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auto-patch README.md

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@@ -40,10 +40,14 @@ more details, including on how to concatenate multi-part files.
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  | [GGUF](https://huggingface.co/mradermacher/UpshotLlama-3-8B-GGUF/resolve/main/UpshotLlama-3-8B.Q3_K_S.gguf) | Q3_K_S | 3.8 | |
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  | [GGUF](https://huggingface.co/mradermacher/UpshotLlama-3-8B-GGUF/resolve/main/UpshotLlama-3-8B.Q3_K_M.gguf) | Q3_K_M | 4.1 | lower quality |
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  | [GGUF](https://huggingface.co/mradermacher/UpshotLlama-3-8B-GGUF/resolve/main/UpshotLlama-3-8B.Q3_K_L.gguf) | Q3_K_L | 4.4 | |
 
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  | [GGUF](https://huggingface.co/mradermacher/UpshotLlama-3-8B-GGUF/resolve/main/UpshotLlama-3-8B.Q4_K_S.gguf) | Q4_K_S | 4.8 | fast, recommended |
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  | [GGUF](https://huggingface.co/mradermacher/UpshotLlama-3-8B-GGUF/resolve/main/UpshotLlama-3-8B.Q4_K_M.gguf) | Q4_K_M | 5.0 | fast, recommended |
 
 
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  | [GGUF](https://huggingface.co/mradermacher/UpshotLlama-3-8B-GGUF/resolve/main/UpshotLlama-3-8B.Q6_K.gguf) | Q6_K | 6.7 | very good quality |
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  | [GGUF](https://huggingface.co/mradermacher/UpshotLlama-3-8B-GGUF/resolve/main/UpshotLlama-3-8B.Q8_0.gguf) | Q8_0 | 8.6 | fast, best quality |
 
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  Here is a handy graph by ikawrakow comparing some lower-quality quant
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  types (lower is better):
 
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  | [GGUF](https://huggingface.co/mradermacher/UpshotLlama-3-8B-GGUF/resolve/main/UpshotLlama-3-8B.Q3_K_S.gguf) | Q3_K_S | 3.8 | |
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  | [GGUF](https://huggingface.co/mradermacher/UpshotLlama-3-8B-GGUF/resolve/main/UpshotLlama-3-8B.Q3_K_M.gguf) | Q3_K_M | 4.1 | lower quality |
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  | [GGUF](https://huggingface.co/mradermacher/UpshotLlama-3-8B-GGUF/resolve/main/UpshotLlama-3-8B.Q3_K_L.gguf) | Q3_K_L | 4.4 | |
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+ | [GGUF](https://huggingface.co/mradermacher/UpshotLlama-3-8B-GGUF/resolve/main/UpshotLlama-3-8B.IQ4_XS.gguf) | IQ4_XS | 4.6 | |
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  | [GGUF](https://huggingface.co/mradermacher/UpshotLlama-3-8B-GGUF/resolve/main/UpshotLlama-3-8B.Q4_K_S.gguf) | Q4_K_S | 4.8 | fast, recommended |
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  | [GGUF](https://huggingface.co/mradermacher/UpshotLlama-3-8B-GGUF/resolve/main/UpshotLlama-3-8B.Q4_K_M.gguf) | Q4_K_M | 5.0 | fast, recommended |
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+ | [GGUF](https://huggingface.co/mradermacher/UpshotLlama-3-8B-GGUF/resolve/main/UpshotLlama-3-8B.Q5_K_S.gguf) | Q5_K_S | 5.7 | |
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+ | [GGUF](https://huggingface.co/mradermacher/UpshotLlama-3-8B-GGUF/resolve/main/UpshotLlama-3-8B.Q5_K_M.gguf) | Q5_K_M | 5.8 | |
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  | [GGUF](https://huggingface.co/mradermacher/UpshotLlama-3-8B-GGUF/resolve/main/UpshotLlama-3-8B.Q6_K.gguf) | Q6_K | 6.7 | very good quality |
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  | [GGUF](https://huggingface.co/mradermacher/UpshotLlama-3-8B-GGUF/resolve/main/UpshotLlama-3-8B.Q8_0.gguf) | Q8_0 | 8.6 | fast, best quality |
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+ | [GGUF](https://huggingface.co/mradermacher/UpshotLlama-3-8B-GGUF/resolve/main/UpshotLlama-3-8B.f16.gguf) | f16 | 16.2 | 16 bpw, overkill |
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  Here is a handy graph by ikawrakow comparing some lower-quality quant
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  types (lower is better):