初始化项目，由ModelHub XC社区提供模型

Model: prithivMLmods/Octans-Qwen3-UI-Code-4B
Source: Original Platform

README.md

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+---
+license: apache-2.0
+base_model:
+- prithivMLmods/Muscae-Qwen3-UI-Code-4B
+language:
+- en
+pipeline_tag: text-generation
+library_name: transformers
+tags:
+- trl
+- text-generation-inference
+- code
+- ui
+---
+
+![1](https://cdn-uploads.huggingface.co/production/uploads/65bb837dbfb878f46c77de4c/_UrkAVj1OC_-XlCv7uIdD.png)
+
+# **Octans-Qwen3-UI-Code-4B**
+
+> **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.
+
+> [!note]
+> GGUF: [https://huggingface.co/prithivMLmods/Octans-Qwen3-UI-Code-4B-GGUF](https://huggingface.co/prithivMLmods/Octans-Qwen3-UI-Code-4B-GGUF)
+
+## **Key Features**
+
+1. **Enhanced UI-Oriented Reasoning**
+   Upgraded reasoning calibration from *Muscae* with deeper token optimization for **frontend logic**, **layout reasoning**, and **component cohesion**.
+
+2. **Refined Web UI Component Generation**
+   Generates **responsive, accessible**, and **semantic** UI components with **Tailwind**, **React**, and **HTML5**, ensuring cleaner syntax and reduced redundancy.
+
+3. **Improved Layout-Aware Structure**
+   Demonstrates superior understanding of **hierarchical design**, **stateful components**, and **responsive alignment**, enhancing multi-device compatibility.
+
+4. **Optimized Hybrid Reasoning Engine**
+   Integrates symbolic and probabilistic logic for **event-driven** UI workflows, conditional rendering, and state synchronization in code outputs.
+
+5. **Structured Output Excellence**
+   Produces consistent results in **HTML**, **React**, **Markdown**, **JSON**, and **YAML**, suitable for **UI prototyping**, **design systems**, and **auto-documentation**.
+
+6. **Lightweight and Deployable**
+   Maintains a **4B parameter** scale, optimized for **mid-range GPUs**, **edge inference**, or **offline environments**, without compromising structure or reasoning depth.
+
+## **Quickstart with Transformers**
+
+```python
+from transformers import AutoModelForCausalLM, AutoTokenizer
+
+model_name = "prithivMLmods/Octans-Qwen3-UI-Code-4B"
+
+model = AutoModelForCausalLM.from_pretrained(
+    model_name,
+    torch_dtype="auto",
+    device_map="auto"
+)
+tokenizer = AutoTokenizer.from_pretrained(model_name)
+
+prompt = "Generate a responsive dashboard layout with Tailwind and modular React components."
+
+messages = [
+    {"role": "system", "content": "You are a frontend coding assistant skilled in UI generation, semantic HTML, and structured React components."},
+    {"role": "user", "content": prompt}
+]
+
+text = tokenizer.apply_chat_template(
+    messages,
+    tokenize=False,
+    add_generation_prompt=True
+)
+
+model_inputs = tokenizer([text], return_tensors="pt").to(model.device)
+
+generated_ids = model.generate(
+    **model_inputs,
+    max_new_tokens=512
+)
+generated_ids = [
+    output_ids[len(input_ids):] for input_ids, output_ids in zip(model_inputs.input_ids, generated_ids)
+]
+
+response = tokenizer.batch_decode(generated_ids, skip_special_tokens=True)[0]
+print(response)
+```
+
+## **Intended Use**
+
+* Advanced web UI and component code generation
+* Responsive frontend prototyping with Tailwind/React
+* Research on **structured reasoning** in code synthesis
+* Semantic, design-system-aligned component generation
+* Experimental projects exploring **UI intelligence modeling**
+
+## **Limitations**
+
+* Research-focused model – not fine-tuned for production-critical pipelines
+* Specialized for **UI code** – not suitable for general text generation or long-form reasoning
+* May exhibit variability with **cross-framework** or **overextended prompts**
+* Prioritizes **code structure and logic clarity** over aesthetic or creative expression.