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# **Octans-Qwen3-UI-Code-4B-GGUF**
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> Octans-Qwen3-UI-Code-4B is an optimized successor of Muscae-Qwen3-UI-Code-4B, fine-tuned for enhanced UI reasoning precision, layout structuring, and frontend code synthesis. Built upon Qwen3-4B and refined through Abliterated Reasoning Optimization, it delivers balanced, structured, and production-grade UI code outputs for experimental and research use. Ideal for frontend developers, UI engineers, and design system researchers exploring next-generation code synthesis.
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# **Octans-Qwen3-UI-Code-4B-GGUF**
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> Octans-Qwen3-UI-Code-4B is an optimized successor of Muscae-Qwen3-UI-Code-4B, fine-tuned for enhanced UI reasoning precision, layout structuring, and frontend code synthesis. Built upon Qwen3-4B and refined through Abliterated Reasoning Optimization, it delivers balanced, structured, and production-grade UI code outputs for experimental and research use. Ideal for frontend developers, UI engineers, and design system researchers exploring next-generation code synthesis.
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## Model Files
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| File Name | Quant Type | File Size |
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| Octans-Qwen3-UI-Code-4B.BF16.gguf | BF16 | 8.05 GB |
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| Octans-Qwen3-UI-Code-4B.F16.gguf | F16 | 8.05 GB |
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| Octans-Qwen3-UI-Code-4B.F32.gguf | F32 | 16.1 GB |
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| Octans-Qwen3-UI-Code-4B.Q2_K.gguf | Q2_K | 1.67 GB |
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| Octans-Qwen3-UI-Code-4B.Q3_K_L.gguf | Q3_K_L | 2.24 GB |
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| Octans-Qwen3-UI-Code-4B.Q3_K_M.gguf | Q3_K_M | 2.08 GB |
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| Octans-Qwen3-UI-Code-4B.Q3_K_S.gguf | Q3_K_S | 1.89 GB |
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| Octans-Qwen3-UI-Code-4B.Q4_K_M.gguf | Q4_K_M | 2.5 GB |
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| Octans-Qwen3-UI-Code-4B.Q4_K_S.gguf | Q4_K_S | 2.38 GB |
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| Octans-Qwen3-UI-Code-4B.Q5_K_M.gguf | Q5_K_M | 2.89 GB |
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| Octans-Qwen3-UI-Code-4B.Q5_K_S.gguf | Q5_K_S | 2.82 GB |
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| Octans-Qwen3-UI-Code-4B.Q6_K.gguf | Q6_K | 3.31 GB |
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| Octans-Qwen3-UI-Code-4B.Q8_0.gguf | Q8_0 | 4.28 GB |
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## Quants Usage
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(sorted by size, not necessarily quality. IQ-quants are often preferable over similar sized non-IQ quants)
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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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