INFO:root:= Dataloaders INFO:root: - Dataset creation INFO:root:The loaded dataset contains 25 latitudes, 37 longitudes, 28 depths and 2222 time points INFO:root:Generating the index INFO:root:Loading the index from sub_2CMEMS-MEDSEA-2010-2016-training.nc.bin_index.idx INFO:root: - Loaded a dataset with 135432 samples INFO:root: - Splitting the data in training and validation sets INFO:root:Generating the subset files from 135432 samples INFO:root: - Subset dataset INFO:root:The loaded dataset contains 25 latitudes, 37 longitudes, 28 depths and 2222 time points INFO:root:Loading the index from sub_2CMEMS-MEDSEA-2010-2016-training.nc.bin_index.idx INFO:root:The loaded dataset contains 25 latitudes, 37 longitudes, 28 depths and 2222 time points INFO:root:Loading the index from sub_2CMEMS-MEDSEA-2010-2016-training.nc.bin_index.idx INFO:root: - The train fold has 108491 samples INFO:root: - The valid fold has 26941 samples INFO:root:= Dataloaders INFO:root: - Dataset creation INFO:root:The loaded dataset contains 25 latitudes, 37 longitudes, 28 depths and 2222 time points INFO:root:Generating the index INFO:root:Loading the index from sub_2CMEMS-MEDSEA-2010-2016-training.nc.bin_index.idx INFO:root: - Loaded a dataset with 135432 samples INFO:root: - Splitting the data in training and validation sets INFO:root:Generating the subset files from 135432 samples INFO:root: - Subset dataset INFO:root:The loaded dataset contains 25 latitudes, 37 longitudes, 28 depths and 2222 time points INFO:root:Loading the index from sub_2CMEMS-MEDSEA-2010-2016-training.nc.bin_index.idx INFO:root:The loaded dataset contains 25 latitudes, 37 longitudes, 28 depths and 2222 time points INFO:root:Loading the index from sub_2CMEMS-MEDSEA-2010-2016-training.nc.bin_index.idx INFO:root: - The train fold has 108183 samples INFO:root: - The valid fold has 27249 samples INFO:root:= Dataloaders INFO:root: - Dataset creation INFO:root:The loaded dataset contains 25 latitudes, 37 longitudes, 28 depths and 2222 time points INFO:root:Generating the index INFO:root:Loading the index from sub_2CMEMS-MEDSEA-2010-2016-training.nc.bin_index.idx INFO:root: - Loaded a dataset with 135432 samples INFO:root: - Splitting the data in training and validation sets INFO:root:Generating the subset files from 135432 samples INFO:root: - Subset dataset INFO:root:The loaded dataset contains 25 latitudes, 37 longitudes, 28 depths and 2222 time points INFO:root:Loading the index from sub_2CMEMS-MEDSEA-2010-2016-training.nc.bin_index.idx INFO:root:The loaded dataset contains 25 latitudes, 37 longitudes, 28 depths and 2222 time points INFO:root:Loading the index from sub_2CMEMS-MEDSEA-2010-2016-training.nc.bin_index.idx INFO:root: - The train fold has 108161 samples INFO:root: - The valid fold has 27271 samples INFO:root:= Dataloaders INFO:root: - Dataset creation INFO:root:The loaded dataset contains 25 latitudes, 37 longitudes, 28 depths and 2222 time points INFO:root:Generating the index INFO:root:Loading the index from sub_2CMEMS-MEDSEA-2010-2016-training.nc.bin_index.idx INFO:root: - Loaded a dataset with 135432 samples INFO:root: - Splitting the data in training and validation sets INFO:root:Generating the subset files from 135432 samples INFO:root: - Subset dataset INFO:root:The loaded dataset contains 25 latitudes, 37 longitudes, 28 depths and 2222 time points INFO:root:Loading the index from sub_2CMEMS-MEDSEA-2010-2016-training.nc.bin_index.idx INFO:root:The loaded dataset contains 25 latitudes, 37 longitudes, 28 depths and 2222 time points INFO:root:Loading the index from sub_2CMEMS-MEDSEA-2010-2016-training.nc.bin_index.idx INFO:root: - The train fold has 108295 samples INFO:root: - The valid fold has 27137 samples INFO:root:= Dataloaders INFO:root: - Dataset creation INFO:root:The loaded dataset contains 25 latitudes, 37 longitudes, 28 depths and 2222 time points INFO:root:Generating the index INFO:root:Loading the index from sub_2CMEMS-MEDSEA-2010-2016-training.nc.bin_index.idx INFO:root: - Loaded a dataset with 135432 samples INFO:root: - Splitting the data in training and validation sets INFO:root:Generating the subset files from 135432 samples INFO:root: - Subset dataset INFO:root:The loaded dataset contains 25 latitudes, 37 longitudes, 28 depths and 2222 time points INFO:root:Loading the index from sub_2CMEMS-MEDSEA-2010-2016-training.nc.bin_index.idx INFO:root:The loaded dataset contains 25 latitudes, 37 longitudes, 28 depths and 2222 time points INFO:root:Loading the index from sub_2CMEMS-MEDSEA-2010-2016-training.nc.bin_index.idx INFO:root: - The train fold has 108405 samples INFO:root: - The valid fold has 27027 samples INFO:root:Building the dataloader INFO:root:= Dataloaders INFO:root: - Dataset creation INFO:root:The loaded dataset contains 25 latitudes, 37 longitudes, 28 depths and 2222 time points INFO:root:Generating the index INFO:root:Loading the index from sub_2CMEMS-MEDSEA-2010-2016-training.nc.bin_index.idx INFO:root: - Loaded a dataset with 135432 samples INFO:root: - Splitting the data in training and validation sets INFO:root:Generating the subset files from 135432 samples INFO:root: - Subset dataset INFO:root:The loaded dataset contains 25 latitudes, 37 longitudes, 28 depths and 2222 time points INFO:root:Loading the index from sub_2CMEMS-MEDSEA-2010-2016-training.nc.bin_index.idx INFO:root:The loaded dataset contains 25 latitudes, 37 longitudes, 28 depths and 2222 time points INFO:root:Loading the index from sub_2CMEMS-MEDSEA-2010-2016-training.nc.bin_index.idx INFO:root: - The train fold has 108521 samples INFO:root: - The valid fold has 26911 samples INFO:root:= Dataloaders INFO:root: - Dataset creation INFO:root:The loaded dataset contains 25 latitudes, 37 longitudes, 28 depths and 2222 time points INFO:root:Generating the index INFO:root:Loading the index from sub_2CMEMS-MEDSEA-2010-2016-training.nc.bin_index.idx INFO:root: - Loaded a dataset with 135432 samples INFO:root: - Splitting the data in training and validation sets INFO:root:Generating the subset files from 135432 samples INFO:root: - Subset dataset INFO:root:The loaded dataset contains 25 latitudes, 37 longitudes, 28 depths and 2222 time points INFO:root:Loading the index from sub_2CMEMS-MEDSEA-2010-2016-training.nc.bin_index.idx INFO:root:The loaded dataset contains 25 latitudes, 37 longitudes, 28 depths and 2222 time points INFO:root:Loading the index from sub_2CMEMS-MEDSEA-2010-2016-training.nc.bin_index.idx INFO:root: - The train fold has 108555 samples INFO:root: - The valid fold has 26877 samples INFO:root:= Dataloaders INFO:root: - Dataset creation INFO:root:The loaded dataset contains 25 latitudes, 37 longitudes, 28 depths and 2222 time points INFO:root:Generating the index INFO:root:Loading the index from sub_2CMEMS-MEDSEA-2010-2016-training.nc.bin_index.idx INFO:root: - Loaded a dataset with 135432 samples INFO:root: - Splitting the data in training and validation sets INFO:root:Generating the subset files from 135432 samples INFO:root: - Subset dataset INFO:root:The loaded dataset contains 25 latitudes, 37 longitudes, 28 depths and 2222 time points INFO:root:Loading the index from sub_2CMEMS-MEDSEA-2010-2016-training.nc.bin_index.idx INFO:root:The loaded dataset contains 25 latitudes, 37 longitudes, 28 depths and 2222 time points INFO:root:Loading the index from sub_2CMEMS-MEDSEA-2010-2016-training.nc.bin_index.idx INFO:root: - The train fold has 108288 samples INFO:root: - The valid fold has 27144 samples INFO:root:= Dataloaders INFO:root: - Dataset creation INFO:root:The loaded dataset contains 25 latitudes, 37 longitudes, 28 depths and 2222 time points INFO:root:Generating the index INFO:root:Loading the index from sub_2CMEMS-MEDSEA-2010-2016-training.nc.bin_index.idx INFO:root: - Loaded a dataset with 135432 samples INFO:root: - Splitting the data in training and validation sets INFO:root:Generating the subset files from 135432 samples INFO:root: - Subset dataset INFO:root:The loaded dataset contains 25 latitudes, 37 longitudes, 28 depths and 2222 time points INFO:root:Loading the index from sub_2CMEMS-MEDSEA-2010-2016-training.nc.bin_index.idx INFO:root:The loaded dataset contains 25 latitudes, 37 longitudes, 28 depths and 2222 time points INFO:root:Loading the index from sub_2CMEMS-MEDSEA-2010-2016-training.nc.bin_index.idx INFO:root: - The train fold has 108261 samples INFO:root: - The valid fold has 27171 samples INFO:root:= Dataloaders INFO:root: - Dataset creation INFO:root:The loaded dataset contains 25 latitudes, 37 longitudes, 28 depths and 2222 time points INFO:root:Generating the index INFO:root:Loading the index from sub_2CMEMS-MEDSEA-2010-2016-training.nc.bin_index.idx INFO:root: - Loaded a dataset with 135432 samples INFO:root: - Splitting the data in training and validation sets INFO:root:Generating the subset files from 135432 samples INFO:root: - Subset dataset INFO:root:The loaded dataset contains 25 latitudes, 37 longitudes, 28 depths and 2222 time points INFO:root:Loading the index from sub_2CMEMS-MEDSEA-2010-2016-training.nc.bin_index.idx INFO:root:The loaded dataset contains 25 latitudes, 37 longitudes, 28 depths and 2222 time points INFO:root:Loading the index from sub_2CMEMS-MEDSEA-2010-2016-training.nc.bin_index.idx INFO:root: - The train fold has 108200 samples INFO:root: - The valid fold has 27232 samples INFO:root:= Dataloaders INFO:root: - Dataset creation INFO:root:The loaded dataset contains 25 latitudes, 37 longitudes, 28 depths and 2222 time points INFO:root:Generating the index INFO:root:Loading the index from sub_2CMEMS-MEDSEA-2010-2016-training.nc.bin_index.idx INFO:root: - Loaded a dataset with 135432 samples INFO:root: - Splitting the data in training and validation sets INFO:root:Generating the subset files from 135432 samples INFO:root: - Subset dataset INFO:root:The loaded dataset contains 25 latitudes, 37 longitudes, 28 depths and 2222 time points INFO:root:Loading the index from sub_2CMEMS-MEDSEA-2010-2016-training.nc.bin_index.idx INFO:root:The loaded dataset contains 25 latitudes, 37 longitudes, 28 depths and 2222 time points INFO:root:Loading the index from sub_2CMEMS-MEDSEA-2010-2016-training.nc.bin_index.idx INFO:root: - The train fold has 108515 samples INFO:root: - The valid fold has 26917 samples INFO:root:= Dataloaders INFO:root: - Dataset creation INFO:root:The loaded dataset contains 25 latitudes, 37 longitudes, 28 depths and 2222 time points INFO:root:Generating the index INFO:root:Loading the index from sub_2CMEMS-MEDSEA-2010-2016-training.nc.bin_index.idx INFO:root: - Loaded a dataset with 135432 samples INFO:root: - Splitting the data in training and validation sets INFO:root:Generating the subset files from 135432 samples INFO:root: - Subset dataset INFO:root:The loaded dataset contains 25 latitudes, 37 longitudes, 28 depths and 2222 time points INFO:root:Loading the index from sub_2CMEMS-MEDSEA-2010-2016-training.nc.bin_index.idx INFO:root:The loaded dataset contains 25 latitudes, 37 longitudes, 28 depths and 2222 time points INFO:root:Loading the index from sub_2CMEMS-MEDSEA-2010-2016-training.nc.bin_index.idx INFO:root: - The train fold has 108219 samples INFO:root: - The valid fold has 27213 samples INFO:root:= Dataloaders INFO:root: - Dataset creation INFO:root:The loaded dataset contains 25 latitudes, 37 longitudes, 28 depths and 2222 time points INFO:root:Generating the index INFO:root:Loading the index from sub_2CMEMS-MEDSEA-2010-2016-training.nc.bin_index.idx INFO:root: - Loaded a dataset with 135432 samples INFO:root: - Splitting the data in training and validation sets INFO:root:Generating the subset files from 135432 samples INFO:root: - Subset dataset INFO:root:The loaded dataset contains 25 latitudes, 37 longitudes, 28 depths and 2222 time points INFO:root:Loading the index from sub_2CMEMS-MEDSEA-2010-2016-training.nc.bin_index.idx INFO:root:The loaded dataset contains 25 latitudes, 37 longitudes, 28 depths and 2222 time points INFO:root:Loading the index from sub_2CMEMS-MEDSEA-2010-2016-training.nc.bin_index.idx INFO:root: - The train fold has 108363 samples INFO:root: - The valid fold has 27069 samples INFO:root:= Dataloaders INFO:root: - Dataset creation INFO:root:The loaded dataset contains 25 latitudes, 37 longitudes, 28 depths and 2222 time points INFO:root:Loading the index from sub_2CMEMS-MEDSEA-2010-2016-training.nc.bin_index.idx INFO:root: - Loaded a dataset with 1422036 samples INFO:root: - Splitting the data in training and validation sets INFO:root:Generating the subset files from 1422036 samples INFO:root: - Subset dataset INFO:root:The loaded dataset contains 25 latitudes, 37 longitudes, 28 depths and 2222 time points INFO:root:Loading the index from sub_2CMEMS-MEDSEA-2010-2016-training.nc.bin_index.idx INFO:root:The loaded dataset contains 25 latitudes, 37 longitudes, 28 depths and 2222 time points INFO:root:Loading the index from sub_2CMEMS-MEDSEA-2010-2016-training.nc.bin_index.idx INFO:root: - The train fold has 1137283 samples INFO:root: - The valid fold has 284753 samples INFO:root:= Dataloaders INFO:root: - Dataset creation INFO:root:The loaded dataset contains 25 latitudes, 37 longitudes, 28 depths and 2222 time points INFO:root:Loading the index from sub_2CMEMS-MEDSEA-2010-2016-training.nc.bin_index.idx INFO:root: - Loaded a dataset with 1422036 samples INFO:root: - Splitting the data in training and validation sets INFO:root:Generating the subset files from 1422036 samples INFO:root: - Subset dataset INFO:root:The loaded dataset contains 25 latitudes, 37 longitudes, 28 depths and 2222 time points INFO:root:Loading the index from sub_2CMEMS-MEDSEA-2010-2016-training.nc.bin_index.idx INFO:root:The loaded dataset contains 25 latitudes, 37 longitudes, 28 depths and 2222 time points INFO:root:Loading the index from sub_2CMEMS-MEDSEA-2010-2016-training.nc.bin_index.idx INFO:root: - The train fold has 1138415 samples INFO:root: - The valid fold has 283621 samples INFO:root:= Dataloaders INFO:root: - Dataset creation INFO:root:The loaded dataset contains 25 latitudes, 37 longitudes, 28 depths and 2222 time points INFO:root:Loading the index from sub_2CMEMS-MEDSEA-2010-2016-training.nc.bin_index.idx INFO:root: - Loaded a dataset with 1422036 samples INFO:root: - Splitting the data in training and validation sets INFO:root:Generating the subset files from 1422036 samples INFO:root: - Subset dataset INFO:root:The loaded dataset contains 25 latitudes, 37 longitudes, 28 depths and 2222 time points INFO:root:Loading the index from sub_2CMEMS-MEDSEA-2010-2016-training.nc.bin_index.idx INFO:root:The loaded dataset contains 25 latitudes, 37 longitudes, 28 depths and 2222 time points INFO:root:Loading the index from sub_2CMEMS-MEDSEA-2010-2016-training.nc.bin_index.idx INFO:root: - The train fold has 1138187 samples INFO:root: - The valid fold has 283849 samples INFO:root:= Dataloaders INFO:root: - Dataset creation INFO:root:The loaded dataset contains 25 latitudes, 37 longitudes, 28 depths and 2222 time points INFO:root:Loading the index from sub_2CMEMS-MEDSEA-2010-2016-training.nc.bin_index.idx INFO:root: - Loaded a dataset with 1422036 samples INFO:root: - Splitting the data in training and validation sets INFO:root:Generating the subset files from 1422036 samples INFO:root: - Subset dataset INFO:root:The loaded dataset contains 25 latitudes, 37 longitudes, 28 depths and 2222 time points INFO:root:Loading the index from sub_2CMEMS-MEDSEA-2010-2016-training.nc.bin_index.idx INFO:root:The loaded dataset contains 25 latitudes, 37 longitudes, 28 depths and 2222 time points INFO:root:Loading the index from sub_2CMEMS-MEDSEA-2010-2016-training.nc.bin_index.idx INFO:root: - The train fold has 1137311 samples INFO:root: - The valid fold has 284725 samples INFO:root:= Dataloaders INFO:root: - Dataset creation INFO:root:The loaded dataset contains 25 latitudes, 37 longitudes, 28 depths and 2222 time points INFO:root:Loading the index from sub_2CMEMS-MEDSEA-2010-2016-training.nc.bin_index.idx INFO:root: - Loaded a dataset with 1422036 samples INFO:root: - Splitting the data in training and validation sets INFO:root:Generating the subset files from 1422036 samples INFO:root: - Subset dataset INFO:root:The loaded dataset contains 25 latitudes, 37 longitudes, 28 depths and 2222 time points INFO:root:Loading the index from sub_2CMEMS-MEDSEA-2010-2016-training.nc.bin_index.idx INFO:root:The loaded dataset contains 25 latitudes, 37 longitudes, 28 depths and 2222 time points INFO:root:Loading the index from sub_2CMEMS-MEDSEA-2010-2016-training.nc.bin_index.idx INFO:root: - The train fold has 1137647 samples INFO:root: - The valid fold has 284389 samples INFO:root:= Dataloaders INFO:root: - Dataset creation INFO:root:The loaded dataset contains 25 latitudes, 37 longitudes, 28 depths and 2222 time points INFO:root:Generating the index INFO:root:Loading the index from sub_2CMEMS-MEDSEA-2010-2016-training.nc.bin_index.idx INFO:root: - Loaded a dataset with 135432 samples INFO:root: - Splitting the data in training and validation sets INFO:root:Generating the subset files from 135432 samples INFO:root: - Subset dataset INFO:root:The loaded dataset contains 25 latitudes, 37 longitudes, 28 depths and 2222 time points INFO:root:Loading the index from sub_2CMEMS-MEDSEA-2010-2016-training.nc.bin_index.idx INFO:root:The loaded dataset contains 25 latitudes, 37 longitudes, 28 depths and 2222 time points INFO:root:Loading the index from sub_2CMEMS-MEDSEA-2010-2016-training.nc.bin_index.idx INFO:root: - The train fold has 108324 samples INFO:root: - The valid fold has 27108 samples INFO:root:= Dataloaders INFO:root: - Dataset creation INFO:root:The loaded dataset contains 25 latitudes, 37 longitudes, 28 depths and 2222 time points INFO:root:Generating the index INFO:root:Loading the index from sub_2CMEMS-MEDSEA-2010-2016-training.nc.bin_index.idx INFO:root: - Loaded a dataset with 135432 samples INFO:root: - Splitting the data in training and validation sets INFO:root:Generating the subset files from 135432 samples INFO:root: - Subset dataset INFO:root:The loaded dataset contains 25 latitudes, 37 longitudes, 28 depths and 2222 time points INFO:root:Loading the index from sub_2CMEMS-MEDSEA-2010-2016-training.nc.bin_index.idx INFO:root:The loaded dataset contains 25 latitudes, 37 longitudes, 28 depths and 2222 time points INFO:root:Loading the index from sub_2CMEMS-MEDSEA-2010-2016-training.nc.bin_index.idx INFO:root: - The train fold has 108318 samples INFO:root: - The valid fold has 27114 samples INFO:root:= Dataloaders INFO:root: - Dataset creation INFO:root:The loaded dataset contains 25 latitudes, 37 longitudes, 28 depths and 2222 time points INFO:root:Generating the index INFO:root:Loading the index from sub_2CMEMS-MEDSEA-2010-2016-training.nc.bin_index.idx INFO:root: - Loaded a dataset with 135432 samples INFO:root: - Splitting the data in training and validation sets INFO:root:Generating the subset files from 135432 samples INFO:root: - Subset dataset INFO:root:The loaded dataset contains 25 latitudes, 37 longitudes, 28 depths and 2222 time points INFO:root:Loading the index from sub_2CMEMS-MEDSEA-2010-2016-training.nc.bin_index.idx INFO:root:The loaded dataset contains 25 latitudes, 37 longitudes, 28 depths and 2222 time points INFO:root:Loading the index from sub_2CMEMS-MEDSEA-2010-2016-training.nc.bin_index.idx INFO:root: - The train fold has 108363 samples INFO:root: - The valid fold has 27069 samples INFO:root:Building the dataloader INFO:root:= Dataloaders INFO:root: - Dataset creation INFO:root:The loaded dataset contains 25 latitudes, 37 longitudes, 28 depths and 365 time points INFO:root:Generating the index INFO:root:Loading the index from sub_2CMEMS-MEDSEA-2017-testing.nc.bin_index.idx INFO:root:I loaded 22572 values in the test set INFO:root:= Filling in the submission file INFO:root:= Dataloaders INFO:root: - Dataset creation INFO:root:The loaded dataset contains 25 latitudes, 37 longitudes, 28 depths and 2222 time points INFO:root:Generating the index INFO:root:Loading the index from sub_2CMEMS-MEDSEA-2010-2016-training.nc.bin_index.idx INFO:root: - Loaded a dataset with 135432 samples INFO:root: - Splitting the data in training and validation sets INFO:root:Generating the subset files from 135432 samples INFO:root: - Subset dataset INFO:root:The loaded dataset contains 25 latitudes, 37 longitudes, 28 depths and 2222 time points INFO:root:Loading the index from sub_2CMEMS-MEDSEA-2010-2016-training.nc.bin_index.idx INFO:root:The loaded dataset contains 25 latitudes, 37 longitudes, 28 depths and 2222 time points INFO:root:Loading the index from sub_2CMEMS-MEDSEA-2010-2016-training.nc.bin_index.idx INFO:root: - The train fold has 108521 samples INFO:root: - The valid fold has 26911 samples INFO:root:= Dataloaders INFO:root: - Dataset creation INFO:root:The loaded dataset contains 25 latitudes, 37 longitudes, 28 depths and 2222 time points INFO:root:Generating the index INFO:root:Loading the index from sub_2CMEMS-MEDSEA-2010-2016-training.nc.bin_index.idx INFO:root: - Loaded a dataset with 135432 samples INFO:root: - Splitting the data in training and validation sets INFO:root:Generating the subset files from 135432 samples INFO:root: - Subset dataset INFO:root:The loaded dataset contains 25 latitudes, 37 longitudes, 28 depths and 2222 time points INFO:root:Loading the index from sub_2CMEMS-MEDSEA-2010-2016-training.nc.bin_index.idx INFO:root:The loaded dataset contains 25 latitudes, 37 longitudes, 28 depths and 2222 time points INFO:root:Loading the index from sub_2CMEMS-MEDSEA-2010-2016-training.nc.bin_index.idx INFO:root: - The train fold has 108176 samples INFO:root: - The valid fold has 27256 samples INFO:root:Building the dataloader INFO:root:= Dataloaders INFO:root: - Dataset creation INFO:root:The loaded dataset contains 25 latitudes, 37 longitudes, 28 depths and 365 time points INFO:root:Generating the index INFO:root:Loading the index from sub_2CMEMS-MEDSEA-2017-testing.nc.bin_index.idx INFO:root:I loaded 22572 values in the test set INFO:root:= Filling in the submission file INFO:root:= Dataloaders INFO:root: - Dataset creation INFO:root:The loaded dataset contains 25 latitudes, 37 longitudes, 28 depths and 2222 time points INFO:root:Generating the index INFO:root:Loading the index from sub_2CMEMS-MEDSEA-2010-2016-training.nc.bin_index.idx INFO:root: - Loaded a dataset with 135432 samples INFO:root: - Splitting the data in training and validation sets INFO:root:Generating the subset files from 135432 samples INFO:root: - Subset dataset INFO:root:The loaded dataset contains 25 latitudes, 37 longitudes, 28 depths and 2222 time points INFO:root:Loading the index from sub_2CMEMS-MEDSEA-2010-2016-training.nc.bin_index.idx INFO:root:The loaded dataset contains 25 latitudes, 37 longitudes, 28 depths and 2222 time points INFO:root:Loading the index from sub_2CMEMS-MEDSEA-2010-2016-training.nc.bin_index.idx INFO:root: - The train fold has 108217 samples INFO:root: - The valid fold has 27215 samples INFO:root:Building the dataloader INFO:root:= Dataloaders INFO:root: - Dataset creation INFO:root:The loaded dataset contains 25 latitudes, 37 longitudes, 28 depths and 365 time points INFO:root:Generating the index INFO:root:Loading the index from sub_2CMEMS-MEDSEA-2017-testing.nc.bin_index.idx INFO:root:I loaded 22572 values in the test set INFO:root:= Filling in the submission file INFO:root:= Dataloaders INFO:root: - Dataset creation INFO:root:The loaded dataset contains 25 latitudes, 37 longitudes, 28 depths and 2222 time points INFO:root:Generating the index INFO:root:Loading the index from sub_2CMEMS-MEDSEA-2010-2016-training.nc.bin_index.idx INFO:root: - Loaded a dataset with 135432 samples INFO:root: - Splitting the data in training and validation sets INFO:root:Generating the subset files from 135432 samples INFO:root: - Subset dataset INFO:root:The loaded dataset contains 25 latitudes, 37 longitudes, 28 depths and 2222 time points INFO:root:Loading the index from sub_2CMEMS-MEDSEA-2010-2016-training.nc.bin_index.idx INFO:root:The loaded dataset contains 25 latitudes, 37 longitudes, 28 depths and 2222 time points INFO:root:Loading the index from sub_2CMEMS-MEDSEA-2010-2016-training.nc.bin_index.idx INFO:root: - The train fold has 108418 samples INFO:root: - The valid fold has 27014 samples INFO:root:Building the dataloader INFO:root:= Dataloaders INFO:root: - Dataset creation INFO:root:The loaded dataset contains 25 latitudes, 37 longitudes, 28 depths and 365 time points INFO:root:Generating the index INFO:root:Loading the index from sub_2CMEMS-MEDSEA-2017-testing.nc.bin_index.idx INFO:root:I loaded 22572 values in the test set INFO:root:= Filling in the submission file INFO:root:= Dataloaders INFO:root: - Dataset creation INFO:root:The loaded dataset contains 25 latitudes, 37 longitudes, 28 depths and 2222 time points INFO:root:Generating the index INFO:root:Loading the index from sub_2CMEMS-MEDSEA-2010-2016-training.nc.bin_index.idx INFO:root: - Loaded a dataset with 135432 samples INFO:root: - Splitting the data in training and validation sets INFO:root:Generating the subset files from 135432 samples INFO:root: - Subset dataset INFO:root:The loaded dataset contains 25 latitudes, 37 longitudes, 28 depths and 2222 time points INFO:root:Loading the index from sub_2CMEMS-MEDSEA-2010-2016-training.nc.bin_index.idx INFO:root:The loaded dataset contains 25 latitudes, 37 longitudes, 28 depths and 2222 time points INFO:root:Loading the index from sub_2CMEMS-MEDSEA-2010-2016-training.nc.bin_index.idx INFO:root: - The train fold has 108401 samples INFO:root: - The valid fold has 27031 samples INFO:root:= Dataloaders INFO:root: - Dataset creation INFO:root:The loaded dataset contains 25 latitudes, 37 longitudes, 28 depths and 2222 time points INFO:root:Generating the index INFO:root:Loading the index from sub_2CMEMS-MEDSEA-2010-2016-training.nc.bin_index.idx INFO:root: - Loaded a dataset with 135432 samples INFO:root: - Splitting the data in training and validation sets INFO:root:Generating the subset files from 135432 samples INFO:root: - Subset dataset INFO:root:The loaded dataset contains 25 latitudes, 37 longitudes, 28 depths and 2222 time points INFO:root:Loading the index from sub_2CMEMS-MEDSEA-2010-2016-training.nc.bin_index.idx INFO:root:The loaded dataset contains 25 latitudes, 37 longitudes, 28 depths and 2222 time points INFO:root:Loading the index from sub_2CMEMS-MEDSEA-2010-2016-training.nc.bin_index.idx INFO:root: - The train fold has 108730 samples INFO:root: - The valid fold has 26702 samples INFO:root:= Dataloaders INFO:root: - Dataset creation INFO:root:The loaded dataset contains 25 latitudes, 37 longitudes, 28 depths and 2222 time points INFO:root:Generating the index INFO:root:Loading the index from sub_2CMEMS-MEDSEA-2010-2016-training.nc.bin_index.idx INFO:root: - Loaded a dataset with 135432 samples INFO:root: - Splitting the data in training and validation sets INFO:root:Generating the subset files from 135432 samples INFO:root: - Subset dataset INFO:root:The loaded dataset contains 25 latitudes, 37 longitudes, 28 depths and 2222 time points INFO:root:Loading the index from sub_2CMEMS-MEDSEA-2010-2016-training.nc.bin_index.idx INFO:root:The loaded dataset contains 25 latitudes, 37 longitudes, 28 depths and 2222 time points INFO:root:Loading the index from sub_2CMEMS-MEDSEA-2010-2016-training.nc.bin_index.idx INFO:root: - The train fold has 108279 samples INFO:root: - The valid fold has 27153 samples INFO:root:= Dataloaders INFO:root: - Dataset creation INFO:root:The loaded dataset contains 25 latitudes, 37 longitudes, 28 depths and 2222 time points INFO:root:Generating the index INFO:root:Loading the index from sub_2CMEMS-MEDSEA-2010-2016-training.nc.bin_index.idx INFO:root: - Loaded a dataset with 135432 samples INFO:root: - Splitting the data in training and validation sets INFO:root:Generating the subset files from 135432 samples INFO:root: - Subset dataset INFO:root:The loaded dataset contains 25 latitudes, 37 longitudes, 28 depths and 2222 time points INFO:root:Loading the index from sub_2CMEMS-MEDSEA-2010-2016-training.nc.bin_index.idx INFO:root:The loaded dataset contains 25 latitudes, 37 longitudes, 28 depths and 2222 time points INFO:root:Loading the index from sub_2CMEMS-MEDSEA-2010-2016-training.nc.bin_index.idx INFO:root: - The train fold has 108368 samples INFO:root: - The valid fold has 27064 samples INFO:root:= Dataloaders INFO:root: - Dataset creation INFO:root:The loaded dataset contains 25 latitudes, 37 longitudes, 28 depths and 2222 time points INFO:root:Generating the index INFO:root:Loading the index from sub_2CMEMS-MEDSEA-2010-2016-training.nc.bin_index.idx INFO:root: - Loaded a dataset with 135432 samples INFO:root: - Splitting the data in training and validation sets INFO:root:Generating the subset files from 135432 samples INFO:root: - Subset dataset INFO:root:The loaded dataset contains 25 latitudes, 37 longitudes, 28 depths and 2222 time points INFO:root:Loading the index from sub_2CMEMS-MEDSEA-2010-2016-training.nc.bin_index.idx INFO:root:The loaded dataset contains 25 latitudes, 37 longitudes, 28 depths and 2222 time points INFO:root:Loading the index from sub_2CMEMS-MEDSEA-2010-2016-training.nc.bin_index.idx INFO:root: - The train fold has 108756 samples INFO:root: - The valid fold has 26676 samples INFO:root:= Dataloaders INFO:root: - Dataset creation INFO:root:The loaded dataset contains 25 latitudes, 37 longitudes, 28 depths and 2222 time points INFO:root:Generating the index INFO:root:Loading the index from sub_2CMEMS-MEDSEA-2010-2016-training.nc.bin_index.idx INFO:root: - Loaded a dataset with 135432 samples INFO:root: - Splitting the data in training and validation sets INFO:root:Generating the subset files from 135432 samples INFO:root: - Subset dataset INFO:root:The loaded dataset contains 25 latitudes, 37 longitudes, 28 depths and 2222 time points INFO:root:Loading the index from sub_2CMEMS-MEDSEA-2010-2016-training.nc.bin_index.idx INFO:root:The loaded dataset contains 25 latitudes, 37 longitudes, 28 depths and 2222 time points INFO:root:Loading the index from sub_2CMEMS-MEDSEA-2010-2016-training.nc.bin_index.idx INFO:root: - The train fold has 108301 samples INFO:root: - The valid fold has 27131 samples INFO:root:= Dataloaders INFO:root: - Dataset creation INFO:root:The loaded dataset contains 25 latitudes, 37 longitudes, 28 depths and 2222 time points INFO:root:Generating the index INFO:root:Loading the index from sub_2CMEMS-MEDSEA-2010-2016-training.nc.bin_index.idx INFO:root: - Loaded a dataset with 135432 samples INFO:root: - Splitting the data in training and validation sets INFO:root:Generating the subset files from 135432 samples INFO:root: - Subset dataset INFO:root:The loaded dataset contains 25 latitudes, 37 longitudes, 28 depths and 2222 time points INFO:root:Loading the index from sub_2CMEMS-MEDSEA-2010-2016-training.nc.bin_index.idx INFO:root:The loaded dataset contains 25 latitudes, 37 longitudes, 28 depths and 2222 time points INFO:root:Loading the index from sub_2CMEMS-MEDSEA-2010-2016-training.nc.bin_index.idx INFO:root: - The train fold has 108220 samples INFO:root: - The valid fold has 27212 samples INFO:root:= Dataloaders INFO:root: - Dataset creation INFO:root:The loaded dataset contains 25 latitudes, 37 longitudes, 28 depths and 2222 time points INFO:root:Generating the index INFO:root:Loading the index from sub_2CMEMS-MEDSEA-2010-2016-training.nc.bin_index.idx INFO:root: - Loaded a dataset with 135432 samples INFO:root: - Splitting the data in training and validation sets INFO:root:Generating the subset files from 135432 samples INFO:root: - Subset dataset INFO:root:The loaded dataset contains 25 latitudes, 37 longitudes, 28 depths and 2222 time points INFO:root:Loading the index from sub_2CMEMS-MEDSEA-2010-2016-training.nc.bin_index.idx INFO:root:The loaded dataset contains 25 latitudes, 37 longitudes, 28 depths and 2222 time points INFO:root:Loading the index from sub_2CMEMS-MEDSEA-2010-2016-training.nc.bin_index.idx INFO:root: - The train fold has 108395 samples INFO:root: - The valid fold has 27037 samples INFO:root:= Dataloaders INFO:root: - Dataset creation INFO:root:The loaded dataset contains 25 latitudes, 37 longitudes, 28 depths and 2222 time points INFO:root:Generating the index INFO:root:Loading the index from sub_2CMEMS-MEDSEA-2010-2016-training.nc.bin_index.idx INFO:root: - Loaded a dataset with 135432 samples INFO:root: - Splitting the data in training and validation sets INFO:root:Generating the subset files from 135432 samples INFO:root: - Subset dataset INFO:root:The loaded dataset contains 25 latitudes, 37 longitudes, 28 depths and 2222 time points INFO:root:Loading the index from sub_2CMEMS-MEDSEA-2010-2016-training.nc.bin_index.idx INFO:root:The loaded dataset contains 25 latitudes, 37 longitudes, 28 depths and 2222 time points INFO:root:Loading the index from sub_2CMEMS-MEDSEA-2010-2016-training.nc.bin_index.idx INFO:root: - The train fold has 108495 samples INFO:root: - The valid fold has 26937 samples INFO:root:= Dataloaders INFO:root: - Dataset creation INFO:root:The loaded dataset contains 25 latitudes, 37 longitudes, 28 depths and 2222 time points INFO:root:Generating the index INFO:root:Loading the index from sub_2CMEMS-MEDSEA-2010-2016-training.nc.bin_index.idx INFO:root: - Loaded a dataset with 135432 samples INFO:root: - Splitting the data in training and validation sets INFO:root:Generating the subset files from 135432 samples INFO:root: - Subset dataset INFO:root:The loaded dataset contains 25 latitudes, 37 longitudes, 28 depths and 2222 time points INFO:root:Loading the index from sub_2CMEMS-MEDSEA-2010-2016-training.nc.bin_index.idx INFO:root:The loaded dataset contains 25 latitudes, 37 longitudes, 28 depths and 2222 time points INFO:root:Loading the index from sub_2CMEMS-MEDSEA-2010-2016-training.nc.bin_index.idx INFO:root: - The train fold has 108430 samples INFO:root: - The valid fold has 27002 samples INFO:root:= Dataloaders INFO:root: - Dataset creation INFO:root:The loaded dataset contains 25 latitudes, 37 longitudes, 28 depths and 2222 time points INFO:root:Generating the index INFO:root:Loading the index from sub_2CMEMS-MEDSEA-2010-2016-training.nc.bin_index.idx INFO:root: - Loaded a dataset with 135432 samples INFO:root: - Splitting the data in training and validation sets INFO:root:Generating the subset files from 135432 samples INFO:root: - Subset dataset INFO:root:The loaded dataset contains 25 latitudes, 37 longitudes, 28 depths and 2222 time points INFO:root:Loading the index from sub_2CMEMS-MEDSEA-2010-2016-training.nc.bin_index.idx INFO:root:The loaded dataset contains 25 latitudes, 37 longitudes, 28 depths and 2222 time points INFO:root:Loading the index from sub_2CMEMS-MEDSEA-2010-2016-training.nc.bin_index.idx INFO:root: - The train fold has 108547 samples INFO:root: - The valid fold has 26885 samples INFO:root:= Dataloaders INFO:root: - Dataset creation INFO:root:The loaded dataset contains 25 latitudes, 37 longitudes, 28 depths and 2222 time points INFO:root:Generating the index INFO:root:Loading the index from sub_2CMEMS-MEDSEA-2010-2016-training.nc.bin_index.idx INFO:root: - Loaded a dataset with 135432 samples INFO:root: - Splitting the data in training and validation sets INFO:root:Generating the subset files from 135432 samples INFO:root: - Subset dataset INFO:root:The loaded dataset contains 25 latitudes, 37 longitudes, 28 depths and 2222 time points INFO:root:Loading the index from sub_2CMEMS-MEDSEA-2010-2016-training.nc.bin_index.idx INFO:root:The loaded dataset contains 25 latitudes, 37 longitudes, 28 depths and 2222 time points INFO:root:Loading the index from sub_2CMEMS-MEDSEA-2010-2016-training.nc.bin_index.idx INFO:root: - The train fold has 108530 samples INFO:root: - The valid fold has 26902 samples INFO:root:= Dataloaders INFO:root: - Dataset creation INFO:root:The loaded dataset contains 25 latitudes, 37 longitudes, 28 depths and 2222 time points INFO:root:Generating the index INFO:root:Loading the index from sub_2CMEMS-MEDSEA-2010-2016-training.nc.bin_index.idx INFO:root: - Loaded a dataset with 135432 samples INFO:root: - Splitting the data in training and validation sets INFO:root:Generating the subset files from 135432 samples INFO:root: - Subset dataset INFO:root:The loaded dataset contains 25 latitudes, 37 longitudes, 28 depths and 2222 time points INFO:root:Loading the index from sub_2CMEMS-MEDSEA-2010-2016-training.nc.bin_index.idx INFO:root:The loaded dataset contains 25 latitudes, 37 longitudes, 28 depths and 2222 time points INFO:root:Loading the index from sub_2CMEMS-MEDSEA-2010-2016-training.nc.bin_index.idx INFO:root: - The train fold has 108232 samples INFO:root: - The valid fold has 27200 samples INFO:root:= Dataloaders INFO:root: - Dataset creation INFO:root:The loaded dataset contains 25 latitudes, 37 longitudes, 28 depths and 2222 time points INFO:root:Generating the index INFO:root:Loading the index from sub_2CMEMS-MEDSEA-2010-2016-training.nc.bin_index.idx INFO:root: - Loaded a dataset with 135432 samples INFO:root: - Splitting the data in training and validation sets INFO:root:Generating the subset files from 135432 samples INFO:root: - Subset dataset INFO:root:The loaded dataset contains 25 latitudes, 37 longitudes, 28 depths and 2222 time points INFO:root:Loading the index from sub_2CMEMS-MEDSEA-2010-2016-training.nc.bin_index.idx INFO:root:The loaded dataset contains 25 latitudes, 37 longitudes, 28 depths and 2222 time points INFO:root:Loading the index from sub_2CMEMS-MEDSEA-2010-2016-training.nc.bin_index.idx INFO:root: - The train fold has 108218 samples INFO:root: - The valid fold has 27214 samples INFO:root:= Dataloaders INFO:root: - Dataset creation INFO:root:The loaded dataset contains 25 latitudes, 37 longitudes, 28 depths and 2222 time points INFO:root:Generating the index INFO:root:Loading the index from sub_2CMEMS-MEDSEA-2010-2016-training.nc.bin_index.idx INFO:root: - Loaded a dataset with 135432 samples INFO:root: - Splitting the data in training and validation sets INFO:root:Generating the subset files from 135432 samples INFO:root: - Subset dataset INFO:root:The loaded dataset contains 25 latitudes, 37 longitudes, 28 depths and 2222 time points INFO:root:Loading the index from sub_2CMEMS-MEDSEA-2010-2016-training.nc.bin_index.idx INFO:root:The loaded dataset contains 25 latitudes, 37 longitudes, 28 depths and 2222 time points INFO:root:Loading the index from sub_2CMEMS-MEDSEA-2010-2016-training.nc.bin_index.idx INFO:root: - The train fold has 108422 samples INFO:root: - The valid fold has 27010 samples INFO:root:= Dataloaders INFO:root: - Dataset creation INFO:root:The loaded dataset contains 25 latitudes, 37 longitudes, 28 depths and 2222 time points INFO:root:Generating the index INFO:root:Loading the index from sub_2CMEMS-MEDSEA-2010-2016-training.nc.bin_index.idx INFO:root: - Loaded a dataset with 135432 samples INFO:root: - Splitting the data in training and validation sets INFO:root:Generating the subset files from 135432 samples INFO:root: - Subset dataset INFO:root:The loaded dataset contains 25 latitudes, 37 longitudes, 28 depths and 2222 time points INFO:root:Loading the index from sub_2CMEMS-MEDSEA-2010-2016-training.nc.bin_index.idx INFO:root:The loaded dataset contains 25 latitudes, 37 longitudes, 28 depths and 2222 time points INFO:root:Loading the index from sub_2CMEMS-MEDSEA-2010-2016-training.nc.bin_index.idx INFO:root: - The train fold has 108343 samples INFO:root: - The valid fold has 27089 samples INFO:root:= Dataloaders INFO:root: - Dataset creation INFO:root:The loaded dataset contains 25 latitudes, 37 longitudes, 28 depths and 2222 time points INFO:root:Generating the index INFO:root:Loading the index from sub_2CMEMS-MEDSEA-2010-2016-training.nc.bin_index.idx INFO:root: - Loaded a dataset with 135432 samples INFO:root: - Splitting the data in training and validation sets INFO:root:Generating the subset files from 135432 samples INFO:root: - Subset dataset INFO:root:The loaded dataset contains 25 latitudes, 37 longitudes, 28 depths and 2222 time points INFO:root:Loading the index from sub_2CMEMS-MEDSEA-2010-2016-training.nc.bin_index.idx INFO:root:The loaded dataset contains 25 latitudes, 37 longitudes, 28 depths and 2222 time points INFO:root:Loading the index from sub_2CMEMS-MEDSEA-2010-2016-training.nc.bin_index.idx INFO:root: - The train fold has 108389 samples INFO:root: - The valid fold has 27043 samples INFO:root:= Dataloaders INFO:root: - Dataset creation INFO:root:The loaded dataset contains 25 latitudes, 37 longitudes, 28 depths and 2222 time points INFO:root:Generating the index INFO:root:Loading the index from sub_2CMEMS-MEDSEA-2010-2016-training.nc.bin_index.idx INFO:root: - Loaded a dataset with 135432 samples INFO:root: - Splitting the data in training and validation sets INFO:root:Generating the subset files from 135432 samples INFO:root: - Subset dataset INFO:root:The loaded dataset contains 25 latitudes, 37 longitudes, 28 depths and 2222 time points INFO:root:Loading the index from sub_2CMEMS-MEDSEA-2010-2016-training.nc.bin_index.idx INFO:root:The loaded dataset contains 25 latitudes, 37 longitudes, 28 depths and 2222 time points INFO:root:Loading the index from sub_2CMEMS-MEDSEA-2010-2016-training.nc.bin_index.idx INFO:root: - The train fold has 108279 samples INFO:root: - The valid fold has 27153 samples INFO:root:= Dataloaders INFO:root: - Dataset creation INFO:root:The loaded dataset contains 25 latitudes, 37 longitudes, 28 depths and 2222 time points INFO:root:Generating the index INFO:root:Loading the index from sub_2CMEMS-MEDSEA-2010-2016-training.nc.bin_index.idx INFO:root: - Loaded a dataset with 135432 samples INFO:root: - Splitting the data in training and validation sets INFO:root:Generating the subset files from 135432 samples INFO:root: - Subset dataset INFO:root:The loaded dataset contains 25 latitudes, 37 longitudes, 28 depths and 2222 time points INFO:root:Loading the index from sub_2CMEMS-MEDSEA-2010-2016-training.nc.bin_index.idx INFO:root:The loaded dataset contains 25 latitudes, 37 longitudes, 28 depths and 2222 time points INFO:root:Loading the index from sub_2CMEMS-MEDSEA-2010-2016-training.nc.bin_index.idx INFO:root: - The train fold has 108540 samples INFO:root: - The valid fold has 26892 samples INFO:root:= Dataloaders INFO:root: - Dataset creation INFO:root:The loaded dataset contains 25 latitudes, 37 longitudes, 28 depths and 2222 time points INFO:root:Generating the index INFO:root:Loading the index from sub_2CMEMS-MEDSEA-2010-2016-training.nc.bin_index.idx INFO:root: - Loaded a dataset with 135432 samples INFO:root: - Splitting the data in training and validation sets INFO:root:Generating the subset files from 135432 samples INFO:root: - Subset dataset INFO:root:The loaded dataset contains 25 latitudes, 37 longitudes, 28 depths and 2222 time points INFO:root:Loading the index from sub_2CMEMS-MEDSEA-2010-2016-training.nc.bin_index.idx INFO:root:The loaded dataset contains 25 latitudes, 37 longitudes, 28 depths and 2222 time points INFO:root:Loading the index from sub_2CMEMS-MEDSEA-2010-2016-training.nc.bin_index.idx INFO:root: - The train fold has 108486 samples INFO:root: - The valid fold has 26946 samples INFO:root:= Dataloaders INFO:root: - Dataset creation INFO:root:The loaded dataset contains 25 latitudes, 37 longitudes, 28 depths and 2222 time points INFO:root:Generating the index INFO:root:Loading the index from sub_2CMEMS-MEDSEA-2010-2016-training.nc.bin_index.idx INFO:root: - Loaded a dataset with 135432 samples INFO:root: - Splitting the data in training and validation sets INFO:root:Generating the subset files from 135432 samples INFO:root: - Subset dataset INFO:root:The loaded dataset contains 25 latitudes, 37 longitudes, 28 depths and 2222 time points INFO:root:Loading the index from sub_2CMEMS-MEDSEA-2010-2016-training.nc.bin_index.idx INFO:root:The loaded dataset contains 25 latitudes, 37 longitudes, 28 depths and 2222 time points INFO:root:Loading the index from sub_2CMEMS-MEDSEA-2010-2016-training.nc.bin_index.idx INFO:root: - The train fold has 108253 samples INFO:root: - The valid fold has 27179 samples INFO:root:= Dataloaders INFO:root: - Dataset creation INFO:root:The loaded dataset contains 25 latitudes, 37 longitudes, 28 depths and 2222 time points INFO:root:Generating the index INFO:root:Loading the index from sub_2CMEMS-MEDSEA-2010-2016-training.nc.bin_index.idx INFO:root: - Loaded a dataset with 135432 samples INFO:root: - Splitting the data in training and validation sets INFO:root:Generating the subset files from 135432 samples INFO:root: - Subset dataset INFO:root:The loaded dataset contains 25 latitudes, 37 longitudes, 28 depths and 2222 time points INFO:root:Loading the index from sub_2CMEMS-MEDSEA-2010-2016-training.nc.bin_index.idx INFO:root:The loaded dataset contains 25 latitudes, 37 longitudes, 28 depths and 2222 time points INFO:root:Loading the index from sub_2CMEMS-MEDSEA-2010-2016-training.nc.bin_index.idx INFO:root: - The train fold has 108276 samples INFO:root: - The valid fold has 27156 samples INFO:root:= Dataloaders INFO:root: - Dataset creation INFO:root:The loaded dataset contains 25 latitudes, 37 longitudes, 28 depths and 2222 time points INFO:root:Generating the index INFO:root:Loading the index from sub_2CMEMS-MEDSEA-2010-2016-training.nc.bin_index.idx INFO:root: - Loaded a dataset with 135432 samples INFO:root: - Splitting the data in training and validation sets INFO:root:Generating the subset files from 135432 samples INFO:root: - Subset dataset INFO:root:The loaded dataset contains 25 latitudes, 37 longitudes, 28 depths and 2222 time points INFO:root:Loading the index from sub_2CMEMS-MEDSEA-2010-2016-training.nc.bin_index.idx INFO:root:The loaded dataset contains 25 latitudes, 37 longitudes, 28 depths and 2222 time points INFO:root:Loading the index from sub_2CMEMS-MEDSEA-2010-2016-training.nc.bin_index.idx INFO:root: - The train fold has 108230 samples INFO:root: - The valid fold has 27202 samples INFO:root:= Dataloaders INFO:root: - Dataset creation INFO:root:The loaded dataset contains 25 latitudes, 37 longitudes, 28 depths and 2222 time points INFO:root:Generating the index INFO:root:Loading the index from sub_2CMEMS-MEDSEA-2010-2016-training.nc.bin_index.idx INFO:root: - Loaded a dataset with 135432 samples INFO:root: - Splitting the data in training and validation sets INFO:root:Generating the subset files from 135432 samples INFO:root: - Subset dataset INFO:root:The loaded dataset contains 25 latitudes, 37 longitudes, 28 depths and 2222 time points INFO:root:Loading the index from sub_2CMEMS-MEDSEA-2010-2016-training.nc.bin_index.idx INFO:root:The loaded dataset contains 25 latitudes, 37 longitudes, 28 depths and 2222 time points INFO:root:Loading the index from sub_2CMEMS-MEDSEA-2010-2016-training.nc.bin_index.idx INFO:root: - The train fold has 108362 samples INFO:root: - The valid fold has 27070 samples INFO:root:= Dataloaders INFO:root: - Dataset creation INFO:root:The loaded dataset contains 25 latitudes, 37 longitudes, 28 depths and 2222 time points INFO:root:Generating the index INFO:root:Loading the index from sub_2CMEMS-MEDSEA-2010-2016-training.nc.bin_index.idx INFO:root: - Loaded a dataset with 135432 samples INFO:root: - Splitting the data in training and validation sets INFO:root:Generating the subset files from 135432 samples INFO:root: - Subset dataset INFO:root:The loaded dataset contains 25 latitudes, 37 longitudes, 28 depths and 2222 time points INFO:root:Loading the index from sub_2CMEMS-MEDSEA-2010-2016-training.nc.bin_index.idx INFO:root:The loaded dataset contains 25 latitudes, 37 longitudes, 28 depths and 2222 time points INFO:root:Loading the index from sub_2CMEMS-MEDSEA-2010-2016-training.nc.bin_index.idx INFO:root: - The train fold has 108539 samples INFO:root: - The valid fold has 26893 samples INFO:root:Building the dataloader INFO:root:= Dataloaders INFO:root: - Dataset creation INFO:root:The loaded dataset contains 25 latitudes, 37 longitudes, 28 depths and 365 time points INFO:root:Generating the index INFO:root:Loading the index from sub_2CMEMS-MEDSEA-2017-testing.nc.bin_index.idx INFO:root:I loaded 22572 values in the test set INFO:root:= Filling in the submission file INFO:root:= Dataloaders INFO:root: - Dataset creation INFO:root:The loaded dataset contains 25 latitudes, 37 longitudes, 28 depths and 2222 time points INFO:root:Generating the index INFO:root:Loading the index from sub_2CMEMS-MEDSEA-2010-2016-training.nc.bin_index.idx INFO:root: - Loaded a dataset with 135432 samples INFO:root: - Splitting the data in training and validation sets INFO:root:Generating the subset files from 135432 samples INFO:root: - Subset dataset INFO:root:The loaded dataset contains 25 latitudes, 37 longitudes, 28 depths and 2222 time points INFO:root:Loading the index from sub_2CMEMS-MEDSEA-2010-2016-training.nc.bin_index.idx INFO:root:The loaded dataset contains 25 latitudes, 37 longitudes, 28 depths and 2222 time points INFO:root:Loading the index from sub_2CMEMS-MEDSEA-2010-2016-training.nc.bin_index.idx INFO:root: - The train fold has 108336 samples INFO:root: - The valid fold has 27096 samples INFO:root:= Dataloaders INFO:root: - Dataset creation INFO:root:The loaded dataset contains 25 latitudes, 37 longitudes, 28 depths and 2222 time points INFO:root:Generating the index INFO:root:Loading the index from sub_2CMEMS-MEDSEA-2010-2016-training.nc.bin_index.idx INFO:root: - Loaded a dataset with 135432 samples INFO:root: - Splitting the data in training and validation sets INFO:root:Generating the subset files from 135432 samples INFO:root: - Subset dataset INFO:root:The loaded dataset contains 25 latitudes, 37 longitudes, 28 depths and 2222 time points INFO:root:Loading the index from sub_2CMEMS-MEDSEA-2010-2016-training.nc.bin_index.idx INFO:root:The loaded dataset contains 25 latitudes, 37 longitudes, 28 depths and 2222 time points INFO:root:Loading the index from sub_2CMEMS-MEDSEA-2010-2016-training.nc.bin_index.idx INFO:root: - The train fold has 108369 samples INFO:root: - The valid fold has 27063 samples INFO:root:Building the dataloader INFO:root:= Dataloaders INFO:root: - Dataset creation INFO:root:The loaded dataset contains 25 latitudes, 37 longitudes, 28 depths and 365 time points INFO:root:Generating the index INFO:root:Loading the index from sub_2CMEMS-MEDSEA-2017-testing.nc.bin_index.idx INFO:root:I loaded 22572 values in the test set INFO:root:= Filling in the submission file INFO:root:= Dataloaders INFO:root: - Dataset creation INFO:root:The loaded dataset contains 25 latitudes, 37 longitudes, 28 depths and 2222 time points INFO:root:Generating the index INFO:root:Loading the index from sub_2CMEMS-MEDSEA-2010-2016-training.nc.bin_index.idx INFO:root: - Loaded a dataset with 45144 samples INFO:root: - Splitting the data in training and validation sets INFO:root:Generating the subset files from 45144 samples INFO:root: - Subset dataset INFO:root:The loaded dataset contains 25 latitudes, 37 longitudes, 28 depths and 2222 time points INFO:root:Loading the index from sub_2CMEMS-MEDSEA-2010-2016-training.nc.bin_index.idx INFO:root:The loaded dataset contains 25 latitudes, 37 longitudes, 28 depths and 2222 time points INFO:root:Loading the index from sub_2CMEMS-MEDSEA-2010-2016-training.nc.bin_index.idx INFO:root: - The train fold has 35989 samples INFO:root: - The valid fold has 9155 samples INFO:root:Building the dataloader INFO:root:= Dataloaders INFO:root: - Dataset creation INFO:root:The loaded dataset contains 25 latitudes, 37 longitudes, 28 depths and 365 time points INFO:root:Generating the index INFO:root:Loading the index from sub_2CMEMS-MEDSEA-2017-testing.nc.bin_index.idx INFO:root:I loaded 22572 values in the test set INFO:root:= Filling in the submission file INFO:root:= Dataloaders INFO:root: - Dataset creation INFO:root:The loaded dataset contains 25 latitudes, 37 longitudes, 28 depths and 2222 time points INFO:root:Generating the index INFO:root:Loading the index from sub_2CMEMS-MEDSEA-2010-2016-training.nc.bin_index.idx INFO:root: - Loaded a dataset with 45144 samples INFO:root: - Splitting the data in training and validation sets INFO:root:Generating the subset files from 45144 samples INFO:root: - Subset dataset INFO:root:The loaded dataset contains 25 latitudes, 37 longitudes, 28 depths and 2222 time points INFO:root:Loading the index from sub_2CMEMS-MEDSEA-2010-2016-training.nc.bin_index.idx INFO:root:The loaded dataset contains 25 latitudes, 37 longitudes, 28 depths and 2222 time points INFO:root:Loading the index from sub_2CMEMS-MEDSEA-2010-2016-training.nc.bin_index.idx INFO:root: - The train fold has 36071 samples INFO:root: - The valid fold has 9073 samples INFO:root:= Dataloaders INFO:root: - Dataset creation INFO:root:The loaded dataset contains 25 latitudes, 37 longitudes, 28 depths and 2222 time points INFO:root:Generating the index INFO:root:Loading the index from sub_2CMEMS-MEDSEA-2010-2016-training.nc.bin_index.idx INFO:root: - Loaded a dataset with 45144 samples INFO:root: - Splitting the data in training and validation sets INFO:root:Generating the subset files from 45144 samples INFO:root: - Subset dataset INFO:root:The loaded dataset contains 25 latitudes, 37 longitudes, 28 depths and 2222 time points INFO:root:Loading the index from sub_2CMEMS-MEDSEA-2010-2016-training.nc.bin_index.idx INFO:root:The loaded dataset contains 25 latitudes, 37 longitudes, 28 depths and 2222 time points INFO:root:Loading the index from sub_2CMEMS-MEDSEA-2010-2016-training.nc.bin_index.idx INFO:root: - The train fold has 36096 samples INFO:root: - The valid fold has 9048 samples INFO:root:= Dataloaders INFO:root: - Dataset creation INFO:root:The loaded dataset contains 25 latitudes, 37 longitudes, 28 depths and 2222 time points INFO:root:Generating the index INFO:root:Loading the index from sub_2CMEMS-MEDSEA-2010-2016-training.nc.bin_index.idx INFO:root: - Loaded a dataset with 45144 samples INFO:root: - Splitting the data in training and validation sets INFO:root:Generating the subset files from 45144 samples INFO:root: - Subset dataset INFO:root:The loaded dataset contains 25 latitudes, 37 longitudes, 28 depths and 2222 time points INFO:root:Loading the index from sub_2CMEMS-MEDSEA-2010-2016-training.nc.bin_index.idx INFO:root:The loaded dataset contains 25 latitudes, 37 longitudes, 28 depths and 2222 time points INFO:root:Loading the index from sub_2CMEMS-MEDSEA-2010-2016-training.nc.bin_index.idx INFO:root: - The train fold has 35947 samples INFO:root: - The valid fold has 9197 samples INFO:root:= Dataloaders INFO:root: - Dataset creation INFO:root:The loaded dataset contains 25 latitudes, 37 longitudes, 28 depths and 2222 time points INFO:root:Generating the index INFO:root:Loading the index from sub_2CMEMS-MEDSEA-2010-2016-training.nc.bin_index.idx INFO:root: - Loaded a dataset with 45144 samples INFO:root: - Splitting the data in training and validation sets INFO:root:Generating the subset files from 45144 samples INFO:root: - Subset dataset INFO:root:The loaded dataset contains 25 latitudes, 37 longitudes, 28 depths and 2222 time points INFO:root:Loading the index from sub_2CMEMS-MEDSEA-2010-2016-training.nc.bin_index.idx INFO:root:The loaded dataset contains 25 latitudes, 37 longitudes, 28 depths and 2222 time points INFO:root:Loading the index from sub_2CMEMS-MEDSEA-2010-2016-training.nc.bin_index.idx INFO:root: - The train fold has 36362 samples INFO:root: - The valid fold has 8782 samples INFO:root:Building the dataloader INFO:root:= Dataloaders INFO:root: - Dataset creation INFO:root:The loaded dataset contains 25 latitudes, 37 longitudes, 28 depths and 365 time points INFO:root:Generating the index INFO:root:Loading the index from sub_2CMEMS-MEDSEA-2017-testing.nc.bin_index.idx INFO:root:I loaded 22572 values in the test set INFO:root:= Filling in the submission file INFO:root:= Dataloaders INFO:root: - Dataset creation INFO:root:The loaded dataset contains 25 latitudes, 37 longitudes, 28 depths and 2222 time points INFO:root:Generating the index INFO:root:Loading the index from sub_2CMEMS-MEDSEA-2010-2016-training.nc.bin_index.idx INFO:root: - Loaded a dataset with 45144 samples INFO:root: - Splitting the data in training and validation sets INFO:root:Generating the subset files from 45144 samples INFO:root: - Subset dataset INFO:root:The loaded dataset contains 25 latitudes, 37 longitudes, 28 depths and 2222 time points INFO:root:Loading the index from sub_2CMEMS-MEDSEA-2010-2016-training.nc.bin_index.idx INFO:root:The loaded dataset contains 25 latitudes, 37 longitudes, 28 depths and 2222 time points INFO:root:Loading the index from sub_2CMEMS-MEDSEA-2010-2016-training.nc.bin_index.idx INFO:root: - The train fold has 36222 samples INFO:root: - The valid fold has 8922 samples INFO:root:= Dataloaders INFO:root: - Dataset creation INFO:root:The loaded dataset contains 25 latitudes, 37 longitudes, 28 depths and 2222 time points INFO:root:Generating the index INFO:root:Loading the index from sub_2CMEMS-MEDSEA-2010-2016-training.nc.bin_index.idx INFO:root: - Loaded a dataset with 45144 samples INFO:root: - Splitting the data in training and validation sets INFO:root:Generating the subset files from 45144 samples INFO:root: - Subset dataset INFO:root:The loaded dataset contains 25 latitudes, 37 longitudes, 28 depths and 2222 time points INFO:root:Loading the index from sub_2CMEMS-MEDSEA-2010-2016-training.nc.bin_index.idx INFO:root:The loaded dataset contains 25 latitudes, 37 longitudes, 28 depths and 2222 time points INFO:root:Loading the index from sub_2CMEMS-MEDSEA-2010-2016-training.nc.bin_index.idx INFO:root: - The train fold has 36097 samples INFO:root: - The valid fold has 9047 samples INFO:root:= Dataloaders for mean and standard deviation INFO:root: - Dataset creation INFO:root:The loaded dataset contains 25 latitudes, 37 longitudes, 28 depths and 2222 time points INFO:root:Generating the index INFO:root:Loading the index from sub_2CMEMS-MEDSEA-2010-2016-training.nc.bin_index.idx INFO:root: - Loaded a dataset with 45144 samples INFO:root: - Splitting the data in training and validation sets INFO:root:Generating the subset files from 45144 samples INFO:root: - Subset dataset INFO:root:The loaded dataset contains 25 latitudes, 37 longitudes, 28 depths and 2222 time points INFO:root:Loading the index from sub_2CMEMS-MEDSEA-2010-2016-training.nc.bin_index.idx INFO:root: - The train fold has 36172 samples INFO:root:= Dataloaders INFO:root: - Dataset creation INFO:root:The loaded dataset contains 25 latitudes, 37 longitudes, 28 depths and 2222 time points INFO:root:Generating the index INFO:root:Loading the index from sub_2CMEMS-MEDSEA-2010-2016-training.nc.bin_index.idx INFO:root: - Loaded a dataset with 45144 samples INFO:root: - Splitting the data in training and validation sets INFO:root:Generating the subset files from 45144 samples INFO:root: - Subset dataset INFO:root:The loaded dataset contains 25 latitudes, 37 longitudes, 28 depths and 2222 time points INFO:root:Loading the index from sub_2CMEMS-MEDSEA-2010-2016-training.nc.bin_index.idx INFO:root:The loaded dataset contains 25 latitudes, 37 longitudes, 28 depths and 2222 time points INFO:root:Loading the index from sub_2CMEMS-MEDSEA-2010-2016-training.nc.bin_index.idx INFO:root: - The train fold has 36304 samples INFO:root: - The valid fold has 8840 samples INFO:root:= Dataloaders for mean and standard deviation INFO:root: - Dataset creation INFO:root:The loaded dataset contains 25 latitudes, 37 longitudes, 28 depths and 2222 time points INFO:root:Generating the index INFO:root:Loading the index from sub_2CMEMS-MEDSEA-2010-2016-training.nc.bin_index.idx INFO:root: - Loaded a dataset with 45144 samples INFO:root: - Splitting the data in training and validation sets INFO:root:Generating the subset files from 45144 samples INFO:root: - Subset dataset INFO:root:The loaded dataset contains 25 latitudes, 37 longitudes, 28 depths and 2222 time points INFO:root:Loading the index from sub_2CMEMS-MEDSEA-2010-2016-training.nc.bin_index.idx INFO:root: - The train fold has 36173 samples INFO:root:= Dataloaders INFO:root: - Dataset creation INFO:root:The loaded dataset contains 25 latitudes, 37 longitudes, 28 depths and 2222 time points INFO:root:Generating the index INFO:root:Loading the index from sub_2CMEMS-MEDSEA-2010-2016-training.nc.bin_index.idx INFO:root: - Loaded a dataset with 45144 samples INFO:root: - Splitting the data in training and validation sets INFO:root:Generating the subset files from 45144 samples INFO:root: - Subset dataset INFO:root:The loaded dataset contains 25 latitudes, 37 longitudes, 28 depths and 2222 time points INFO:root:Loading the index from sub_2CMEMS-MEDSEA-2010-2016-training.nc.bin_index.idx INFO:root:The loaded dataset contains 25 latitudes, 37 longitudes, 28 depths and 2222 time points INFO:root:Loading the index from sub_2CMEMS-MEDSEA-2010-2016-training.nc.bin_index.idx INFO:root: - The train fold has 35937 samples INFO:root: - The valid fold has 9207 samples INFO:root:= Dataloaders for mean and standard deviation INFO:root: - Dataset creation INFO:root:The loaded dataset contains 25 latitudes, 37 longitudes, 28 depths and 2222 time points INFO:root:Generating the index INFO:root:Loading the index from sub_2CMEMS-MEDSEA-2010-2016-training.nc.bin_index.idx INFO:root: - Loaded a dataset with 45144 samples INFO:root: - Splitting the data in training and validation sets INFO:root:Generating the subset files from 45144 samples INFO:root: - Subset dataset INFO:root:The loaded dataset contains 25 latitudes, 37 longitudes, 28 depths and 2222 time points INFO:root:Loading the index from sub_2CMEMS-MEDSEA-2010-2016-training.nc.bin_index.idx INFO:root: - The train fold has 36163 samples INFO:root:= Dataloaders INFO:root: - Dataset creation INFO:root:The loaded dataset contains 25 latitudes, 37 longitudes, 28 depths and 2222 time points INFO:root:Generating the index INFO:root:Loading the index from sub_2CMEMS-MEDSEA-2010-2016-training.nc.bin_index.idx INFO:root: - Loaded a dataset with 45144 samples INFO:root: - Splitting the data in training and validation sets INFO:root:Generating the subset files from 45144 samples INFO:root: - Subset dataset INFO:root:The loaded dataset contains 25 latitudes, 37 longitudes, 28 depths and 2222 time points INFO:root:Loading the index from sub_2CMEMS-MEDSEA-2010-2016-training.nc.bin_index.idx INFO:root:The loaded dataset contains 25 latitudes, 37 longitudes, 28 depths and 2222 time points INFO:root:Loading the index from sub_2CMEMS-MEDSEA-2010-2016-training.nc.bin_index.idx INFO:root: - The train fold has 36186 samples INFO:root: - The valid fold has 8958 samples INFO:root:= Dataloaders for mean and standard deviation INFO:root: - Dataset creation INFO:root:The loaded dataset contains 25 latitudes, 37 longitudes, 28 depths and 2222 time points INFO:root:Generating the index INFO:root:Loading the index from sub_2CMEMS-MEDSEA-2010-2016-training.nc.bin_index.idx INFO:root: - Loaded a dataset with 45144 samples INFO:root: - Splitting the data in training and validation sets INFO:root:Generating the subset files from 45144 samples INFO:root: - Subset dataset INFO:root:The loaded dataset contains 25 latitudes, 37 longitudes, 28 depths and 2222 time points INFO:root:Loading the index from sub_2CMEMS-MEDSEA-2010-2016-training.nc.bin_index.idx INFO:root: - The train fold has 36232 samples INFO:root:= Dataloaders INFO:root: - Dataset creation INFO:root:The loaded dataset contains 25 latitudes, 37 longitudes, 28 depths and 2222 time points INFO:root:Generating the index INFO:root:Loading the index from sub_2CMEMS-MEDSEA-2010-2016-training.nc.bin_index.idx INFO:root: - Loaded a dataset with 45144 samples INFO:root: - Splitting the data in training and validation sets INFO:root:Generating the subset files from 45144 samples INFO:root: - Subset dataset INFO:root:The loaded dataset contains 25 latitudes, 37 longitudes, 28 depths and 2222 time points INFO:root:Loading the index from sub_2CMEMS-MEDSEA-2010-2016-training.nc.bin_index.idx INFO:root:The loaded dataset contains 25 latitudes, 37 longitudes, 28 depths and 2222 time points INFO:root:Loading the index from sub_2CMEMS-MEDSEA-2010-2016-training.nc.bin_index.idx INFO:root: - The train fold has 36137 samples INFO:root: - The valid fold has 9007 samples INFO:root:= Dataloaders for mean and standard deviation INFO:root: - Dataset creation INFO:root:The loaded dataset contains 25 latitudes, 37 longitudes, 28 depths and 2222 time points INFO:root:Generating the index INFO:root:Loading the index from sub_2CMEMS-MEDSEA-2010-2016-training.nc.bin_index.idx INFO:root: - Loaded a dataset with 45144 samples INFO:root: - Splitting the data in training and validation sets INFO:root:Generating the subset files from 45144 samples INFO:root: - Subset dataset INFO:root:The loaded dataset contains 25 latitudes, 37 longitudes, 28 depths and 2222 time points INFO:root:Loading the index from sub_2CMEMS-MEDSEA-2010-2016-training.nc.bin_index.idx INFO:root: - The train fold has 36187 samples INFO:root:= Dataloaders INFO:root: - Dataset creation INFO:root:The loaded dataset contains 25 latitudes, 37 longitudes, 28 depths and 2222 time points INFO:root:Generating the index INFO:root:Loading the index from sub_2CMEMS-MEDSEA-2010-2016-training.nc.bin_index.idx INFO:root: - Loaded a dataset with 45144 samples INFO:root: - Splitting the data in training and validation sets INFO:root:Generating the subset files from 45144 samples INFO:root: - Subset dataset INFO:root:The loaded dataset contains 25 latitudes, 37 longitudes, 28 depths and 2222 time points INFO:root:Loading the index from sub_2CMEMS-MEDSEA-2010-2016-training.nc.bin_index.idx INFO:root:The loaded dataset contains 25 latitudes, 37 longitudes, 28 depths and 2222 time points INFO:root:Loading the index from sub_2CMEMS-MEDSEA-2010-2016-training.nc.bin_index.idx INFO:root: - The train fold has 36114 samples INFO:root: - The valid fold has 9030 samples INFO:root:= Dataloaders for mean and standard deviation INFO:root: - Dataset creation INFO:root:The loaded dataset contains 25 latitudes, 37 longitudes, 28 depths and 2222 time points INFO:root:Generating the index INFO:root:Loading the index from sub_2CMEMS-MEDSEA-2010-2016-training.nc.bin_index.idx INFO:root: - Loaded a dataset with 45144 samples INFO:root: - Splitting the data in training and validation sets INFO:root:Generating the subset files from 45144 samples INFO:root: - Subset dataset INFO:root:The loaded dataset contains 25 latitudes, 37 longitudes, 28 depths and 2222 time points INFO:root:Loading the index from sub_2CMEMS-MEDSEA-2010-2016-training.nc.bin_index.idx INFO:root: - The train fold has 36068 samples INFO:root:= Dataloaders INFO:root: - Dataset creation INFO:root:The loaded dataset contains 25 latitudes, 37 longitudes, 28 depths and 2222 time points INFO:root:Generating the index INFO:root:Loading the index from sub_2CMEMS-MEDSEA-2010-2016-training.nc.bin_index.idx INFO:root: - Loaded a dataset with 45144 samples INFO:root: - Splitting the data in training and validation sets INFO:root:Generating the subset files from 45144 samples INFO:root: - Subset dataset INFO:root:The loaded dataset contains 25 latitudes, 37 longitudes, 28 depths and 2222 time points INFO:root:Loading the index from sub_2CMEMS-MEDSEA-2010-2016-training.nc.bin_index.idx INFO:root:The loaded dataset contains 25 latitudes, 37 longitudes, 28 depths and 2222 time points INFO:root:Loading the index from sub_2CMEMS-MEDSEA-2010-2016-training.nc.bin_index.idx INFO:root: - The train fold has 36081 samples INFO:root: - The valid fold has 9063 samples INFO:root:= Dataloaders for mean and standard deviation INFO:root: - Dataset creation INFO:root:The loaded dataset contains 25 latitudes, 37 longitudes, 28 depths and 2222 time points INFO:root:Generating the index INFO:root:Loading the index from sub_2CMEMS-MEDSEA-2010-2016-training.nc.bin_index.idx INFO:root: - Loaded a dataset with 45144 samples INFO:root: - Splitting the data in training and validation sets INFO:root:Generating the subset files from 45144 samples INFO:root: - Subset dataset INFO:root:The loaded dataset contains 25 latitudes, 37 longitudes, 28 depths and 2222 time points INFO:root:Loading the index from sub_2CMEMS-MEDSEA-2010-2016-training.nc.bin_index.idx INFO:root: - The train fold has 35978 samples INFO:root:= Dataloaders INFO:root: - Dataset creation INFO:root:The loaded dataset contains 25 latitudes, 37 longitudes, 28 depths and 2222 time points INFO:root:Generating the index INFO:root:Loading the index from sub_2CMEMS-MEDSEA-2010-2016-training.nc.bin_index.idx INFO:root: - Loaded a dataset with 45144 samples INFO:root: - Splitting the data in training and validation sets INFO:root:Generating the subset files from 45144 samples INFO:root: - Subset dataset INFO:root:The loaded dataset contains 25 latitudes, 37 longitudes, 28 depths and 2222 time points INFO:root:Loading the index from sub_2CMEMS-MEDSEA-2010-2016-training.nc.bin_index.idx INFO:root:The loaded dataset contains 25 latitudes, 37 longitudes, 28 depths and 2222 time points INFO:root:Loading the index from sub_2CMEMS-MEDSEA-2010-2016-training.nc.bin_index.idx INFO:root: - The train fold has 36240 samples INFO:root: - The valid fold has 8904 samples INFO:root:= Dataloaders for mean and standard deviation INFO:root: - Dataset creation INFO:root:The loaded dataset contains 25 latitudes, 37 longitudes, 28 depths and 2222 time points INFO:root:Generating the index INFO:root:Loading the index from sub_2CMEMS-MEDSEA-2010-2016-training.nc.bin_index.idx INFO:root: - Loaded a dataset with 45144 samples INFO:root: - Splitting the data in training and validation sets INFO:root:Generating the subset files from 45144 samples INFO:root: - Subset dataset INFO:root:The loaded dataset contains 25 latitudes, 37 longitudes, 28 depths and 2222 time points INFO:root:Loading the index from sub_2CMEMS-MEDSEA-2010-2016-training.nc.bin_index.idx INFO:root: - The train fold has 36126 samples INFO:root:= Dataloaders INFO:root: - Dataset creation INFO:root:The loaded dataset contains 25 latitudes, 37 longitudes, 28 depths and 2222 time points INFO:root:Generating the index INFO:root:Loading the index from sub_2CMEMS-MEDSEA-2010-2016-training.nc.bin_index.idx INFO:root: - Loaded a dataset with 45144 samples INFO:root: - Splitting the data in training and validation sets INFO:root:Generating the subset files from 45144 samples INFO:root: - Subset dataset INFO:root:The loaded dataset contains 25 latitudes, 37 longitudes, 28 depths and 2222 time points INFO:root:Loading the index from sub_2CMEMS-MEDSEA-2010-2016-training.nc.bin_index.idx INFO:root:The loaded dataset contains 25 latitudes, 37 longitudes, 28 depths and 2222 time points INFO:root:Loading the index from sub_2CMEMS-MEDSEA-2010-2016-training.nc.bin_index.idx INFO:root: - The train fold has 36102 samples INFO:root: - The valid fold has 9042 samples INFO:root:= Dataloaders for mean and standard deviation INFO:root: - Dataset creation INFO:root:The loaded dataset contains 25 latitudes, 37 longitudes, 28 depths and 2222 time points INFO:root:Generating the index INFO:root:Loading the index from sub_2CMEMS-MEDSEA-2010-2016-training.nc.bin_index.idx INFO:root: - Loaded a dataset with 45144 samples INFO:root: - Splitting the data in training and validation sets INFO:root:Generating the subset files from 45144 samples INFO:root: - Subset dataset INFO:root:The loaded dataset contains 25 latitudes, 37 longitudes, 28 depths and 2222 time points INFO:root:Loading the index from sub_2CMEMS-MEDSEA-2010-2016-training.nc.bin_index.idx INFO:root: - The train fold has 36141 samples INFO:root:= Dataloaders INFO:root: - Dataset creation INFO:root:The loaded dataset contains 25 latitudes, 37 longitudes, 28 depths and 2222 time points INFO:root:Generating the index INFO:root:Loading the index from sub_2CMEMS-MEDSEA-2010-2016-training.nc.bin_index.idx INFO:root: - Loaded a dataset with 45144 samples INFO:root: - Splitting the data in training and validation sets INFO:root:Generating the subset files from 45144 samples INFO:root: - Subset dataset INFO:root:The loaded dataset contains 25 latitudes, 37 longitudes, 28 depths and 2222 time points INFO:root:Loading the index from sub_2CMEMS-MEDSEA-2010-2016-training.nc.bin_index.idx INFO:root:The loaded dataset contains 25 latitudes, 37 longitudes, 28 depths and 2222 time points INFO:root:Loading the index from sub_2CMEMS-MEDSEA-2010-2016-training.nc.bin_index.idx INFO:root: - The train fold has 36175 samples INFO:root: - The valid fold has 8969 samples INFO:root:= Dataloaders for mean and standard deviation INFO:root: - Dataset creation INFO:root:The loaded dataset contains 25 latitudes, 37 longitudes, 28 depths and 2222 time points INFO:root:Generating the index INFO:root:Loading the index from sub_2CMEMS-MEDSEA-2010-2016-training.nc.bin_index.idx INFO:root: - Loaded a dataset with 45144 samples INFO:root: - Splitting the data in training and validation sets INFO:root:Generating the subset files from 45144 samples INFO:root: - Subset dataset INFO:root:The loaded dataset contains 25 latitudes, 37 longitudes, 28 depths and 2222 time points INFO:root:Loading the index from sub_2CMEMS-MEDSEA-2010-2016-training.nc.bin_index.idx INFO:root: - The train fold has 36208 samples INFO:root:= Dataloaders INFO:root: - Dataset creation INFO:root:The loaded dataset contains 25 latitudes, 37 longitudes, 28 depths and 2222 time points INFO:root:Generating the index INFO:root:Loading the index from sub_2CMEMS-MEDSEA-2010-2016-training.nc.bin_index.idx INFO:root: - Loaded a dataset with 45144 samples INFO:root: - Splitting the data in training and validation sets INFO:root:Generating the subset files from 45144 samples INFO:root: - Subset dataset INFO:root:The loaded dataset contains 25 latitudes, 37 longitudes, 28 depths and 2222 time points INFO:root:Loading the index from sub_2CMEMS-MEDSEA-2010-2016-training.nc.bin_index.idx INFO:root:The loaded dataset contains 25 latitudes, 37 longitudes, 28 depths and 2222 time points INFO:root:Loading the index from sub_2CMEMS-MEDSEA-2010-2016-training.nc.bin_index.idx INFO:root: - The train fold has 36066 samples INFO:root: - The valid fold has 9078 samples INFO:root:= Dataloaders for mean and standard deviation INFO:root: - Dataset creation INFO:root:The loaded dataset contains 25 latitudes, 37 longitudes, 28 depths and 2222 time points INFO:root:Generating the index INFO:root:Loading the index from sub_2CMEMS-MEDSEA-2010-2016-training.nc.bin_index.idx INFO:root: - Loaded a dataset with 45144 samples INFO:root: - Splitting the data in training and validation sets INFO:root:Generating the subset files from 45144 samples INFO:root: - Subset dataset INFO:root:The loaded dataset contains 25 latitudes, 37 longitudes, 28 depths and 2222 time points INFO:root:Loading the index from sub_2CMEMS-MEDSEA-2010-2016-training.nc.bin_index.idx INFO:root: - The train fold has 36021 samples INFO:root:= Dataloaders INFO:root: - Dataset creation INFO:root:The loaded dataset contains 25 latitudes, 37 longitudes, 28 depths and 2222 time points INFO:root:Generating the index INFO:root:Loading the index from sub_2CMEMS-MEDSEA-2010-2016-training.nc.bin_index.idx INFO:root: - Loaded a dataset with 45144 samples INFO:root: - Splitting the data in training and validation sets INFO:root:Generating the subset files from 45144 samples INFO:root: - Subset dataset INFO:root:The loaded dataset contains 25 latitudes, 37 longitudes, 28 depths and 2222 time points INFO:root:Loading the index from sub_2CMEMS-MEDSEA-2010-2016-training.nc.bin_index.idx INFO:root:The loaded dataset contains 25 latitudes, 37 longitudes, 28 depths and 2222 time points INFO:root:Loading the index from sub_2CMEMS-MEDSEA-2010-2016-training.nc.bin_index.idx INFO:root: - The train fold has 36116 samples INFO:root: - The valid fold has 9028 samples INFO:root:= Dataloaders for mean and standard deviation INFO:root: - Dataset creation INFO:root:The loaded dataset contains 25 latitudes, 37 longitudes, 28 depths and 2222 time points INFO:root:Generating the index INFO:root:Loading the index from sub_2CMEMS-MEDSEA-2010-2016-training.nc.bin_index.idx INFO:root: - Loaded a dataset with 45144 samples INFO:root: - Splitting the data in training and validation sets INFO:root:Generating the subset files from 45144 samples INFO:root: - Subset dataset INFO:root:The loaded dataset contains 25 latitudes, 37 longitudes, 28 depths and 2222 time points INFO:root:Loading the index from sub_2CMEMS-MEDSEA-2010-2016-training.nc.bin_index.idx INFO:root: - The train fold has 36234 samples INFO:root:= Dataloaders INFO:root: - Dataset creation INFO:root:The loaded dataset contains 25 latitudes, 37 longitudes, 28 depths and 2222 time points INFO:root:Generating the index INFO:root:Loading the index from sub_2CMEMS-MEDSEA-2010-2016-training.nc.bin_index.idx INFO:root: - Loaded a dataset with 45144 samples INFO:root: - Splitting the data in training and validation sets INFO:root:Generating the subset files from 45144 samples INFO:root: - Subset dataset INFO:root:The loaded dataset contains 25 latitudes, 37 longitudes, 28 depths and 2222 time points INFO:root:Loading the index from sub_2CMEMS-MEDSEA-2010-2016-training.nc.bin_index.idx INFO:root:The loaded dataset contains 25 latitudes, 37 longitudes, 28 depths and 2222 time points INFO:root:Loading the index from sub_2CMEMS-MEDSEA-2010-2016-training.nc.bin_index.idx INFO:root: - The train fold has 36174 samples INFO:root: - The valid fold has 8970 samples INFO:root:= Dataloaders for mean and standard deviation INFO:root: - Dataset creation INFO:root:The loaded dataset contains 25 latitudes, 37 longitudes, 28 depths and 2222 time points INFO:root:Generating the index INFO:root:Loading the index from sub_2CMEMS-MEDSEA-2010-2016-training.nc.bin_index.idx INFO:root: - Loaded a dataset with 45144 samples INFO:root: - Splitting the data in training and validation sets INFO:root:Generating the subset files from 45144 samples INFO:root: - Subset dataset INFO:root:The loaded dataset contains 25 latitudes, 37 longitudes, 28 depths and 2222 time points INFO:root:Loading the index from sub_2CMEMS-MEDSEA-2010-2016-training.nc.bin_index.idx INFO:root: - The train fold has 36101 samples INFO:root:= Dataloaders for mean and standard deviation INFO:root: - Dataset creation INFO:root:The loaded dataset contains 25 latitudes, 37 longitudes, 28 depths and 2222 time points INFO:root:Generating the index INFO:root:Loading the index from sub_2CMEMS-MEDSEA-2010-2016-training.nc.bin_index.idx INFO:root: - Loaded a dataset with 45144 samples INFO:root: - Splitting the data in training and validation sets INFO:root:Generating the subset files from 45144 samples INFO:root: - Subset dataset INFO:root:The loaded dataset contains 25 latitudes, 37 longitudes, 28 depths and 2222 time points INFO:root:Loading the index from sub_2CMEMS-MEDSEA-2010-2016-training.nc.bin_index.idx INFO:root: - The train fold has 36128 samples INFO:root:= Dataloaders INFO:root: - Dataset creation INFO:root:The loaded dataset contains 25 latitudes, 37 longitudes, 28 depths and 2222 time points INFO:root:Generating the index INFO:root:Loading the index from sub_2CMEMS-MEDSEA-2010-2016-training.nc.bin_index.idx INFO:root: - Loaded a dataset with 45144 samples INFO:root: - Splitting the data in training and validation sets INFO:root:Generating the subset files from 45144 samples INFO:root: - Subset dataset INFO:root:The loaded dataset contains 25 latitudes, 37 longitudes, 28 depths and 2222 time points INFO:root:Loading the index from sub_2CMEMS-MEDSEA-2010-2016-training.nc.bin_index.idx INFO:root:The loaded dataset contains 25 latitudes, 37 longitudes, 28 depths and 2222 time points INFO:root:Loading the index from sub_2CMEMS-MEDSEA-2010-2016-training.nc.bin_index.idx INFO:root: - The train fold has 36035 samples INFO:root: - The valid fold has 9109 samples INFO:root:= Dataloaders for mean and standard deviation INFO:root: - Dataset creation INFO:root:The loaded dataset contains 25 latitudes, 37 longitudes, 28 depths and 2222 time points INFO:root:Generating the index INFO:root:Loading the index from sub_2CMEMS-MEDSEA-2010-2016-training.nc.bin_index.idx INFO:root: - Loaded a dataset with 677160 samples INFO:root: - Splitting the data in training and validation sets INFO:root:Generating the subset files from 677160 samples INFO:root: - Subset dataset INFO:root:The loaded dataset contains 25 latitudes, 37 longitudes, 28 depths and 2222 time points INFO:root:Loading the index from sub_2CMEMS-MEDSEA-2010-2016-training.nc.bin_index.idx INFO:root: - The train fold has 541668 samples INFO:root:= Dataloaders INFO:root: - Dataset creation INFO:root:The loaded dataset contains 25 latitudes, 37 longitudes, 28 depths and 2222 time points INFO:root:Generating the index INFO:root:Loading the index from sub_2CMEMS-MEDSEA-2010-2016-training.nc.bin_index.idx INFO:root: - Loaded a dataset with 677160 samples INFO:root: - Splitting the data in training and validation sets INFO:root:Generating the subset files from 677160 samples INFO:root: - Subset dataset INFO:root:The loaded dataset contains 25 latitudes, 37 longitudes, 28 depths and 2222 time points INFO:root:Loading the index from sub_2CMEMS-MEDSEA-2010-2016-training.nc.bin_index.idx INFO:root:The loaded dataset contains 25 latitudes, 37 longitudes, 28 depths and 2222 time points INFO:root:Loading the index from sub_2CMEMS-MEDSEA-2010-2016-training.nc.bin_index.idx INFO:root: - The train fold has 542473 samples INFO:root: - The valid fold has 134687 samples INFO:root:= Dataloaders for mean and standard deviation INFO:root: - Dataset creation INFO:root:The loaded dataset contains 25 latitudes, 37 longitudes, 28 depths and 2222 time points INFO:root:Generating the index INFO:root:Loading the index from sub_2CMEMS-MEDSEA-2010-2016-training.nc.bin_index.idx INFO:root: - Loaded a dataset with 677160 samples INFO:root: - Splitting the data in training and validation sets INFO:root:Generating the subset files from 677160 samples INFO:root: - Subset dataset INFO:root:The loaded dataset contains 25 latitudes, 37 longitudes, 28 depths and 2222 time points INFO:root:Loading the index from sub_2CMEMS-MEDSEA-2010-2016-training.nc.bin_index.idx INFO:root: - The train fold has 541965 samples INFO:root:= Dataloaders INFO:root: - Dataset creation INFO:root:The loaded dataset contains 25 latitudes, 37 longitudes, 28 depths and 2222 time points INFO:root:Generating the index INFO:root:Loading the index from sub_2CMEMS-MEDSEA-2010-2016-training.nc.bin_index.idx INFO:root: - Loaded a dataset with 677160 samples INFO:root: - Splitting the data in training and validation sets INFO:root:Generating the subset files from 677160 samples INFO:root: - Subset dataset INFO:root:The loaded dataset contains 25 latitudes, 37 longitudes, 28 depths and 2222 time points INFO:root:Loading the index from sub_2CMEMS-MEDSEA-2010-2016-training.nc.bin_index.idx INFO:root:The loaded dataset contains 25 latitudes, 37 longitudes, 28 depths and 2222 time points INFO:root:Loading the index from sub_2CMEMS-MEDSEA-2010-2016-training.nc.bin_index.idx INFO:root: - The train fold has 541837 samples INFO:root: - The valid fold has 135323 samples INFO:root:Building the dataloader INFO:root:= Dataloaders INFO:root: - Dataset creation INFO:root:The loaded dataset contains 25 latitudes, 37 longitudes, 28 depths and 365 time points INFO:root:Generating the index INFO:root:Loading the index from sub_2CMEMS-MEDSEA-2017-testing.nc.bin_index.idx INFO:root:I loaded 112860 values in the test set INFO:root:= Filling in the submission file INFO:root:= Dataloaders for mean and standard deviation INFO:root: - Dataset creation INFO:root:The loaded dataset contains 25 latitudes, 37 longitudes, 28 depths and 2222 time points INFO:root:Generating the index INFO:root:Loading the index from sub_2CMEMS-MEDSEA-2010-2016-training.nc.bin_index.idx INFO:root: - Loaded a dataset with 677160 samples INFO:root: - Splitting the data in training and validation sets INFO:root:Generating the subset files from 677160 samples INFO:root: - Subset dataset INFO:root:The loaded dataset contains 25 latitudes, 37 longitudes, 28 depths and 2222 time points INFO:root:Loading the index from sub_2CMEMS-MEDSEA-2010-2016-training.nc.bin_index.idx INFO:root: - The train fold has 541516 samples INFO:root:= Dataloaders INFO:root: - Dataset creation INFO:root:The loaded dataset contains 25 latitudes, 37 longitudes, 28 depths and 2222 time points INFO:root:Generating the index INFO:root:Loading the index from sub_2CMEMS-MEDSEA-2010-2016-training.nc.bin_index.idx INFO:root: - Loaded a dataset with 677160 samples INFO:root: - Splitting the data in training and validation sets INFO:root:Generating the subset files from 677160 samples ubset files from 677160 samples INFO:root: - Subset dataset INFO:root:The loaded dataset contains 25 latitudes, 37 longitudes, 28 depths and 2222 time points INFO:root:Loading the index from sub_2CMEMS-MEDSEA-2010-2016-training.nc.bin_index.idx INFO:root: - The train fold has 541582 samples ���������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������INFO:root:= Dataloaders INFO:root: - Dataset creation INFO:root:The loaded dataset contains 25 latitudes, 37 longitudes, 28 depths and 2222 time points INFO:root:Generating the index INFO:root:Loading the index from sub_2CMEMS-MEDSEA-2010-2016-training.nc.bin_index.idx INFO:root: - Loaded a dataset with 677160 samples INFO:root: - Splitting the data in training and validation sets INFO:root:Generating the subset files from 677160 samples INFO:root: - Subset dataset INFO:root:The loaded dataset contains 25 latitudes, 37 longitudes, 28 depths and 2222 time points INFO:root:Loading the index from sub_2CMEMS-MEDSEA-2010-2016-training.nc.bin_index.idx INFO:root:The loaded dataset contains 25 latitudes, 37 longitudes, 28 depths and 2222 time points INFO:root:Loading the index from sub_2CMEMS-MEDSEA-2010-2016-training.nc.bin_index.idx INFO:root: - The train fold has 541377 samples INFO:root: - The valid fold has 135783 samples INFO:root:= Dataloaders for mean and standard deviation INFO:root: - Dataset creation INFO:root:The loaded dataset contains 25 latitudes, 37 longitudes, 28 depths and 2222 time points INFO:root:Generating the index INFO:root:Loading the index from sub_2CMEMS-MEDSEA-2010-2016-training.nc.bin_index.idx INFO:root: - Loaded a dataset with 677160 samples INFO:root: - Splitting the data in training and validation sets INFO:root:Generating the subset files from 677160 samples INFO:root: - Subset dataset INFO:root:The loaded dataset contains 25 latitudes, 37 longitudes, 28 depths and 2222 time points INFO:root:Loading the index from sub_2CMEMS-MEDSEA-2010-2016-training.nc.bin_index.idx INFO:root: - The train fold has 541839 samples ����������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������INFO:root:= Dataloaders INFO:root: - Dataset creation INFO:root:The loaded dataset contains 25 latitudes, 37 longitudes, 28 depths and 2222 time points INFO:root:Generating the index INFO:root:Loading the index from sub_2CMEMS-MEDSEA-2010-2016-training.nc.bin_index.idx INFO:root: - Loaded a dataset with 677160 samples INFO:root: - Splitting the data in training and validation sets INFO:root:Generating the subset files from 677160 samples INFO:root: - Subset dataset INFO:root:The loaded dataset contains 25 latitudes, 37 longitudes, 28 depths and 2222 time points INFO:root:Loading the index from sub_2CMEMS-MEDSEA-2010-2016-training.nc.bin_index.idx INFO:root:The loaded dataset contains 25 latitudes, 37 longitudes, 28 depths and 2222 time points INFO:root:Loading the index from sub_2CMEMS-MEDSEA-2010-2016-training.nc.bin_index.idx INFO:root: - The train fold has 541269 samples INFO:root: - The valid fold has 135891 samples INFO:root:Building the dataloader INFO:root:= Dataloaders INFO:root: - Dataset creation INFO:root:The loaded dataset contains 25 latitudes, 37 longitudes, 28 depths and 365 time points INFO:root:Generating the index INFO:root:Loading the index from sub_2CMEMS-MEDSEA-2017-testing.nc.bin_index.idx INFO:root:I loaded 112860 values in the test set INFO:root:= Filling in the submission file INFO:root:Building the dataloader INFO:root:= Dataloaders INFO:root: - Dataset creation INFO:root:The loaded dataset contains 25 latitudes, 37 longitudes, 28 depths and 365 time points INFO:root:Generating the index INFO:root:Loading the index from sub_2CMEMS-MEDSEA-2017-testing.nc.bin_index.idx INFO:root:I loaded 112860 values in the test set INFO:root:= Filling in the submission file INFO:root:= Dataloaders for mean and standard deviation INFO:root: - Dataset creation INFO:root:The loaded dataset contains 25 latitudes, 37 longitudes, 28 depths and 2222 time points INFO:root:Generating the index INFO:root:Loading the index from sub_2CMEMS-MEDSEA-2010-2016-training.nc.bin_index.idx INFO:root: - Loaded a dataset with 677160 samples INFO:root: - Splitting the data in training and validation sets INFO:root:Generating the subset files from 677160 samples INFO:root: - Subset dataset INFO:root:The loaded dataset contains 25 latitudes, 37 longitudes, 28 depths and 2222 time points INFO:root:Loading the index from sub_2CMEMS-MEDSEA-2010-2016-training.nc.bin_index.idx INFO:root: - The train fold has 542419 samples INFO:root:= Dataloaders for mean and standard deviation INFO:root: - Dataset creation INFO:root:The loaded dataset contains 25 latitudes, 37 longitudes, 28 depths and 2222 time points INFO:root:Generating the index INFO:root:Loading the index from sub_2CMEMS-MEDSEA-2010-2016-training.nc.bin_index.idx INFO:root: - Loaded a dataset with 677160 samples INFO:root: - Splitting the data in training and validation sets INFO:root:Generating the subset files from 677160 samples INFO:root: - Subset dataset INFO:root:The loaded dataset contains 25 latitudes, 37 longitudes, 28 depths and 2222 time points INFO:root:Loading the index from sub_2CMEMS-MEDSEA-2010-2016-training.nc.bin_index.idx INFO:root: - The train fold has 541589 samples ����������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������INFO:root:= Dataloaders INFO:root: - Dataset creation INFO:root:The loaded dataset contains 25 latitudes, 37 longitudes, 28 depths and 2222 time points INFO:root:Generating the index INFO:root:Loading the index from sub_2CMEMS-MEDSEA-2010-2016-training.nc.bin_index.idx INFO:root: - Loaded a dataset with 677160 samples INFO:root: - Splitting the data in training and validation sets INFO:root:Generating the subset files from 677160 samples INFO:root: - Subset dataset INFO:root:The loaded dataset contains 25 latitudes, 37 longitudes, 28 depths and 2222 time points INFO:root:Loading the index from sub_2CMEMS-MEDSEA-2010-2016-training.nc.bin_index.idx INFO:root:The loaded dataset contains 25 latitudes, 37 longitudes, 28 depths and 2222 time points INFO:root:Loading the index from sub_2CMEMS-MEDSEA-2010-2016-training.nc.bin_index.idx INFO:root: - The train fold has 541929 samples INFO:root: - The valid fold has 135231 samples INFO:root:= Dataloaders for mean and standard deviation INFO:root: - Dataset creation INFO:root:The loaded dataset contains 25 latitudes, 37 longitudes, 28 depths and 2222 time points INFO:root:Generating the index INFO:root:Loading the index from sub_2CMEMS-MEDSEA-2010-2016-training.nc.bin_index.idx INFO:root: - Loaded a dataset with 677160 samples INFO:root: - Splitting the data in training and validation sets INFO:root:Generating the subset files from 677160 samples INFO:root: - Subset dataset INFO:root:The loaded dataset contains 25 latitudes, 37 longitudes, 28 depths and 2222 time points INFO:root:Loading the index from sub_2CMEMS-MEDSEA-2010-2016-training.nc.bin_index.idx INFO:root: - The train fold has 541921 samples INFO:root:= Dataloaders INFO:root: - Dataset creation INFO:root:The loaded dataset contains 25 latitudes, 37 longitudes, 28 depths and 2222 time points INFO:root:Generating the index INFO:root:Loading the index from sub_2CMEMS-MEDSEA-2010-2016-training.nc.bin_index.idx INFO:root: - Loaded a dataset with 677160 samples INFO:root: - Splitting the data in training and validation sets INFO:root:Generating the subset files from 677160 samples INFO:root: - Subset dataset INFO:root:The loaded dataset contains 25 latitudes, 37 longitudes, 28 depths and 2222 time points INFO:root:Loading the index from sub_2CMEMS-MEDSEA-2010-2016-training.nc.bin_index.idx INFO:root:The loaded dataset contains 25 latitudes, 37 longitudes, 28 depths and 2222 time points INFO:root:Loading the index from sub_2CMEMS-MEDSEA-2010-2016-training.nc.bin_index.idx INFO:root: - The train fold has 541662 samples INFO:root: - The valid fold has 135498 samples INFO:root:= Dataloaders INFO:root: - Dataset creation INFO:root:The loaded dataset contains 25 latitudes, 37 longitudes, 28 depths and 2222 time points INFO:root:Generating the index INFO:root:Loading the index from sub_2CMEMS-MEDSEA-2010-2016-training.nc.bin_index.idx INFO:root: - Loaded a dataset with 677160 samples INFO:root: - Splitting the data in training and validation sets INFO:root:Generating the subset files from 677160 samples INFO:root: - Subset dataset INFO:root:The loaded dataset contains 25 latitudes, 37 longitudes, 28 depths and 2222 time points INFO:root:Loading the index from sub_2CMEMS-MEDSEA-2010-2016-training.nc.bin_index.idx INFO:root:The loaded dataset contains 25 latitudes, 37 longitudes, 28 depths and 2222 time points INFO:root:Loading the index from sub_2CMEMS-MEDSEA-2010-2016-training.nc.bin_index.idx INFO:root: - The train fold has 541774 samples INFO:root: - The valid fold has 135386 samples INFO:root:= Dataloaders INFO:root: - Dataset creation INFO:root:The loaded dataset contains 25 latitudes, 37 longitudes, 28 depths and 2222 time points INFO:root:Generating the index INFO:root:Loading the index from sub_2CMEMS-MEDSEA-2010-2016-training.nc.bin_index.idx INFO:root: - Loaded a dataset with 677160 samples INFO:root: - Splitting the data in training and validation sets INFO:root:Generating the subset files from 677160 samples INFO:root: - Subset dataset INFO:root:The loaded dataset contains 25 latitudes, 37 longitudes, 28 depths and 2222 time points INFO:root:Loading the index from sub_2CMEMS-MEDSEA-2010-2016-training.nc.bin_index.idx INFO:root:The loaded dataset contains 25 latitudes, 37 longitudes, 28 depths and 2222 time points INFO:root:Loading the index from sub_2CMEMS-MEDSEA-2010-2016-training.nc.bin_index.idx INFO:root: - The train fold has 542242 samples INFO:root: - The valid fold has 134918 samples INFO:root:= Dataloaders INFO:root: - Dataset creation INFO:root:The loaded dataset contains 25 latitudes, 37 longitudes, 28 depths and 2222 time points INFO:root:Generating the index INFO:root:Loading the index from sub_2CMEMS-MEDSEA-2010-2016-training.nc.bin_index.idx INFO:root: - Loaded a dataset with 677160 samples INFO:root: - Splitting the data in training and validation sets INFO:root:Generating the subset files from 677160 samples INFO:root: - Subset dataset INFO:root:The loaded dataset contains 25 latitudes, 37 longitudes, 28 depths and 2222 time points INFO:root:Loading the index from sub_2CMEMS-MEDSEA-2010-2016-training.nc.bin_index.idx INFO:root:The loaded dataset contains 25 latitudes, 37 longitudes, 28 depths and 2222 time points INFO:root:Loading the index from sub_2CMEMS-MEDSEA-2010-2016-training.nc.bin_index.idx INFO:root: - The train fold has 541347 samples INFO:root: - The valid fold has 135813 samples INFO:root:= Dataloaders INFO:root: - Dataset creation INFO:root:The loaded dataset contains 25 latitudes, 37 longitudes, 28 depths and 2222 time points INFO:root:Generating the index INFO:root:Loading the index from sub_2CMEMS-MEDSEA-2010-2016-training.nc.bin_index.idx INFO:root: - Loaded a dataset with 677160 samples INFO:root: - Splitting the data in training and validation sets INFO:root:Generating the subset files from 677160 samples INFO:root: - Subset dataset INFO:root:The loaded dataset contains 25 latitudes, 37 longitudes, 28 depths and 2222 time points INFO:root:Loading the index from sub_2CMEMS-MEDSEA-2010-2016-training.nc.bin_index.idx INFO:root:The loaded dataset contains 25 latitudes, 37 longitudes, 28 depths and 2222 time points INFO:root:Loading the index from sub_2CMEMS-MEDSEA-2010-2016-training.nc.bin_index.idx INFO:root: - The train fold has 542017 samples INFO:root: - The valid fold has 135143 samples INFO:root:= Dataloaders INFO:root: - Dataset creation INFO:root:The loaded dataset contains 25 latitudes, 37 longitudes, 28 depths and 2222 time points INFO:root:Generating the index INFO:root:Loading the index from sub_2CMEMS-MEDSEA-2010-2016-training.nc.bin_index.idx INFO:root: - Loaded a dataset with 677160 samples INFO:root: - Splitting the data in training and validation sets INFO:root:Generating the subset files from 677160 samples INFO:root: - Subset dataset INFO:root:The loaded dataset contains 25 latitudes, 37 longitudes, 28 depths and 2222 time points INFO:root:Loading the index from sub_2CMEMS-MEDSEA-2010-2016-training.nc.bin_index.idx INFO:root:The loaded dataset contains 25 latitudes, 37 longitudes, 28 depths and 2222 time points INFO:root:Loading the index from sub_2CMEMS-MEDSEA-2010-2016-training.nc.bin_index.idx INFO:root: - The train fold has 541789 samples INFO:root: - The valid fold has 135371 samples INFO:root:= Dataloaders INFO:root: - Dataset creation INFO:root:The loaded dataset contains 25 latitudes, 37 longitudes, 28 depths and 2222 time points INFO:root:Generating the index INFO:root:Loading the index from sub_2CMEMS-MEDSEA-2010-2016-training.nc.bin_index.idx INFO:root: - Loaded a dataset with 677160 samples INFO:root: - Splitting the data in training and validation sets INFO:root:Generating the subset files from 677160 samples INFO:root: - Subset dataset INFO:root:The loaded dataset contains 25 latitudes, 37 longitudes, 28 depths and 2222 time points INFO:root:Loading the index from sub_2CMEMS-MEDSEA-2010-2016-training.nc.bin_index.idx INFO:root:The loaded dataset contains 25 latitudes, 37 longitudes, 28 depths and 2222 time points INFO:root:Loading the index from sub_2CMEMS-MEDSEA-2010-2016-training.nc.bin_index.idx INFO:root: - The train fold has 542071 samples INFO:root: - The valid fold has 135089 samples INFO:root:= Dataloaders INFO:root: - Dataset creation INFO:root:The loaded dataset contains 25 latitudes, 37 longitudes, 28 depths and 2222 time points INFO:root:Generating the index INFO:root:Loading the index from sub_2CMEMS-MEDSEA-2010-2016-training.nc.bin_index.idx INFO:root: - Loaded a dataset with 677160 samples INFO:root: - Splitting the data in training and validation sets INFO:root:Generating the subset files from 677160 samples INFO:root: - Subset dataset INFO:root:The loaded dataset contains 25 latitudes, 37 longitudes, 28 depths and 2222 time points INFO:root:Loading the index from sub_2CMEMS-MEDSEA-2010-2016-training.nc.bin_index.idx INFO:root:The loaded dataset contains 25 latitudes, 37 longitudes, 28 depths and 2222 time points INFO:root:Loading the index from sub_2CMEMS-MEDSEA-2010-2016-training.nc.bin_index.idx INFO:root: - The train fold has 541670 samples INFO:root: - The valid fold has 135490 samples INFO:root:= Dataloaders INFO:root: - Dataset creation INFO:root:The loaded dataset contains 25 latitudes, 37 longitudes, 28 depths and 2222 time points INFO:root:Generating the index INFO:root:Loading the index from sub_2CMEMS-MEDSEA-2010-2016-training.nc.bin_index.idx INFO:root: - Loaded a dataset with 677160 samples INFO:root: - Splitting the data in training and validation sets INFO:root:Generating the subset files from 677160 samples INFO:root: - Subset dataset INFO:root:The loaded dataset contains 25 latitudes, 37 longitudes, 28 depths and 2222 time points INFO:root:Loading the index from sub_2CMEMS-MEDSEA-2010-2016-training.nc.bin_index.idx INFO:root:The loaded dataset contains 25 latitudes, 37 longitudes, 28 depths and 2222 time points INFO:root:Loading the index from sub_2CMEMS-MEDSEA-2010-2016-training.nc.bin_index.idx INFO:root: - The train fold has 542299 samples INFO:root: - The valid fold has 134861 samples INFO:root:Epoch 0 INFO:root: Validation : Loss : nan INFO:root:Epoch 1 INFO:root: Validation : Loss : nan INFO:root:Epoch 2 INFO:root: Validation : Loss : nan INFO:root:Epoch 3 INFO:root: Validation : Loss : nan INFO:root:Epoch 4 INFO:root: Validation : Loss : nan INFO:root:Epoch 5 INFO:root: Validation : Loss : nan INFO:root:Epoch 6 ��������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������INFO:root: Validation : Loss : nan INFO:root:Epoch 7 INFO:root: Validation : Loss : nan INFO:root:Epoch 8 INFO:root: Validation : Loss : nan INFO:root:Epoch 9 INFO:root: Validation : Loss : nan INFO:root:Epoch 10 INFO:root: Validation : Loss : nan INFO:root:Epoch 11 INFO:root: Validation : Loss : nan INFO:root:Epoch 12 INFO:root:= Dataloaders INFO:root: - Dataset creation INFO:root:The loaded dataset contains 25 latitudes, 37 longitudes, 28 depths and 2222 time points INFO:root:Generating the index INFO:root:Loading the index from sub_2CMEMS-MEDSEA-2010-2016-training.nc.bin_index.idx INFO:root: - Loaded a dataset with 677160 samples INFO:root: - Splitting the data in training and validation sets INFO:root:Generating the subset files from 677160 samples INFO:root: - Subset dataset INFO:root:The loaded dataset contains 25 latitudes, 37 longitudes, 28 depths and 2222 time points INFO:root:Loading the index from sub_2CMEMS-MEDSEA-2010-2016-training.nc.bin_index.idx INFO:root:The loaded dataset contains 25 latitudes, 37 longitudes, 28 depths and 2222 time points INFO:root:Loading the index from sub_2CMEMS-MEDSEA-2010-2016-training.nc.bin_index.idx INFO:root: - The train fold has 541854 samples INFO:root: - The valid fold has 135306 samples INFO:root: Validation : Loss : nan INFO:root:Epoch 13 INFO:root: Validation : Loss : nan INFO:root:Epoch 14 INFO:root: Validation : Loss : nan INFO:root:Epoch 15 INFO:root: Validation : Loss : nan INFO:root:Epoch 16 INFO:root:= Dataloaders INFO:root: - Dataset creation INFO:root:The loaded dataset contains 25 latitudes, 37 longitudes, 28 depths and 2222 time points INFO:root:Generating the index INFO:root:Loading the index from sub_2CMEMS-MEDSEA-2010-2016-training.nc.bin_index.idx INFO:root: - Loaded a dataset with 677160 samples INFO:root: - Splitting the data in training and validation sets INFO:root:Generating the subset files from 677160 samples INFO:root: - Subset dataset INFO:root:The loaded dataset contains 25 latitudes, 37 longitudes, 28 depths and 2222 time points INFO:root:Loading the index from sub_2CMEMS-MEDSEA-2010-2016-training.nc.bin_index.idx INFO:root:The loaded dataset contains 25 latitudes, 37 longitudes, 28 depths and 2222 time points INFO:root:Loading the index from sub_2CMEMS-MEDSEA-2010-2016-training.nc.bin_index.idx INFO:root: - The train fold has 541663 samples INFO:root: - The valid fold has 135497 samples INFO:root: Validation : Loss : nan INFO:root:Epoch 17 INFO:root: Validation : Loss : nan INFO:root:Epoch 18 INFO:root:= Dataloaders INFO:root: - Dataset creation INFO:root:The loaded dataset contains 25 latitudes, 37 longitudes, 28 depths and 2222 time points INFO:root:Generating the index INFO:root:Loading the index from sub_2CMEMS-MEDSEA-2010-2016-training.nc.bin_index.idx INFO:root: - Loaded a dataset with 677160 samples INFO:root: - Splitting the data in training and validation sets INFO:root:Generating the subset files from 677160 samples INFO:root: - Subset dataset INFO:root:The loaded dataset contains 25 latitudes, 37 longitudes, 28 depths and 2222 time points INFO:root:Loading the index from sub_2CMEMS-MEDSEA-2010-2016-training.nc.bin_index.idx INFO:root:The loaded dataset contains 25 latitudes, 37 longitudes, 28 depths and 2222 time points INFO:root:Loading the index from sub_2CMEMS-MEDSEA-2010-2016-training.nc.bin_index.idx INFO:root: - The train fold has 541893 samples INFO:root: - The valid fold has 135267 samples INFO:root: Validation : Loss : nan INFO:root:Epoch 19 INFO:root: Validation : Loss : nan INFO:root:Building the dataloader INFO:root:= Dataloaders INFO:root: - Dataset creation INFO:root:The loaded dataset contains 25 latitudes, 37 longitudes, 28 depths and 365 time points INFO:root:Generating the index INFO:root:Loading the index from sub_2CMEMS-MEDSEA-2017-testing.nc.bin_index.idx INFO:root:I loaded 112860 values in the test set INFO:root:= Filling in the submission file INFO:root:= Dataloaders INFO:root: - Dataset creation INFO:root:The loaded dataset contains 25 latitudes, 37 longitudes, 28 depths and 2222 time points INFO:root:Generating the index INFO:root:Loading the index from sub_2CMEMS-MEDSEA-2010-2016-training.nc.bin_index.idx INFO:root: - Loaded a dataset with 677160 samples INFO:root: - Splitting the data in training and validation sets INFO:root:Generating the subset files from 677160 samples INFO:root: - Subset dataset INFO:root:The loaded dataset contains 25 latitudes, 37 longitudes, 28 depths and 2222 time points INFO:root:Loading the index from sub_2CMEMS-MEDSEA-2010-2016-training.nc.bin_index.idx INFO:root:The loaded dataset contains 25 latitudes, 37 longitudes, 28 depths and 2222 time points INFO:root:Loading the index from sub_2CMEMS-MEDSEA-2010-2016-training.nc.bin_index.idx INFO:root: - The train fold has 541593 samples INFO:root: - The valid fold has 135567 samples INFO:root:Building the dataloader INFO:root:= Dataloaders INFO:root: - Dataset creation INFO:root:The loaded dataset contains 25 latitudes, 37 longitudes, 28 depths and 365 time points INFO:root:Generating the index INFO:root:Loading the index from sub_2CMEMS-MEDSEA-2017-testing.nc.bin_index.idx INFO:root:I loaded 112860 values in the test set INFO:root:= Filling in the submission file INFO:root:= Dataloaders INFO:root: - Dataset creation INFO:root:The loaded dataset contains 25 latitudes, 37 longitudes, 28 depths and 2222 time points INFO:root:Generating the index INFO:root:Loading the index from sub_2CMEMS-MEDSEA-2010-2016-training.nc.bin_index.idx INFO:root: - Loaded a dataset with 677160 samples INFO:root: - Splitting the data in training and validation sets INFO:root:Generating the subset files from 677160 samples INFO:root: - Subset dataset INFO:root:The loaded dataset contains 25 latitudes, 37 longitudes, 28 depths and 2222 time points INFO:root:Loading the index from sub_2CMEMS-MEDSEA-2010-2016-training.nc.bin_index.idx INFO:root:The loaded dataset contains 25 latitudes, 37 longitudes, 28 depths and 2222 time points INFO:root:Loading the index from sub_2CMEMS-MEDSEA-2010-2016-training.nc.bin_index.idx INFO:root: - The train fold has 541894 samples INFO:root: - The valid fold has 135266 samples INFO:root:= Dataloaders INFO:root: - Dataset creation INFO:root:The loaded dataset contains 25 latitudes, 37 longitudes, 28 depths and 2222 time points INFO:root:Generating the index INFO:root:Loading the index from sub_2CMEMS-MEDSEA-2010-2016-training.nc.bin_index.idx INFO:root: - Loaded a dataset with 677160 samples INFO:root: - Splitting the data in training and validation sets INFO:root:Generating the subset files from 677160 samples INFO:root: - Subset dataset INFO:root:The loaded dataset contains 25 latitudes, 37 longitudes, 28 depths and 2222 time points INFO:root:Loading the index from sub_2CMEMS-MEDSEA-2010-2016-training.nc.bin_index.idx INFO:root:The loaded dataset contains 25 latitudes, 37 longitudes, 28 depths and 2222 time points INFO:root:Loading the index from sub_2CMEMS-MEDSEA-2010-2016-training.nc.bin_index.idx INFO:root: - The train fold has 542036 samples INFO:root: - The valid fold has 135124 samples INFO:root:= Dataloaders INFO:root: - Dataset creation INFO:root:The loaded dataset contains 25 latitudes, 37 longitudes, 28 depths and 2222 time points INFO:root:Generating the index INFO:root:Loading the index from sub_2CMEMS-MEDSEA-2010-2016-training.nc.bin_index.idx INFO:root: - Loaded a dataset with 677160 samples INFO:root: - Splitting the data in training and validation sets INFO:root:Generating the subset files from 677160 samples INFO:root: - Subset dataset INFO:root:The loaded dataset contains 25 latitudes, 37 longitudes, 28 depths and 2222 time points INFO:root:Loading the index from sub_2CMEMS-MEDSEA-2010-2016-training.nc.bin_index.idx INFO:root:The loaded dataset contains 25 latitudes, 37 longitudes, 28 depths and 2222 time points INFO:root:Loading the index from sub_2CMEMS-MEDSEA-2010-2016-training.nc.bin_index.idx INFO:root: - The train fold has 541952 samples INFO:root: - The valid fold has 135208 samples INFO:root:= Dataloaders INFO:root: - Dataset creation INFO:root:The loaded dataset contains 25 latitudes, 37 longitudes, 28 depths and 2222 time points INFO:root:Generating the index INFO:root:Loading the index from sub_2CMEMS-MEDSEA-2010-2016-training.nc.bin_index.idx INFO:root: - Loaded a dataset with 677160 samples INFO:root: - Splitting the data in training and validation sets INFO:root:Generating the subset files from 677160 samples INFO:root: - Subset dataset INFO:root:The loaded dataset contains 25 latitudes, 37 longitudes, 28 depths and 2222 time points INFO:root:Loading the index from sub_2CMEMS-MEDSEA-2010-2016-training.nc.bin_index.idx INFO:root:The loaded dataset contains 25 latitudes, 37 longitudes, 28 depths and 2222 time points INFO:root:Loading the index from sub_2CMEMS-MEDSEA-2010-2016-training.nc.bin_index.idx INFO:root: - The train fold has 541584 samples INFO:root: - The valid fold has 135576 samples INFO:root:= Dataloaders INFO:root: - Dataset creation INFO:root:The loaded dataset contains 25 latitudes, 37 longitudes, 28 depths and 2222 time points INFO:root:Generating the index INFO:root:Loading the index from sub_2CMEMS-MEDSEA-2010-2016-training.nc.bin_index.idx INFO:root: - Loaded a dataset with 677160 samples INFO:root: - Splitting the data in training and validation sets INFO:root:Generating the subset files from 677160 samples INFO:root: - Subset dataset INFO:root:The loaded dataset contains 25 latitudes, 37 longitudes, 28 depths and 2222 time points INFO:root:Loading the index from sub_2CMEMS-MEDSEA-2010-2016-training.nc.bin_index.idx INFO:root:The loaded dataset contains 25 latitudes, 37 longitudes, 28 depths and 2222 time points INFO:root:Loading the index from sub_2CMEMS-MEDSEA-2010-2016-training.nc.bin_index.idx INFO:root: - The train fold has 541804 samples INFO:root: - The valid fold has 135356 samples INFO:root:= Dataloaders INFO:root: - Dataset creation INFO:root:The loaded dataset contains 25 latitudes, 37 longitudes, 28 depths and 2222 time points INFO:root:Generating the index INFO:root:Loading the index from sub_2CMEMS-MEDSEA-2010-2016-training.nc.bin_index.idx INFO:root: - Loaded a dataset with 677160 samples INFO:root: - Splitting the data in training and validation sets INFO:root:Generating the subset files from 677160 samples INFO:root: - Subset dataset INFO:root:The loaded dataset contains 25 latitudes, 37 longitudes, 28 depths and 2222 time points INFO:root:Loading the index from sub_2CMEMS-MEDSEA-2010-2016-training.nc.bin_index.idx INFO:root:The loaded dataset contains 25 latitudes, 37 longitudes, 28 depths and 2222 time points INFO:root:Loading the index from sub_2CMEMS-MEDSEA-2010-2016-training.nc.bin_index.idx INFO:root: - The train fold has 541569 samples INFO:root: - The valid fold has 135591 samples INFO:root:= Dataloaders INFO:root: - Dataset creation INFO:root:The loaded dataset contains 25 latitudes, 37 longitudes, 28 depths and 2222 time points INFO:root:Generating the index INFO:root:Loading the index from sub_2CMEMS-MEDSEA-2010-2016-training.nc.bin_index.idx INFO:root: - Loaded a dataset with 677160 samples INFO:root: - Splitting the data in training and validation sets INFO:root:Generating the subset files from 677160 samples INFO:root: - Subset dataset INFO:root:The loaded dataset contains 25 latitudes, 37 longitudes, 28 depths and 2222 time points INFO:root:Loading the index from sub_2CMEMS-MEDSEA-2010-2016-training.nc.bin_index.idx INFO:root:The loaded dataset contains 25 latitudes, 37 longitudes, 28 depths and 2222 time points INFO:root:Loading the index from sub_2CMEMS-MEDSEA-2010-2016-training.nc.bin_index.idx INFO:root: - The train fold has 541821 samples INFO:root: - The valid fold has 135339 samples INFO:root:= Dataloaders INFO:root: - Dataset creation INFO:root:The loaded dataset contains 25 latitudes, 37 longitudes, 28 depths and 2222 time points INFO:root:Generating the index INFO:root:Loading the index from sub_2CMEMS-MEDSEA-2010-2016-training.nc.bin_index.idx INFO:root: - Loaded a dataset with 677160 samples INFO:root: - Splitting the data in training and validation sets INFO:root:Generating the subset files from 677160 samples INFO:root: - Subset dataset INFO:root:The loaded dataset contains 25 latitudes, 37 longitudes, 28 depths and 2222 time points INFO:root:Loading the index from sub_2CMEMS-MEDSEA-2010-2016-training.nc.bin_index.idx INFO:root:The loaded dataset contains 25 latitudes, 37 longitudes, 28 depths and 2222 time points INFO:root:Loading the index from sub_2CMEMS-MEDSEA-2010-2016-training.nc.bin_index.idx INFO:root: - The train fold has 541214 samples INFO:root: - The valid fold has 135946 samples INFO:root:= Dataloaders INFO:root: - Dataset creation INFO:root:The loaded dataset contains 25 latitudes, 37 longitudes, 28 depths and 2222 time points INFO:root:Generating the index INFO:root:Loading the index from sub_2CMEMS-MEDSEA-2010-2016-training.nc.bin_index.idx INFO:root: - Loaded a dataset with 677160 samples INFO:root: - Splitting the data in training and validation sets INFO:root:Generating the subset files from 677160 samples INFO:root: - Subset dataset INFO:root:The loaded dataset contains 25 latitudes, 37 longitudes, 28 depths and 2222 time points INFO:root:Loading the index from sub_2CMEMS-MEDSEA-2010-2016-training.nc.bin_index.idx INFO:root:The loaded dataset contains 25 latitudes, 37 longitudes, 28 depths and 2222 time points INFO:root:Loading the index from sub_2CMEMS-MEDSEA-2010-2016-training.nc.bin_index.idx INFO:root: - The train fold has 541745 samples INFO:root: - The valid fold has 135415 samples INFO:root:= Dataloaders INFO:root: - Dataset creation INFO:root:The loaded dataset contains 25 latitudes, 37 longitudes, 28 depths and 2222 time points INFO:root:Generating the index INFO:root:Loading the index from sub_2CMEMS-MEDSEA-2010-2016-training.nc.bin_index.idx INFO:root: - Loaded a dataset with 677160 samples INFO:root: - Splitting the data in training and validation sets INFO:root:Generating the subset files from 677160 samples INFO:root: - Subset dataset INFO:root:The loaded dataset contains 25 latitudes, 37 longitudes, 28 depths and 2222 time points INFO:root:Loading the index from sub_2CMEMS-MEDSEA-2010-2016-training.nc.bin_index.idx INFO:root:The loaded dataset contains 25 latitudes, 37 longitudes, 28 depths and 2222 time points INFO:root:Loading the index from sub_2CMEMS-MEDSEA-2010-2016-training.nc.bin_index.idx INFO:root: - The train fold has 540857 samples INFO:root: - The valid fold has 136303 samples INFO:root:= Dataloaders INFO:root: - Dataset creation INFO:root:The loaded dataset contains 25 latitudes, 37 longitudes, 28 depths and 2222 time points INFO:root:Generating the index INFO:root:Loading the index from sub_2CMEMS-MEDSEA-2010-2016-training.nc.bin_index.idx INFO:root: - Loaded a dataset with 677160 samples INFO:root: - Splitting the data in training and validation sets INFO:root:Generating the subset files from 677160 samples INFO:root: - Subset dataset INFO:root:The loaded dataset contains 25 latitudes, 37 longitudes, 28 depths and 2222 time points INFO:root:Loading the index from sub_2CMEMS-MEDSEA-2010-2016-training.nc.bin_index.idx INFO:root:The loaded dataset contains 25 latitudes, 37 longitudes, 28 depths and 2222 time points INFO:root:Loading the index from sub_2CMEMS-MEDSEA-2010-2016-training.nc.bin_index.idx INFO:root: - The train fold has 541563 samples INFO:root: - The valid fold has 135597 samples INFO:root:= Dataloaders INFO:root: - Dataset creation INFO:root:The loaded dataset contains 25 latitudes, 37 longitudes, 28 depths and 2222 time points INFO:root:Generating the index INFO:root:Loading the index from sub_2CMEMS-MEDSEA-2010-2016-training.nc.bin_index.idx INFO:root: - Loaded a dataset with 677160 samples INFO:root: - Splitting the data in training and validation sets INFO:root:Generating the subset files from 677160 samples INFO:root: - Subset dataset INFO:root:The loaded dataset contains 25 latitudes, 37 longitudes, 28 depths and 2222 time points INFO:root:Loading the index from sub_2CMEMS-MEDSEA-2010-2016-training.nc.bin_index.idx INFO:root:The loaded dataset contains 25 latitudes, 37 longitudes, 28 depths and 2222 time points INFO:root:Loading the index from sub_2CMEMS-MEDSEA-2010-2016-training.nc.bin_index.idx INFO:root: - The train fold has 541173 samples INFO:root: - The valid fold has 135987 samples INFO:root:= Dataloaders INFO:root: - Dataset creation INFO:root:The loaded dataset contains 25 latitudes, 37 longitudes, 28 depths and 2222 time points INFO:root:Generating the index INFO:root:Loading the index from sub_2CMEMS-MEDSEA-2010-2016-training.nc.bin_index.idx INFO:root: - Loaded a dataset with 677160 samples INFO:root: - Splitting the data in training and validation sets INFO:root:Generating the subset files from 677160 samples INFO:root: - Subset dataset INFO:root:The loaded dataset contains 25 latitudes, 37 longitudes, 28 depths and 2222 time points INFO:root:Loading the index from sub_2CMEMS-MEDSEA-2010-2016-training.nc.bin_index.idx INFO:root:The loaded dataset contains 25 latitudes, 37 longitudes, 28 depths and 2222 time points INFO:root:Loading the index from sub_2CMEMS-MEDSEA-2010-2016-training.nc.bin_index.idx INFO:root: - The train fold has 542121 samples INFO:root: - The valid fold has 135039 samples INFO:root:= Dataloaders INFO:root: - Dataset creation INFO:root:The loaded dataset contains 25 latitudes, 37 longitudes, 28 depths and 2222 time points INFO:root:Generating the index INFO:root:Loading the index from sub_2CMEMS-MEDSEA-2010-2016-training.nc.bin_index.idx INFO:root: - Loaded a dataset with 677160 samples INFO:root: - Splitting the data in training and validation sets INFO:root:Generating the subset files from 677160 samples INFO:root: - Subset dataset INFO:root:The loaded dataset contains 25 latitudes, 37 longitudes, 28 depths and 2222 time points INFO:root:Loading the index from sub_2CMEMS-MEDSEA-2010-2016-training.nc.bin_index.idx INFO:root:The loaded dataset contains 25 latitudes, 37 longitudes, 28 depths and 2222 time points INFO:root:Loading the index from sub_2CMEMS-MEDSEA-2010-2016-training.nc.bin_index.idx INFO:root: - The train fold has 541718 samples INFO:root: - The valid fold has 135442 samples INFO:root:= Dataloaders INFO:root: - Dataset creation INFO:root:The loaded dataset contains 25 latitudes, 37 longitudes, 28 depths and 2222 time points INFO:root:Generating the index INFO:root:Loading the index from sub_2CMEMS-MEDSEA-2010-2016-training.nc.bin_index.idx INFO:root: - Loaded a dataset with 677160 samples INFO:root: - Splitting the data in training and validation sets INFO:root:Generating the subset files from 677160 samples INFO:root: - Subset dataset INFO:root:The loaded dataset contains 25 latitudes, 37 longitudes, 28 depths and 2222 time points INFO:root:Loading the index from sub_2CMEMS-MEDSEA-2010-2016-training.nc.bin_index.idx INFO:root:The loaded dataset contains 25 latitudes, 37 longitudes, 28 depths and 2222 time points INFO:root:Loading the index from sub_2CMEMS-MEDSEA-2010-2016-training.nc.bin_index.idx INFO:root: - The train fold has 541443 samples INFO:root: - The valid fold has 135717 samples INFO:root:= Dataloaders INFO:root: - Dataset creation INFO:root:The loaded dataset contains 25 latitudes, 37 longitudes, 28 depths and 2222 time points INFO:root:Generating the index INFO:root:Loading the index from sub_2CMEMS-MEDSEA-2010-2016-training.nc.bin_index.idx INFO:root: - Loaded a dataset with 677160 samples INFO:root: - Splitting the data in training and validation sets INFO:root:Generating the subset files from 677160 samples INFO:root: - Subset dataset INFO:root:The loaded dataset contains 25 latitudes, 37 longitudes, 28 depths and 2222 time points INFO:root:Loading the index from sub_2CMEMS-MEDSEA-2010-2016-training.nc.bin_index.idx INFO:root:The loaded dataset contains 25 latitudes, 37 longitudes, 28 depths and 2222 time points INFO:root:Loading the index from sub_2CMEMS-MEDSEA-2010-2016-training.nc.bin_index.idx INFO:root: - The train fold has 541824 samples INFO:root: - The valid fold has 135336 samples INFO:root:= Dataloaders INFO:root: - Dataset creation INFO:root:The loaded dataset contains 25 latitudes, 37 longitudes, 28 depths and 2222 time points INFO:root:Generating the index INFO:root:Loading the index from sub_2CMEMS-MEDSEA-2010-2016-training.nc.bin_index.idx INFO:root: - Loaded a dataset with 677160 samples INFO:root: - Splitting the data in training and validation sets INFO:root:Generating the subset files from 677160 samples INFO:root: - Subset dataset INFO:root:The loaded dataset contains 25 latitudes, 37 longitudes, 28 depths and 2222 time points INFO:root:Loading the index from sub_2CMEMS-MEDSEA-2010-2016-training.nc.bin_index.idx INFO:root:The loaded dataset contains 25 latitudes, 37 longitudes, 28 depths and 2222 time points INFO:root:Loading the index from sub_2CMEMS-MEDSEA-2010-2016-training.nc.bin_index.idx INFO:root: - The train fold has 541550 samples INFO:root: - The valid fold has 135610 samples INFO:root:= Dataloaders INFO:root: - Dataset creation INFO:root:The loaded dataset contains 25 latitudes, 37 longitudes, 28 depths and 2222 time points INFO:root:Generating the index INFO:root:Loading the index from sub_2CMEMS-MEDSEA-2010-2016-training.nc.bin_index.idx INFO:root: - Loaded a dataset with 677160 samples INFO:root: - Splitting the data in training and validation sets INFO:root:Generating the subset files from 677160 samples INFO:root: - Subset dataset INFO:root:The loaded dataset contains 25 latitudes, 37 longitudes, 28 depths and 2222 time points INFO:root:Loading the index from sub_2CMEMS-MEDSEA-2010-2016-training.nc.bin_index.idx INFO:root:The loaded dataset contains 25 latitudes, 37 longitudes, 28 depths and 2222 time points INFO:root:Loading the index from sub_2CMEMS-MEDSEA-2010-2016-training.nc.bin_index.idx INFO:root: - The train fold has 541413 samples INFO:root: - The valid fold has 135747 samples INFO:root:= Dataloaders INFO:root: - Dataset creation INFO:root:The loaded dataset contains 25 latitudes, 37 longitudes, 28 depths and 2222 time points INFO:root:Generating the index INFO:root:Loading the index from sub_2CMEMS-MEDSEA-2010-2016-training.nc.bin_index.idx INFO:root: - Loaded a dataset with 677160 samples INFO:root: - Splitting the data in training and validation sets INFO:root:Generating the subset files from 677160 samples INFO:root: - Subset dataset INFO:root:The loaded dataset contains 25 latitudes, 37 longitudes, 28 depths and 2222 time points INFO:root:Loading the index from sub_2CMEMS-MEDSEA-2010-2016-training.nc.bin_index.idx INFO:root:The loaded dataset contains 25 latitudes, 37 longitudes, 28 depths and 2222 time points INFO:root:Loading the index from sub_2CMEMS-MEDSEA-2010-2016-training.nc.bin_index.idx INFO:root: - The train fold has 541628 samples INFO:root: - The valid fold has 135532 samples INFO:root:= Dataloaders INFO:root: - Dataset creation INFO:root:The loaded dataset contains 25 latitudes, 37 longitudes, 28 depths and 2222 time points INFO:root:Generating the index INFO:root:Loading the index from sub_2CMEMS-MEDSEA-2010-2016-training.nc.bin_index.idx INFO:root: - Loaded a dataset with 677160 samples INFO:root: - Splitting the data in training and validation sets INFO:root:Generating the subset files from 677160 samples INFO:root: - Subset dataset INFO:root:The loaded dataset contains 25 latitudes, 37 longitudes, 28 depths and 2222 time points INFO:root:Loading the index from sub_2CMEMS-MEDSEA-2010-2016-training.nc.bin_index.idx INFO:root:The loaded dataset contains 25 latitudes, 37 longitudes, 28 depths and 2222 time points INFO:root:Loading the index from sub_2CMEMS-MEDSEA-2010-2016-training.nc.bin_index.idx INFO:root: - The train fold has 541715 samples INFO:root: - The valid fold has 135445 samples INFO:root:= Dataloaders INFO:root: - Dataset creation INFO:root:The loaded dataset contains 25 latitudes, 37 longitudes, 28 depths and 2222 time points INFO:root:Generating the index INFO:root:Loading the index from sub_2CMEMS-MEDSEA-2010-2016-training.nc.bin_index.idx INFO:root: - Loaded a dataset with 677160 samples INFO:root: - Splitting the data in training and validation sets INFO:root:Generating the subset files from 677160 samples INFO:root: - Subset dataset INFO:root:The loaded dataset contains 25 latitudes, 37 longitudes, 28 depths and 2222 time points INFO:root:Loading the index from sub_2CMEMS-MEDSEA-2010-2016-training.nc.bin_index.idx INFO:root:The loaded dataset contains 25 latitudes, 37 longitudes, 28 depths and 2222 time points INFO:root:Loading the index from sub_2CMEMS-MEDSEA-2010-2016-training.nc.bin_index.idx INFO:root: - The train fold has 541674 samples INFO:root: - The valid fold has 135486 samples INFO:root:= Dataloaders INFO:root: - Dataset creation INFO:root:The loaded dataset contains 25 latitudes, 37 longitudes, 28 depths and 2222 time points INFO:root:Generating the index INFO:root:Loading the index from sub_2CMEMS-MEDSEA-2010-2016-training.nc.bin_index.idx INFO:root: - Loaded a dataset with 677160 samples INFO:root: - Splitting the data in training and validation sets INFO:root:Generating the subset files from 677160 samples INFO:root: - Subset dataset INFO:root:The loaded dataset contains 25 latitudes, 37 longitudes, 28 depths and 2222 time points INFO:root:Loading the index from sub_2CMEMS-MEDSEA-2010-2016-training.nc.bin_index.idx INFO:root:The loaded dataset contains 25 latitudes, 37 longitudes, 28 depths and 2222 time points INFO:root:Loading the index from sub_2CMEMS-MEDSEA-2010-2016-training.nc.bin_index.idx INFO:root: - The train fold has 542058 samples INFO:root: - The valid fold has 135102 samples INFO:root:= Dataloaders INFO:root: - Dataset creation INFO:root:The loaded dataset contains 25 latitudes, 37 longitudes, 28 depths and 2222 time points INFO:root:Generating the index INFO:root:Loading the index from sub_2CMEMS-MEDSEA-2010-2016-training.nc.bin_index.idx INFO:root: - Loaded a dataset with 677160 samples INFO:root: - Splitting the data in training and validation sets INFO:root:Generating the subset files from 677160 samples INFO:root: - Subset dataset INFO:root:The loaded dataset contains 25 latitudes, 37 longitudes, 28 depths and 2222 time points INFO:root:Loading the index from sub_2CMEMS-MEDSEA-2010-2016-training.nc.bin_index.idx INFO:root:The loaded dataset contains 25 latitudes, 37 longitudes, 28 depths and 2222 time points INFO:root:Loading the index from sub_2CMEMS-MEDSEA-2010-2016-training.nc.bin_index.idx INFO:root: - The train fold has 541890 samples INFO:root: - The valid fold has 135270 samples INFO:root:= Dataloaders INFO:root: - Dataset creation INFO:root:The loaded dataset contains 25 latitudes, 37 longitudes, 28 depths and 2222 time points INFO:root:Generating the index INFO:root:Loading the index from sub_2CMEMS-MEDSEA-2010-2016-training.nc.bin_index.idx INFO:root: - Loaded a dataset with 677160 samples INFO:root: - Splitting the data in training and validation sets INFO:root:Generating the subset files from 677160 samples INFO:root: - Subset dataset INFO:root:The loaded dataset contains 25 latitudes, 37 longitudes, 28 depths and 2222 time points INFO:root:Loading the index from sub_2CMEMS-MEDSEA-2010-2016-training.nc.bin_index.idx INFO:root:The loaded dataset contains 25 latitudes, 37 longitudes, 28 depths and 2222 time points INFO:root:Loading the index from sub_2CMEMS-MEDSEA-2010-2016-training.nc.bin_index.idx INFO:root: - The train fold has 541941 samples INFO:root: - The valid fold has 135219 samples INFO:root:= Dataloaders INFO:root: - Dataset creation INFO:root:The loaded dataset contains 25 latitudes, 37 longitudes, 28 depths and 2222 time points INFO:root:Generating the index INFO:root:Loading the index from sub_2CMEMS-MEDSEA-2010-2016-training.nc.bin_index.idx INFO:root: - Loaded a dataset with 677160 samples INFO:root: - Splitting the data in training and validation sets INFO:root:Generating the subset files from 677160 samples INFO:root: - Subset dataset INFO:root:The loaded dataset contains 25 latitudes, 37 longitudes, 28 depths and 2222 time points INFO:root:Loading the index from sub_2CMEMS-MEDSEA-2010-2016-training.nc.bin_index.idx INFO:root:The loaded dataset contains 25 latitudes, 37 longitudes, 28 depths and 2222 time points INFO:root:Loading the index from sub_2CMEMS-MEDSEA-2010-2016-training.nc.bin_index.idx INFO:root: - The train fold has 541291 samples INFO:root: - The valid fold has 135869 samples INFO:root:= Dataloaders INFO:root: - Dataset creation INFO:root:The loaded dataset contains 25 latitudes, 37 longitudes, 28 depths and 2222 time points INFO:root:Generating the index INFO:root:Loading the index from sub_2CMEMS-MEDSEA-2010-2016-training.nc.bin_index.idx INFO:root: - Loaded a dataset with 677160 samples INFO:root: - Splitting the data in training and validation sets INFO:root:Generating the subset files from 677160 samples INFO:root: - Subset dataset INFO:root:The loaded dataset contains 25 latitudes, 37 longitudes, 28 depths and 2222 time points INFO:root:Loading the index from sub_2CMEMS-MEDSEA-2010-2016-training.nc.bin_index.idx INFO:root:The loaded dataset contains 25 latitudes, 37 longitudes, 28 depths and 2222 time points INFO:root:Loading the index from sub_2CMEMS-MEDSEA-2010-2016-training.nc.bin_index.idx INFO:root: - The train fold has 542521 samples INFO:root: - The valid fold has 134639 samples INFO:root:= Dataloaders INFO:root: - Dataset creation INFO:root:The loaded dataset contains 25 latitudes, 37 longitudes, 28 depths and 2222 time points INFO:root:Generating the index INFO:root:Loading the index from sub_2CMEMS-MEDSEA-2010-2016-training.nc.bin_index.idx INFO:root: - Loaded a dataset with 677160 samples INFO:root: - Splitting the data in training and validation sets INFO:root:Generating the subset files from 677160 samples INFO:root: - Subset dataset INFO:root:The loaded dataset contains 25 latitudes, 37 longitudes, 28 depths and 2222 time points INFO:root:Loading the index from sub_2CMEMS-MEDSEA-2010-2016-training.nc.bin_index.idx INFO:root:The loaded dataset contains 25 latitudes, 37 longitudes, 28 depths and 2222 time points INFO:root:Loading the index from sub_2CMEMS-MEDSEA-2010-2016-training.nc.bin_index.idx INFO:root: - The train fold has 541718 samples INFO:root: - The valid fold has 135442 samples INFO:root:= Dataloaders INFO:root: - Dataset creation INFO:root:The loaded dataset contains 25 latitudes, 37 longitudes, 28 depths and 2222 time points INFO:root:Generating the index INFO:root:Loading the index from sub_2CMEMS-MEDSEA-2010-2016-training.nc.bin_index.idx INFO:root: - Loaded a dataset with 677160 samples INFO:root: - Splitting the data in training and validation sets INFO:root:Generating the subset files from 677160 samples INFO:root: - Subset dataset INFO:root:The loaded dataset contains 25 latitudes, 37 longitudes, 28 depths and 2222 time points INFO:root:Loading the index from sub_2CMEMS-MEDSEA-2010-2016-training.nc.bin_index.idx INFO:root:The loaded dataset contains 25 latitudes, 37 longitudes, 28 depths and 2222 time points INFO:root:Loading the index from sub_2CMEMS-MEDSEA-2010-2016-training.nc.bin_index.idx INFO:root: - The train fold has 541424 samples INFO:root: - The valid fold has 135736 samples INFO:root:= Dataloaders INFO:root: - Dataset creation INFO:root:The loaded dataset contains 25 latitudes, 37 longitudes, 28 depths and 2222 time points INFO:root:Generating the index INFO:root:Loading the index from sub_2CMEMS-MEDSEA-2010-2016-training.nc.bin_index.idx INFO:root: - Loaded a dataset with 677160 samples INFO:root: - Splitting the data in training and validation sets INFO:root:Generating the subset files from 677160 samples INFO:root: - Subset dataset INFO:root:The loaded dataset contains 25 latitudes, 37 longitudes, 28 depths and 2222 time points INFO:root:Loading the index from sub_2CMEMS-MEDSEA-2010-2016-training.nc.bin_index.idx INFO:root:The loaded dataset contains 25 latitudes, 37 longitudes, 28 depths and 2222 time points INFO:root:Loading the index from sub_2CMEMS-MEDSEA-2010-2016-training.nc.bin_index.idx INFO:root: - The train fold has 542108 samples INFO:root: - The valid fold has 135052 samples INFO:root:= Dataloaders INFO:root: - Dataset creation INFO:root:The loaded dataset contains 25 latitudes, 37 longitudes, 28 depths and 2222 time points INFO:root:Generating the index INFO:root:Loading the index from sub_2CMEMS-MEDSEA-2010-2016-training.nc.bin_index.idx INFO:root: - Loaded a dataset with 677160 samples INFO:root: - Splitting the data in training and validation sets INFO:root:Generating the subset files from 677160 samples INFO:root: - Subset dataset INFO:root:The loaded dataset contains 25 latitudes, 37 longitudes, 28 depths and 2222 time points INFO:root:Loading the index from sub_2CMEMS-MEDSEA-2010-2016-training.nc.bin_index.idx INFO:root:The loaded dataset contains 25 latitudes, 37 longitudes, 28 depths and 2222 time points INFO:root:Loading the index from sub_2CMEMS-MEDSEA-2010-2016-training.nc.bin_index.idx INFO:root: - The train fold has 541475 samples INFO:root: - The valid fold has 135685 samples INFO:root:Building the dataloader INFO:root:= Dataloaders INFO:root: - Dataset creation INFO:root:The loaded dataset contains 25 latitudes, 37 longitudes, 28 depths and 365 time points INFO:root:Generating the index INFO:root:Loading the index from sub_2CMEMS-MEDSEA-2017-testing.nc.bin_index.idx INFO:root:I loaded 112860 values in the test set INFO:root:= Filling in the submission file INFO:root:= Dataloaders INFO:root: - Dataset creation INFO:root:The loaded dataset contains 25 latitudes, 37 longitudes, 28 depths and 2222 time points INFO:root:Generating the index INFO:root:Loading the index from sub_2CMEMS-MEDSEA-2010-2016-training.nc.bin_index.idx INFO:root: - Loaded a dataset with 677160 samples INFO:root: - Splitting the data in training and validation sets INFO:root:Generating the subset files from 677160 samples INFO:root: - Subset dataset INFO:root:The loaded dataset contains 25 latitudes, 37 longitudes, 28 depths and 2222 time points INFO:root:Loading the index from sub_2CMEMS-MEDSEA-2010-2016-training.nc.bin_index.idx INFO:root:The loaded dataset contains 25 latitudes, 37 longitudes, 28 depths and 2222 time points INFO:root:Loading the index from sub_2CMEMS-MEDSEA-2010-2016-training.nc.bin_index.idx INFO:root: - The train fold has 541884 samples INFO:root: - The valid fold has 135276 samples INFO:root:= Dataloaders INFO:root: - Dataset creation INFO:root:The loaded dataset contains 25 latitudes, 37 longitudes, 28 depths and 2222 time points INFO:root:Generating the index INFO:root:Loading the index from sub_2CMEMS-MEDSEA-2010-2016-training.nc.bin_index.idx INFO:root: - Loaded a dataset with 677160 samples INFO:root: - Splitting the data in training and validation sets INFO:root:Generating the subset files from 677160 samples INFO:root: - Subset dataset INFO:root:The loaded dataset contains 25 latitudes, 37 longitudes, 28 depths and 2222 time points INFO:root:Loading the index from sub_2CMEMS-MEDSEA-2010-2016-training.nc.bin_index.idx INFO:root:The loaded dataset contains 25 latitudes, 37 longitudes, 28 depths and 2222 time points INFO:root:Loading the index from sub_2CMEMS-MEDSEA-2010-2016-training.nc.bin_index.idx INFO:root: - The train fold has 542330 samples INFO:root: - The valid fold has 134830 samples INFO:root:= Dataloaders INFO:root: - Dataset creation INFO:root:The loaded dataset contains 25 latitudes, 37 longitudes, 28 depths and 2222 time points INFO:root:Generating the index INFO:root:Loading the index from sub_2CMEMS-MEDSEA-2010-2016-training.nc.bin_index.idx INFO:root: - Loaded a dataset with 677160 samples INFO:root: - Splitting the data in training and validation sets INFO:root:Generating the subset files from 677160 samples INFO:root: - Subset dataset INFO:root:The loaded dataset contains 25 latitudes, 37 longitudes, 28 depths and 2222 time points INFO:root:Loading the index from sub_2CMEMS-MEDSEA-2010-2016-training.nc.bin_index.idx INFO:root:The loaded dataset contains 25 latitudes, 37 longitudes, 28 depths and 2222 time points INFO:root:Loading the index from sub_2CMEMS-MEDSEA-2010-2016-training.nc.bin_index.idx INFO:root: - The train fold has 541412 samples INFO:root: - The valid fold has 135748 samples INFO:root:= Dataloaders INFO:root: - Dataset creation INFO:root:The loaded dataset contains 25 latitudes, 37 longitudes, 28 depths and 2222 time points INFO:root:Generating the index INFO:root:Loading the index from sub_2CMEMS-MEDSEA-2010-2016-training.nc.bin_index.idx INFO:root: - Loaded a dataset with 677160 samples INFO:root: - Splitting the data in training and validation sets INFO:root:Generating the subset files from 677160 samples INFO:root: - Subset dataset INFO:root:The loaded dataset contains 25 latitudes, 37 longitudes, 28 depths and 2222 time points INFO:root:Loading the index from sub_2CMEMS-MEDSEA-2010-2016-training.nc.bin_index.idx INFO:root:The loaded dataset contains 25 latitudes, 37 longitudes, 28 depths and 2222 time points INFO:root:Loading the index from sub_2CMEMS-MEDSEA-2010-2016-training.nc.bin_index.idx INFO:root: - The train fold has 541917 samples INFO:root: - The valid fold has 135243 samples INFO:root:= Dataloaders INFO:root: - Dataset creation INFO:root:The loaded dataset contains 25 latitudes, 37 longitudes, 28 depths and 2222 time points INFO:root:Generating the index INFO:root:Loading the index from sub_2CMEMS-MEDSEA-2010-2016-training.nc.bin_index.idx INFO:root: - Loaded a dataset with 677160 samples INFO:root: - Splitting the data in training and validation sets INFO:root:Generating the subset files from 677160 samples INFO:root: - Subset dataset INFO:root:The loaded dataset contains 25 latitudes, 37 longitudes, 28 depths and 2222 time points INFO:root:Loading the index from sub_2CMEMS-MEDSEA-2010-2016-training.nc.bin_index.idx INFO:root:The loaded dataset contains 25 latitudes, 37 longitudes, 28 depths and 2222 time points INFO:root:Loading the index from sub_2CMEMS-MEDSEA-2010-2016-training.nc.bin_index.idx INFO:root: - The train fold has 541835 samples INFO:root: - The valid fold has 135325 samples INFO:root:= Dataloaders INFO:root: - Dataset creation INFO:root:The loaded dataset contains 25 latitudes, 37 longitudes, 28 depths and 2222 time points INFO:root:Generating the index INFO:root:Loading the index from sub_2CMEMS-MEDSEA-2010-2016-training.nc.bin_index.idx INFO:root: - Loaded a dataset with 677160 samples INFO:root: - Splitting the data in training and validation sets INFO:root:Generating the subset files from 677160 samples INFO:root: - Subset dataset INFO:root:The loaded dataset contains 25 latitudes, 37 longitudes, 28 depths and 2222 time points INFO:root:Loading the index from sub_2CMEMS-MEDSEA-2010-2016-training.nc.bin_index.idx INFO:root:The loaded dataset contains 25 latitudes, 37 longitudes, 28 depths and 2222 time points INFO:root:Loading the index from sub_2CMEMS-MEDSEA-2010-2016-training.nc.bin_index.idx INFO:root: - The train fold has 541863 samples INFO:root: - The valid fold has 135297 samples ����������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������INFO:root:Building the dataloader INFO:root:= Dataloaders INFO:root: - Dataset creation INFO:root:The loaded dataset contains 25 latitudes, 37 longitudes, 28 depths and 365 time points INFO:root:Generating the index INFO:root:Loading the index from sub_2CMEMS-MEDSEA-2017-testing.nc.bin_index.idx INFO:root:I loaded 112860 values in the test set INFO:root:= Filling in the submission file INFO:root:= Dataloaders INFO:root: - Dataset creation INFO:root:The loaded dataset contains 25 latitudes, 37 longitudes, 28 depths and 2222 time points INFO:root:Generating the index INFO:root:Loading the index from sub_2CMEMS-MEDSEA-2010-2016-training.nc.bin_index.idx INFO:root: - Loaded a dataset with 677160 samples INFO:root: - Splitting the data in training and validation sets INFO:root:Generating the subset files from 677160 samples INFO:root: - Subset dataset INFO:root:The loaded dataset contains 25 latitudes, 37 longitudes, 28 depths and 2222 time points INFO:root:Loading the index from sub_2CMEMS-MEDSEA-2010-2016-training.nc.bin_index.idx INFO:root:The loaded dataset contains 25 latitudes, 37 longitudes, 28 depths and 2222 time points INFO:root:Loading the index from sub_2CMEMS-MEDSEA-2010-2016-training.nc.bin_index.idx INFO:root: - The train fold has 541665 samples INFO:root: - The valid fold has 135495 samples INFO:root:= Dataloaders INFO:root: - Dataset creation INFO:root:The loaded dataset contains 25 latitudes, 37 longitudes, 28 depths and 2222 time points INFO:root:Generating the index INFO:root:Loading the index from sub_2CMEMS-MEDSEA-2010-2016-training.nc.bin_index.idx INFO:root: - Loaded a dataset with 677160 samples INFO:root: - Splitting the data in training and validation sets INFO:root:Generating the subset files from 677160 samples INFO:root: - Subset dataset INFO:root:The loaded dataset contains 25 latitudes, 37 longitudes, 28 depths and 2222 time points INFO:root:Loading the index from sub_2CMEMS-MEDSEA-2010-2016-training.nc.bin_index.idx INFO:root:The loaded dataset contains 25 latitudes, 37 longitudes, 28 depths and 2222 time points INFO:root:Loading the index from sub_2CMEMS-MEDSEA-2010-2016-training.nc.bin_index.idx INFO:root: - The train fold has 541585 samples INFO:root: - The valid fold has 135575 samples INFO:root:= Dataloaders INFO:root: - Dataset creation INFO:root:The loaded dataset contains 25 latitudes, 37 longitudes, 28 depths and 2222 time points INFO:root:Generating the index INFO:root:Loading the index from sub_2CMEMS-MEDSEA-2010-2016-training.nc.bin_index.idx INFO:root: - Loaded a dataset with 677160 samples INFO:root: - Splitting the data in training and validation sets INFO:root:Generating the subset files from 677160 samples INFO:root: - Subset dataset INFO:root:The loaded dataset contains 25 latitudes, 37 longitudes, 28 depths and 2222 time points INFO:root:Loading the index from sub_2CMEMS-MEDSEA-2010-2016-training.nc.bin_index.idx INFO:root:The loaded dataset contains 25 latitudes, 37 longitudes, 28 depths and 2222 time points INFO:root:Loading the index from sub_2CMEMS-MEDSEA-2010-2016-training.nc.bin_index.idx INFO:root: - The train fold has 542010 samples INFO:root: - The valid fold has 135150 samples INFO:root:Building the dataloader INFO:root:= Dataloaders INFO:root: - Dataset creation INFO:root:The loaded dataset contains 25 latitudes, 37 longitudes, 28 depths and 365 time points INFO:root:Generating the index INFO:root:Loading the index from sub_2CMEMS-MEDSEA-2017-testing.nc.bin_index.idx INFO:root:I loaded 112860 values in the test set INFO:root:= Filling in the submission file INFO:root:= Dataloaders INFO:root: - Dataset creation INFO:root:The loaded dataset contains 25 latitudes, 37 longitudes, 28 depths and 2222 time points INFO:root:Generating the index INFO:root:Loading the index from sub_2CMEMS-MEDSEA-2010-2016-training.nc.bin_index.idx INFO:root: - Loaded a dataset with 677160 samples INFO:root: - Splitting the data in training and validation sets INFO:root:Generating the subset files from 677160 samples INFO:root: - Subset dataset INFO:root:The loaded dataset contains 25 latitudes, 37 longitudes, 28 depths and 2222 time points INFO:root:Loading the index from sub_2CMEMS-MEDSEA-2010-2016-training.nc.bin_index.idx INFO:root:The loaded dataset contains 25 latitudes, 37 longitudes, 28 depths and 2222 time points INFO:root:Loading the index from sub_2CMEMS-MEDSEA-2010-2016-training.nc.bin_index.idx INFO:root: - The train fold has 541712 samples INFO:root: - The valid fold has 135448 samples INFO:root:= Dataloaders INFO:root: - Dataset creation INFO:root:The loaded dataset contains 25 latitudes, 37 longitudes, 28 depths and 2222 time points INFO:root:Generating the index INFO:root:Loading the index from sub_2CMEMS-MEDSEA-2010-2016-training.nc.bin_index.idx INFO:root: - Loaded a dataset with 677160 samples INFO:root: - Splitting the data in training and validation sets INFO:root:Generating the subset files from 677160 samples INFO:root: - Subset dataset INFO:root:The loaded dataset contains 25 latitudes, 37 longitudes, 28 depths and 2222 time points INFO:root:Loading the index from sub_2CMEMS-MEDSEA-2010-2016-training.nc.bin_index.idx INFO:root:The loaded dataset contains 25 latitudes, 37 longitudes, 28 depths and 2222 time points INFO:root:Loading the index from sub_2CMEMS-MEDSEA-2010-2016-training.nc.bin_index.idx INFO:root: - The train fold has 541776 samples INFO:root: - The valid fold has 135384 samples INFO:root:= Dataloaders INFO:root: - Dataset creation INFO:root:The loaded dataset contains 25 latitudes, 37 longitudes, 28 depths and 2222 time points INFO:root:Generating the index INFO:root:Loading the index from sub_2CMEMS-MEDSEA-2010-2016-training.nc.bin_index.idx INFO:root: - Loaded a dataset with 677160 samples INFO:root: - Splitting the data in training and validation sets INFO:root:Generating the subset files from 677160 samples INFO:root: - Subset dataset INFO:root:The loaded dataset contains 25 latitudes, 37 longitudes, 28 depths and 2222 time points INFO:root:Loading the index from sub_2CMEMS-MEDSEA-2010-2016-training.nc.bin_index.idx INFO:root:The loaded dataset contains 25 latitudes, 37 longitudes, 28 depths and 2222 time points INFO:root:Loading the index from sub_2CMEMS-MEDSEA-2010-2016-training.nc.bin_index.idx INFO:root: - The train fold has 541703 samples INFO:root: - The valid fold has 135457 samples INFO:root:= Dataloaders INFO:root: - Dataset creation INFO:root:The loaded dataset contains 25 latitudes, 37 longitudes, 28 depths and 2222 time points INFO:root:Generating the index INFO:root:Loading the index from sub_2CMEMS-MEDSEA-2010-2016-training.nc.bin_index.idx INFO:root: - Loaded a dataset with 677160 samples INFO:root: - Splitting the data in training and validation sets INFO:root:Generating the subset files from 677160 samples INFO:root: - Subset dataset INFO:root:The loaded dataset contains 25 latitudes, 37 longitudes, 28 depths and 2222 time points INFO:root:Loading the index from sub_2CMEMS-MEDSEA-2010-2016-training.nc.bin_index.idx INFO:root:The loaded dataset contains 25 latitudes, 37 longitudes, 28 depths and 2222 time points INFO:root:Loading the index from sub_2CMEMS-MEDSEA-2010-2016-training.nc.bin_index.idx INFO:root: - The train fold has 541380 samples INFO:root: - The valid fold has 135780 samples INFO:root:= Dataloaders INFO:root: - Dataset creation INFO:root:The loaded dataset contains 25 latitudes, 37 longitudes, 28 depths and 2222 time points INFO:root:Generating the index INFO:root:Loading the index from sub_2CMEMS-MEDSEA-2010-2016-training.nc.bin_index.idx INFO:root: - Loaded a dataset with 677160 samples INFO:root: - Splitting the data in training and validation sets INFO:root:Generating the subset files from 677160 samples INFO:root: - Subset dataset INFO:root:The loaded dataset contains 25 latitudes, 37 longitudes, 28 depths and 2222 time points INFO:root:Loading the index from sub_2CMEMS-MEDSEA-2010-2016-training.nc.bin_index.idx INFO:root:The loaded dataset contains 25 latitudes, 37 longitudes, 28 depths and 2222 time points INFO:root:Loading the index from sub_2CMEMS-MEDSEA-2010-2016-training.nc.bin_index.idx INFO:root: - The train fold has 542076 samples INFO:root: - The valid fold has 135084 samples INFO:root:= Dataloaders INFO:root: - Dataset creation INFO:root:The loaded dataset contains 25 latitudes, 37 longitudes, 28 depths and 2222 time points INFO:root:Generating the index INFO:root:Loading the index from sub_2CMEMS-MEDSEA-2010-2016-training.nc.bin_index.idx INFO:root: - Loaded a dataset with 677160 samples INFO:root: - Splitting the data in training and validation sets INFO:root:Generating the subset files from 677160 samples INFO:root: - Subset dataset INFO:root:The loaded dataset contains 25 latitudes, 37 longitudes, 28 depths and 2222 time points INFO:root:Loading the index from sub_2CMEMS-MEDSEA-2010-2016-training.nc.bin_index.idx INFO:root:The loaded dataset contains 25 latitudes, 37 longitudes, 28 depths and 2222 time points INFO:root:Loading the index from sub_2CMEMS-MEDSEA-2010-2016-training.nc.bin_index.idx INFO:root: - The train fold has 541214 samples INFO:root: - The valid fold has 135946 samples INFO:root:= Dataloaders INFO:root: - Dataset creation INFO:root:The loaded dataset contains 25 latitudes, 37 longitudes, 28 depths and 2222 time points INFO:root:Generating the index INFO:root:Loading the index from sub_2CMEMS-MEDSEA-2010-2016-training.nc.bin_index.idx INFO:root: - Loaded a dataset with 677160 samples INFO:root: - Splitting the data in training and validation sets INFO:root:Generating the subset files from 677160 samples INFO:root: - Subset dataset INFO:root:The loaded dataset contains 25 latitudes, 37 longitudes, 28 depths and 2222 time points INFO:root:Loading the index from sub_2CMEMS-MEDSEA-2010-2016-training.nc.bin_index.idx INFO:root:The loaded dataset contains 25 latitudes, 37 longitudes, 28 depths and 2222 time points INFO:root:Loading the index from sub_2CMEMS-MEDSEA-2010-2016-training.nc.bin_index.idx INFO:root: - The train fold has 541896 samples INFO:root: - The valid fold has 135264 samples INFO:root:= Dataloaders INFO:root: - Dataset creation INFO:root:The loaded dataset contains 25 latitudes, 37 longitudes, 28 depths and 2222 time points INFO:root:Generating the index INFO:root:Loading the index from sub_2CMEMS-MEDSEA-2010-2016-training.nc.bin_index.idx INFO:root: - Loaded a dataset with 677160 samples INFO:root: - Splitting the data in training and validation sets INFO:root:Generating the subset files from 677160 samples INFO:root: - Subset dataset INFO:root:The loaded dataset contains 25 latitudes, 37 longitudes, 28 depths and 2222 time points INFO:root:Loading the index from sub_2CMEMS-MEDSEA-2010-2016-training.nc.bin_index.idx INFO:root:The loaded dataset contains 25 latitudes, 37 longitudes, 28 depths and 2222 time points INFO:root:Loading the index from sub_2CMEMS-MEDSEA-2010-2016-training.nc.bin_index.idx INFO:root: - The train fold has 541474 samples INFO:root: - The valid fold has 135686 samples INFO:root:= Dataloaders INFO:root: - Dataset creation INFO:root:The loaded dataset contains 25 latitudes, 37 longitudes, 28 depths and 2222 time points INFO:root:Generating the index INFO:root:Loading the index from sub_2CMEMS-MEDSEA-2010-2016-training.nc.bin_index.idx INFO:root: - Loaded a dataset with 677160 samples INFO:root: - Splitting the data in training and validation sets INFO:root:Generating the subset files from 677160 samples INFO:root: - Subset dataset INFO:root:The loaded dataset contains 25 latitudes, 37 longitudes, 28 depths and 2222 time points INFO:root:Loading the index from sub_2CMEMS-MEDSEA-2010-2016-training.nc.bin_index.idx INFO:root:The loaded dataset contains 25 latitudes, 37 longitudes, 28 depths and 2222 time points INFO:root:Loading the index from sub_2CMEMS-MEDSEA-2010-2016-training.nc.bin_index.idx INFO:root: - The train fold has 542034 samples INFO:root: - The valid fold has 135126 samples