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            | Link | Type | Size/GB | Notes |
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| 42 | 
             
            | [GGUF](https://huggingface.co/mradermacher/CapRL-Eval-3B-i1-GGUF/resolve/main/CapRL-Eval-3B.imatrix.gguf) | imatrix | 0.1 | imatrix file (for creating your own qwuants) |
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| 44 | 
             
            Here is a handy graph by ikawrakow comparing some lower-quality quant
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| 45 | 
             
            types (lower is better):
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| 40 | 
             
            | Link | Type | Size/GB | Notes |
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            |:-----|:-----|--------:|:------|
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| 42 | 
             
            | [GGUF](https://huggingface.co/mradermacher/CapRL-Eval-3B-i1-GGUF/resolve/main/CapRL-Eval-3B.imatrix.gguf) | imatrix | 0.1 | imatrix file (for creating your own qwuants) |
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| 43 | 
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            | [GGUF](https://huggingface.co/mradermacher/CapRL-Eval-3B-i1-GGUF/resolve/main/CapRL-Eval-3B.i1-IQ1_S.gguf) | i1-IQ1_S | 0.9 | for the desperate |
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| 44 | 
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            | [GGUF](https://huggingface.co/mradermacher/CapRL-Eval-3B-i1-GGUF/resolve/main/CapRL-Eval-3B.i1-IQ1_M.gguf) | i1-IQ1_M | 1.0 | mostly desperate |
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| 45 | 
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            | [GGUF](https://huggingface.co/mradermacher/CapRL-Eval-3B-i1-GGUF/resolve/main/CapRL-Eval-3B.i1-IQ2_XXS.gguf) | i1-IQ2_XXS | 1.0 |  |
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| 46 | 
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            | [GGUF](https://huggingface.co/mradermacher/CapRL-Eval-3B-i1-GGUF/resolve/main/CapRL-Eval-3B.i1-IQ2_XS.gguf) | i1-IQ2_XS | 1.1 |  |
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| 47 | 
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            | [GGUF](https://huggingface.co/mradermacher/CapRL-Eval-3B-i1-GGUF/resolve/main/CapRL-Eval-3B.i1-IQ2_S.gguf) | i1-IQ2_S | 1.2 |  |
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| 48 | 
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            | [GGUF](https://huggingface.co/mradermacher/CapRL-Eval-3B-i1-GGUF/resolve/main/CapRL-Eval-3B.i1-IQ2_M.gguf) | i1-IQ2_M | 1.2 |  |
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| 49 | 
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            | [GGUF](https://huggingface.co/mradermacher/CapRL-Eval-3B-i1-GGUF/resolve/main/CapRL-Eval-3B.i1-Q2_K_S.gguf) | i1-Q2_K_S | 1.3 | very low quality |
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| 50 | 
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            | [GGUF](https://huggingface.co/mradermacher/CapRL-Eval-3B-i1-GGUF/resolve/main/CapRL-Eval-3B.i1-Q2_K.gguf) | i1-Q2_K | 1.4 | IQ3_XXS probably better |
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| 51 | 
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            | [GGUF](https://huggingface.co/mradermacher/CapRL-Eval-3B-i1-GGUF/resolve/main/CapRL-Eval-3B.i1-IQ3_XXS.gguf) | i1-IQ3_XXS | 1.4 | lower quality |
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| 52 | 
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            | [GGUF](https://huggingface.co/mradermacher/CapRL-Eval-3B-i1-GGUF/resolve/main/CapRL-Eval-3B.i1-IQ3_XS.gguf) | i1-IQ3_XS | 1.5 |  |
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| 53 | 
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            | [GGUF](https://huggingface.co/mradermacher/CapRL-Eval-3B-i1-GGUF/resolve/main/CapRL-Eval-3B.i1-Q3_K_S.gguf) | i1-Q3_K_S | 1.6 | IQ3_XS probably better |
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| 54 | 
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            | [GGUF](https://huggingface.co/mradermacher/CapRL-Eval-3B-i1-GGUF/resolve/main/CapRL-Eval-3B.i1-IQ3_S.gguf) | i1-IQ3_S | 1.6 | beats Q3_K* |
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| 55 | 
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            | [GGUF](https://huggingface.co/mradermacher/CapRL-Eval-3B-i1-GGUF/resolve/main/CapRL-Eval-3B.i1-IQ3_M.gguf) | i1-IQ3_M | 1.6 |  |
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| 56 | 
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            | [GGUF](https://huggingface.co/mradermacher/CapRL-Eval-3B-i1-GGUF/resolve/main/CapRL-Eval-3B.i1-Q3_K_M.gguf) | i1-Q3_K_M | 1.7 | IQ3_S probably better |
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| 57 | 
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            | [GGUF](https://huggingface.co/mradermacher/CapRL-Eval-3B-i1-GGUF/resolve/main/CapRL-Eval-3B.i1-Q3_K_L.gguf) | i1-Q3_K_L | 1.8 | IQ3_M probably better |
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| 58 | 
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            | [GGUF](https://huggingface.co/mradermacher/CapRL-Eval-3B-i1-GGUF/resolve/main/CapRL-Eval-3B.i1-IQ4_XS.gguf) | i1-IQ4_XS | 1.8 |  |
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| 59 | 
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            | [GGUF](https://huggingface.co/mradermacher/CapRL-Eval-3B-i1-GGUF/resolve/main/CapRL-Eval-3B.i1-IQ4_NL.gguf) | i1-IQ4_NL | 1.9 | prefer IQ4_XS |
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| 60 | 
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            | [GGUF](https://huggingface.co/mradermacher/CapRL-Eval-3B-i1-GGUF/resolve/main/CapRL-Eval-3B.i1-Q4_0.gguf) | i1-Q4_0 | 1.9 | fast, low quality |
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| 61 | 
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            | [GGUF](https://huggingface.co/mradermacher/CapRL-Eval-3B-i1-GGUF/resolve/main/CapRL-Eval-3B.i1-Q4_K_S.gguf) | i1-Q4_K_S | 1.9 | optimal size/speed/quality |
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            | [GGUF](https://huggingface.co/mradermacher/CapRL-Eval-3B-i1-GGUF/resolve/main/CapRL-Eval-3B.i1-Q4_K_M.gguf) | i1-Q4_K_M | 2.0 | fast, recommended |
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| 63 | 
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            | [GGUF](https://huggingface.co/mradermacher/CapRL-Eval-3B-i1-GGUF/resolve/main/CapRL-Eval-3B.i1-Q4_1.gguf) | i1-Q4_1 | 2.1 |  |
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            | [GGUF](https://huggingface.co/mradermacher/CapRL-Eval-3B-i1-GGUF/resolve/main/CapRL-Eval-3B.i1-Q5_K_S.gguf) | i1-Q5_K_S | 2.3 |  |
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| 65 | 
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            | [GGUF](https://huggingface.co/mradermacher/CapRL-Eval-3B-i1-GGUF/resolve/main/CapRL-Eval-3B.i1-Q5_K_M.gguf) | i1-Q5_K_M | 2.3 |  |
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| 66 | 
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            | [GGUF](https://huggingface.co/mradermacher/CapRL-Eval-3B-i1-GGUF/resolve/main/CapRL-Eval-3B.i1-Q6_K.gguf) | i1-Q6_K | 2.6 | practically like static Q6_K |
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| 68 | 
             
            Here is a handy graph by ikawrakow comparing some lower-quality quant
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| 69 | 
             
            types (lower is better):
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