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README.md
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| Name | Quant method | Bits | Size | Use case |
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| [Qwen2.5-Coder-32B-Instruct-Q2_K.gguf](https://huggingface.co/second-state/Qwen2.5-Coder-32B-Instruct-GGUF/blob/main/Qwen2.5-Coder-32B-Instruct-Q2_K.gguf) | Q2_K | 2 |
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| [Qwen2.5-Coder-32B-Instruct-Q3_K_L.gguf](https://huggingface.co/second-state/Qwen2.5-Coder-32B-Instruct-GGUF/blob/main/Qwen2.5-Coder-32B-Instruct-Q3_K_L.gguf) | Q3_K_L | 3 |
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| [Qwen2.5-Coder-32B-Instruct-Q3_K_M.gguf](https://huggingface.co/second-state/Qwen2.5-Coder-32B-Instruct-GGUF/blob/main/Qwen2.5-Coder-32B-Instruct-Q3_K_M.gguf) | Q3_K_M | 3 |
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| [Qwen2.5-Coder-32B-Instruct-Q3_K_S.gguf](https://huggingface.co/second-state/Qwen2.5-Coder-32B-Instruct-GGUF/blob/main/Qwen2.5-Coder-32B-Instruct-Q3_K_S.gguf) | Q3_K_S | 3 |
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| [Qwen2.5-Coder-32B-Instruct-Q4_0.gguf](https://huggingface.co/second-state/Qwen2.5-Coder-32B-Instruct-GGUF/blob/main/Qwen2.5-Coder-32B-Instruct-Q4_0.gguf) | Q4_0 | 4 |
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| [Qwen2.5-Coder-32B-Instruct-Q4_K_M.gguf](https://huggingface.co/second-state/Qwen2.5-Coder-32B-Instruct-GGUF/blob/main/Qwen2.5-Coder-32B-Instruct-Q4_K_M.gguf) | Q4_K_M | 4 |
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| [Qwen2.5-Coder-32B-Instruct-Q4_K_S.gguf](https://huggingface.co/second-state/Qwen2.5-Coder-32B-Instruct-GGUF/blob/main/Qwen2.5-Coder-32B-Instruct-Q4_K_S.gguf) | Q4_K_S | 4 |
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| [Qwen2.5-Coder-32B-Instruct-Q5_0.gguf](https://huggingface.co/second-state/Qwen2.5-Coder-32B-Instruct-GGUF/blob/main/Qwen2.5-Coder-32B-Instruct-Q5_0.gguf) | Q5_0 | 5 |
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| [Qwen2.5-Coder-32B-Instruct-Q5_K_M.gguf](https://huggingface.co/second-state/Qwen2.5-Coder-32B-Instruct-GGUF/blob/main/Qwen2.5-Coder-32B-Instruct-Q5_K_M.gguf) | Q5_K_M | 5 | 23.3 GB| large, very low quality loss - recommended |
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| [Qwen2.5-Coder-32B-Instruct-Q5_K_S.gguf](https://huggingface.co/second-state/Qwen2.5-Coder-32B-Instruct-GGUF/blob/main/Qwen2.5-Coder-32B-Instruct-Q5_K_S.gguf) | Q5_K_S | 5 |
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| [Qwen2.5-Coder-32B-Instruct-Q6_K.gguf](https://huggingface.co/second-state/Qwen2.5-Coder-32B-Instruct-GGUF/blob/main/Qwen2.5-Coder-32B-Instruct-Q6_K.gguf) | Q6_K | 6 |
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| [Qwen2.5-Coder-32B-Instruct-Q8_0.gguf](https://huggingface.co/second-state/Qwen2.5-Coder-32B-Instruct-GGUF/blob/main/Qwen2.5-Coder-32B-Instruct-Q8_0.gguf) | Q8_0 | 8 |
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| [Qwen2.5-Coder-32B-Instruct-f16.gguf](https://huggingface.co/second-state/Qwen2.5-Coder-32B-Instruct-GGUF/blob/main/Qwen2.5-Coder-32B-Instruct-f16.gguf) | f16 | 16 | 29.
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| Name | Quant method | Bits | Size | Use case |
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| 76 |
| ---- | ---- | ---- | ---- | ----- |
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| 77 |
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| [Qwen2.5-Coder-32B-Instruct-Q2_K.gguf](https://huggingface.co/second-state/Qwen2.5-Coder-32B-Instruct-GGUF/blob/main/Qwen2.5-Coder-32B-Instruct-Q2_K.gguf) | Q2_K | 2 | 12.3 GB| smallest, significant quality loss - not recommended for most purposes |
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| [Qwen2.5-Coder-32B-Instruct-Q3_K_L.gguf](https://huggingface.co/second-state/Qwen2.5-Coder-32B-Instruct-GGUF/blob/main/Qwen2.5-Coder-32B-Instruct-Q3_K_L.gguf) | Q3_K_L | 3 | 17.2 GB| small, substantial quality loss |
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| [Qwen2.5-Coder-32B-Instruct-Q3_K_M.gguf](https://huggingface.co/second-state/Qwen2.5-Coder-32B-Instruct-GGUF/blob/main/Qwen2.5-Coder-32B-Instruct-Q3_K_M.gguf) | Q3_K_M | 3 | 15.9 GB| very small, high quality loss |
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| [Qwen2.5-Coder-32B-Instruct-Q3_K_S.gguf](https://huggingface.co/second-state/Qwen2.5-Coder-32B-Instruct-GGUF/blob/main/Qwen2.5-Coder-32B-Instruct-Q3_K_S.gguf) | Q3_K_S | 3 | 14.4 GB| very small, high quality loss |
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| [Qwen2.5-Coder-32B-Instruct-Q4_0.gguf](https://huggingface.co/second-state/Qwen2.5-Coder-32B-Instruct-GGUF/blob/main/Qwen2.5-Coder-32B-Instruct-Q4_0.gguf) | Q4_0 | 4 | 18.6 GB| legacy; small, very high quality loss - prefer using Q3_K_M |
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| [Qwen2.5-Coder-32B-Instruct-Q4_K_M.gguf](https://huggingface.co/second-state/Qwen2.5-Coder-32B-Instruct-GGUF/blob/main/Qwen2.5-Coder-32B-Instruct-Q4_K_M.gguf) | Q4_K_M | 4 | 19.9 GB| medium, balanced quality - recommended |
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| [Qwen2.5-Coder-32B-Instruct-Q4_K_S.gguf](https://huggingface.co/second-state/Qwen2.5-Coder-32B-Instruct-GGUF/blob/main/Qwen2.5-Coder-32B-Instruct-Q4_K_S.gguf) | Q4_K_S | 4 | 18.8 GB| small, greater quality loss |
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| [Qwen2.5-Coder-32B-Instruct-Q5_0.gguf](https://huggingface.co/second-state/Qwen2.5-Coder-32B-Instruct-GGUF/blob/main/Qwen2.5-Coder-32B-Instruct-Q5_0.gguf) | Q5_0 | 5 | 22.6 GB| legacy; medium, balanced quality - prefer using Q4_K_M |
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| [Qwen2.5-Coder-32B-Instruct-Q5_K_M.gguf](https://huggingface.co/second-state/Qwen2.5-Coder-32B-Instruct-GGUF/blob/main/Qwen2.5-Coder-32B-Instruct-Q5_K_M.gguf) | Q5_K_M | 5 | 23.3 GB| large, very low quality loss - recommended |
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| [Qwen2.5-Coder-32B-Instruct-Q5_K_S.gguf](https://huggingface.co/second-state/Qwen2.5-Coder-32B-Instruct-GGUF/blob/main/Qwen2.5-Coder-32B-Instruct-Q5_K_S.gguf) | Q5_K_S | 5 | 22.6 GB| large, low quality loss - recommended |
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| [Qwen2.5-Coder-32B-Instruct-Q6_K.gguf](https://huggingface.co/second-state/Qwen2.5-Coder-32B-Instruct-GGUF/blob/main/Qwen2.5-Coder-32B-Instruct-Q6_K.gguf) | Q6_K | 6 | 26.9 GB| very large, extremely low quality loss |
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| [Qwen2.5-Coder-32B-Instruct-Q8_0.gguf](https://huggingface.co/second-state/Qwen2.5-Coder-32B-Instruct-GGUF/blob/main/Qwen2.5-Coder-32B-Instruct-Q8_0.gguf) | Q8_0 | 8 | 34.8 GB| very large, extremely low quality loss - not recommended |
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| [Qwen2.5-Coder-32B-Instruct-f16-00001-of-00003.gguf](https://huggingface.co/second-state/Qwen2.5-Coder-32B-Instruct-GGUF/blob/main/Qwen2.5-Coder-32B-Instruct-f16-00001-of-00003.gguf) | f16 | 16 | 29.8 GB| |
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| [Qwen2.5-Coder-32B-Instruct-f16-00002-of-00003.gguf](https://huggingface.co/second-state/Qwen2.5-Coder-32B-Instruct-GGUF/blob/main/Qwen2.5-Coder-32B-Instruct-f16-00002-of-00003.gguf) | f16 | 16 | 29.8 GB| |
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| [Qwen2.5-Coder-32B-Instruct-f16-00003-of-00003.gguf](https://huggingface.co/second-state/Qwen2.5-Coder-32B-Instruct-GGUF/blob/main/Qwen2.5-Coder-32B-Instruct-f16-00003-of-00003.gguf) | f16 | 16 | 5.87 GB| |
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*Quantized with llama.cpp b4033*
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