chychiu commited on
Commit
f0be6d7
1 Parent(s): 4598f99

last try for real

Browse files
Files changed (1) hide show
  1. script.py +7 -3
script.py CHANGED
@@ -117,6 +117,7 @@ class ImageDataset(Dataset):
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  def __getitem__(self, idx):
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  image_path = os.path.join(self.local_filepath, self.filepaths[idx])
 
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  image = cv2.imread(image_path)
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  image = cv2.cvtColor(image, cv2.COLOR_BGR2RGB)
@@ -158,7 +159,7 @@ def generate_embeddings(metadata_file_path, root_dir):
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  test_dataset = ImageDataset(metadata_df, local_filepath=root_dir)
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- loader = DataLoader(test_dataset, batch_size=1, shuffle=False, num_workers=4)
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  device = torch.device("cuda:0" if torch.cuda.is_available() else "cpu")
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  model = timm.create_model(
@@ -335,8 +336,7 @@ def make_submission(metadata_df):
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  {w: ckpt["model." + w] for w in model.state_dict().keys()}
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  )
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  model.eval()
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- model.cuda()
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-
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  models.append(model)
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  fungi_model = FungiEnsembleModel(models)
@@ -396,3 +396,7 @@ if __name__ == "__main__":
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  metadata_df = generate_embeddings(metadata_file_path, root_dir)
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  make_submission(metadata_df)
 
 
 
 
 
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  def __getitem__(self, idx):
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  image_path = os.path.join(self.local_filepath, self.filepaths[idx])
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+ # print("Reading from ", image_path)
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  image = cv2.imread(image_path)
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  image = cv2.cvtColor(image, cv2.COLOR_BGR2RGB)
 
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  test_dataset = ImageDataset(metadata_df, local_filepath=root_dir)
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+ loader = DataLoader(test_dataset, batch_size=1, shuffle=False)
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  device = torch.device("cuda:0" if torch.cuda.is_available() else "cpu")
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  model = timm.create_model(
 
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  {w: ckpt["model." + w] for w in model.state_dict().keys()}
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  )
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  model.eval()
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+
 
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  models.append(model)
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  fungi_model = FungiEnsembleModel(models)
 
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  metadata_df = generate_embeddings(metadata_file_path, root_dir)
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  make_submission(metadata_df)
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