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auto-patch README.md

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@@ -32,6 +32,7 @@ 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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  | [GGUF](https://huggingface.co/mradermacher/TheProfessor-155b-i1-GGUF/resolve/main/TheProfessor-155b.i1-IQ1_M.gguf) | i1-IQ1_M | 35.6 | mostly desperate |
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  | [GGUF](https://huggingface.co/mradermacher/TheProfessor-155b-i1-GGUF/resolve/main/TheProfessor-155b.i1-IQ2_XXS.gguf) | i1-IQ2_XXS | 40.9 | |
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  | [GGUF](https://huggingface.co/mradermacher/TheProfessor-155b-i1-GGUF/resolve/main/TheProfessor-155b.i1-IQ2_XS.gguf) | i1-IQ2_XS | 45.5 | |
@@ -39,14 +40,18 @@ more details, including on how to concatenate multi-part files.
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  | [PART 1](https://huggingface.co/mradermacher/TheProfessor-155b-i1-GGUF/resolve/main/TheProfessor-155b.i1-IQ2_M.gguf.part1of2) [PART 2](https://huggingface.co/mradermacher/TheProfessor-155b-i1-GGUF/resolve/main/TheProfessor-155b.i1-IQ2_M.gguf.part2of2) | i1-IQ2_M | 52.0 | |
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  | [PART 1](https://huggingface.co/mradermacher/TheProfessor-155b-i1-GGUF/resolve/main/TheProfessor-155b.i1-Q2_K.gguf.part1of2) [PART 2](https://huggingface.co/mradermacher/TheProfessor-155b-i1-GGUF/resolve/main/TheProfessor-155b.i1-Q2_K.gguf.part2of2) | i1-Q2_K | 56.8 | IQ3_XXS probably better |
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  | [PART 1](https://huggingface.co/mradermacher/TheProfessor-155b-i1-GGUF/resolve/main/TheProfessor-155b.i1-IQ3_XXS.gguf.part1of2) [PART 2](https://huggingface.co/mradermacher/TheProfessor-155b-i1-GGUF/resolve/main/TheProfessor-155b.i1-IQ3_XXS.gguf.part2of2) | i1-IQ3_XXS | 59.4 | lower quality |
 
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  | [PART 1](https://huggingface.co/mradermacher/TheProfessor-155b-i1-GGUF/resolve/main/TheProfessor-155b.i1-Q3_K_S.gguf.part1of2) [PART 2](https://huggingface.co/mradermacher/TheProfessor-155b-i1-GGUF/resolve/main/TheProfessor-155b.i1-Q3_K_S.gguf.part2of2) | i1-Q3_K_S | 66.6 | IQ3_XS probably better |
 
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  | [PART 1](https://huggingface.co/mradermacher/TheProfessor-155b-i1-GGUF/resolve/main/TheProfessor-155b.i1-IQ3_M.gguf.part1of2) [PART 2](https://huggingface.co/mradermacher/TheProfessor-155b-i1-GGUF/resolve/main/TheProfessor-155b.i1-IQ3_M.gguf.part2of2) | i1-IQ3_M | 69.1 | |
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  | [PART 1](https://huggingface.co/mradermacher/TheProfessor-155b-i1-GGUF/resolve/main/TheProfessor-155b.i1-Q3_K_M.gguf.part1of2) [PART 2](https://huggingface.co/mradermacher/TheProfessor-155b-i1-GGUF/resolve/main/TheProfessor-155b.i1-Q3_K_M.gguf.part2of2) | i1-Q3_K_M | 74.4 | IQ3_S probably better |
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  | [PART 1](https://huggingface.co/mradermacher/TheProfessor-155b-i1-GGUF/resolve/main/TheProfessor-155b.i1-Q3_K_L.gguf.part1of2) [PART 2](https://huggingface.co/mradermacher/TheProfessor-155b-i1-GGUF/resolve/main/TheProfessor-155b.i1-Q3_K_L.gguf.part2of2) | i1-Q3_K_L | 81.0 | IQ3_M probably better |
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  | [PART 1](https://huggingface.co/mradermacher/TheProfessor-155b-i1-GGUF/resolve/main/TheProfessor-155b.i1-IQ4_XS.gguf.part1of2) [PART 2](https://huggingface.co/mradermacher/TheProfessor-155b-i1-GGUF/resolve/main/TheProfessor-155b.i1-IQ4_XS.gguf.part2of2) | i1-IQ4_XS | 82.5 | |
 
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  | [PART 1](https://huggingface.co/mradermacher/TheProfessor-155b-i1-GGUF/resolve/main/TheProfessor-155b.i1-Q4_K_S.gguf.part1of2) [PART 2](https://huggingface.co/mradermacher/TheProfessor-155b-i1-GGUF/resolve/main/TheProfessor-155b.i1-Q4_K_S.gguf.part2of2) | i1-Q4_K_S | 87.8 | optimal size/speed/quality |
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  | [PART 1](https://huggingface.co/mradermacher/TheProfessor-155b-i1-GGUF/resolve/main/TheProfessor-155b.i1-Q4_K_M.gguf.part1of2) [PART 2](https://huggingface.co/mradermacher/TheProfessor-155b-i1-GGUF/resolve/main/TheProfessor-155b.i1-Q4_K_M.gguf.part2of2) | i1-Q4_K_M | 92.8 | fast, recommended |
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  | [PART 1](https://huggingface.co/mradermacher/TheProfessor-155b-i1-GGUF/resolve/main/TheProfessor-155b.i1-Q5_K_S.gguf.part1of3) [PART 2](https://huggingface.co/mradermacher/TheProfessor-155b-i1-GGUF/resolve/main/TheProfessor-155b.i1-Q5_K_S.gguf.part2of3) [PART 3](https://huggingface.co/mradermacher/TheProfessor-155b-i1-GGUF/resolve/main/TheProfessor-155b.i1-Q5_K_S.gguf.part3of3) | i1-Q5_K_S | 106.4 | |
 
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  | [PART 1](https://huggingface.co/mradermacher/TheProfessor-155b-i1-GGUF/resolve/main/TheProfessor-155b.i1-Q6_K.gguf.part1of3) [PART 2](https://huggingface.co/mradermacher/TheProfessor-155b-i1-GGUF/resolve/main/TheProfessor-155b.i1-Q6_K.gguf.part2of3) [PART 3](https://huggingface.co/mradermacher/TheProfessor-155b-i1-GGUF/resolve/main/TheProfessor-155b.i1-Q6_K.gguf.part3of3) | i1-Q6_K | 126.9 | practically like static Q6_K |
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  Here is a handy graph by ikawrakow comparing some lower-quality quant
 
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  | Link | Type | Size/GB | Notes |
34
  |:-----|:-----|--------:|:------|
35
+ | [GGUF](https://huggingface.co/mradermacher/TheProfessor-155b-i1-GGUF/resolve/main/TheProfessor-155b.i1-IQ1_S.gguf) | i1-IQ1_S | 32.5 | for the desperate |
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  | [GGUF](https://huggingface.co/mradermacher/TheProfessor-155b-i1-GGUF/resolve/main/TheProfessor-155b.i1-IQ1_M.gguf) | i1-IQ1_M | 35.6 | mostly desperate |
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  | [GGUF](https://huggingface.co/mradermacher/TheProfessor-155b-i1-GGUF/resolve/main/TheProfessor-155b.i1-IQ2_XXS.gguf) | i1-IQ2_XXS | 40.9 | |
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  | [GGUF](https://huggingface.co/mradermacher/TheProfessor-155b-i1-GGUF/resolve/main/TheProfessor-155b.i1-IQ2_XS.gguf) | i1-IQ2_XS | 45.5 | |
 
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  | [PART 1](https://huggingface.co/mradermacher/TheProfessor-155b-i1-GGUF/resolve/main/TheProfessor-155b.i1-IQ2_M.gguf.part1of2) [PART 2](https://huggingface.co/mradermacher/TheProfessor-155b-i1-GGUF/resolve/main/TheProfessor-155b.i1-IQ2_M.gguf.part2of2) | i1-IQ2_M | 52.0 | |
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  | [PART 1](https://huggingface.co/mradermacher/TheProfessor-155b-i1-GGUF/resolve/main/TheProfessor-155b.i1-Q2_K.gguf.part1of2) [PART 2](https://huggingface.co/mradermacher/TheProfessor-155b-i1-GGUF/resolve/main/TheProfessor-155b.i1-Q2_K.gguf.part2of2) | i1-Q2_K | 56.8 | IQ3_XXS probably better |
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  | [PART 1](https://huggingface.co/mradermacher/TheProfessor-155b-i1-GGUF/resolve/main/TheProfessor-155b.i1-IQ3_XXS.gguf.part1of2) [PART 2](https://huggingface.co/mradermacher/TheProfessor-155b-i1-GGUF/resolve/main/TheProfessor-155b.i1-IQ3_XXS.gguf.part2of2) | i1-IQ3_XXS | 59.4 | lower quality |
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+ | [PART 1](https://huggingface.co/mradermacher/TheProfessor-155b-i1-GGUF/resolve/main/TheProfessor-155b.i1-IQ3_XS.gguf.part1of2) [PART 2](https://huggingface.co/mradermacher/TheProfessor-155b-i1-GGUF/resolve/main/TheProfessor-155b.i1-IQ3_XS.gguf.part2of2) | i1-IQ3_XS | 63.2 | |
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  | [PART 1](https://huggingface.co/mradermacher/TheProfessor-155b-i1-GGUF/resolve/main/TheProfessor-155b.i1-Q3_K_S.gguf.part1of2) [PART 2](https://huggingface.co/mradermacher/TheProfessor-155b-i1-GGUF/resolve/main/TheProfessor-155b.i1-Q3_K_S.gguf.part2of2) | i1-Q3_K_S | 66.6 | IQ3_XS probably better |
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+ | [PART 1](https://huggingface.co/mradermacher/TheProfessor-155b-i1-GGUF/resolve/main/TheProfessor-155b.i1-IQ3_S.gguf.part1of2) [PART 2](https://huggingface.co/mradermacher/TheProfessor-155b-i1-GGUF/resolve/main/TheProfessor-155b.i1-IQ3_S.gguf.part2of2) | i1-IQ3_S | 66.8 | beats Q3_K* |
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  | [PART 1](https://huggingface.co/mradermacher/TheProfessor-155b-i1-GGUF/resolve/main/TheProfessor-155b.i1-IQ3_M.gguf.part1of2) [PART 2](https://huggingface.co/mradermacher/TheProfessor-155b-i1-GGUF/resolve/main/TheProfessor-155b.i1-IQ3_M.gguf.part2of2) | i1-IQ3_M | 69.1 | |
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  | [PART 1](https://huggingface.co/mradermacher/TheProfessor-155b-i1-GGUF/resolve/main/TheProfessor-155b.i1-Q3_K_M.gguf.part1of2) [PART 2](https://huggingface.co/mradermacher/TheProfessor-155b-i1-GGUF/resolve/main/TheProfessor-155b.i1-Q3_K_M.gguf.part2of2) | i1-Q3_K_M | 74.4 | IQ3_S probably better |
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  | [PART 1](https://huggingface.co/mradermacher/TheProfessor-155b-i1-GGUF/resolve/main/TheProfessor-155b.i1-Q3_K_L.gguf.part1of2) [PART 2](https://huggingface.co/mradermacher/TheProfessor-155b-i1-GGUF/resolve/main/TheProfessor-155b.i1-Q3_K_L.gguf.part2of2) | i1-Q3_K_L | 81.0 | IQ3_M probably better |
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  | [PART 1](https://huggingface.co/mradermacher/TheProfessor-155b-i1-GGUF/resolve/main/TheProfessor-155b.i1-IQ4_XS.gguf.part1of2) [PART 2](https://huggingface.co/mradermacher/TheProfessor-155b-i1-GGUF/resolve/main/TheProfessor-155b.i1-IQ4_XS.gguf.part2of2) | i1-IQ4_XS | 82.5 | |
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+ | [PART 1](https://huggingface.co/mradermacher/TheProfessor-155b-i1-GGUF/resolve/main/TheProfessor-155b.i1-Q4_0.gguf.part1of2) [PART 2](https://huggingface.co/mradermacher/TheProfessor-155b-i1-GGUF/resolve/main/TheProfessor-155b.i1-Q4_0.gguf.part2of2) | i1-Q4_0 | 87.4 | fast, low quality |
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  | [PART 1](https://huggingface.co/mradermacher/TheProfessor-155b-i1-GGUF/resolve/main/TheProfessor-155b.i1-Q4_K_S.gguf.part1of2) [PART 2](https://huggingface.co/mradermacher/TheProfessor-155b-i1-GGUF/resolve/main/TheProfessor-155b.i1-Q4_K_S.gguf.part2of2) | i1-Q4_K_S | 87.8 | optimal size/speed/quality |
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  | [PART 1](https://huggingface.co/mradermacher/TheProfessor-155b-i1-GGUF/resolve/main/TheProfessor-155b.i1-Q4_K_M.gguf.part1of2) [PART 2](https://huggingface.co/mradermacher/TheProfessor-155b-i1-GGUF/resolve/main/TheProfessor-155b.i1-Q4_K_M.gguf.part2of2) | i1-Q4_K_M | 92.8 | fast, recommended |
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  | [PART 1](https://huggingface.co/mradermacher/TheProfessor-155b-i1-GGUF/resolve/main/TheProfessor-155b.i1-Q5_K_S.gguf.part1of3) [PART 2](https://huggingface.co/mradermacher/TheProfessor-155b-i1-GGUF/resolve/main/TheProfessor-155b.i1-Q5_K_S.gguf.part2of3) [PART 3](https://huggingface.co/mradermacher/TheProfessor-155b-i1-GGUF/resolve/main/TheProfessor-155b.i1-Q5_K_S.gguf.part3of3) | i1-Q5_K_S | 106.4 | |
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+ | [PART 1](https://huggingface.co/mradermacher/TheProfessor-155b-i1-GGUF/resolve/main/TheProfessor-155b.i1-Q5_K_M.gguf.part1of3) [PART 2](https://huggingface.co/mradermacher/TheProfessor-155b-i1-GGUF/resolve/main/TheProfessor-155b.i1-Q5_K_M.gguf.part2of3) [PART 3](https://huggingface.co/mradermacher/TheProfessor-155b-i1-GGUF/resolve/main/TheProfessor-155b.i1-Q5_K_M.gguf.part3of3) | i1-Q5_K_M | 109.3 | |
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  | [PART 1](https://huggingface.co/mradermacher/TheProfessor-155b-i1-GGUF/resolve/main/TheProfessor-155b.i1-Q6_K.gguf.part1of3) [PART 2](https://huggingface.co/mradermacher/TheProfessor-155b-i1-GGUF/resolve/main/TheProfessor-155b.i1-Q6_K.gguf.part2of3) [PART 3](https://huggingface.co/mradermacher/TheProfessor-155b-i1-GGUF/resolve/main/TheProfessor-155b.i1-Q6_K.gguf.part3of3) | i1-Q6_K | 126.9 | practically like static Q6_K |
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  Here is a handy graph by ikawrakow comparing some lower-quality quant