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  Example to use pretrained checkpoints.
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  from huggingface_hub import hf_hub_download
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  import torch
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  import clip
@@ -61,4 +62,8 @@ Example to use pretrained checkpoints.
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  event = transform(event)
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  event = event.cuda().unsqueeze(0)
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- logits_per_event, _ = model(event, text)
 
 
 
 
 
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  Example to use pretrained checkpoints.
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+
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  from huggingface_hub import hf_hub_download
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  import torch
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  import clip
 
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  event = transform(event)
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  event = event.cuda().unsqueeze(0)
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+ logits_per_event, _ = model(event, text)
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+
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+
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+ arxiv.org/abs/2505.02393
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+ arxiv.org/abs/2412.03093