last try for real
Browse files
script.py
CHANGED
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@@ -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)
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@@ -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
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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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@@ -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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models.append(model)
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fungi_model = FungiEnsembleModel(models)
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@@ -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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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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