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---
license: apache-2.0
language:
- en
base_model:
- prithivMLmods/Octans-Qwen3-UI-Code-4B
pipeline_tag: text-generation
library_name: transformers
tags:
- text-generation-inference
- code
- ui
- html
---

# **Octans-Qwen3-UI-Code-4B-GGUF**

> 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.

## Model Files

| File Name | Quant Type | File Size |
| - | - | - |
| Octans-Qwen3-UI-Code-4B.BF16.gguf | BF16 | 8.05 GB |
| Octans-Qwen3-UI-Code-4B.F16.gguf | F16 | 8.05 GB |
| Octans-Qwen3-UI-Code-4B.F32.gguf | F32 | 16.1 GB |
| Octans-Qwen3-UI-Code-4B.Q2_K.gguf | Q2_K | 1.67 GB |
| Octans-Qwen3-UI-Code-4B.Q3_K_L.gguf | Q3_K_L | 2.24 GB |
| Octans-Qwen3-UI-Code-4B.Q3_K_M.gguf | Q3_K_M | 2.08 GB |
| Octans-Qwen3-UI-Code-4B.Q3_K_S.gguf | Q3_K_S | 1.89 GB |
| Octans-Qwen3-UI-Code-4B.Q4_K_M.gguf | Q4_K_M | 2.5 GB |
| Octans-Qwen3-UI-Code-4B.Q4_K_S.gguf | Q4_K_S | 2.38 GB |
| Octans-Qwen3-UI-Code-4B.Q5_K_M.gguf | Q5_K_M | 2.89 GB |
| Octans-Qwen3-UI-Code-4B.Q5_K_S.gguf | Q5_K_S | 2.82 GB |
| Octans-Qwen3-UI-Code-4B.Q6_K.gguf | Q6_K | 3.31 GB |
| Octans-Qwen3-UI-Code-4B.Q8_0.gguf | Q8_0 | 4.28 GB |

## Quants Usage 

(sorted by size, not necessarily quality. IQ-quants are often preferable over similar sized non-IQ quants)

Here is a handy graph by ikawrakow comparing some lower-quality quant
types (lower is better):

![image.png](https://www.nethype.de/huggingface_embed/quantpplgraph.png)