_gf_w_5nadirs.nc | 2012-12-15 | 2013-02-24 | 5.0 | False | 2013-02-24 | 200.0 | 200.0 | 4.0 | src.data.BaseDataModule | src.utils.load_altimetry_data | 15.0 | src.utils.cosanneal_lr_adam | src.utils.get_triang_time_wei | 0.0 | 64.0 | 96.0 | 0.001 | 20.0 | 20.0 | 15.0 | 15.0 | 8.0 | 3.0 | 15.0 | 15.0 | 15.0 | /raid/localscratch/qfebvre/4dvarnet-starter/multirun/2023-03-30/13-15-52/4 | o2o_natl20_no_t | 300.0 | pytorch_lightning.callbacks.LearningRateMonitor | {epoch:03d}-{val_rmse:.4f} |
natl_2 | enatl | 4DVarNet | 0.899000540604816 | 101.0 | 0.07751467289131235 | 0.0510500681829224 | 106.1710721797127 | 0.9123599760002056 | 0.0223007637760506 | 5.039 | 0.713 | 0.96131 | 0.01116 | data/natl_gf_w_5nadirs.nc | 2012-12-15 | 2013-02-24 | 6.0 | True | 2013-02-04 | 240.0 | 240.0 | 4.0 | src.data.ConcatDataModule | src.utils.load_altimetry_data | 15.0 | src.utils.cosanneal_lr_adam | src.utils.get_triang_time_wei | 0.0 | 64.0 | 96.0 | 0.001 | 20.0 | 20.0 | 15.0 | 15.0 | 8.0 | 3.0 | 15.0 | 15.0 | 15.0 | /raid/localscratch/qfebvre/4dvarnet-starter/outputs/2023-02-22/16-55-05 | enatl | 200.0 | pytorch_lightning.callbacks.LearningRateMonitor | {epoch:03d}-{val_rmse:.4f} |
natl_1 | enatl | 4DVarNet | 0.8986065619315198 | 101.0 | 0.07680753734271008 | 0.0512619281270288 | 107.85807185061392 | 0.9116704286082692 | 0.0225155962263453 | 5.12 | 0.731 | 0.96094 | 0.01119 | data/natl_gf_w_5nadirs.nc | 2012-12-15 | 2013-02-24 | 6.0 | True | 2013-02-04 | 240.0 | 240.0 | 4.0 | src.data.ConcatDataModule | src.utils.load_altimetry_data | 15.0 | src.utils.cosanneal_lr_adam | src.utils.get_triang_time_wei | 0.0 | 64.0 | 96.0 | 0.001 | 20.0 | 20.0 | 15.0 | 15.0 | 8.0 | 3.0 | 15.0 | 15.0 | 15.0 | /raid/localscratch/qfebvre/4dvarnet-starter/outputs/2023-02-21/16-40-31 | enatl | 200.0 | pytorch_lightning.callbacks.LearningRateMonitor | {epoch:03d}-{val_rmse:.4f} |
tgt_from_obs_waug_not/1 | o2o_enatl_w_tide_no_t | 4DVarNet | 0.9005972484195516 | 101.0 | 0.0729669005454326 | 0.0504993704269799 | 101.52412435363546 | 0.9135059371357008 | | | | | | data/natl_gf_w_5nadirs.nc | 2012-12-15 | 2013-02-24 | 5.0 | False | 2013-02-24 | 200.0 | 200.0 | 4.0 | src.data.BaseDataModule | src.utils.load_altimetry_data | 15.0 | src.utils.cosanneal_lr_adam | src.utils.get_triang_time_wei | 0.0 | 64.0 | 96.0 | 0.001 | 20.0 | 20.0 | 15.0 | 15.0 | 8.0 | 3.0 | 15.0 | 15.0 | 15.0 | /raid/localscratch/qfebvre/4dvarnet-starter/multirun/2023-03-30/13-15-52/1 | o2o_enatl_w_tide_no_t | 300.0 | pytorch_lightning.callbacks.LearningRateMonitor | {epoch:03d}-{val_rmse:.4f} |
bigger_model_100ep | base | 4DVarNet | 0.8867613071771095 | 101.0 | 0.07997654413559911 | 0.0611949651516045 | 110.99758461347464 | 0.8957880194153971 | 0.0240941865789245 | 5.104 | 0.721 | 0.95831 | 0.00706 | data/natl_gf_w_5nadirs.nc | 2012-12-15 | 2013-02-24 | 2.0 | False | 2013-02-04 | 240.0 | 240.0 | 8.0 | src.data.BaseDataModule | src.utils.load_altimetry_data | 15.0 | src.utils.cosanneal_lr_adam | src.utils.get_cropped_hanning_mask | 3.0 | 100.0 | 200.0 | 0.001 | 20.0 | 20.0 | 15.0 | 15.0 | 8.0 | 3.0 | 15.0 | 15.0 | 15.0 | /raid/localscratch/qfebvre/4dvarnet-starter/outputs/2023-02-10/15-37-22 | base | 100.0 | pytorch_lightning.callbacks.StochasticWeightAveraging | {epoch:03d}-{val_rmse:.4f} |
sota_triwei | base | 4DVarNet | 0.8972604675089715 | 101.0 | 0.07128921053176646 | 0.0533369758995367 | 110.11067214463937 | 0.9093543718830354 | 0.0243727606593844 | 5.226 | 0.768 | 0.9577 | 0.01704 | data/natl_gf_w_5nadirs.nc | 2012-12-15 | 2013-02-24 | 5.0 | False | 2013-02-24 | 240.0 | 240.0 | 4.0 | src.data.BaseDataModule | src.utils.load_altimetry_data | 15.0 | src.utils.cosanneal_lr_adam | src.utils.get_triang_time_wei | 0.0 | 64.0 | 96.0 | 0.001 | 20.0 | 20.0 | 15.0 | 15.0 | 8.0 | 3.0 | 15.0 | 15.0 | 15.0 | /raid/localscratch/qfebvre/4dvarnet-starter/outputs/2023-03-01/09-45-07 | base | 300.0 | pytorch_lightning.callbacks.LearningRateMonitor | {epoch:03d}-{val_rmse:.4f} |
tgt_from_obs_natl | o2o_natl20_dc_split | 4DVarNet | 0.8990880584354424 | 101.0 | 0.0733463147815902 | 0.0514836739958998 | 100.44594791777224 | 0.9110213892826944 | | | | | | data/natl_gf_w_5nadirs.nc | 2012-12-15 | 2013-02-24 | 5.0 | False | 2013-02-24 | 200.0 | 200.0 | 4.0 | src.data.BaseDataModule | src.utils.load_altimetry_data | 15.0 | src.utils.cosanneal_lr_adam | src.utils.get_triang_time_wei | 0.0 | 64.0 | 96.0 | 0.001 | 20.0 | 20.0 | 15.0 | 15.0 | 8.0 | 3.0 | 15.0 | 15.0 | 15.0 | /raid/localscratch/qfebvre/4dvarnet-starter/outputs/2023-04-03/06-51-56 | o2o_natl20_dc_split | 300.0 | pytorch_lightning.callbacks.LearningRateMonitor | {epoch:03d}-{val_rmse:.4f} |
natl_0 | enatl | 4DVarNet | 0.8969127182694068 | 102.0 | 0.07565198490080526 | 0.0524852658332985 | 109.47432484005738 | 0.910031672625461 | 0.0240723791142738 | 5.335 | 0.75 | 0.95824 | 0.01221 | data/natl_gf_w_5nadirs.nc | 2012-12-15 | 2013-02-24 | 5.0 | False | 2013-02-04 | 240.0 | 240.0 | 4.0 | src.data.ConcatDataModule | src.utils.load_altimetry_data | 15.0 | src.utils.cosanneal_lr_adam | src.utils.get_triang_time_wei | 0.0 | 64.0 | 96.0 | 0.001 | 20.0 | 20.0 | 15.0 | 15.0 | 8.0 | 3.0 | 15.0 | 15.0 | 15.0 | /raid/localscratch/qfebvre/4dvarnet-starter/outputs/2023-02-17/17-48-32 | enatl | 150.0 | pytorch_lightning.callbacks.LearningRateMonitor | {epoch:03d}-{val_rmse:.4f} |
bigger_natl | enatl | 4DVarNet | 0.895204438953271 | 102.0 | 0.08455991132137317 | 0.0531976535301988 | 105.85074129561626 | 0.9072450546251172 | 0.0281353360475813 | 4.209 | 0.699 | 0.95119 | 0.00909 | data/natl_gf_w_5nadirs.nc | 2012-12-15 | 2013-02-24 | 6.0 | True | 2013-02-04 | 240.0 | 240.0 | 4.0 | src.data.ConcatDataModule | src.utils.load_altimetry_data | 15.0 | src.utils.cosanneal_lr_adam | src.utils.get_triang_time_wei | 0.0 | 96.0 | 144.0 | 0.001 | 20.0 | 20.0 | 15.0 | 15.0 | 8.0 | 3.0 | 15.0 | 15.0 | 15.0 | /raid/localscratch/qfebvre/4dvarnet-starter/outputs/2023-02-22/17-07-08 | enatl | 300.0 | pytorch_lightning.callbacks.LearningRateMonitor | {epoch:03d}-{val_rmse:.4f} |
tgt_from_obs_waug_not/0 | o2o_enatl_wo_tide_no_t | 4DVarNet | 0.9005066719159592 | 102.0 | 0.07343302596741831 | 0.0504628936333445 | 102.85945270354615 | 0.9135544916404124 | | | | | | data/natl_gf_w_5nadirs.nc | 2012-12-15 | 2013-02-24 | 5.0 | False | 2013-02-24 | 200.0 | 200.0 | 4.0 | src.data.BaseDataModule | src.utils.load_altimetry_data | 15.0 | src.utils.cosanneal_lr_adam | src.utils.get_triang_time_wei | 0.0 | 64.0 | 96.0 | 0.001 | 20.0 | 20.0 | 15.0 | 15.0 | 8.0 | 3.0 | 15.0 | 15.0 | 15.0 | /raid/localscratch/qfebvre/4dvarnet-starter/multirun/2023-03-30/13-15-52/0 | o2o_enatl_wo_tide_no_t | 300.0 | pytorch_lightning.callbacks.LearningRateMonitor | {epoch:03d}-{val_rmse:.4f} |
natl_lae_mr | enatl | 4DVarNet | 0.8961231827277916 | 102.0 | 0.07495699417750674 | 0.0533496145288392 | 109.79233612110356 | 0.907567163160781 | 0.021193527523109 | 5.234 | 0.715 | 0.96323 | 0.01183 | data/natl_gf_w_5nadirs.nc | 2012-12-15 | 2013-02-24 | 3.0 | True | 2013-02-04 | 240.0 | 240.0 | 8.0 | src.data.ConcatDataModule | src.utils.load_altimetry_data | 15.0 | src.utils.cosanneal_lr_adam | src.utils.get_triang_time_wei | 0.0 | 64.0 | 96.0 | 0.001 | 20.0 | 20.0 | 15.0 | 15.0 | 8.0 | 3.0 | 15.0 | 15.0 | 15.0 | /raid/localscratch/qfebvre/4dvarnet-starter/outputs/2023-02-27/09-08-21 | enatl | 200.0 | pytorch_lightning.callbacks.LearningRateMonitor | {epoch:03d}-{val_rmse:.4f} |
tgt_from_obs_waug_enatl_bis/0 | o2o_enatl_wo_tide_dc_split | 4DVarNet | 0.8985762537360049 | 102.0 | 0.07332111739644843 | 0.0518516534870999 | 102.52675107895163 | 0.9103710977886724 | | | | | | data/natl_gf_w_5nadirs.nc | 2012-12-15 | 2013-02-24 | 5.0 | False | 2013-02-24 | 200.0 | 200.0 | 4.0 | src.data.BaseDataModule | src.utils.load_altimetry_data | 15.0 | src.utils.cosanneal_lr_adam | src.utils.get_triang_time_wei | 0.0 | 64.0 | 96.0 | 0.001 | 20.0 | 20.0 | 15.0 | 15.0 | 8.0 | 3.0 | 15.0 | 15.0 | 15.0 | /raid/localscratch/qfebvre/4dvarnet-starter/multirun/2023-03-30/13-08-31/0 | o2o_enatl_wo_tide_dc_split | 300.0 | pytorch_lightning.callbacks.LearningRateMonitor | {epoch:03d}-{val_rmse:.4f} |
baseline | base | 4DVarNet | 0.898223148614546 | 102.0 | 0.07349844766995307 | 0.052153686144327 | 108.23398761511513 | 0.9111754499637033 | 0.0230122380363297 | 5.072 | 0.761 | 0.96007 | 0.01186 | data/natl_gf_w_5nadirs.nc | 2012-12-15 | 2013-02-24 | 5.0 | False | 2013-02-24 | 240.0 | 240.0 | 4.0 | src.data.BaseDataModule | src.utils.load_altimetry_data | 15.0 | src.utils.cosanneal_lr_adam | src.utils.get_triang_time_wei | 0.0 | 64.0 | 96.0 | 0.001 | 20.0 | 20.0 | 15.0 | 15.0 | 8.0 | 3.0 | 15.0 | 15.0 | 15.0 | /raid/localscratch/qfebvre/4dvarnet-starter/outputs/2023-02-27/19-18-09 | base | 300.0 | pytorch_lightning.callbacks.LearningRateMonitor | {epoch:03d}-{val_rmse:.4f} |
good_aug8 | big_mod | 4DVarNet | 0.8946790979389576 | 102.0 | 0.07312807688769224 | 0.0546535235683263 | 108.77236222638456 | 0.9077547926716676 | 0.0224387281477997 | 5.221 | 0.793 | 0.96118 | 0.00546 | data/natl_gf_w_5nadirs.nc | 2012-12-15 | 2013-02-24 | 8.0 | False | 2013-02-04 | 240.0 | 240.0 | 8.0 | src.data.BaseDataModule | src.utils.load_altimetry_data | 15.0 | src.utils.cosanneal_lr_adam | src.utils.get_cropped_hanning_mask | 3.0 | 50.0 | 75.0 | 0.001 | 20.0 | 20.0 | 15.0 | 15.0 | 8.0 | 3.0 | 15.0 | 15.0 | 15.0 | /raid/localscratch/qfebvre/4dvarnet-starter/outputs/2023-02-14/12-15-03 | big_mod | 200.0 | pytorch_lightning.callbacks.StochasticWeightAveraging | {epoch:03d}-{val_rmse:.4f} |
swa_aug5 | base | 4DVarNet | 0.894712806206069 | 103.0 | 0.07578728206075451 | 0.0549474518287466 | 112.05778270224867 | 0.9065145764747722 | 0.0233870879219435 | 5.402 | 0.756 | 0.95954 | 0.0049 | data/natl_gf_w_5nadirs.nc | 2012-12-15 | 2013-02-24 | 5.0 | False | 2013-02-04 | 240.0 | 240.0 | 8.0 | src.data.BaseDataModule | src.utils.load_altimetry_data | 15.0 | src.utils.cosanneal_lr_adam | src.utils.get_cropped_hanning_mask | 3.0 | 50.0 | 75.0 | 0.001 | 20.0 | 20.0 | 15.0 | 15.0 | 8.0 | 3.0 | 15.0 | 15.0 | 15.0 | /raid/localscratch/qfebvre/4dvarnet-starter/outputs/2023-02-10/10-28-35 | base | 200.0 | pytorch_lightning.callbacks.StochasticWeightAveraging | {epoch:03d}-{val_rmse:.4f} |
med_mod_var3 | big_mod | 4DVarNet | 0.8954232666833714 | 103.0 | 0.07157424745484753 | 0.0546887449711498 | 112.35524923756354 | 0.9084939470294924 | 0.025108233841637 | 5.28 | 0.753 | 0.95644 | 0.01167 | data/natl_gf_w_5nadirs.nc | 2012-12-15 | 2013-02-24 | 5.0 | False | 2013-02-04 | 240.0 | 240.0 | 8.0 | src.data.BaseDataModule | src.utils.load_altimetry_data | 15.0 | src.utils.cosanneal_lr_adam | src.utils.get_triang_time_wei | 0.0 | 64.0 | 96.0 | 0.001 | 20.0 | 20.0 | 15.0 | 15.0 | 8.0 | 3.0 | 15.0 | 15.0 | 15.0 | /raid/localscratch/qfebvre/4dvarnet-starter/outputs/2023-02-15/10-47-58 | big_mod | 200.0 | pytorch_lightning.callbacks.StochasticWeightAveraging | {epoch:03d}-{val_rmse:.4f} |
tgt_from_obs_waug_enatl/1 | o2o_enatl_w_tide_dc_split | 4DVarNet | 0.8985686974129311 | 103.0 | 0.07188406513348149 | 0.0520013302695596 | 104.68440556032604 | 0.9107505000055478 | | | | | | data/natl_gf_w_5nadirs.nc | 2012-12-15 | 2013-02-24 | 5.0 | False | 2013-02-24 | 200.0 | 200.0 | 4.0 | src.data.BaseDataModule | src.utils.load_altimetry_data | 15.0 | src.utils.cosanneal_lr_adam | src.utils.get_triang_time_wei | 0.0 | 64.0 | 96.0 | 0.001 | 20.0 | 20.0 | 15.0 | 15.0 | 8.0 | 3.0 | 15.0 | 15.0 | 15.0 | /raid/localscratch/qfebvre/4dvarnet-starter/multirun/2023-03-30/13-12-32/1 | o2o_enatl_w_tide_dc_split | 300.0 | pytorch_lightning.callbacks.LearningRateMonitor | {epoch:03d}-{val_rmse:.4f} |
tide | o2o_enatl_w_tide_dc_split | 4DVarNet | 0.8921988796796616 | 103.0 | 0.07951292672062653 | 0.0557639228942059 | 109.45168827093627 | 0.9024262835568652 | 0.0598962289859613 | 7.184 | 0.925 | 0.85923 | 0.04143 | data/natl_gf_w_5nadirs.nc | 2012-12-15 | 2013-02-24 | 5.0 | False | 2013-02-24 | 200.0 | 200.0 | 4.0 | src.data.BaseDataModule | src.utils.load_altimetry_data | 15.0 | src.utils.cosanneal_lr_adam | src.utils.get_triang_time_wei | 0.0 | 64.0 | 96.0 | 0.001 | 20.0 | 20.0 | 15.0 | 15.0 | 8.0 | 3.0 | 15.0 | 15.0 | 15.0 | /raid/localscratch/qfebvre/4dvarnet-starter/outputs/2023-03-07/16-19-14 | o2o_enatl_w_tide_dc_split | 300.0 | pytorch_lightning.callbacks.LearningRateMonitor | {epoch:03d}-{val_rmse:.4f} |
med_mod_150epbis | big_mod | 4DVarNet | 0.8967063461786117 | 104.0 | 0.07160577104340747 | 0.0538008897388054 | 111.52632357066496 | 0.909219942936008 | 0.0252908870141228 | 5.34 | 0.759 | 0.95612 | 0.0116 | data/natl_gf_w_5nadirs.nc | 2012-12-15 | 2013-02-24 | 5.0 | False | 2013-02-04 | 240.0 | 240.0 | 8.0 | src.data.BaseDataModule | src.utils.load_altimetry_data | 15.0 | src.utils.cosanneal_lr_adam | src.utils.get_triang_time_wei | 0.0 | 64.0 | 96.0 | 0.001 | 20.0 | 20.0 | 15.0 | 15.0 | 8.0 | 3.0 | 15.0 | 15.0 | 15.0 | /raid/localscratch/qfebvre/4dvarnet-starter/outputs/2023-02-16/12-44-27 | big_mod | 150.0 | pytorch_lightning.callbacks.LearningRateMonitor | {epoch:03d}-{val_rmse:.4f} |
bigger_model_150ep | base | 4DVarNet | 0.8878491035859605 | 104.0 | 0.08337462081551981 | 0.0595823057158861 | 110.674885450541 | 0.8978941033831607 | 0.0239090788478862 | 4.997 | 0.831 | 0.9586 | 0.00836 | data/natl_gf_w_5nadirs.nc | 2012-12-15 | 2013-02-24 | 1.0 | False | 2013-02-04 | 240.0 | 240.0 | 8.0 | src.data.BaseDataModule | src.utils.load_altimetry_data | 15.0 | src.utils.cosanneal_lr_adam | src.utils.get_cropped_hanning_mask | 2.0 | 128.0 | 256.0 | 0.001 | 20.0 | 20.0 | 15.0 | 15.0 | 8.0 | 3.0 | 15.0 | 15.0 | 15.0 | /raid/localscratch/qfebvre/4dvarnet-starter/outputs/2023-02-10/08-13-28 | base | 150.0 | pytorch_lightning.callbacks.StochasticWeightAveraging | {epoch:03d}-{val_rmse:.4f} |
sota_1000ep | base | 4DVarNet | 0.8962460489086121 | 104.0 | 0.07413392862066884 | 0.0535652517273093 | 113.60333762072774 | 0.9079944476683312 | 0.0224337565780726 | 18.847 | 1.066 | 0.96142 | 0.00637 | /raid/localscratch/qfebvre/sla-data-registry/qdata/natl20.nc | 2012-12-15 | 2013-02-24 | 3.0 | True | 2013-02-04 | 240.0 | 240.0 | 8.0 | src.data.BaseDataModule | src.utils.load_altimetry_data | 15.0 | src.utils.half_lr_adam | src.utils.get_cropped_hanning_mask | 4.0 | 50.0 | 75.0 | 0.001 | 20.0 | 20.0 | 15.0 | 15.0 | 8.0 | 3.0 | 15.0 | 15.0 | 15.0 | /raid/localscratch/qfebvre/4dvarnet-starter/outputs/2023-02-03/15-28-28 | base | 1000.0 | pytorch_lightning.callbacks.ModelCheckpoint | {epoch:03d}-{val_rmse:.4f} |
swa_aug8_128hid | big_mod | 4DVarNet | 0.8955090942090406 | 104.0 | 0.06786936841486353 | 0.0550639737457843 | 114.3036528921789 | 0.9071350190516168 | 0.0238616947689571 | 5.334 | 0.743 | 0.95865 | 0.00979 | data/natl_gf_w_5nadirs.nc | 2012-12-15 | 2013-02-24 | 5.0 | False | 2013-02-04 | 240.0 | 240.0 | 8.0 | src.data.BaseDataModule | src.utils.load_altimetry_data | 15.0 | src.utils.cosanneal_lr_adam | src.utils.get_triang_time_wei | 1.0 | 128.0 | 75.0 | 0.001 | 20.0 | 20.0 | 15.0 | 15.0 | 8.0 | 3.0 | 15.0 | 15.0 | 15.0 | /raid/localscratch/qfebvre/4dvarnet-starter/outputs/2023-02-13/18-46-21 | big_mod | 200.0 | pytorch_lightning.callbacks.StochasticWeightAveraging | {epoch:03d}-{val_rmse:.4f} |
no_tide | o2o_enatl_wo_tide_dc_split | 4DVarNet | 0.8899622949239042 | 104.0 | 0.08402095150659626 | 0.0573613682491275 | 109.71289422983055 | 0.8993405500804703 | 0.0546279378173754 | 6.946 | 0.955 | 0.87273 | 0.03494 | data/natl_gf_w_5nadirs.nc | 2012-12-15 | 2013-02-24 | 5.0 | False | 2013-02-24 | 200.0 | 200.0 | 4.0 | src.data.BaseDataModule | src.utils.load_altimetry_data | 15.0 | src.utils.cosanneal_lr_adam | src.utils.get_triang_time_wei | 0.0 | 64.0 | 96.0 | 0.001 | 20.0 | 20.0 | 15.0 | 15.0 | 8.0 | 3.0 | 15.0 | 15.0 | 15.0 | /raid/localscratch/qfebvre/4dvarnet-starter/outputs/2023-03-07/16-18-54 | o2o_enatl_wo_tide_dc_split | 300.0 | pytorch_lightning.callbacks.LearningRateMonitor | {epoch:03d}-{val_rmse:.4f} |
med_mod_aug5 | big_mod | 4DVarNet | 0.8964919297783897 | 104.0 | 0.07119051013496963 | 0.0547329994608502 | 112.18081689494096 | 0.9072862259288248 | 0.0266258252378868 | 5.288 | 0.798 | 0.95381 | 0.01082 | data/natl_gf_w_5nadirs.nc | 2012-12-15 | 2013-02-24 | 5.0 | False | 2013-02-04 | 240.0 | 240.0 | 8.0 | src.data.BaseDataModule | src.utils.load_altimetry_data | 15.0 | src.utils.cosanneal_lr_adam | src.utils.get_triang_time_wei | 0.0 | 64.0 | 96.0 | 0.001 | 20.0 | 20.0 | 15.0 | 15.0 | 8.0 | 3.0 | 15.0 | 15.0 | 15.0 | /raid/localscratch/qfebvre/4dvarnet-starter/outputs/2023-02-14/12-35-28 | big_mod | 200.0 | pytorch_lightning.callbacks.StochasticWeightAveraging | {epoch:03d}-{val_rmse:.4f} |
med_mod_150ep | big_mod | 4DVarNet | 0.8956042717330014 | 104.0 | 0.07361093267678605 | 0.0544433203679556 | 112.3621934194856 | 0.9071947251868764 | 0.0257214365991835 | 5.274 | 0.752 | 0.95537 | 0.01175 | data/natl_gf_w_5nadirs.nc | 2012-12-15 | 2013-02-24 | 5.0 | False | 2013-02-04 | 240.0 | 240.0 | 8.0 | src.data.BaseDataModule | src.utils.load_altimetry_data | 15.0 | src.utils.cosanneal_lr_adam | src.utils.get_triang_time_wei | 0.0 | 64.0 | 96.0 | 0.001 | 20.0 | 20.0 | 15.0 | 15.0 | 8.0 | 3.0 | 15.0 | 15.0 | 15.0 | /raid/localscratch/qfebvre/4dvarnet-starter/outputs/2023-02-16/09-30-13 | big_mod | 150.0 | pytorch_lightning.callbacks.StochasticWeightAveraging | {epoch:03d}-{val_rmse:.4f} |
med_mod_var1 | big_mod | 4DVarNet | 0.8962633839262465 | 104.0 | 0.07078281820743941 | 0.0544511084497085 | 113.33831943257069 | 0.9077488972995038 | 0.0256377877504635 | 5.178 | 0.725 | 0.95552 | 0.01156 | data/natl_gf_w_5nadirs.nc | 2012-12-15 | 2013-02-24 | 6.0 | True | 2013-02-04 | 240.0 | 240.0 | 8.0 | src.data.BaseDataModule | src.utils.load_altimetry_data | 15.0 | src.utils.cosanneal_lr_adam | src.utils.get_triang_time_wei | 0.0 | 64.0 | 96.0 | 0.001 | 20.0 | 20.0 | 15.0 | 15.0 | 8.0 | 3.0 | 15.0 | 15.0 | 15.0 | /raid/localscratch/qfebvre/4dvarnet-starter/outputs/2023-02-15/10-44-50 | big_mod | 200.0 | pytorch_lightning.callbacks.StochasticWeightAveraging | {epoch:03d}-{val_rmse:.4f} |
big_model_100ep_dp025 | base | 4DVarNet | 0.8799181809484646 | 104.0 | 0.08587454996830696 | 0.0652514200398157 | 113.57618016560906 | 0.8880611444102685 | 0.0274234612663019 | 5.299 | 0.824 | 0.95255 | 0.00514 | data/natl_gf_w_5nadirs.nc | 2012-12-15 | 2013-02-24 | 2.0 | False | 2013-02-04 | 240.0 | 240.0 | 8.0 | src.data.BaseDataModule | src.utils.load_altimetry_data | 15.0 | src.utils.cosanneal_lr_adam | src.utils.get_cropped_hanning_mask | 3.0 | 100.0 | 200.0 | 0.001 | 20.0 | 20.0 | 15.0 | 15.0 | 8.0 | 3.0 | 15.0 | 15.0 | 15.0 | /raid/localscratch/qfebvre/4dvarnet-starter/outputs/2023-02-10/21-27-11 | base | 100.0 | pytorch_lightning.callbacks.StochasticWeightAveraging | {epoch:03d}-{val_rmse:.4f} |
tgt_from_obs_waug_enatl_bis/1 | o2o_enatl_w_tide_dc_split | 4DVarNet | 0.8984756064313731 | 104.0 | 0.0727531251553566 | 0.0519384164156182 | 104.727189576554 | 0.9108638188782364 | | | | | | data/natl_gf_w_5nadirs.nc | 2012-12-15 | 2013-02-24 | 5.0 | False | 2013-02-24 | 200.0 | 200.0 | 4.0 | src.data.BaseDataModule | src.utils.load_altimetry_data | 15.0 | src.utils.cosanneal_lr_adam | src.utils.get_triang_time_wei | 0.0 | 64.0 | 96.0 | 0.001 | 20.0 | 20.0 | 15.0 | 15.0 | 8.0 | 3.0 | 15.0 | 15.0 | 15.0 | /raid/localscratch/qfebvre/4dvarnet-starter/multirun/2023-03-30/13-08-31/1 | o2o_enatl_w_tide_dc_split | 300.0 | pytorch_lightning.callbacks.LearningRateMonitor | {epoch:03d}-{val_rmse:.4f} |
tgt_from_obs_waug_enatl/0 | o2o_enatl_wo_tide_dc_split | 4DVarNet | 0.8996282372613608 | 104.0 | 0.07297412739550006 | 0.0511261149211767 | 104.44682070365468 | 0.9114912185624852 | | | | | | data/natl_gf_w_5nadirs.nc | 2012-12-15 | 2013-02-24 | 5.0 | False | 2013-02-24 | 200.0 | 200.0 | 4.0 | src.data.BaseDataModule | src.utils.load_altimetry_data | 15.0 | src.utils.cosanneal_lr_adam | src.utils.get_triang_time_wei | 0.0 | 64.0 | 96.0 | 0.001 | 20.0 | 20.0 | 15.0 | 15.0 | 8.0 | 3.0 | 15.0 | 15.0 | 15.0 | /raid/localscratch/qfebvre/4dvarnet-starter/multirun/2023-03-30/13-12-32/0 | o2o_enatl_wo_tide_dc_split | 300.0 | pytorch_lightning.callbacks.LearningRateMonitor | {epoch:03d}-{val_rmse:.4f} |
big_job2_triang_wei | big_mod | 4DVarNet | 0.8910712945364583 | 105.0 | 0.07524940357111434 | 0.0583791576714394 | 112.4351003913423 | 0.901332379339949 | 0.0261662767532781 | 5.222 | 0.731 | 0.9546 | 0.01268 | data/natl_gf_w_5nadirs.nc | 2012-12-20 | 2013-02-04 | 1.0 | False | 2013-02-04 | 240.0 | 240.0 | 8.0 | src.data.BaseDataModule | src.utils.load_altimetry_data | 15.0 | src.utils.cosanneal_lr_adam | src.utils.get_triang_time_wei | 0.0 | 128.0 | 192.0 | 0.001 | 20.0 | 20.0 | 15.0 | 15.0 | 8.0 | 3.0 | 15.0 | 15.0 | 15.0 | /raid/localscratch/qfebvre/4dvarnet-starter/outputs/2023-02-13/08-16-55 | big_mod | 200.0 | pytorch_lightning.callbacks.StochasticWeightAveraging | {epoch:03d}-{val_rmse:.4f} |
med_mod_aug8 | big_mod | 4DVarNet | 0.8948810072940906 | 105.0 | 0.07228682686742352 | 0.0549208104887345 | 113.12176356755772 | 0.9078030916566814 | 0.0246669180143228 | 5.456 | 0.769 | 0.9572 | 0.0131 | data/natl_gf_w_5nadirs.nc | 2012-12-15 | 2013-02-24 | 8.0 | False | 2013-02-04 | 240.0 | 240.0 | 8.0 | src.data.BaseDataModule | src.utils.load_altimetry_data | 15.0 | src.utils.cosanneal_lr_adam | src.utils.get_triang_time_wei | 0.0 | 64.0 | 96.0 | 0.001 | 20.0 | 20.0 | 15.0 | 15.0 | 8.0 | 3.0 | 15.0 | 15.0 | 15.0 | /raid/localscratch/qfebvre/4dvarnet-starter/outputs/2023-02-16/09-29-05 | big_mod | 200.0 | pytorch_lightning.callbacks.StochasticWeightAveraging | {epoch:03d}-{val_rmse:.4f} |
etide_0 | enatl | 4DVarNet | 0.8962056157276479 | 105.0 | 0.07411191956942827 | 0.0531960956841536 | 109.99245068724696 | 0.9084230775070238 | 0.0307139277995444 | 6.954 | 1.06 | 0.93531 | 0.0173 | ../sla-data-registry/qdata/enatl_w_tide.nc | 2012-12-15 | 2013-02-24 | 5.0 | False | 2013-02-04 | 240.0 | 240.0 | 4.0 | src.data.ConcatDataModule | src.utils.load_altimetry_data | 15.0 | src.utils.cosanneal_lr_adam | src.utils.get_triang_time_wei | 0.0 | 64.0 | 96.0 | 0.001 | 20.0 | 20.0 | 15.0 | 15.0 | 8.0 | 3.0 | 15.0 | 15.0 | 15.0 | /raid/localscratch/qfebvre/4dvarnet-starter/outputs/2023-02-17/17-48-02 | enatl | 150.0 | pytorch_lightning.callbacks.LearningRateMonitor | {epoch:03d}-{val_rmse:.4f} |
big_mod_triang_wei | big_mod | 4DVarNet | 0.8911151872487588 | 105.0 | 0.08000699082714724 | 0.0577118317275967 | 112.21921904991738 | 0.9005560145389857 | 0.0248054899539236 | 4.974 | 0.806 | 0.95701 | 0.01026 | data/natl_gf_w_5nadirs.nc | 2012-12-15 | 2013-02-24 | 2.0 | False | 2013-02-04 | 240.0 | 240.0 | 8.0 | src.data.BaseDataModule | src.utils.load_altimetry_data | 15.0 | src.utils.cosanneal_lr_adam | src.utils.get_triang_time_wei | 1.0 | 128.0 | 192.0 | 0.001 | 20.0 | 20.0 | 15.0 | 15.0 | 8.0 | 3.0 | 15.0 | 15.0 | 15.0 | /raid/localscratch/qfebvre/4dvarnet-starter/outputs/2023-02-12/10-39-30 | big_mod | 200.0 | pytorch_lightning.callbacks.StochasticWeightAveraging | {epoch:03d}-{val_rmse:.4f} |
ya2_big_mod | big_mod | 4DVarNet | 0.8956254682569771 | 105.0 | 0.0758913815950761 | 0.0543990789230876 | 112.41305273230682 | 0.906934803210662 | 0.0242693151408507 | 5.103 | 0.735 | 0.95789 | 0.01048 | data/natl_gf_w_5nadirs.nc | 2012-12-15 | 2013-02-24 | 4.0 | False | 2013-02-04 | 240.0 | 240.0 | 8.0 | src.data.BaseDataModule | src.utils.load_altimetry_data | 15.0 | src.utils.cosanneal_lr_adam | src.utils.get_triang_time_wei | 0.0 | 128.0 | 192.0 | 0.001 | 20.0 | 20.0 | 15.0 | 15.0 | 8.0 | 3.0 | 15.0 | 15.0 | 15.0 | /raid/localscratch/qfebvre/4dvarnet-starter/outputs/2023-02-13/14-56-16 | big_mod | 200.0 | pytorch_lightning.callbacks.StochasticWeightAveraging | {epoch:03d}-{val_rmse:.4f} |
enotide_0 | enatl | 4DVarNet | 0.8866669675229153 | 105.0 | 0.09011409447165962 | 0.0587697787991036 | 110.14593655171927 | 0.8974194353710833 | 0.0577919358685092 | 4.205 | 1.118 | 0.87267 | 0.03909 | data/enatl_gf_w_5nadirs.nc | 2012-12-15 | 2013-02-24 | 5.0 | False | 2013-02-04 | 240.0 | 240.0 | 4.0 | src.data.ConcatDataModule | src.utils.load_altimetry_data | 15.0 | src.utils.cosanneal_lr_adam | src.utils.get_triang_time_wei | 0.0 | 64.0 | 96.0 | 0.001 | 20.0 | 20.0 | 15.0 | 15.0 | 8.0 | 3.0 | 15.0 | 15.0 | 15.0 | /raid/localscratch/qfebvre/4dvarnet-starter/outputs/2023-02-17/17-48-14 | enatl | 150.0 | pytorch_lightning.callbacks.LearningRateMonitor | {epoch:03d}-{val_rmse:.4f} |
med_mod_var2 | big_mod | 4DVarNet | 0.8962225468831623 | 105.0 | 0.07333758645893693 | 0.0526247021503391 | 111.1167741415996 | 0.8964329546374877 | 0.0252064015283313 | 5.328 | 0.775 | 0.95522 | 0.01216 | data/natl_gf_w_5nadirs.nc | 2012-12-15 | 2013-02-24 | 5.0 | False | 2013-02-04 | 240.0 | 240.0 | 8.0 | src.data.BaseDataModule | src.utils.load_altimetry_data | 15.0 | src.utils.cosanneal_lr_adam | src.utils.get_triang_time_wei | 0.0 | 64.0 | 96.0 | 0.001 | 10.0 | 10.0 | 15.0 | 15.0 | 8.0 | 3.0 | 15.0 | 15.0 | 15.0 | /raid/localscratch/qfebvre/4dvarnet-starter/outputs/2023-02-15/10-45-27 | big_mod | 200.0 | pytorch_lightning.callbacks.StochasticWeightAveraging | {epoch:03d}-{val_rmse:.4f} |
etide_1 | enatl | 4DVarNet | 0.8972741119201904 | 105.0 | 0.07392992049394635 | 0.0524569646508244 | 110.73501224064296 | 0.9100259892875932 | 0.0293670554368664 | 6.495 | 0.89 | 0.93815 | 0.01647 | ../sla-data-registry/qdata/enatl_w_tide.nc | 2012-12-15 | 2013-02-24 | 6.0 | True | 2013-02-04 | 240.0 | 240.0 | 4.0 | src.data.ConcatDataModule | src.utils.load_altimetry_data | 15.0 | src.utils.cosanneal_lr_adam | src.utils.get_triang_time_wei | 0.0 | 64.0 | 96.0 | 0.001 | 20.0 | 20.0 | 15.0 | 15.0 | 8.0 | 3.0 | 15.0 | 15.0 | 15.0 | /raid/localscratch/qfebvre/4dvarnet-starter/outputs/2023-02-21/16-41-04 | enatl | 200.0 | pytorch_lightning.callbacks.LearningRateMonitor | {epoch:03d}-{val_rmse:.4f} |
enotide_1 | enatl | 4DVarNet | 0.8892342940738703 | 105.0 | 0.08636080579654955 | 0.0574378357874862 | 110.25121087290822 | 0.8989153819292186 | 0.0581716024339895 | 6.697 | 1.147 | 0.87183 | 0.04347 | data/enatl_gf_w_5nadirs.nc | 2012-12-15 | 2013-02-24 | 6.0 | True | 2013-02-04 | 240.0 | 240.0 | 4.0 | src.data.ConcatDataModule | src.utils.load_altimetry_data | 15.0 | src.utils.cosanneal_lr_adam | src.utils.get_triang_time_wei | 0.0 | 64.0 | 96.0 | 0.001 | 20.0 | 20.0 | 15.0 | 15.0 | 8.0 | 3.0 | 15.0 | 15.0 | 15.0 | /raid/localscratch/qfebvre/4dvarnet-starter/outputs/2023-02-21/16-40-50 | enatl | 200.0 | pytorch_lightning.callbacks.LearningRateMonitor | {epoch:03d}-{val_rmse:.4f} |
natl_lae | enatl | 4DVarNet | 0.8939824999538444 | 106.0 | 0.07474732991566385 | 0.0550931390469793 | 112.52276571020724 | 0.9041169023476175 | 0.0271955467668819 | 5.372 | 0.764 | 0.95282 | 0.01103 | data/natl_gf_w_5nadirs.nc | 2012-12-15 | 2013-02-24 | 3.0 | True | 2013-02-04 | 240.0 | 240.0 | 8.0 | src.data.ConcatDataModule | src.utils.load_altimetry_data | 15.0 | src.utils.cosanneal_lr_adam | src.utils.get_triang_time_wei | 0.0 | 64.0 | 96.0 | 0.001 | 20.0 | 20.0 | 15.0 | 15.0 | 8.0 | 3.0 | 15.0 | 15.0 | 15.0 | /raid/localscratch/qfebvre/4dvarnet-starter/outputs/2023-02-27/08-54-35 | enatl | 200.0 | pytorch_lightning.callbacks.LearningRateMonitor | {epoch:03d}-{val_rmse:.4f} |
swa_aug_5_triang_wei | big_mod | 4DVarNet | 0.8928183821058818 | 106.0 | 0.07204232443277506 | 0.0566918274684246 | 112.32505414362862 | 0.9033468215008448 | 0.025130197305655 | 6.712 | 0.843 | 0.95645 | 0.01111 | data/natl_gf_w_5nadirs.nc | 2012-12-15 | 2013-02-24 | 5.0 | False | 2013-02-04 | 240.0 | 240.0 | 8.0 | src.data.BaseDataModule | src.utils.load_altimetry_data | 15.0 | src.utils.cosanneal_lr_adam | src.utils.get_triang_time_wei | 1.0 | 50.0 | 75.0 | 0.002 | 20.0 | 20.0 | 15.0 | 15.0 | 8.0 | 3.0 | 15.0 | 15.0 | 15.0 | /raid/localscratch/qfebvre/4dvarnet-starter/outputs/2023-02-12/10-38-21 | big_mod | 200.0 | pytorch_lightning.callbacks.StochasticWeightAveraging | {epoch:03d}-{val_rmse:.4f} |
tgt_from_obs_waug_not/3 | o2o_glo12_rea_no_t | 4DVarNet | 0.8945540087666188 | 106.0 | 0.07521453750667793 | 0.0542872573750077 | 108.26886796904871 | 0.9056345492811472 | | | | | | data/natl_gf_w_5nadirs.nc | 2012-12-15 | 2013-02-24 | 5.0 | False | 2013-02-24 | 200.0 | 200.0 | 4.0 | src.data.BaseDataModule | src.utils.load_altimetry_data | 15.0 | src.utils.cosanneal_lr_adam | src.utils.get_triang_time_wei | 0.0 | 64.0 | 96.0 | 0.001 | 20.0 | 20.0 | 15.0 | 15.0 | 8.0 | 3.0 | 15.0 | 15.0 | 15.0 | /raid/localscratch/qfebvre/4dvarnet-starter/multirun/2023-03-30/13-15-52/3 | o2o_glo12_rea_no_t | 300.0 | pytorch_lightning.callbacks.LearningRateMonitor | {epoch:03d}-{val_rmse:.4f} |
med_mod | big_mod | 4DVarNet | 0.89151017870919 | 106.0 | 0.07512401042988648 | 0.0573311629909507 | 113.72070457735694 | 0.9031561917808744 | 0.0263464675854815 | 6.801 | 0.797 | 0.95429 | 0.01235 | data/natl_gf_w_5nadirs.nc | 2012-12-15 | 2013-02-24 | 2.0 | False | 2013-02-04 | 240.0 | 240.0 | 8.0 | src.data.BaseDataModule | src.utils.load_altimetry_data | 15.0 | src.utils.cosanneal_lr_adam | src.utils.get_triang_time_wei | 0.0 | 64.0 | 96.0 | 0.001 | 20.0 | 20.0 | 15.0 | 15.0 | 8.0 | 3.0 | 15.0 | 15.0 | 15.0 | /raid/localscratch/qfebvre/4dvarnet-starter/outputs/2023-02-13/14-33-36 | big_mod | 200.0 | pytorch_lightning.callbacks.StochasticWeightAveraging | {epoch:03d}-{val_rmse:.4f} |
tgt_from_obs_waug_glo/1 | o2o_glo12_rea_dc_split | 4DVarNet | 0.893624399512811 | 107.0 | 0.0740410571094147 | 0.0552628165037574 | 109.98062214950382 | 0.9038128808254324 | | | | | | data/natl_gf_w_5nadirs.nc | 2012-12-15 | 2013-02-24 | 5.0 | False | 2013-02-24 | 200.0 | 200.0 | 4.0 | src.data.BaseDataModule | src.utils.load_altimetry_data | 15.0 | src.utils.cosanneal_lr_adam | src.utils.get_triang_time_wei | 0.0 | 64.0 | 96.0 | 0.001 | 20.0 | 20.0 | 15.0 | 15.0 | 8.0 | 3.0 | 15.0 | 15.0 | 15.0 | /raid/localscratch/qfebvre/4dvarnet-starter/multirun/2023-03-30/13-07-37/1 | o2o_glo12_rea_dc_split | 300.0 | pytorch_lightning.callbacks.LearningRateMonitor | {epoch:03d}-{val_rmse:.4f} |
cnatl_nadirs | base | 4DVarNet | 0.895995377098967 | 107.0 | 0.07467998622958251 | 0.0531803015165564 | 56.5102377897362 | 0.9104105890383456 | 0.024968340614529 | 17.999 | 1.075 | 0.95704 | 0.00606 | data/natl_gf_w_5nadirs.nc | 2012-12-15 | 2013-02-24 | 2.0 | False | 2013-02-24 | 200.0 | 200.0 | 8.0 | src.data.BaseDataModule | src.utils.load_full_natl_data | 15.0 | src.utils.cosanneal_lr_adam | src.utils.get_triang_time_wei | 0.0 | 64.0 | 96.0 | 0.001 | 20.0 | 20.0 | 15.0 | 15.0 | 8.0 | 3.0 | 15.0 | 15.0 | 15.0 | /raid/localscratch/qfebvre/4dvarnet-starter/outputs/2023-03-10/17-03-48 | base | 300.0 | pytorch_lightning.callbacks.LearningRateMonitor | {epoch:03d}-{val_rmse:.4f} |
swa_aug1_200ep | base | 4DVarNet | 0.8884080279316663 | 107.0 | 0.07650848520764747 | 0.0597746793505806 | 113.70755599418295 | 0.8986249513744805 | 0.0278909924166294 | 17.116 | 1.029 | 0.95203 | 0.00577 | data/natl_gf_w_5nadirs.nc | 2012-12-15 | 2013-02-24 | 1.0 | False | 2013-02-04 | 240.0 | 240.0 | 8.0 | src.data.BaseDataModule | src.utils.load_altimetry_data | 15.0 | src.utils.cosanneal_lr_adam | src.utils.get_cropped_hanning_mask | 3.0 | 50.0 | 75.0 | 0.002 | 20.0 | 20.0 | 15.0 | 15.0 | 8.0 | 3.0 | 15.0 | 15.0 | 15.0 | /raid/localscratch/qfebvre/4dvarnet-starter/outputs/2023-02-07/15-45-29 | base | 200.0 | pytorch_lightning.callbacks.StochasticWeightAveraging | {epoch:03d}-{val_rmse:.4f} |
swa_aug5_trian_wei | big_mod | 4DVarNet | 0.8942515738465824 | 107.0 | 0.07098781086120035 | 0.0555230284883864 | 116.12081659873708 | 0.9062225569211144 | 0.0255310256008244 | 7.021 | 0.749 | 0.9557 | 0.01183 | data/natl_gf_w_5nadirs.nc | 2012-12-15 | 2013-02-24 | 5.0 | False | 2013-02-04 | 240.0 | 240.0 | 8.0 | src.data.BaseDataModule | src.utils.load_altimetry_data | 15.0 | src.utils.cosanneal_lr_adam | src.utils.get_triang_time_wei | 0.0 | 50.0 | 75.0 | 0.001 | 20.0 | 20.0 | 15.0 | 15.0 | 8.0 | 3.0 | 15.0 | 15.0 | 15.0 | /raid/localscratch/qfebvre/4dvarnet-starter/outputs/2023-02-14/12-16-04 | big_mod | 200.0 | pytorch_lightning.callbacks.StochasticWeightAveraging | {epoch:03d}-{val_rmse:.4f} |
tide_no_aug | o2o_enatl_w_tide_dc_split | 4DVarNet | 0.8657954626644371 | 108.0 | 0.07936339175614035 | 0.073229687323645 | 135.77125426601012 | 0.8762811066516227 | 0.0408741681451955 | 9.675 | 1.226 | 0.92967 | 0.0058 | data/natl_gf_w_5nadirs.nc | 2012-12-15 | 2013-02-24 | 5.0 | False | 2013-02-24 | 200.0 | 200.0 | 4.0 | src.data.BaseDataModule | src.utils.load_altimetry_data | 15.0 | src.utils.cosanneal_lr_adam | src.utils.get_triang_time_wei | 0.0 | 64.0 | 96.0 | 0.001 | 20.0 | 20.0 | 15.0 | 15.0 | 8.0 | 3.0 | 15.0 | 15.0 | 15.0 | /raid/localscratch/qfebvre/4dvarnet-starter/outputs/2023-03-14/14-37-30 | o2o_enatl_w_tide_dc_split | 300.0 | pytorch_lightning.callbacks.LearningRateMonitor | {epoch:03d}-{val_rmse:.4f} |
tide_filt25 | o2o_enatl_w_tide_filt_25h_dc_split | 4DVarNet | 0.864806003278633 | 108.0 | 0.08062451743676935 | 0.0740187135986476 | 63.527462748180525 | 0.877138263889955 | 0.0420404416037228 | 9.171 | 1.228 | 0.92766 | 0.00554 | data/natl_gf_w_5nadirs.nc | 2012-12-15 | 2013-02-24 | 5.0 | False | 2013-02-24 | 200.0 | 200.0 | 4.0 | src.data.BaseDataModule | src.utils.load_altimetry_data | 15.0 | src.utils.cosanneal_lr_adam | src.utils.get_triang_time_wei | 0.0 | 64.0 | 96.0 | 0.001 | 20.0 | 20.0 | 15.0 | 15.0 | 8.0 | 3.0 | 15.0 | 15.0 | 15.0 | /raid/localscratch/qfebvre/4dvarnet-starter/outputs/2023-03-15/10-03-48 | o2o_enatl_w_tide_filt_25h_dc_split | 300.0 | pytorch_lightning.callbacks.LearningRateMonitor | {epoch:03d}-{val_rmse:.4f} |
glorea | o2o_glo12_rea_dc_split | 4DVarNet | 0.8941276568961749 | 108.0 | 0.07364187483753235 | 0.0544002351324519 | 117.12658809262015 | 0.9066161957842468 | 0.0301224370228011 | 6.161 | 0.963 | 0.92855 | 0.01873 | data/natl_gf_w_5nadirs.nc | 2012-12-15 | 2013-02-24 | 5.0 | False | 2013-02-24 | 200.0 | 200.0 | 4.0 | src.data.BaseDataModule | src.utils.load_altimetry_data | 15.0 | src.utils.cosanneal_lr_adam | src.utils.get_triang_time_wei | 0.0 | 64.0 | 96.0 | 0.001 | 20.0 | 20.0 | 15.0 | 15.0 | 8.0 | 3.0 | 15.0 | 15.0 | 15.0 | /raid/localscratch/qfebvre/4dvarnet-starter/multirun/2023-03-03/16-27-57/1 | o2o_glo12_rea_dc_split | 300.0 | pytorch_lightning.callbacks.LearningRateMonitor | {epoch:03d}-{val_rmse:.4f} |
no_tide_no_aug | o2o_enatl_wo_tide_dc_split | 4DVarNet | 0.8645149471888864 | 108.0 | 0.08317439072624293 | 0.0741679467971509 | 80.13187562385481 | 0.8765657563311495 | 0.0416694288840789 | 9.207 | 1.222 | 0.9283 | 0.0063 | data/natl_gf_w_5nadirs.nc | 2012-12-15 | 2013-02-24 | 5.0 | False | 2013-02-24 | 200.0 | 200.0 | 4.0 | src.data.BaseDataModule | src.utils.load_altimetry_data | 15.0 | src.utils.cosanneal_lr_adam | src.utils.get_triang_time_wei | 0.0 | 64.0 | 96.0 | 0.001 | 20.0 | 20.0 | 15.0 | 15.0 | 8.0 | 3.0 | 15.0 | 15.0 | 15.0 | /raid/localscratch/qfebvre/4dvarnet-starter/outputs/2023-03-14/13-32-40 | o2o_enatl_wo_tide_dc_split | 300.0 | pytorch_lightning.callbacks.LearningRateMonitor | {epoch:03d}-{val_rmse:.4f} |
natl_no_aug | o2o_natl20_dc_split | 4DVarNet | 0.8909766903730251 | 108.0 | 0.07845015453787325 | 0.0568834595612162 | 89.28339333960172 | 0.9002975398987776 | 0.0264414666370444 | 5.837 | 1.07 | 0.9545 | 0.00645 | data/natl_gf_w_5nadirs.nc | 2012-12-15 | 2013-02-24 | 5.0 | False | 2013-02-24 | 200.0 | 200.0 | 4.0 | src.data.BaseDataModule | src.utils.load_altimetry_data | 15.0 | src.utils.cosanneal_lr_adam | src.utils.get_triang_time_wei | 0.0 | 64.0 | 96.0 | 0.001 | 20.0 | 20.0 | 15.0 | 15.0 | 8.0 | 3.0 | 15.0 | 15.0 | 15.0 | /raid/localscratch/qfebvre/4dvarnet-starter/outputs/2023-03-14/13-33-29 | o2o_natl20_dc_split | 300.0 | pytorch_lightning.callbacks.LearningRateMonitor | {epoch:03d}-{val_rmse:.4f} |
swa_aug4 | base | 4DVarNet | 0.886643504854387 | 109.0 | 0.07417012668069334 | 0.0615925262431462 | 115.52689403451436 | 0.895591862218693 | 0.024981074651756 | 7.226 | 0.826 | 0.95678 | 0.006 | data/natl_gf_w_5nadirs.nc | 2012-12-15 | 2013-02-24 | 4.0 | False | 2013-02-04 | 240.0 | 240.0 | 8.0 | src.data.BaseDataModule | src.utils.load_altimetry_data | 15.0 | src.utils.cosanneal_lr_adam | src.utils.get_cropped_hanning_mask | 3.0 | 50.0 | 75.0 | 0.002 | 20.0 | 20.0 | 15.0 | 15.0 | 8.0 | 3.0 | 15.0 | 15.0 | 15.0 | /raid/localscratch/qfebvre/4dvarnet-starter/outputs/2023-02-09/08-29-22 | base | 200.0 | pytorch_lightning.callbacks.StochasticWeightAveraging | {epoch:03d}-{val_rmse:.4f} |
small_mod_triang_wei | big_mod | 4DVarNet | 0.8936234627615295 | 110.0 | 0.07417198320260165 | 0.055797052741871 | 116.92801906794776 | 0.905629861487861 | 0.0296993361563079 | 5.549 | 0.766 | 0.94853 | 0.01237 | data/natl_gf_w_5nadirs.nc | 2012-12-15 | 2013-02-24 | 5.0 | True | 2013-02-04 | 240.0 | 240.0 | 8.0 | src.data.BaseDataModule | src.utils.load_altimetry_data | 15.0 | src.utils.cosanneal_lr_adam | src.utils.get_triang_time_wei | 1.0 | 32.0 | 64.0 | 0.002 | 20.0 | 20.0 | 15.0 | 15.0 | 8.0 | 3.0 | 15.0 | 15.0 | 15.0 | /raid/localscratch/qfebvre/4dvarnet-starter/outputs/2023-02-11/16-25-03 | big_mod | 200.0 | pytorch_lightning.callbacks.StochasticWeightAveraging | {epoch:03d}-{val_rmse:.4f} |
swa_aug2_triang_wei | big_mod | 4DVarNet | 0.8924225786111978 | 110.0 | 0.07382029780317247 | 0.0567955496908071 | 116.84091821272584 | 0.9035389385541316 | 0.0280393428661542 | 7.516 | 0.756 | 0.95135 | 0.01472 | data/natl_gf_w_5nadirs.nc | 2012-12-15 | 2013-02-24 | 2.0 | False | 2013-02-04 | 240.0 | 240.0 | 8.0 | src.data.BaseDataModule | src.utils.load_altimetry_data | 15.0 | src.utils.cosanneal_lr_adam | src.utils.get_triang_time_wei | 0.0 | 50.0 | 75.0 | 0.001 | 20.0 | 20.0 | 15.0 | 15.0 | 8.0 | 3.0 | 15.0 | 15.0 | 15.0 | /raid/localscratch/qfebvre/4dvarnet-starter/outputs/2023-02-13/08-29-28 | big_mod | 200.0 | pytorch_lightning.callbacks.StochasticWeightAveraging | {epoch:03d}-{val_rmse:.4f} |
swa_aug3 | base | 4DVarNet | 0.8842207908043122 | 110.0 | 0.0750402011525672 | 0.0627875215177258 | 116.75390965427611 | 0.8920318664610903 | 0.0261392451684506 | 7.167 | 0.845 | 0.95477 | 0.00737 | data/natl_gf_w_5nadirs.nc | 2012-12-15 | 2013-02-24 | 3.0 | False | 2013-02-04 | 240.0 | 240.0 | 8.0 | src.data.BaseDataModule | src.utils.load_altimetry_data | 15.0 | src.utils.cosanneal_lr_adam | src.utils.get_cropped_hanning_mask | 3.0 | 50.0 | 75.0 | 0.002 | 20.0 | 20.0 | 15.0 | 15.0 | 8.0 | 3.0 | 15.0 | 15.0 | 15.0 | /raid/localscratch/qfebvre/4dvarnet-starter/outputs/2023-02-08/18-01-16 | base | 200.0 | pytorch_lightning.callbacks.StochasticWeightAveraging | {epoch:03d}-{val_rmse:.4f} |
o2o_obs_from_tgt/0 | o2o_enatl_w_tide_dac_only_dc_split | 4DVarNet | 0.892409988153006 | 111.0 | 0.07425717521726703 | 0.0560515946160338 | 107.85553627430524 | 0.9040779596510392 | 0.0250154582580984 | 5.509 | 1.014 | 0.95696 | 0.00636 | data/natl_gf_w_5nadirs.nc | 2012-12-15 | 2013-02-24 | 5.0 | False | 2013-02-24 | 200.0 | 200.0 | 4.0 | src.data.BaseDataModule | src.utils.load_altimetry_data | 15.0 | src.utils.cosanneal_lr_adam | src.utils.get_triang_time_wei | 0.0 | 64.0 | 96.0 | 0.001 | 20.0 | 20.0 | 15.0 | 15.0 | 8.0 | 3.0 | 15.0 | 15.0 | 15.0 | /raid/localscratch/qfebvre/4dvarnet-starter/multirun/2023-03-16/14-25-50/0 | o2o_enatl_w_tide_dac_only_dc_split | 1000.0 | pytorch_lightning.callbacks.LearningRateMonitor | {epoch:03d}-{val_rmse:.4f} |
o2o_obs_from_tgt/4 | o2o_enatl_wo_tide_dc_split | 4DVarNet | 0.8910485476094225 | 111.0 | 0.07250471665992238 | 0.0569167914455136 | 54.4314989234409 | 0.9035269767577788 | 0.0240240631785952 | 21.783 | 0.911 | 0.95866 | 0.00606 | data/natl_gf_w_5nadirs.nc | 2012-12-15 | 2013-02-24 | 5.0 | False | 2013-02-24 | 200.0 | 200.0 | 4.0 | src.data.BaseDataModule | src.utils.load_altimetry_data | 15.0 | src.utils.cosanneal_lr_adam | src.utils.get_triang_time_wei | 0.0 | 64.0 | 96.0 | 0.001 | 20.0 | 20.0 | 15.0 | 15.0 | 8.0 | 3.0 | 15.0 | 15.0 | 15.0 | /raid/localscratch/qfebvre/4dvarnet-starter/multirun/2023-03-16/14-25-50/4 | o2o_enatl_wo_tide_dc_split | 1000.0 | pytorch_lightning.callbacks.LearningRateMonitor | {epoch:03d}-{val_rmse:.4f} |
o2o_obs_from_tgt/5 | o2o_enatl_wo_tide_filt_25h_dc_split | 4DVarNet | 0.891093112379027 | 111.0 | 0.07055142257223929 | 0.0570166828600443 | 107.4728405982108 | 0.9036832219601056 | 0.0245241098431986 | 6.399 | 1.075 | 0.9578 | 0.0062 | data/natl_gf_w_5nadirs.nc | 2012-12-15 | 2013-02-24 | 5.0 | False | 2013-02-24 | 200.0 | 200.0 | 4.0 | src.data.BaseDataModule | src.utils.load_altimetry_data | 15.0 | src.utils.cosanneal_lr_adam | src.utils.get_triang_time_wei | 0.0 | 64.0 | 96.0 | 0.001 | 20.0 | 20.0 | 15.0 | 15.0 | 8.0 | 3.0 | 15.0 | 15.0 | 15.0 | /raid/localscratch/qfebvre/4dvarnet-starter/multirun/2023-03-16/14-25-50/5 | o2o_enatl_wo_tide_filt_25h_dc_split | 1000.0 | pytorch_lightning.callbacks.LearningRateMonitor | {epoch:03d}-{val_rmse:.4f} |
o2o_obs_from_tgt/6 | o2o_glo12_free_dc_split | 4DVarNet | 0.8770539330082889 | 111.0 | 0.07769680030693886 | 0.066734445043597 | 70.52264830087967 | 0.8881098458930722 | 0.038284049934089 | 10.812 | 1.223 | 0.93412 | 0.00962 | data/natl_gf_w_5nadirs.nc | 2012-12-15 | 2013-02-24 | 5.0 | False | 2013-02-24 | 200.0 | 200.0 | 4.0 | src.data.BaseDataModule | src.utils.load_altimetry_data | 15.0 | src.utils.cosanneal_lr_adam | src.utils.get_triang_time_wei | 0.0 | 64.0 | 96.0 | 0.001 | 20.0 | 20.0 | 15.0 | 15.0 | 8.0 | 3.0 | 15.0 | 15.0 | 15.0 | /raid/localscratch/qfebvre/4dvarnet-starter/multirun/2023-03-16/14-25-50/6 | o2o_glo12_free_dc_split | 1000.0 | pytorch_lightning.callbacks.LearningRateMonitor | {epoch:03d}-{val_rmse:.4f} |
o2o_obs_from_tgt/2 | o2o_enatl_w_tide_filt_25h_dc_split | 4DVarNet | 0.8943359666992661 | 111.0 | 0.07239794934915465 | 0.0549781205440194 | 110.16150009192032 | 0.906171956824124 | 0.0250107423421352 | 5.685 | 1.017 | 0.95696 | 0.0067 | data/natl_gf_w_5nadirs.nc | 2012-12-15 | 2013-02-24 | 5.0 | False | 2013-02-24 | 200.0 | 200.0 | 4.0 | src.data.BaseDataModule | src.utils.load_altimetry_data | 15.0 | src.utils.cosanneal_lr_adam | src.utils.get_triang_time_wei | 0.0 | 64.0 | 96.0 | 0.001 | 20.0 | 20.0 | 15.0 | 15.0 | 8.0 | 3.0 | 15.0 | 15.0 | 15.0 | /raid/localscratch/qfebvre/4dvarnet-starter/multirun/2023-03-16/14-25-50/2 | o2o_enatl_w_tide_filt_25h_dc_split | 1000.0 | pytorch_lightning.callbacks.LearningRateMonitor | {epoch:03d}-{val_rmse:.4f} |
o2o_obs_from_tgt/1 | o2o_enatl_w_tide_dc_split | 4DVarNet | 0.8943705891191841 | 111.0 | 0.07252028421109878 | 0.0550621871405077 | 100.46296782649496 | 0.906593878982496 | 0.0256975801037165 | 20.826 | 0.844 | 0.95578 | 0.00581 | data/natl_gf_w_5nadirs.nc | 2012-12-15 | 2013-02-24 | 5.0 | False | 2013-02-24 | 200.0 | 200.0 | 4.0 | src.data.BaseDataModule | src.utils.load_altimetry_data | 15.0 | src.utils.cosanneal_lr_adam | src.utils.get_triang_time_wei | 0.0 | 64.0 | 96.0 | 0.001 | 20.0 | 20.0 | 15.0 | 15.0 | 8.0 | 3.0 | 15.0 | 15.0 | 15.0 | /raid/localscratch/qfebvre/4dvarnet-starter/multirun/2023-03-16/14-25-50/1 | o2o_enatl_w_tide_dc_split | 1000.0 | pytorch_lightning.callbacks.LearningRateMonitor | {epoch:03d}-{val_rmse:.4f} |
o2o_obs_from_tgt/3 | o2o_enatl_wo_tide_dac_only_dc_split | 4DVarNet | 0.8915663966351686 | 111.0 | 0.06786195106933031 | 0.0569500355765041 | 110.06971402973076 | 0.9030846894163396 | 0.0242369918837206 | 5.764 | 1.03 | 0.95829 | 0.00626 | data/natl_gf_w_5nadirs.nc | 2012-12-15 | 2013-02-24 | 5.0 | False | 2013-02-24 | 200.0 | 200.0 | 4.0 | src.data.BaseDataModule | src.utils.load_altimetry_data | 15.0 | src.utils.cosanneal_lr_adam | src.utils.get_triang_time_wei | 0.0 | 64.0 | 96.0 | 0.001 | 20.0 | 20.0 | 15.0 | 15.0 | 8.0 | 3.0 | 15.0 | 15.0 | 15.0 | /raid/localscratch/qfebvre/4dvarnet-starter/multirun/2023-03-16/14-25-50/3 | o2o_enatl_wo_tide_dac_only_dc_split | 1000.0 | pytorch_lightning.callbacks.LearningRateMonitor | {epoch:03d}-{val_rmse:.4f} |
bigger_model | base | 4DVarNet | 0.8741257070876587 | 111.0 | 0.08095281397817318 | 0.0691398814738642 | 118.78496168709876 | 0.8821733258224177 | 0.0273821325954188 | 6.542 | 0.921 | 0.95262 | 0.00745 | data/natl_gf_w_5nadirs.nc | 2012-12-15 | 2013-02-24 | 1.0 | False | 2013-02-04 | 240.0 | 240.0 | 8.0 | src.data.BaseDataModule | src.utils.load_altimetry_data | 15.0 | src.utils.cosanneal_lr_adam | src.utils.get_cropped_hanning_mask | 3.0 | 128.0 | 256.0 | 0.002 | 20.0 | 20.0 | 15.0 | 15.0 | 8.0 | 3.0 | 15.0 | 15.0 | 15.0 | /raid/localscratch/qfebvre/4dvarnet-starter/outputs/2023-02-08/18-03-11 | base | 200.0 | pytorch_lightning.callbacks.StochasticWeightAveraging | {epoch:03d}-{val_rmse:.4f} |
base_aug2 | base | 4DVarNet | 0.8840663983919447 | 112.0 | 0.07403542639232842 | 0.0621410334541918 | 117.6705331067866 | 0.8932851890608743 | 0.027608910330869 | 7.737 | 0.969 | 0.95223 | 0.00708 | data/natl_gf_w_5nadirs.nc | 2012-12-15 | 2013-02-24 | 2.0 | False | 2013-02-04 | 240.0 | 240.0 | 8.0 | src.data.BaseDataModule | src.utils.load_altimetry_data | 15.0 | src.utils.cosanneal_lr_adam | src.utils.get_cropped_hanning_mask | 3.0 | 50.0 | 75.0 | 0.002 | 20.0 | 20.0 | 15.0 | 15.0 | 8.0 | 3.0 | 15.0 | 15.0 | 15.0 | /raid/localscratch/qfebvre/4dvarnet-starter/outputs/2023-02-08/12-17-28 | base | 200.0 | pytorch_lightning.callbacks.StochasticWeightAveraging | {epoch:03d}-{val_rmse:.4f} |
cnatl | base | 4DVarNet | 0.8931530337153274 | 112.0 | 0.07550396344104567 | 0.055601045879232 | 116.19811515271212 | 0.9057498038274366 | 0.0293795907393126 | 7.495 | 0.773 | 0.94903 | 0.01293 | data/natl_gf_w_5nadirs.nc | 2012-12-15 | 2013-02-24 | 0.0 | False | 2013-02-24 | 200.0 | 200.0 | 8.0 | src.data.BaseDataModule | src.utils.load_full_natl_data | 15.0 | src.utils.cosanneal_lr_adam | src.utils.get_triang_time_wei | 0.0 | 64.0 | 96.0 | 0.001 | 20.0 | 20.0 | 15.0 | 15.0 | 8.0 | 3.0 | 15.0 | 15.0 | 15.0 | /raid/localscratch/qfebvre/4dvarnet-starter/outputs/2023-03-03/09-59-57 | base | 300.0 | pytorch_lightning.callbacks.LearningRateMonitor | {epoch:03d}-{val_rmse:.4f} |
smaller_mod | big_mod | 4DVarNet | 0.8743427943459394 | 113.0 | 0.08781324085350503 | 0.0692776163406762 | 118.49115643993942 | 0.8814928193939671 | 0.032033658130618 | 6.692 | 1.004 | 0.94448 | 0.02506 | data/natl_gf_w_5nadirs.nc | 2012-12-15 | 2013-02-24 | 4.0 | True | 2013-02-04 | 240.0 | 240.0 | 8.0 | src.data.BaseDataModule | src.utils.load_altimetry_data | 15.0 | src.utils.cosanneal_lr_adam | src.utils.get_cropped_hanning_mask | 1.0 | 32.0 | 64.0 | 0.003 | 20.0 | 20.0 | 15.0 | 15.0 | 8.0 | 3.0 | 15.0 | 15.0 | 15.0 | /raid/localscratch/qfebvre/4dvarnet-starter/outputs/2023-02-11/09-48-04 | big_mod | 200.0 | pytorch_lightning.callbacks.StochasticWeightAveraging | {epoch:03d}-{val_rmse:.4f} |
orca_obs_from_tgt | o2o_orca25_dc_split | 4DVarNet | 0.8765636756738603 | 115.0 | 0.07498822042062886 | 0.0668212008140043 | 70.60102192290978 | 0.8872307861107831 | 0.0413083070103471 | 11.09 | 1.293 | 0.92892 | 0.01051 | data/natl_gf_w_5nadirs.nc | 2012-12-15 | 2013-02-24 | 5.0 | False | 2013-02-24 | 200.0 | 200.0 | 4.0 | src.data.BaseDataModule | src.utils.load_altimetry_data | 15.0 | src.utils.cosanneal_lr_adam | src.utils.get_triang_time_wei | 0.0 | 64.0 | 96.0 | 0.001 | 20.0 | 20.0 | 15.0 | 15.0 | 8.0 | 3.0 | 15.0 | 15.0 | 15.0 | /raid/localscratch/qfebvre/4dvarnet-starter/outputs/2023-03-21/18-03-44 | o2o_orca25_dc_split | 1000.0 | pytorch_lightning.callbacks.LearningRateMonitor | {epoch:03d}-{val_rmse:.4f} |
o2o_obs_from_tgt/7 | o2o_glo12_rea_dc_split | 4DVarNet | 0.8895295628872134 | 115.0 | 0.07467547786046586 | 0.0579907419714916 | 77.46795346498804 | 0.9011514756339232 | 0.0274833805959852 | 6.958 | 0.956 | 0.95271 | 0.0062 | data/natl_gf_w_5nadirs.nc | 2012-12-15 | 2013-02-24 | 5.0 | False | 2013-02-24 | 200.0 | 200.0 | 4.0 | src.data.BaseDataModule | src.utils.load_altimetry_data | 15.0 | src.utils.cosanneal_lr_adam | src.utils.get_triang_time_wei | 0.0 | 64.0 | 96.0 | 0.001 | 20.0 | 20.0 | 15.0 | 15.0 | 8.0 | 3.0 | 15.0 | 15.0 | 15.0 | /raid/localscratch/qfebvre/4dvarnet-starter/multirun/2023-03-16/14-25-50/7 | o2o_glo12_rea_dc_split | 1000.0 | pytorch_lightning.callbacks.LearningRateMonitor | {epoch:03d}-{val_rmse:.4f} |
natl_obs_from_tgt | o2o_natl20_dc_split | 4DVarNet | 0.8940676593478185 | 115.0 | 0.07509359721107116 | 0.0550528851733405 | 108.74528124863534 | 0.9057650564375146 | 0.0243961555620359 | 18.025 | 1.035 | 0.95802 | 0.00686 | data/natl_gf_w_5nadirs.nc | 2012-12-15 | 2013-02-24 | 5.0 | False | 2013-02-24 | 200.0 | 200.0 | 4.0 | src.data.BaseDataModule | src.utils.load_altimetry_data | 15.0 | src.utils.cosanneal_lr_adam | src.utils.get_triang_time_wei | 0.0 | 64.0 | 96.0 | 0.001 | 20.0 | 20.0 | 15.0 | 15.0 | 8.0 | 3.0 | 15.0 | 15.0 | 15.0 | /raid/localscratch/qfebvre/4dvarnet-starter/outputs/2023-03-21/16-36-29 | o2o_natl20_dc_split | 1000.0 | pytorch_lightning.callbacks.LearningRateMonitor | {epoch:03d}-{val_rmse:.4f} |
swa_augonly1 | big_mod | 4DVarNet | 0.8700874726741874 | 117.0 | 0.08653325620149824 | 0.0718047140333662 | 122.58407188031872 | 0.8774171781968519 | 0.0309141421916322 | 7.96 | 1.158 | 0.94656 | 0.00832 | data/natl_gf_w_5nadirs.nc | 2012-12-15 | 2013-02-24 | 1.0 | True | 2013-02-04 | 240.0 | 240.0 | 8.0 | src.data.BaseDataModule | src.utils.load_altimetry_data | 15.0 | src.utils.cosanneal_lr_adam | src.utils.get_cropped_hanning_mask | 4.0 | 50.0 | 75.0 | 0.002 | 20.0 | 20.0 | 15.0 | 15.0 | 8.0 | 3.0 | 15.0 | 15.0 | 15.0 | /raid/localscratch/qfebvre/4dvarnet-starter/outputs/2023-02-13/16-17-23 | big_mod | 200.0 | pytorch_lightning.callbacks.StochasticWeightAveraging | {epoch:03d}-{val_rmse:.4f} |
swa_aug0_200ep | base | 4DVarNet | 0.8869364560687489 | 118.0 | 0.07629866100149381 | 0.0586661028376164 | 120.0794415306703 | 0.8891853999947563 | 0.029100302129884 | 8.124 | 1.178 | 0.94995 | 0.00769 | data/natl_gf_w_5nadirs.nc | 2012-12-15 | 2013-02-24 | 0.0 | False | 2013-02-04 | 240.0 | 240.0 | 8.0 | src.data.BaseDataModule | src.utils.load_altimetry_data | 15.0 | src.utils.cosanneal_lr_adam | src.utils.get_cropped_hanning_mask | 2.0 | 50.0 | 75.0 | 0.002 | 10.0 | 10.0 | 15.0 | 15.0 | 8.0 | 3.0 | 15.0 | 15.0 | 15.0 | /raid/localscratch/qfebvre/4dvarnet-starter/outputs/2023-02-07/16-22-07 | base | 200.0 | pytorch_lightning.callbacks.StochasticWeightAveraging | {epoch:03d}-{val_rmse:.4f} |
swa_sota_200ep_noaug | base | 4DVarNet | 0.8859063592357476 | 119.0 | 0.0769217023520802 | 0.0600725434166299 | 123.21008223979533 | 0.8991314510585419 | 0.0303566752211484 | 8.822 | 1.209 | 0.94779 | 0.00788 | data/natl_gf_w_5nadirs.nc | 2012-12-15 | 2013-02-24 | 0.0 | True | 2013-02-04 | 240.0 | 240.0 | 8.0 | src.data.BaseDataModule | src.utils.load_altimetry_data | 15.0 | src.utils.cosanneal_lr_adam | src.utils.get_cropped_hanning_mask | 2.0 | 50.0 | 75.0 | 0.002 | 20.0 | 20.0 | 15.0 | 15.0 | 8.0 | 3.0 | 15.0 | 15.0 | 15.0 | /raid/localscratch/qfebvre/4dvarnet-starter/outputs/2023-02-07/15-06-23 | base | 200.0 | pytorch_lightning.callbacks.StochasticWeightAveraging | {epoch:03d}-{val_rmse:.4f} |
tgt_from_obs_waug_not/2 | o2o_glo12_free_no_t | 4DVarNet | 0.8890897228020531 | 120.0 | 0.07525065703667247 | 0.0582989275354258 | 120.58705929283038 | 0.9013775027601528 | | | | | | data/natl_gf_w_5nadirs.nc | 2012-12-15 | 2013-02-24 | 5.0 | False | 2013-02-24 | 200.0 | 200.0 | 4.0 | src.data.BaseDataModule | src.utils.load_altimetry_data | 15.0 | src.utils.cosanneal_lr_adam | src.utils.get_triang_time_wei | 0.0 | 64.0 | 96.0 | 0.001 | 20.0 | 20.0 | 15.0 | 15.0 | 8.0 | 3.0 | 15.0 | 15.0 | 15.0 | /raid/localscratch/qfebvre/4dvarnet-starter/multirun/2023-03-30/13-15-52/2 | o2o_glo12_free_no_t | 300.0 | pytorch_lightning.callbacks.LearningRateMonitor | {epoch:03d}-{val_rmse:.4f} |
tgt_from_obs_waug_glo/0 | o2o_glo12_free_dc_split | 4DVarNet | 0.8877932510098099 | 121.0 | 0.07440786142806277 | 0.0591681843784975 | 121.46514103790216 | 0.8992725271783646 | | | | | | data/natl_gf_w_5nadirs.nc | 2012-12-15 | 2013-02-24 | 5.0 | False | 2013-02-24 | 200.0 | 200.0 | 4.0 | src.data.BaseDataModule | src.utils.load_altimetry_data | 15.0 | src.utils.cosanneal_lr_adam | src.utils.get_triang_time_wei | 0.0 | 64.0 | 96.0 | 0.001 | 20.0 | 20.0 | 15.0 | 15.0 | 8.0 | 3.0 | 15.0 | 15.0 | 15.0 | /raid/localscratch/qfebvre/4dvarnet-starter/multirun/2023-03-30/13-07-37/0 | o2o_glo12_free_dc_split | 300.0 | pytorch_lightning.callbacks.LearningRateMonitor | {epoch:03d}-{val_rmse:.4f} |
glofree | o2o_glo12_free_dc_split | 4DVarNet | 0.8876444298507373 | 122.0 | 0.07583598705990853 | 0.0588484021590487 | 125.68025062885842 | 0.9007834294904192 | 0.0154008563551689 | 11.192 | 0.897 | 0.96182 | 0.00994 | data/natl_gf_w_5nadirs.nc | 2012-12-15 | 2013-02-24 | 5.0 | False | 2013-02-24 | 200.0 | 200.0 | 4.0 | src.data.BaseDataModule | src.utils.load_altimetry_data | 15.0 | src.utils.cosanneal_lr_adam | src.utils.get_triang_time_wei | 0.0 | 64.0 | 96.0 | 0.001 | 20.0 | 20.0 | 15.0 | 15.0 | 8.0 | 3.0 | 15.0 | 15.0 | 15.0 | /raid/localscratch/qfebvre/4dvarnet-starter/multirun/2023-03-03/16-27-57/0 | o2o_glo12_free_dc_split | 300.0 | pytorch_lightning.callbacks.LearningRateMonitor | {epoch:03d}-{val_rmse:.4f} |
tgt_from_obs_waug_not/5 | o2o_orca25_no_t | 4DVarNet | 0.8831700478448704 | 125.0 | 0.07763709132734789 | 0.0619034450531127 | 126.51959393618756 | 0.8938708209666887 | | | | | | data/natl_gf_w_5nadirs.nc | 2012-12-15 | 2013-02-24 | 5.0 | False | 2013-02-24 | 200.0 | 200.0 | 4.0 | src.data.BaseDataModule | src.utils.load_altimetry_data | 15.0 | src.utils.cosanneal_lr_adam | src.utils.get_triang_time_wei | 0.0 | 64.0 | 96.0 | 0.001 | 20.0 | 20.0 | 15.0 | 15.0 | 8.0 | 3.0 | 15.0 | 15.0 | 15.0 | /raid/localscratch/qfebvre/4dvarnet-starter/multirun/2023-03-30/13-15-52/5 | o2o_orca25_no_t | 300.0 | pytorch_lightning.callbacks.LearningRateMonitor | {epoch:03d}-{val_rmse:.4f} |
notide_prepro/0 | o2o_enatl_wo_tide_dac_only_dc_split | 4DVarNet | 0.8679146737082916 | 125.0 | 0.08259835058594166 | 0.0719517552351614 | 105.63641123946576 | 0.8791427464421757 | 0.0385066367246915 | 8.377 | 1.181 | 0.93374 | 0.00625 | data/natl_gf_w_5nadirs.nc | 2012-12-15 | 2013-02-24 | 5.0 | False | 2013-02-24 | 200.0 | 200.0 | 4.0 | src.data.BaseDataModule | src.utils.load_altimetry_data | 15.0 | src.utils.cosanneal_lr_adam | src.utils.get_triang_time_wei | 0.0 | 64.0 | 96.0 | 0.001 | 20.0 | 20.0 | 15.0 | 15.0 | 8.0 | 3.0 | 15.0 | 15.0 | 15.0 | /raid/localscratch/qfebvre/4dvarnet-starter/multirun/2023-03-15/16-34-54/0 | o2o_enatl_wo_tide_dac_only_dc_split | 300.0 | pytorch_lightning.callbacks.LearningRateMonitor | {epoch:03d}-{val_rmse:.4f} |
ya_big_mod | big_mod | 4DVarNet | 0.8422127365826245 | 126.0 | 0.10827182417099918 | 0.0899209965554924 | 130.93044442961096 | 0.8497019667417146 | 0.031362792623997 | 7.194 | 1.065 | 0.9457 | 0.00854 | data/natl_gf_w_5nadirs.nc | 2012-12-15 | 2013-02-24 | 4.0 | True | 2013-02-04 | 240.0 | 240.0 | 8.0 | src.data.BaseDataModule | src.utils.load_altimetry_data | 15.0 | src.utils.cosanneal_lr_adam | src.utils.get_cropped_hanning_mask | 2.0 | 128.0 | 256.0 | 0.002 | 20.0 | 20.0 | 15.0 | 15.0 | 8.0 | 3.0 | 15.0 | 15.0 | 15.0 | /raid/localscratch/qfebvre/4dvarnet-starter/outputs/2023-02-11/09-41-13 | big_mod | 200.0 | pytorch_lightning.callbacks.StochasticWeightAveraging | {epoch:03d}-{val_rmse:.4f} |
orca | o2o_orca25_dc_split | 4DVarNet | 0.8834647133570964 | 127.0 | 0.07548444335289643 | 0.0616687168484813 | 130.52496312698784 | 0.8960108258915707 | 0.0137438726145371 | 10.909 | 1.172 | 0.95707 | 0.01277 | data/natl_gf_w_5nadirs.nc | 2012-12-15 | 2013-02-24 | 5.0 | False | 2013-02-24 | 200.0 | 200.0 | 4.0 | src.data.BaseDataModule | src.utils.load_altimetry_data | 15.0 | src.utils.cosanneal_lr_adam | src.utils.get_triang_time_wei | 0.0 | 64.0 | 96.0 | 0.001 | 20.0 | 20.0 | 15.0 | 15.0 | 8.0 | 3.0 | 15.0 | 15.0 | 15.0 | /raid/localscratch/qfebvre/4dvarnet-starter/outputs/2023-03-06/14-38-19 | o2o_orca25_dc_split | 300.0 | pytorch_lightning.callbacks.LearningRateMonitor | {epoch:03d}-{val_rmse:.4f} |
notide_prepro/2 | o2o_enatl_wo_tide_filt_25h_dc_split | 4DVarNet | 0.867291363980511 | 128.0 | 0.08781169881730191 | 0.0719866162820502 | 104.57074587467716 | 0.8778723662939873 | 0.0367882706806683 | 9.214 | 1.189 | 0.9367 | 0.00511 | data/natl_gf_w_5nadirs.nc | 2012-12-15 | 2013-02-24 | 5.0 | False | 2013-02-24 | 200.0 | 200.0 | 4.0 | src.data.BaseDataModule | src.utils.load_altimetry_data | 15.0 | src.utils.cosanneal_lr_adam | src.utils.get_triang_time_wei | 0.0 | 64.0 | 96.0 | 0.001 | 20.0 | 20.0 | 15.0 | 15.0 | 8.0 | 3.0 | 15.0 | 15.0 | 15.0 | /raid/localscratch/qfebvre/4dvarnet-starter/multirun/2023-03-15/16-34-54/2 | o2o_enatl_wo_tide_filt_25h_dc_split | 300.0 | pytorch_lightning.callbacks.LearningRateMonitor | {epoch:03d}-{val_rmse:.4f} |
notide_prepro/1 | o2o_enatl_wo_tide_dc_split | 4DVarNet | 0.8679017960028712 | 128.0 | 0.09060641518238713 | 0.0715386800392236 | 49.1737514253408 | 0.8776044925645815 | 0.0358036290654084 | 8.104 | 1.188 | 0.93839 | 0.00573 | data/natl_gf_w_5nadirs.nc | 2012-12-15 | 2013-02-24 | 5.0 | False | 2013-02-24 | 200.0 | 200.0 | 4.0 | src.data.BaseDataModule | src.utils.load_altimetry_data | 15.0 | src.utils.cosanneal_lr_adam | src.utils.get_triang_time_wei | 0.0 | 64.0 | 96.0 | 0.001 | 20.0 | 20.0 | 15.0 | 15.0 | 8.0 | 3.0 | 15.0 | 15.0 | 15.0 | /raid/localscratch/qfebvre/4dvarnet-starter/multirun/2023-03-15/16-34-54/1 | o2o_enatl_wo_tide_dc_split | 300.0 | pytorch_lightning.callbacks.LearningRateMonitor | {epoch:03d}-{val_rmse:.4f} |
tide_prepro/2 | o2o_enatl_w_tide_filt_25h_dc_split | 4DVarNet | 0.8683998240478548 | 128.0 | 0.09239075542457999 | 0.0713841716369158 | 94.01927098713648 | 0.8797304305494632 | 0.0367297762034128 | 8.328 | 1.179 | 0.9368 | 0.00537 | data/natl_gf_w_5nadirs.nc | 2012-12-15 | 2013-02-24 | 5.0 | False | 2013-02-24 | 200.0 | 200.0 | 4.0 | src.data.BaseDataModule | src.utils.load_altimetry_data | 15.0 | src.utils.cosanneal_lr_adam | src.utils.get_triang_time_wei | 0.0 | 64.0 | 96.0 | 0.001 | 20.0 | 20.0 | 15.0 | 15.0 | 8.0 | 3.0 | 15.0 | 15.0 | 15.0 | /raid/localscratch/qfebvre/4dvarnet-starter/multirun/2023-03-15/16-31-09/2 | o2o_enatl_w_tide_filt_25h_dc_split | 300.0 | pytorch_lightning.callbacks.LearningRateMonitor | {epoch:03d}-{val_rmse:.4f} |
tide_prepro/1 | o2o_enatl_w_tide_dc_split | 4DVarNet | 0.8694973007083893 | 128.0 | 0.08571012675484642 | 0.0707776787988349 | 76.91852511295811 | 0.8797305779663998 | 0.0364795307597793 | 8.344 | 1.204 | 0.93723 | 0.00637 | data/natl_gf_w_5nadirs.nc | 2012-12-15 | 2013-02-24 | 5.0 | False | 2013-02-24 | 200.0 | 200.0 | 4.0 | src.data.BaseDataModule | src.utils.load_altimetry_data | 15.0 | src.utils.cosanneal_lr_adam | src.utils.get_triang_time_wei | 0.0 | 64.0 | 96.0 | 0.001 | 20.0 | 20.0 | 15.0 | 15.0 | 8.0 | 3.0 | 15.0 | 15.0 | 15.0 | /raid/localscratch/qfebvre/4dvarnet-starter/multirun/2023-03-15/16-31-09/1 | o2o_enatl_w_tide_dc_split | 300.0 | pytorch_lightning.callbacks.LearningRateMonitor | {epoch:03d}-{val_rmse:.4f} |
tide_prepro/0 | o2o_enatl_w_tide_dac_only_dc_split | 4DVarNet | 0.77690025444378 | 128.0 | 0.10577502816791402 | 0.1307023026231034 | 91.68475186085249 | 0.7832628182298509 | 0.1011181898344652 | 10.555 | 1.33 | 0.826 | 0.01373 | data/natl_gf_w_5nadirs.nc | 2012-12-15 | 2013-02-24 | 5.0 | False | 2013-02-24 | 200.0 | 200.0 | 4.0 | src.data.BaseDataModule | src.utils.load_altimetry_data | 15.0 | src.utils.cosanneal_lr_adam | src.utils.get_triang_time_wei | 0.0 | 64.0 | 96.0 | 0.001 | 20.0 | 20.0 | 15.0 | 15.0 | 8.0 | 3.0 | 15.0 | 15.0 | 15.0 | /raid/localscratch/qfebvre/4dvarnet-starter/multirun/2023-03-15/16-31-09/0 | o2o_enatl_w_tide_dac_only_dc_split | 300.0 | pytorch_lightning.callbacks.LearningRateMonitor | {epoch:03d}-{val_rmse:.4f} |
tgt_from_obs_orca | o2o_orca25_dc_split | 4DVarNet | 0.8841879324019982 | 129.0 | 0.0757589727748818 | 0.0614601537229816 | 130.17341027516028 | 0.8951493262244065 | | | | | | data/natl_gf_w_5nadirs.nc | 2012-12-15 | 2013-02-24 | 5.0 | False | 2013-02-24 | 200.0 | 200.0 | 4.0 | src.data.BaseDataModule | src.utils.load_altimetry_data | 15.0 | src.utils.cosanneal_lr_adam | src.utils.get_triang_time_wei | 0.0 | 64.0 | 96.0 | 0.001 | 20.0 | 20.0 | 15.0 | 15.0 | 8.0 | 3.0 | 15.0 | 15.0 | 15.0 | /raid/localscratch/qfebvre/4dvarnet-starter/outputs/2023-04-03/06-50-47 | o2o_orca25_dc_split | 300.0 | pytorch_lightning.callbacks.LearningRateMonitor | {epoch:03d}-{val_rmse:.4f} |
no_tide_filt25 | o2o_enatl_wo_tide_filt_25h_dc_split | 4DVarNet | 0.8635878685107998 | 138.0 | 0.08967886130067099 | 0.0738481849931891 | 77.68382788964514 | 0.8759545588330788 | 0.0438403193692248 | 9.969 | 1.24 | 0.92456 | 0.00521 | data/natl_gf_w_5nadirs.nc | 2012-12-15 | 2013-02-24 | 5.0 | False | 2013-02-24 | 200.0 | 200.0 | 4.0 | src.data.BaseDataModule | src.utils.load_altimetry_data | 15.0 | src.utils.cosanneal_lr_adam | src.utils.get_triang_time_wei | 0.0 | 64.0 | 96.0 | 0.001 | 20.0 | 20.0 | 15.0 | 15.0 | 8.0 | 3.0 | 15.0 | 15.0 | 15.0 | /raid/localscratch/qfebvre/4dvarnet-starter/outputs/2023-03-15/10-03-36 | o2o_enatl_wo_tide_filt_25h_dc_split | 300.0 | pytorch_lightning.callbacks.LearningRateMonitor | {epoch:03d}-{val_rmse:.4f} |
notide_dac_only | o2o_enatl_wo_tide_dac_only_dc_split | 4DVarNet | 0.863985878656068 | 138.0 | 0.07950194154684102 | 0.0746575130653137 | 99.31812539840509 | 0.8755426249243595 | 0.0452108480441105 | 9.815 | 1.239 | 0.9222 | 0.00612 | data/natl_gf_w_5nadirs.nc | 2012-12-15 | 2013-02-24 | 5.0 | False | 2013-02-24 | 200.0 | 200.0 | 4.0 | src.data.BaseDataModule | src.utils.load_altimetry_data | 15.0 | src.utils.cosanneal_lr_adam | src.utils.get_triang_time_wei | 0.0 | 64.0 | 96.0 | 0.001 | 20.0 | 20.0 | 15.0 | 15.0 | 8.0 | 3.0 | 15.0 | 15.0 | 15.0 | /raid/localscratch/qfebvre/4dvarnet-starter/outputs/2023-03-15/08-34-32 | o2o_enatl_wo_tide_dac_only_dc_split | 300.0 | pytorch_lightning.callbacks.LearningRateMonitor | {epoch:03d}-{val_rmse:.4f} |