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@@ -18,23 +18,28 @@ For model evaluation, please refer to the linked technical report (coming soon!)
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  ### How to use
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  Start off by cloning the repository:
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  git clone https://huggingface.co/IntelLabs/LlavaOLMoBitnet1B
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-
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  cd LlavaOLMoBitnet1B
 
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  Install all the requirements by following instructions on requirements.txt
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  You are all set! Run inference by calling:
 
 
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  python llava_olmo.py
 
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  To pass in your own query, modify the following lines within the llava_olmo.py file:
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  #Define Image and Text inputs..
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  text = "Be concise. What are the four major tournaments of the sport shown in the image?"
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  url = "https://farm3.staticflickr.com/2157/2439959136_d932f4e816_z.jpg"
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-
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  ## Model Sources
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  Arxiv link for technical report coming soon!
 
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  ### How to use
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  Start off by cloning the repository:
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+ ``` shell
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  git clone https://huggingface.co/IntelLabs/LlavaOLMoBitnet1B
 
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  cd LlavaOLMoBitnet1B
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+ ```
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  Install all the requirements by following instructions on requirements.txt
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  You are all set! Run inference by calling:
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+
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+ ``` shell
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  python llava_olmo.py
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+ ```
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  To pass in your own query, modify the following lines within the llava_olmo.py file:
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+ ``` python
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  #Define Image and Text inputs..
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  text = "Be concise. What are the four major tournaments of the sport shown in the image?"
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  url = "https://farm3.staticflickr.com/2157/2439959136_d932f4e816_z.jpg"
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+ ```
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  ## Model Sources
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  Arxiv link for technical report coming soon!