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"Update README.md"

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  I am continuously enhancing the structure of these model descriptions, and they now provide even more comprehensive information to help you find the best models for your specific needs.
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  # h2ogpt-gm-oasst1-en-2048-falcon-40b-v2 - GGUF
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  - Model creator: [h2oai](https://huggingface.co/h2oai)
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  - Original model: [h2ogpt-gm-oasst1-en-2048-falcon-40b-v2](https://huggingface.co/h2oai/h2ogpt-gm-oasst1-en-2048-falcon-40b-v2)
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  # Note: Important Update for Falcon Models in llama.cpp Versions After October 18, 2023
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- As noted on the [Llama.cpp]([ggerganov/llama.cpp: Port of Facebook's LLaMA model in C/C++ (github.com)](https://github.com/ggerganov/llama.cpp#hot-topics) GitHub repository, all new releases of Llama.cpp will require a re-quantization due to the implementation of the new BPE tokenizer, which impacts both the original Falcon models and their derived variants.
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  Here's what you need to know:
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- **Original Falcon Models:** I am diligently working to provide updated quantized versions of the four original Falcon models to ensure their compatibility with the new llama.cpp versions. Please keep an eye on my Hugging Face Model pages for updates on the availability of these models. Promptly downloading them is essential to maintain compatibility with the latest llama.cpp releases.
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- **Derived Falcon Models:** Right now, the derived Falcon-Models cannot be re-converted without adjustments from the original model creators. So far, these models cannot be used in recent llama.cpp versions at all. ** Good news!** It's in the pipeline that the capability for quantizing even the older derived Falcon models will be incorporated soon. However, the exact timeline is beyond my control.
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  **Stay Informed:** Application software using llama.cpp libraries will follow soon. Keep an eye on the release schedules of your favorite software applications that rely on llama.cpp. They will likely provide instructions on how to integrate the new models.
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  **Monitor Upload Times:** Please keep a close watch on the upload times of the available files on my Hugging Face Model pages. This will help you identify which files have already been updated and are ready for download, ensuring you have the most current Falcon models at your disposal.
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  **Download Promptly:** Once the updated Falcon models are available on my Hugging Face page, be sure to download them promptly to ensure compatibility with the latest [llama.cpp]([ggerganov/llama.cpp: Port of Facebook's LLaMA model in C/C++ (github.com)](https://github.com/ggerganov/llama.cpp) versions.
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- Please understand that this change specifically affects Falcon and Starcoder models, other models remain unaffected. Consequently, software providers may not emphasize this change as prominently.
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  As a solo operator of this page, I'm doing my best to expedite the process, but please bear with me as this may take some time.
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  ---
 
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  # Original Model Card:
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  # Model Card
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  ## Summary
 
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  I am continuously enhancing the structure of these model descriptions, and they now provide even more comprehensive information to help you find the best models for your specific needs.
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  # h2ogpt-gm-oasst1-en-2048-falcon-40b-v2 - GGUF
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  - Model creator: [h2oai](https://huggingface.co/h2oai)
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  - Original model: [h2ogpt-gm-oasst1-en-2048-falcon-40b-v2](https://huggingface.co/h2oai/h2ogpt-gm-oasst1-en-2048-falcon-40b-v2)
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  # Note: Important Update for Falcon Models in llama.cpp Versions After October 18, 2023
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+ As noted on the [Llama.cpp]([ggerganov/llama.cpp: Port of Facebook's LLaMA model in C/C++ (github.com)](https://github.com/ggerganov/llama.cpp#hot-topics) GitHub repository, all new releases of Llama.cpp will require a re-quantization due to the implementation of the new BPE tokenizer. I am working diligently to make the updated models available for you.
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  Here's what you need to know:
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  **Stay Informed:** Application software using llama.cpp libraries will follow soon. Keep an eye on the release schedules of your favorite software applications that rely on llama.cpp. They will likely provide instructions on how to integrate the new models.
 
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  **Monitor Upload Times:** Please keep a close watch on the upload times of the available files on my Hugging Face Model pages. This will help you identify which files have already been updated and are ready for download, ensuring you have the most current Falcon models at your disposal.
 
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  **Download Promptly:** Once the updated Falcon models are available on my Hugging Face page, be sure to download them promptly to ensure compatibility with the latest [llama.cpp]([ggerganov/llama.cpp: Port of Facebook's LLaMA model in C/C++ (github.com)](https://github.com/ggerganov/llama.cpp) versions.
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+ Please understand that this change specifically affects **Falcon** and **Starcoder** models, other models remain unaffected. Consequently, software providers may not emphasize this change as prominently.
 
 
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  As a solo operator of this page, I'm doing my best to expedite the process, but please bear with me as this may take some time.
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  ---
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  # Original Model Card:
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  # Model Card
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  ## Summary