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Qwen3-4B-Thinking-2507-Esper3.1-i1-GGUF

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@@ -88,6 +88,30 @@ 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/Qwen3-4B-Thinking-2507-Esper3.1-i1-GGUF/resolve/main/Qwen3-4B-Thinking-2507-Esper3.1.imatrix.gguf) | imatrix | 0.1 | imatrix file (for creating your own qwuants) |
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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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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  | Link | Type | Size/GB | Notes |
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  |:-----|:-----|--------:|:------|
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  | [GGUF](https://huggingface.co/mradermacher/Qwen3-4B-Thinking-2507-Esper3.1-i1-GGUF/resolve/main/Qwen3-4B-Thinking-2507-Esper3.1.imatrix.gguf) | imatrix | 0.1 | imatrix file (for creating your own qwuants) |
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+ | [GGUF](https://huggingface.co/mradermacher/Qwen3-4B-Thinking-2507-Esper3.1-i1-GGUF/resolve/main/Qwen3-4B-Thinking-2507-Esper3.1.i1-IQ1_S.gguf) | i1-IQ1_S | 1.2 | for the desperate |
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+ | [GGUF](https://huggingface.co/mradermacher/Qwen3-4B-Thinking-2507-Esper3.1-i1-GGUF/resolve/main/Qwen3-4B-Thinking-2507-Esper3.1.i1-IQ1_M.gguf) | i1-IQ1_M | 1.2 | mostly desperate |
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+ | [GGUF](https://huggingface.co/mradermacher/Qwen3-4B-Thinking-2507-Esper3.1-i1-GGUF/resolve/main/Qwen3-4B-Thinking-2507-Esper3.1.i1-IQ2_XXS.gguf) | i1-IQ2_XXS | 1.3 | |
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+ | [GGUF](https://huggingface.co/mradermacher/Qwen3-4B-Thinking-2507-Esper3.1-i1-GGUF/resolve/main/Qwen3-4B-Thinking-2507-Esper3.1.i1-IQ2_XS.gguf) | i1-IQ2_XS | 1.5 | |
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+ | [GGUF](https://huggingface.co/mradermacher/Qwen3-4B-Thinking-2507-Esper3.1-i1-GGUF/resolve/main/Qwen3-4B-Thinking-2507-Esper3.1.i1-IQ2_S.gguf) | i1-IQ2_S | 1.5 | |
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+ | [GGUF](https://huggingface.co/mradermacher/Qwen3-4B-Thinking-2507-Esper3.1-i1-GGUF/resolve/main/Qwen3-4B-Thinking-2507-Esper3.1.i1-IQ2_M.gguf) | i1-IQ2_M | 1.6 | |
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+ | [GGUF](https://huggingface.co/mradermacher/Qwen3-4B-Thinking-2507-Esper3.1-i1-GGUF/resolve/main/Qwen3-4B-Thinking-2507-Esper3.1.i1-Q2_K_S.gguf) | i1-Q2_K_S | 1.7 | very low quality |
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+ | [GGUF](https://huggingface.co/mradermacher/Qwen3-4B-Thinking-2507-Esper3.1-i1-GGUF/resolve/main/Qwen3-4B-Thinking-2507-Esper3.1.i1-Q2_K.gguf) | i1-Q2_K | 1.8 | IQ3_XXS probably better |
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+ | [GGUF](https://huggingface.co/mradermacher/Qwen3-4B-Thinking-2507-Esper3.1-i1-GGUF/resolve/main/Qwen3-4B-Thinking-2507-Esper3.1.i1-IQ3_XXS.gguf) | i1-IQ3_XXS | 1.8 | lower quality |
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+ | [GGUF](https://huggingface.co/mradermacher/Qwen3-4B-Thinking-2507-Esper3.1-i1-GGUF/resolve/main/Qwen3-4B-Thinking-2507-Esper3.1.i1-IQ3_XS.gguf) | i1-IQ3_XS | 1.9 | |
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+ | [GGUF](https://huggingface.co/mradermacher/Qwen3-4B-Thinking-2507-Esper3.1-i1-GGUF/resolve/main/Qwen3-4B-Thinking-2507-Esper3.1.i1-Q3_K_S.gguf) | i1-Q3_K_S | 2.0 | IQ3_XS probably better |
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+ | [GGUF](https://huggingface.co/mradermacher/Qwen3-4B-Thinking-2507-Esper3.1-i1-GGUF/resolve/main/Qwen3-4B-Thinking-2507-Esper3.1.i1-IQ3_S.gguf) | i1-IQ3_S | 2.0 | beats Q3_K* |
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+ | [GGUF](https://huggingface.co/mradermacher/Qwen3-4B-Thinking-2507-Esper3.1-i1-GGUF/resolve/main/Qwen3-4B-Thinking-2507-Esper3.1.i1-IQ3_M.gguf) | i1-IQ3_M | 2.1 | |
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+ | [GGUF](https://huggingface.co/mradermacher/Qwen3-4B-Thinking-2507-Esper3.1-i1-GGUF/resolve/main/Qwen3-4B-Thinking-2507-Esper3.1.i1-Q3_K_M.gguf) | i1-Q3_K_M | 2.2 | IQ3_S probably better |
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+ | [GGUF](https://huggingface.co/mradermacher/Qwen3-4B-Thinking-2507-Esper3.1-i1-GGUF/resolve/main/Qwen3-4B-Thinking-2507-Esper3.1.i1-Q3_K_L.gguf) | i1-Q3_K_L | 2.3 | IQ3_M probably better |
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+ | [GGUF](https://huggingface.co/mradermacher/Qwen3-4B-Thinking-2507-Esper3.1-i1-GGUF/resolve/main/Qwen3-4B-Thinking-2507-Esper3.1.i1-IQ4_XS.gguf) | i1-IQ4_XS | 2.4 | |
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+ | [GGUF](https://huggingface.co/mradermacher/Qwen3-4B-Thinking-2507-Esper3.1-i1-GGUF/resolve/main/Qwen3-4B-Thinking-2507-Esper3.1.i1-Q4_0.gguf) | i1-Q4_0 | 2.5 | fast, low quality |
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+ | [GGUF](https://huggingface.co/mradermacher/Qwen3-4B-Thinking-2507-Esper3.1-i1-GGUF/resolve/main/Qwen3-4B-Thinking-2507-Esper3.1.i1-IQ4_NL.gguf) | i1-IQ4_NL | 2.5 | prefer IQ4_XS |
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+ | [GGUF](https://huggingface.co/mradermacher/Qwen3-4B-Thinking-2507-Esper3.1-i1-GGUF/resolve/main/Qwen3-4B-Thinking-2507-Esper3.1.i1-Q4_K_S.gguf) | i1-Q4_K_S | 2.5 | optimal size/speed/quality |
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+ | [GGUF](https://huggingface.co/mradermacher/Qwen3-4B-Thinking-2507-Esper3.1-i1-GGUF/resolve/main/Qwen3-4B-Thinking-2507-Esper3.1.i1-Q4_K_M.gguf) | i1-Q4_K_M | 2.6 | fast, recommended |
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+ | [GGUF](https://huggingface.co/mradermacher/Qwen3-4B-Thinking-2507-Esper3.1-i1-GGUF/resolve/main/Qwen3-4B-Thinking-2507-Esper3.1.i1-Q4_1.gguf) | i1-Q4_1 | 2.7 | |
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+ | [GGUF](https://huggingface.co/mradermacher/Qwen3-4B-Thinking-2507-Esper3.1-i1-GGUF/resolve/main/Qwen3-4B-Thinking-2507-Esper3.1.i1-Q5_K_S.gguf) | i1-Q5_K_S | 2.9 | |
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+ | [GGUF](https://huggingface.co/mradermacher/Qwen3-4B-Thinking-2507-Esper3.1-i1-GGUF/resolve/main/Qwen3-4B-Thinking-2507-Esper3.1.i1-Q5_K_M.gguf) | i1-Q5_K_M | 3.0 | |
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+ | [GGUF](https://huggingface.co/mradermacher/Qwen3-4B-Thinking-2507-Esper3.1-i1-GGUF/resolve/main/Qwen3-4B-Thinking-2507-Esper3.1.i1-Q6_K.gguf) | i1-Q6_K | 3.4 | practically like static Q6_K |
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116
  Here is a handy graph by ikawrakow comparing some lower-quality quant
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  types (lower is better):