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Build error
feature: created embed caption
Browse files- embed_captions +25 -0
embed_captions
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import csv
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import argparse
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from utils import load_model
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def main(args):
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caption_txt_path = args.text_path
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f = open(caption_txt_path)
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captions = [sent.strip() for sent in f.readlines()
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for model_name in ["koclip-base", "koclip-large"]:
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model, processor = load_model(f"koclip/{model_name}")
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captions_processed = [processor(sent,images=None,return_tensors='jax') for sent in captions]
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vec = [np.asarray(model.get_text_features(**c)) for c in captions_processed]
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with open(os.path.join(args.out_path, f"{model_name}.tsv"), "a+") as f:
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writer = csv.writer(f, delimiter="\t")
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for text, feature in zip(captions, vec):
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writer.writerow([text, ",".join(map(lambda x: str(x), feature))])
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if __name__ == "__main__":
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parser = argparse.ArgumentParser()
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parser.add_argument("--text_path", default="text")
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parser.add_argument("--out_path", default="features/text")
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args = parser.parse_args()
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main(args)
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