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@@ -6,7 +6,7 @@ pipeline_tag: text-generation
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  <div align="center">
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  <h1>UltraGist for Llama-2-7b-chat</h1>
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- [<a href="https://github.com/namespace-Pt/UltraGist">Github</a>]
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  </div>
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  UltraGist is a context compression method can **flexibly**, **effectively**, and **efficiently** to handle various context lengths and compression ratios. We apply UltraGist on [Llama-2-7b-chat](https://huggingface.co/meta-llama/Llama-2-7b-chat-hf).
@@ -64,7 +64,3 @@ with torch.no_grad():
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  print(f"Memory: {compressed_memory[0][0].shape}")
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  print("*"*20)
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  ```
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-
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- ## Citation
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- ```
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- ```
 
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  <div align="center">
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  <h1>UltraGist for Llama-2-7b-chat</h1>
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+ [<a href="https://arxiv.org/abs/2405.16635">Paper</a>] [<a href="https://github.com/namespace-Pt/UltraGist">Github</a>]
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  </div>
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  UltraGist is a context compression method can **flexibly**, **effectively**, and **efficiently** to handle various context lengths and compression ratios. We apply UltraGist on [Llama-2-7b-chat](https://huggingface.co/meta-llama/Llama-2-7b-chat-hf).
 
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  print(f"Memory: {compressed_memory[0][0].shape}")
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  print("*"*20)
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  ```