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  repetition_penalty: 1.2
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  ```
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  ## **Intended Uses & Limitations**
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  This is a task-specific model intended to be used only with the provided prompts. It does not include any guardrails or VQA capability. Due to the nature of large language models (LLMs), a certain level of hallucination may occur. We recommend that developers carefully assess these risks in the context of their specific use case.
 
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  repetition_penalty: 1.2
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  ```
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+ ## Hosting
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+ ```
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+ vllm serve scb10x/typhoon-ocr-7b --max-model-len 32000 # OpenAI Compatible at http://localhost:8000
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+ # then you can supply base_url in to ocr_document('image.jpg', base_url='http://localhost:8000/v1')
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+ ```
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+
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  ## **Intended Uses & Limitations**
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  This is a task-specific model intended to be used only with the provided prompts. It does not include any guardrails or VQA capability. Due to the nature of large language models (LLMs), a certain level of hallucination may occur. We recommend that developers carefully assess these risks in the context of their specific use case.