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@@ -49,13 +49,13 @@ The key benefit of GGUF is that it is a extensible, future-proof format which st
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  Here are a list of clients and libraries that are known to support GGUF:
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  * [llama.cpp](https://github.com/ggerganov/llama.cpp).
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- * [text-generation-webui](https://github.com/oobabooga/text-generation-webui), the most widely used web UI. Supports GGUF with GPU acceleration via the ctransformers backend - llama-cpp-python backend should work soon too.
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- * [KoboldCpp](https://github.com/LostRuins/koboldcpp), now supports GGUF as of release 1.41! A powerful GGML web UI, with full GPU accel. Especially good for story telling.
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- * [LM Studio](https://lmstudio.ai/), version 0.2.2 and later support GGUF. A fully featured local GUI with GPU acceleration on both Windows (NVidia and AMD), and macOS.
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- * [LoLLMS Web UI](https://github.com/ParisNeo/lollms-webui), should now work, choose the `c_transformers` backend. A great web UI with many interesting features. Supports CUDA GPU acceleration.
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- * [ctransformers](https://github.com/marella/ctransformers), now supports GGUF as of version 0.2.24! A Python library with GPU accel, LangChain support, and OpenAI-compatible AI server.
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- * [llama-cpp-python](https://github.com/abetlen/llama-cpp-python), supports GGUF as of version 0.1.79. A Python library with GPU accel, LangChain support, and OpenAI-compatible API server.
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- * [candle](https://github.com/huggingface/candle), added GGUF support on August 22nd. Candle is a Rust ML framework with a focus on performance, including GPU support, and ease of use.
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  <!-- README_GGUF.md-about-gguf end -->
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  <!-- repositories-available start -->
@@ -132,7 +132,7 @@ Make sure you are using `llama.cpp` from commit [6381d4e110bd0ec02843a60bbeb8b6f
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  For compatibility with older versions of llama.cpp, or for any third-party libraries or clients that haven't yet updated for GGUF, please use GGML files instead.
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  ```
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- ./main -t 10 -ngl 32 -m redmond-puffin-13b.q4_K_M.gguf --color -c 4096 --temp 0.7 --repeat_penalty 1.1 -n -1 -p "### human: Write a story about llamas\n\n### response:"
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  ```
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  Change `-t 10` to the number of physical CPU cores you have. For example if your system has 8 cores/16 threads, use `-t 8`. If offloading all layers to GPU, set `-t 1`.
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@@ -223,8 +223,6 @@ And thank you again to a16z for their generous grant.
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  # Original model card: NousResearch's Redmond Puffin 13B V1.3
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- ![puffin](https://i.imgur.com/R2xTHMb.png)
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-
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  ## **Redmond-Puffin-13b-V1.3**
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  **The first commercially available language model released by Nous Research!**
 
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  Here are a list of clients and libraries that are known to support GGUF:
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  * [llama.cpp](https://github.com/ggerganov/llama.cpp).
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+ * [text-generation-webui](https://github.com/oobabooga/text-generation-webui), the most widely used web UI, with many features and powerful extensions.
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+ * [KoboldCpp](https://github.com/LostRuins/koboldcpp), a fully featured web UI, with full GPU accel across multiple platforms and GPU architectures. Especially good for story telling.
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+ * [LM Studio](https://lmstudio.ai/), an easy-to-use and powerful local GUI with GPU acceleration on both Windows (NVidia and AMD), and macOS.
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+ * [LoLLMS Web UI](https://github.com/ParisNeo/lollms-webui), a great web UI with many interesting and unique features, including a full model library for easy model selection.
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+ * [ctransformers](https://github.com/marella/ctransformers), a Python library with GPU accel, LangChain support, and OpenAI-compatible AI server.
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+ * [llama-cpp-python](https://github.com/abetlen/llama-cpp-python), a Python library with GPU accel, LangChain support, and OpenAI-compatible API server.
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+ * [candle](https://github.com/huggingface/candle), a Rust ML framework with a focus on performance, including GPU support, and ease of use.
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  <!-- README_GGUF.md-about-gguf end -->
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  <!-- repositories-available start -->
 
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  For compatibility with older versions of llama.cpp, or for any third-party libraries or clients that haven't yet updated for GGUF, please use GGML files instead.
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  ```
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+ ./main -t 10 -ngl 32 -m redmond-puffin-13b.q4_K_M.gguf --color -c 4096 --temp 0.7 --repeat_penalty 1.1 -n -1 -p "### human: {prompt}\n\n### response:"
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  ```
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  Change `-t 10` to the number of physical CPU cores you have. For example if your system has 8 cores/16 threads, use `-t 8`. If offloading all layers to GPU, set `-t 1`.
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  # Original model card: NousResearch's Redmond Puffin 13B V1.3
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  ## **Redmond-Puffin-13b-V1.3**
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  **The first commercially available language model released by Nous Research!**