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auto-patch README.md
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README.md
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static quants of https://huggingface.co/terrycraddock/Reflection-Llama-3.1-8B
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<!-- provided-files -->
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weighted/imatrix quants
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## Usage
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If you are unsure how to use GGUF files, refer to one of [TheBloke's
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| Link | Type | Size/GB | Notes |
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|:-----|:-----|--------:|:------|
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| [PART 1](https://huggingface.co/mradermacher/
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| [PART 1](https://huggingface.co/mradermacher/
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| [PART 1](https://huggingface.co/mradermacher/
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| [PART 1](https://huggingface.co/mradermacher/
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| [PART 1](https://huggingface.co/mradermacher/
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| [PART 1](https://huggingface.co/mradermacher/
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| [PART 1](https://huggingface.co/mradermacher/
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| [PART 1](https://huggingface.co/mradermacher/
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| [PART 1](https://huggingface.co/mradermacher/
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| [PART 1](https://huggingface.co/mradermacher/
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| [PART 1](https://huggingface.co/mradermacher/
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| [PART 1](https://huggingface.co/mradermacher/
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| [PART 1](https://huggingface.co/mradermacher/
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| [PART 1](https://huggingface.co/mradermacher/
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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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static quants of https://huggingface.co/terrycraddock/Reflection-Llama-3.1-8B
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<!-- provided-files -->
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weighted/imatrix quants are available at https://huggingface.co/mradermacher/Reflection-Llama-3.1-8B-i1-GGUF
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## Usage
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If you are unsure how to use GGUF files, refer to one of [TheBloke's
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| Link | Type | Size/GB | Notes |
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|:-----|:-----|--------:|:------|
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| [PART 1](https://huggingface.co/mradermacher/Reflection-Llama-3.1-8B-GGUF/resolve/main/Reflection-Llama-3.1-8B.Q2_K.gguf) [PART 2](https://huggingface.co/mradermacher/Reflection-Llama-3.1-8B-GGUF/resolve/main/reflection-llama-3.1-8B.Q2_K.gguf) | Q2_K | 6.5 | |
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| [PART 1](https://huggingface.co/mradermacher/Reflection-Llama-3.1-8B-GGUF/resolve/main/Reflection-Llama-3.1-8B.IQ3_XS.gguf) [PART 2](https://huggingface.co/mradermacher/Reflection-Llama-3.1-8B-GGUF/resolve/main/reflection-llama-3.1-8B.IQ3_XS.gguf) | IQ3_XS | 7.1 | |
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| [PART 1](https://huggingface.co/mradermacher/Reflection-Llama-3.1-8B-GGUF/resolve/main/Reflection-Llama-3.1-8B.Q3_K_S.gguf) [PART 2](https://huggingface.co/mradermacher/Reflection-Llama-3.1-8B-GGUF/resolve/main/reflection-llama-3.1-8B.Q3_K_S.gguf) | Q3_K_S | 7.4 | |
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| [PART 1](https://huggingface.co/mradermacher/Reflection-Llama-3.1-8B-GGUF/resolve/main/Reflection-Llama-3.1-8B.IQ3_S.gguf) [PART 2](https://huggingface.co/mradermacher/Reflection-Llama-3.1-8B-GGUF/resolve/main/reflection-llama-3.1-8B.IQ3_S.gguf) | IQ3_S | 7.5 | beats Q3_K* |
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| [PART 1](https://huggingface.co/mradermacher/Reflection-Llama-3.1-8B-GGUF/resolve/main/Reflection-Llama-3.1-8B.IQ3_M.gguf) [PART 2](https://huggingface.co/mradermacher/Reflection-Llama-3.1-8B-GGUF/resolve/main/reflection-llama-3.1-8B.IQ3_M.gguf) | IQ3_M | 7.7 | |
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| [PART 1](https://huggingface.co/mradermacher/Reflection-Llama-3.1-8B-GGUF/resolve/main/Reflection-Llama-3.1-8B.Q3_K_M.gguf) [PART 2](https://huggingface.co/mradermacher/Reflection-Llama-3.1-8B-GGUF/resolve/main/reflection-llama-3.1-8B.Q3_K_M.gguf) | Q3_K_M | 8.1 | lower quality |
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| [PART 1](https://huggingface.co/mradermacher/Reflection-Llama-3.1-8B-GGUF/resolve/main/Reflection-Llama-3.1-8B.Q3_K_L.gguf) [PART 2](https://huggingface.co/mradermacher/Reflection-Llama-3.1-8B-GGUF/resolve/main/reflection-llama-3.1-8B.Q3_K_L.gguf) | Q3_K_L | 8.7 | |
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| [PART 1](https://huggingface.co/mradermacher/Reflection-Llama-3.1-8B-GGUF/resolve/main/Reflection-Llama-3.1-8B.IQ4_XS.gguf) [PART 2](https://huggingface.co/mradermacher/Reflection-Llama-3.1-8B-GGUF/resolve/main/reflection-llama-3.1-8B.IQ4_XS.gguf) | IQ4_XS | 9.1 | |
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| [PART 1](https://huggingface.co/mradermacher/Reflection-Llama-3.1-8B-GGUF/resolve/main/Reflection-Llama-3.1-8B.Q4_K_S.gguf) [PART 2](https://huggingface.co/mradermacher/Reflection-Llama-3.1-8B-GGUF/resolve/main/reflection-llama-3.1-8B.Q4_K_S.gguf) | Q4_K_S | 9.5 | fast, recommended |
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| [PART 1](https://huggingface.co/mradermacher/Reflection-Llama-3.1-8B-GGUF/resolve/main/Reflection-Llama-3.1-8B.Q4_K_M.gguf) [PART 2](https://huggingface.co/mradermacher/Reflection-Llama-3.1-8B-GGUF/resolve/main/reflection-llama-3.1-8B.Q4_K_M.gguf) | Q4_K_M | 9.9 | fast, recommended |
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| [PART 1](https://huggingface.co/mradermacher/Reflection-Llama-3.1-8B-GGUF/resolve/main/Reflection-Llama-3.1-8B.Q5_K_S.gguf) [PART 2](https://huggingface.co/mradermacher/Reflection-Llama-3.1-8B-GGUF/resolve/main/reflection-llama-3.1-8B.Q5_K_S.gguf) | Q5_K_S | 11.3 | |
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| [PART 1](https://huggingface.co/mradermacher/Reflection-Llama-3.1-8B-GGUF/resolve/main/Reflection-Llama-3.1-8B.Q5_K_M.gguf) [PART 2](https://huggingface.co/mradermacher/Reflection-Llama-3.1-8B-GGUF/resolve/main/reflection-llama-3.1-8B.Q5_K_M.gguf) | Q5_K_M | 11.6 | |
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| [PART 1](https://huggingface.co/mradermacher/Reflection-Llama-3.1-8B-GGUF/resolve/main/Reflection-Llama-3.1-8B.Q6_K.gguf) [PART 2](https://huggingface.co/mradermacher/Reflection-Llama-3.1-8B-GGUF/resolve/main/reflection-llama-3.1-8B.Q6_K.gguf) | Q6_K | 13.3 | very good quality |
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| [PART 1](https://huggingface.co/mradermacher/Reflection-Llama-3.1-8B-GGUF/resolve/main/Reflection-Llama-3.1-8B.Q8_0.gguf) [PART 2](https://huggingface.co/mradermacher/Reflection-Llama-3.1-8B-GGUF/resolve/main/reflection-llama-3.1-8B.Q8_0.gguf) | Q8_0 | 17.2 | 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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