auto-patch README.md
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         @@ -41,19 +41,29 @@ more details, including on how to concatenate multi-part files. 
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            | Link | Type | Size/GB | Notes |
         
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            | [GGUF](https://huggingface.co/mradermacher/Impish-LongPen-12B-i1-GGUF/resolve/main/Impish-LongPen-12B.imatrix.gguf) | imatrix | 0.1 | imatrix file (for creating your own qwuants) |
         
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            | [GGUF](https://huggingface.co/mradermacher/Impish-LongPen-12B-i1-GGUF/resolve/main/Impish-LongPen-12B.i1-IQ1_M.gguf) | i1-IQ1_M | 3.3 | mostly desperate |
         
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            | [GGUF](https://huggingface.co/mradermacher/Impish-LongPen-12B-i1-GGUF/resolve/main/Impish-LongPen-12B.i1-IQ2_XXS.gguf) | i1-IQ2_XXS | 3.7 |  |
         
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            | [GGUF](https://huggingface.co/mradermacher/Impish-LongPen-12B-i1-GGUF/resolve/main/Impish-LongPen-12B.i1-IQ2_M.gguf) | i1-IQ2_M | 4.5 |  |
         
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            | [GGUF](https://huggingface.co/mradermacher/Impish-LongPen-12B-i1-GGUF/resolve/main/Impish-LongPen-12B.i1-Q2_K_S.gguf) | i1-Q2_K_S | 4.6 | very low quality |
         
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            | [GGUF](https://huggingface.co/mradermacher/Impish-LongPen-12B-i1-GGUF/resolve/main/Impish-LongPen-12B.i1-Q2_K.gguf) | i1-Q2_K | 4.9 | IQ3_XXS probably better |
         
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            | [GGUF](https://huggingface.co/mradermacher/Impish-LongPen-12B-i1-GGUF/resolve/main/Impish-LongPen-12B.i1-IQ3_XXS.gguf) | i1-IQ3_XXS | 5.0 | lower quality |
         
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            | [GGUF](https://huggingface.co/mradermacher/Impish-LongPen-12B-i1-GGUF/resolve/main/Impish-LongPen-12B.i1-Q3_K_S.gguf) | i1-Q3_K_S | 5.6 | IQ3_XS probably better |
         
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            | [GGUF](https://huggingface.co/mradermacher/Impish-LongPen-12B-i1-GGUF/resolve/main/Impish-LongPen-12B.i1-IQ3_M.gguf) | i1-IQ3_M | 5.8 |  |
         
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| 52 | 
         
             
            | [GGUF](https://huggingface.co/mradermacher/Impish-LongPen-12B-i1-GGUF/resolve/main/Impish-LongPen-12B.i1-Q3_K_M.gguf) | i1-Q3_K_M | 6.2 | IQ3_S probably better |
         
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            | [GGUF](https://huggingface.co/mradermacher/Impish-LongPen-12B-i1-GGUF/resolve/main/Impish-LongPen-12B.i1-IQ4_XS.gguf) | i1-IQ4_XS | 6.8 |  |
         
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            | [GGUF](https://huggingface.co/mradermacher/Impish-LongPen-12B-i1-GGUF/resolve/main/Impish-LongPen-12B.i1-IQ4_NL.gguf) | i1-IQ4_NL | 7.2 | prefer IQ4_XS |
         
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            | [GGUF](https://huggingface.co/mradermacher/Impish-LongPen-12B-i1-GGUF/resolve/main/Impish-LongPen-12B.i1-Q4_K_S.gguf) | i1-Q4_K_S | 7.2 | optimal size/speed/quality |
         
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| 56 | 
         
             
            | [GGUF](https://huggingface.co/mradermacher/Impish-LongPen-12B-i1-GGUF/resolve/main/Impish-LongPen-12B.i1-Q4_K_M.gguf) | i1-Q4_K_M | 7.6 | fast, recommended |
         
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            | [GGUF](https://huggingface.co/mradermacher/Impish-LongPen-12B-i1-GGUF/resolve/main/Impish-LongPen-12B.i1-Q6_K.gguf) | i1-Q6_K | 10.2 | 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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| 41 | 
         
             
            | Link | Type | Size/GB | Notes |
         
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| 42 | 
         
             
            |:-----|:-----|--------:|:------|
         
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| 43 | 
         
             
            | [GGUF](https://huggingface.co/mradermacher/Impish-LongPen-12B-i1-GGUF/resolve/main/Impish-LongPen-12B.imatrix.gguf) | imatrix | 0.1 | imatrix file (for creating your own qwuants) |
         
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            | [GGUF](https://huggingface.co/mradermacher/Impish-LongPen-12B-i1-GGUF/resolve/main/Impish-LongPen-12B.i1-IQ1_S.gguf) | i1-IQ1_S | 3.1 | for the desperate |
         
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| 45 | 
         
             
            | [GGUF](https://huggingface.co/mradermacher/Impish-LongPen-12B-i1-GGUF/resolve/main/Impish-LongPen-12B.i1-IQ1_M.gguf) | i1-IQ1_M | 3.3 | mostly desperate |
         
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            | [GGUF](https://huggingface.co/mradermacher/Impish-LongPen-12B-i1-GGUF/resolve/main/Impish-LongPen-12B.i1-IQ2_XXS.gguf) | i1-IQ2_XXS | 3.7 |  |
         
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            | [GGUF](https://huggingface.co/mradermacher/Impish-LongPen-12B-i1-GGUF/resolve/main/Impish-LongPen-12B.i1-IQ2_XS.gguf) | i1-IQ2_XS | 4.0 |  |
         
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            | [GGUF](https://huggingface.co/mradermacher/Impish-LongPen-12B-i1-GGUF/resolve/main/Impish-LongPen-12B.i1-IQ2_S.gguf) | i1-IQ2_S | 4.2 |  |
         
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            | [GGUF](https://huggingface.co/mradermacher/Impish-LongPen-12B-i1-GGUF/resolve/main/Impish-LongPen-12B.i1-IQ2_M.gguf) | i1-IQ2_M | 4.5 |  |
         
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            | [GGUF](https://huggingface.co/mradermacher/Impish-LongPen-12B-i1-GGUF/resolve/main/Impish-LongPen-12B.i1-Q2_K_S.gguf) | i1-Q2_K_S | 4.6 | very low quality |
         
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            | [GGUF](https://huggingface.co/mradermacher/Impish-LongPen-12B-i1-GGUF/resolve/main/Impish-LongPen-12B.i1-Q2_K.gguf) | i1-Q2_K | 4.9 | IQ3_XXS probably better |
         
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            | [GGUF](https://huggingface.co/mradermacher/Impish-LongPen-12B-i1-GGUF/resolve/main/Impish-LongPen-12B.i1-IQ3_XXS.gguf) | i1-IQ3_XXS | 5.0 | lower quality |
         
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            | [GGUF](https://huggingface.co/mradermacher/Impish-LongPen-12B-i1-GGUF/resolve/main/Impish-LongPen-12B.i1-IQ3_XS.gguf) | i1-IQ3_XS | 5.4 |  |
         
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| 54 | 
         
             
            | [GGUF](https://huggingface.co/mradermacher/Impish-LongPen-12B-i1-GGUF/resolve/main/Impish-LongPen-12B.i1-Q3_K_S.gguf) | i1-Q3_K_S | 5.6 | IQ3_XS probably better |
         
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            | [GGUF](https://huggingface.co/mradermacher/Impish-LongPen-12B-i1-GGUF/resolve/main/Impish-LongPen-12B.i1-IQ3_S.gguf) | i1-IQ3_S | 5.7 | beats Q3_K* |
         
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            | [GGUF](https://huggingface.co/mradermacher/Impish-LongPen-12B-i1-GGUF/resolve/main/Impish-LongPen-12B.i1-IQ3_M.gguf) | i1-IQ3_M | 5.8 |  |
         
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| 57 | 
         
             
            | [GGUF](https://huggingface.co/mradermacher/Impish-LongPen-12B-i1-GGUF/resolve/main/Impish-LongPen-12B.i1-Q3_K_M.gguf) | i1-Q3_K_M | 6.2 | IQ3_S probably better |
         
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            | [GGUF](https://huggingface.co/mradermacher/Impish-LongPen-12B-i1-GGUF/resolve/main/Impish-LongPen-12B.i1-Q3_K_L.gguf) | i1-Q3_K_L | 6.7 | IQ3_M probably better |
         
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            | [GGUF](https://huggingface.co/mradermacher/Impish-LongPen-12B-i1-GGUF/resolve/main/Impish-LongPen-12B.i1-IQ4_XS.gguf) | i1-IQ4_XS | 6.8 |  |
         
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            | [GGUF](https://huggingface.co/mradermacher/Impish-LongPen-12B-i1-GGUF/resolve/main/Impish-LongPen-12B.i1-Q4_0.gguf) | i1-Q4_0 | 7.2 | fast, low quality |
         
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            | [GGUF](https://huggingface.co/mradermacher/Impish-LongPen-12B-i1-GGUF/resolve/main/Impish-LongPen-12B.i1-IQ4_NL.gguf) | i1-IQ4_NL | 7.2 | prefer IQ4_XS |
         
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            | [GGUF](https://huggingface.co/mradermacher/Impish-LongPen-12B-i1-GGUF/resolve/main/Impish-LongPen-12B.i1-Q4_K_S.gguf) | i1-Q4_K_S | 7.2 | optimal size/speed/quality |
         
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            | [GGUF](https://huggingface.co/mradermacher/Impish-LongPen-12B-i1-GGUF/resolve/main/Impish-LongPen-12B.i1-Q4_K_M.gguf) | i1-Q4_K_M | 7.6 | fast, recommended |
         
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            | [GGUF](https://huggingface.co/mradermacher/Impish-LongPen-12B-i1-GGUF/resolve/main/Impish-LongPen-12B.i1-Q4_1.gguf) | i1-Q4_1 | 7.9 |  |
         
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            | [GGUF](https://huggingface.co/mradermacher/Impish-LongPen-12B-i1-GGUF/resolve/main/Impish-LongPen-12B.i1-Q5_K_S.gguf) | i1-Q5_K_S | 8.6 |  |
         
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            | [GGUF](https://huggingface.co/mradermacher/Impish-LongPen-12B-i1-GGUF/resolve/main/Impish-LongPen-12B.i1-Q5_K_M.gguf) | i1-Q5_K_M | 8.8 |  |
         
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            | [GGUF](https://huggingface.co/mradermacher/Impish-LongPen-12B-i1-GGUF/resolve/main/Impish-LongPen-12B.i1-Q6_K.gguf) | i1-Q6_K | 10.2 | 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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