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@@ -30,11 +30,14 @@ more details, including on how to concatenate multi-part files.
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  | Link | Type | Size/GB | Notes |
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  |:-----|:-----|--------:|:------|
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  | [PART 1](https://huggingface.co/mradermacher/Tess-3-Llama-3.1-405B-i1-GGUF/resolve/main/Tess-3-Llama-3.1-405B.i1-IQ1_S.gguf.part1of2) [PART 2](https://huggingface.co/mradermacher/Tess-3-Llama-3.1-405B-i1-GGUF/resolve/main/Tess-3-Llama-3.1-405B.i1-IQ1_S.gguf.part2of2) | i1-IQ1_S | 86.9 | for the desperate |
 
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  | [PART 1](https://huggingface.co/mradermacher/Tess-3-Llama-3.1-405B-i1-GGUF/resolve/main/Tess-3-Llama-3.1-405B.i1-Q2_K.gguf.part1of4) [PART 2](https://huggingface.co/mradermacher/Tess-3-Llama-3.1-405B-i1-GGUF/resolve/main/Tess-3-Llama-3.1-405B.i1-Q2_K.gguf.part2of4) [PART 3](https://huggingface.co/mradermacher/Tess-3-Llama-3.1-405B-i1-GGUF/resolve/main/Tess-3-Llama-3.1-405B.i1-Q2_K.gguf.part3of4) [PART 4](https://huggingface.co/mradermacher/Tess-3-Llama-3.1-405B-i1-GGUF/resolve/main/Tess-3-Llama-3.1-405B.i1-Q2_K.gguf.part4of4) | i1-Q2_K | 151.3 | IQ3_XXS probably better |
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  | [PART 1](https://huggingface.co/mradermacher/Tess-3-Llama-3.1-405B-i1-GGUF/resolve/main/Tess-3-Llama-3.1-405B.i1-Q3_K_S.gguf.part1of4) [PART 2](https://huggingface.co/mradermacher/Tess-3-Llama-3.1-405B-i1-GGUF/resolve/main/Tess-3-Llama-3.1-405B.i1-Q3_K_S.gguf.part2of4) [PART 3](https://huggingface.co/mradermacher/Tess-3-Llama-3.1-405B-i1-GGUF/resolve/main/Tess-3-Llama-3.1-405B.i1-Q3_K_S.gguf.part3of4) [PART 4](https://huggingface.co/mradermacher/Tess-3-Llama-3.1-405B-i1-GGUF/resolve/main/Tess-3-Llama-3.1-405B.i1-Q3_K_S.gguf.part4of4) | i1-Q3_K_S | 177.2 | IQ3_XS probably better |
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  | [PART 1](https://huggingface.co/mradermacher/Tess-3-Llama-3.1-405B-i1-GGUF/resolve/main/Tess-3-Llama-3.1-405B.i1-Q3_K_M.gguf.part1of4) [PART 2](https://huggingface.co/mradermacher/Tess-3-Llama-3.1-405B-i1-GGUF/resolve/main/Tess-3-Llama-3.1-405B.i1-Q3_K_M.gguf.part2of4) [PART 3](https://huggingface.co/mradermacher/Tess-3-Llama-3.1-405B-i1-GGUF/resolve/main/Tess-3-Llama-3.1-405B.i1-Q3_K_M.gguf.part3of4) [PART 4](https://huggingface.co/mradermacher/Tess-3-Llama-3.1-405B-i1-GGUF/resolve/main/Tess-3-Llama-3.1-405B.i1-Q3_K_M.gguf.part4of4) | i1-Q3_K_M | 197.6 | IQ3_S probably better |
 
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  | [P1](https://huggingface.co/mradermacher/Tess-3-Llama-3.1-405B-i1-GGUF/resolve/main/Tess-3-Llama-3.1-405B.i1-Q4_K_S.gguf.part1of5) [P2](https://huggingface.co/mradermacher/Tess-3-Llama-3.1-405B-i1-GGUF/resolve/main/Tess-3-Llama-3.1-405B.i1-Q4_K_S.gguf.part2of5) [P3](https://huggingface.co/mradermacher/Tess-3-Llama-3.1-405B-i1-GGUF/resolve/main/Tess-3-Llama-3.1-405B.i1-Q4_K_S.gguf.part3of5) [P4](https://huggingface.co/mradermacher/Tess-3-Llama-3.1-405B-i1-GGUF/resolve/main/Tess-3-Llama-3.1-405B.i1-Q4_K_S.gguf.part4of5) [P5](https://huggingface.co/mradermacher/Tess-3-Llama-3.1-405B-i1-GGUF/resolve/main/Tess-3-Llama-3.1-405B.i1-Q4_K_S.gguf.part5of5) | i1-Q4_K_S | 233.0 | optimal size/speed/quality |
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  | [P1](https://huggingface.co/mradermacher/Tess-3-Llama-3.1-405B-i1-GGUF/resolve/main/Tess-3-Llama-3.1-405B.i1-Q4_K_M.gguf.part1of5) [P2](https://huggingface.co/mradermacher/Tess-3-Llama-3.1-405B-i1-GGUF/resolve/main/Tess-3-Llama-3.1-405B.i1-Q4_K_M.gguf.part2of5) [P3](https://huggingface.co/mradermacher/Tess-3-Llama-3.1-405B-i1-GGUF/resolve/main/Tess-3-Llama-3.1-405B.i1-Q4_K_M.gguf.part3of5) [P4](https://huggingface.co/mradermacher/Tess-3-Llama-3.1-405B-i1-GGUF/resolve/main/Tess-3-Llama-3.1-405B.i1-Q4_K_M.gguf.part4of5) [P5](https://huggingface.co/mradermacher/Tess-3-Llama-3.1-405B-i1-GGUF/resolve/main/Tess-3-Llama-3.1-405B.i1-Q4_K_M.gguf.part5of5) | i1-Q4_K_M | 245.8 | fast, recommended |
 
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  | [P1](https://huggingface.co/mradermacher/Tess-3-Llama-3.1-405B-i1-GGUF/resolve/main/Tess-3-Llama-3.1-405B.i1-Q6_K.gguf.part1of7) [P2](https://huggingface.co/mradermacher/Tess-3-Llama-3.1-405B-i1-GGUF/resolve/main/Tess-3-Llama-3.1-405B.i1-Q6_K.gguf.part2of7) [P3](https://huggingface.co/mradermacher/Tess-3-Llama-3.1-405B-i1-GGUF/resolve/main/Tess-3-Llama-3.1-405B.i1-Q6_K.gguf.part3of7) [P4](https://huggingface.co/mradermacher/Tess-3-Llama-3.1-405B-i1-GGUF/resolve/main/Tess-3-Llama-3.1-405B.i1-Q6_K.gguf.part4of7) [P5](https://huggingface.co/mradermacher/Tess-3-Llama-3.1-405B-i1-GGUF/resolve/main/Tess-3-Llama-3.1-405B.i1-Q6_K.gguf.part5of7) [P6](https://huggingface.co/mradermacher/Tess-3-Llama-3.1-405B-i1-GGUF/resolve/main/Tess-3-Llama-3.1-405B.i1-Q6_K.gguf.part6of7) [P7](https://huggingface.co/mradermacher/Tess-3-Llama-3.1-405B-i1-GGUF/resolve/main/Tess-3-Llama-3.1-405B.i1-Q6_K.gguf.part7of7) | i1-Q6_K | 336.5 | practically like static Q6_K |
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40
  Here is a handy graph by ikawrakow comparing some lower-quality quant
 
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  | Link | Type | Size/GB | Notes |
31
  |:-----|:-----|--------:|:------|
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  | [PART 1](https://huggingface.co/mradermacher/Tess-3-Llama-3.1-405B-i1-GGUF/resolve/main/Tess-3-Llama-3.1-405B.i1-IQ1_S.gguf.part1of2) [PART 2](https://huggingface.co/mradermacher/Tess-3-Llama-3.1-405B-i1-GGUF/resolve/main/Tess-3-Llama-3.1-405B.i1-IQ1_S.gguf.part2of2) | i1-IQ1_S | 86.9 | for the desperate |
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+ | [PART 1](https://huggingface.co/mradermacher/Tess-3-Llama-3.1-405B-i1-GGUF/resolve/main/Tess-3-Llama-3.1-405B.i1-IQ2_S.gguf.part1of3) [PART 2](https://huggingface.co/mradermacher/Tess-3-Llama-3.1-405B-i1-GGUF/resolve/main/Tess-3-Llama-3.1-405B.i1-IQ2_S.gguf.part2of3) [PART 3](https://huggingface.co/mradermacher/Tess-3-Llama-3.1-405B-i1-GGUF/resolve/main/Tess-3-Llama-3.1-405B.i1-IQ2_S.gguf.part3of3) | i1-IQ2_S | 127.5 | |
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  | [PART 1](https://huggingface.co/mradermacher/Tess-3-Llama-3.1-405B-i1-GGUF/resolve/main/Tess-3-Llama-3.1-405B.i1-Q2_K.gguf.part1of4) [PART 2](https://huggingface.co/mradermacher/Tess-3-Llama-3.1-405B-i1-GGUF/resolve/main/Tess-3-Llama-3.1-405B.i1-Q2_K.gguf.part2of4) [PART 3](https://huggingface.co/mradermacher/Tess-3-Llama-3.1-405B-i1-GGUF/resolve/main/Tess-3-Llama-3.1-405B.i1-Q2_K.gguf.part3of4) [PART 4](https://huggingface.co/mradermacher/Tess-3-Llama-3.1-405B-i1-GGUF/resolve/main/Tess-3-Llama-3.1-405B.i1-Q2_K.gguf.part4of4) | i1-Q2_K | 151.3 | IQ3_XXS probably better |
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  | [PART 1](https://huggingface.co/mradermacher/Tess-3-Llama-3.1-405B-i1-GGUF/resolve/main/Tess-3-Llama-3.1-405B.i1-Q3_K_S.gguf.part1of4) [PART 2](https://huggingface.co/mradermacher/Tess-3-Llama-3.1-405B-i1-GGUF/resolve/main/Tess-3-Llama-3.1-405B.i1-Q3_K_S.gguf.part2of4) [PART 3](https://huggingface.co/mradermacher/Tess-3-Llama-3.1-405B-i1-GGUF/resolve/main/Tess-3-Llama-3.1-405B.i1-Q3_K_S.gguf.part3of4) [PART 4](https://huggingface.co/mradermacher/Tess-3-Llama-3.1-405B-i1-GGUF/resolve/main/Tess-3-Llama-3.1-405B.i1-Q3_K_S.gguf.part4of4) | i1-Q3_K_S | 177.2 | IQ3_XS probably better |
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  | [PART 1](https://huggingface.co/mradermacher/Tess-3-Llama-3.1-405B-i1-GGUF/resolve/main/Tess-3-Llama-3.1-405B.i1-Q3_K_M.gguf.part1of4) [PART 2](https://huggingface.co/mradermacher/Tess-3-Llama-3.1-405B-i1-GGUF/resolve/main/Tess-3-Llama-3.1-405B.i1-Q3_K_M.gguf.part2of4) [PART 3](https://huggingface.co/mradermacher/Tess-3-Llama-3.1-405B-i1-GGUF/resolve/main/Tess-3-Llama-3.1-405B.i1-Q3_K_M.gguf.part3of4) [PART 4](https://huggingface.co/mradermacher/Tess-3-Llama-3.1-405B-i1-GGUF/resolve/main/Tess-3-Llama-3.1-405B.i1-Q3_K_M.gguf.part4of4) | i1-Q3_K_M | 197.6 | IQ3_S probably better |
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+ | [P1](https://huggingface.co/mradermacher/Tess-3-Llama-3.1-405B-i1-GGUF/resolve/main/Tess-3-Llama-3.1-405B.i1-Q3_K_L.gguf.part1of5) [P2](https://huggingface.co/mradermacher/Tess-3-Llama-3.1-405B-i1-GGUF/resolve/main/Tess-3-Llama-3.1-405B.i1-Q3_K_L.gguf.part2of5) [P3](https://huggingface.co/mradermacher/Tess-3-Llama-3.1-405B-i1-GGUF/resolve/main/Tess-3-Llama-3.1-405B.i1-Q3_K_L.gguf.part3of5) [P4](https://huggingface.co/mradermacher/Tess-3-Llama-3.1-405B-i1-GGUF/resolve/main/Tess-3-Llama-3.1-405B.i1-Q3_K_L.gguf.part4of5) [P5](https://huggingface.co/mradermacher/Tess-3-Llama-3.1-405B-i1-GGUF/resolve/main/Tess-3-Llama-3.1-405B.i1-Q3_K_L.gguf.part5of5) | i1-Q3_K_L | 215.3 | IQ3_M probably better |
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  | [P1](https://huggingface.co/mradermacher/Tess-3-Llama-3.1-405B-i1-GGUF/resolve/main/Tess-3-Llama-3.1-405B.i1-Q4_K_S.gguf.part1of5) [P2](https://huggingface.co/mradermacher/Tess-3-Llama-3.1-405B-i1-GGUF/resolve/main/Tess-3-Llama-3.1-405B.i1-Q4_K_S.gguf.part2of5) [P3](https://huggingface.co/mradermacher/Tess-3-Llama-3.1-405B-i1-GGUF/resolve/main/Tess-3-Llama-3.1-405B.i1-Q4_K_S.gguf.part3of5) [P4](https://huggingface.co/mradermacher/Tess-3-Llama-3.1-405B-i1-GGUF/resolve/main/Tess-3-Llama-3.1-405B.i1-Q4_K_S.gguf.part4of5) [P5](https://huggingface.co/mradermacher/Tess-3-Llama-3.1-405B-i1-GGUF/resolve/main/Tess-3-Llama-3.1-405B.i1-Q4_K_S.gguf.part5of5) | i1-Q4_K_S | 233.0 | optimal size/speed/quality |
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  | [P1](https://huggingface.co/mradermacher/Tess-3-Llama-3.1-405B-i1-GGUF/resolve/main/Tess-3-Llama-3.1-405B.i1-Q4_K_M.gguf.part1of5) [P2](https://huggingface.co/mradermacher/Tess-3-Llama-3.1-405B-i1-GGUF/resolve/main/Tess-3-Llama-3.1-405B.i1-Q4_K_M.gguf.part2of5) [P3](https://huggingface.co/mradermacher/Tess-3-Llama-3.1-405B-i1-GGUF/resolve/main/Tess-3-Llama-3.1-405B.i1-Q4_K_M.gguf.part3of5) [P4](https://huggingface.co/mradermacher/Tess-3-Llama-3.1-405B-i1-GGUF/resolve/main/Tess-3-Llama-3.1-405B.i1-Q4_K_M.gguf.part4of5) [P5](https://huggingface.co/mradermacher/Tess-3-Llama-3.1-405B-i1-GGUF/resolve/main/Tess-3-Llama-3.1-405B.i1-Q4_K_M.gguf.part5of5) | i1-Q4_K_M | 245.8 | fast, recommended |
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+ | [P1](https://huggingface.co/mradermacher/Tess-3-Llama-3.1-405B-i1-GGUF/resolve/main/Tess-3-Llama-3.1-405B.i1-Q5_K_S.gguf.part1of6) [P2](https://huggingface.co/mradermacher/Tess-3-Llama-3.1-405B-i1-GGUF/resolve/main/Tess-3-Llama-3.1-405B.i1-Q5_K_S.gguf.part2of6) [P3](https://huggingface.co/mradermacher/Tess-3-Llama-3.1-405B-i1-GGUF/resolve/main/Tess-3-Llama-3.1-405B.i1-Q5_K_S.gguf.part3of6) [P4](https://huggingface.co/mradermacher/Tess-3-Llama-3.1-405B-i1-GGUF/resolve/main/Tess-3-Llama-3.1-405B.i1-Q5_K_S.gguf.part4of6) [P5](https://huggingface.co/mradermacher/Tess-3-Llama-3.1-405B-i1-GGUF/resolve/main/Tess-3-Llama-3.1-405B.i1-Q5_K_S.gguf.part5of6) [P6](https://huggingface.co/mradermacher/Tess-3-Llama-3.1-405B-i1-GGUF/resolve/main/Tess-3-Llama-3.1-405B.i1-Q5_K_S.gguf.part6of6) | i1-Q5_K_S | 282.3 | |
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  | [P1](https://huggingface.co/mradermacher/Tess-3-Llama-3.1-405B-i1-GGUF/resolve/main/Tess-3-Llama-3.1-405B.i1-Q6_K.gguf.part1of7) [P2](https://huggingface.co/mradermacher/Tess-3-Llama-3.1-405B-i1-GGUF/resolve/main/Tess-3-Llama-3.1-405B.i1-Q6_K.gguf.part2of7) [P3](https://huggingface.co/mradermacher/Tess-3-Llama-3.1-405B-i1-GGUF/resolve/main/Tess-3-Llama-3.1-405B.i1-Q6_K.gguf.part3of7) [P4](https://huggingface.co/mradermacher/Tess-3-Llama-3.1-405B-i1-GGUF/resolve/main/Tess-3-Llama-3.1-405B.i1-Q6_K.gguf.part4of7) [P5](https://huggingface.co/mradermacher/Tess-3-Llama-3.1-405B-i1-GGUF/resolve/main/Tess-3-Llama-3.1-405B.i1-Q6_K.gguf.part5of7) [P6](https://huggingface.co/mradermacher/Tess-3-Llama-3.1-405B-i1-GGUF/resolve/main/Tess-3-Llama-3.1-405B.i1-Q6_K.gguf.part6of7) [P7](https://huggingface.co/mradermacher/Tess-3-Llama-3.1-405B-i1-GGUF/resolve/main/Tess-3-Llama-3.1-405B.i1-Q6_K.gguf.part7of7) | i1-Q6_K | 336.5 | practically like static Q6_K |
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43
  Here is a handy graph by ikawrakow comparing some lower-quality quant