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Add PyTorch Finetuning Capability, Examples #59

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4 changes: 4 additions & 0 deletions .gitignore
Original file line number Diff line number Diff line change
Expand Up @@ -158,3 +158,7 @@ data/example_images/advanced_old
data/external
*.jpg
*.tar.gz
data/example_images/cosmic_dawn
data/cosmic_dawn*.parquet

results
6 changes: 3 additions & 3 deletions benchmarks/pytorch/train_model_on_decals_dr5_splits.py
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Expand Up @@ -6,7 +6,7 @@
from sklearn.model_selection import train_test_split
from pytorch_lightning.loggers import WandbLogger

from galaxy_datasets import gz_decals
from galaxy_datasets import gz_decals_5

from zoobot.shared import label_metadata, schemas
from zoobot.pytorch.training import train_with_pytorch_lightning
Expand Down Expand Up @@ -44,8 +44,8 @@
logging.info('Schema: {}'.format(schema))

# use the gz_decals() methods in galaxy_datasets.prepared_datasets to get the canonical (i.e. standard) train and test catalogs
canonical_train_catalog, _ = gz_decals(root=args.data_dir, train=True, download=True)
canonical_test_catalog, _ = gz_decals(root=args.data_dir, train=False, download=True)
canonical_train_catalog, _ = gz_decals_5(root=args.data_dir, train=True, download=True)
canonical_test_catalog, _ = gz_decals_5(root=args.data_dir, train=False, download=True)

train_catalog, val_catalog = train_test_split(canonical_train_catalog, test_size=0.1)
test_catalog = canonical_test_catalog.copy()
Expand Down
6 changes: 3 additions & 3 deletions benchmarks/tensorflow/train_model_on_decals_dr5_splits.py
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Expand Up @@ -6,7 +6,7 @@
import wandb
from sklearn.model_selection import train_test_split

from galaxy_datasets import gz_decals
from galaxy_datasets import gz_decals_5

from zoobot.shared import label_metadata, schemas
from zoobot.tensorflow.training import train_with_keras
Expand Down Expand Up @@ -69,8 +69,8 @@
download = False
else:
download = True
canonical_train_catalog, _ = gz_decals(root=args.data_dir, train=True, download=download)
canonical_test_catalog, _ = gz_decals(root=args.data_dir, train=False, download=download)
canonical_train_catalog, _ = gz_decals_5(root=args.data_dir, train=True, download=download)
canonical_test_catalog, _ = gz_decals_5(root=args.data_dir, train=False, download=download)

train_catalog, val_catalog = train_test_split(canonical_train_catalog, test_size=0.1) # could add random_state
test_catalog = canonical_test_catalog.copy()
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