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[+] add save and load embedding methods in SamPredictor class #724

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32 changes: 32 additions & 0 deletions segment_anything/predictor.py
Original file line number Diff line number Diff line change
Expand Up @@ -267,3 +267,35 @@ def reset_image(self) -> None:
self.orig_w = None
self.input_h = None
self.input_w = None

def save_image_embedding(self, path):
"""
Saves the image embedding to a file.

Args:
path (str): The path to save the image embedding.

Raises:
RuntimeError: If an image has not been set with `.set_image()` before saving the embedding.
"""
if not self.is_image_set:
raise RuntimeError("An image must be set with .set_image() before saving an embedding.")
res = {
'original_size': self.original_size,
'input_size': self.input_size,
'features': self.features.cpu().numpy(),
'is_image_set': True,
}
torch.save(res, path)

def load_image_embedding(self, path):
"""
Loads the image embedding from the specified path and sets it as an attribute of the object.

Args:
path (str): The path to the image embedding file.
"""
res = torch.load(path, map_location=self.device)
for k, v in res.items():
setattr(self, k, v)
self.features = torch.from_numpy(self.features).to(self.device)