Text Generation
Transformers
Safetensors
English
qwen2
code
codeqwen
chat
qwen
qwen-coder
html
javascript
css
tailwindcss
frontend
web-development
ViCoder-html-32B-preview
ViCoder-html
ViCoder
ViCoder-html-preview
vichar ai labs
vichar ai
strive ai labs llp
strive ai labs
vichar.io
conversational
text-generation-inference
Create README.md
Browse files
README.md
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---
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license: apache-2.0
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language:
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- en
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base_model:
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- Qwen/Qwen2.5-Coder-32B-Instruct
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library_name: transformers
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tags:
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- code
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- codeqwen
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- chat
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- qwen
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- qwen-coder
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- html
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- javascript
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- css
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- tailwindcss
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- frontend
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- web-development
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- ViCoder-html-32B-preview
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- ViCoder-html
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- ViCoder
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- ViCoder-html-preview
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- vichar ai labs
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- vichar ai
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- strive ai labs llp
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- strive ai labs
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- vichar.io
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pipeline_tag: text-generation
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---
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<p align="center">
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<a href="https://vichar.io" target="_blank" rel="noopener noreferrer"> <!-- Link the logo -->
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<img src="https://vichar.s3.ap-south-1.amazonaws.com/vicoder-html-32B.png" width="450" height="200" alt="ViCoder-html-32B-preview Logo" style="display: block; margin-left: auto; margin-right: auto; border-radius: 15px;"/>
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</a>
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<h1 align="center" style="color: #2E86C1; margin-top: 15px; margin-bottom: 5px;"> <!-- Added a subtle blue color -->
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ViCoder-html-32B-preview
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</h1>
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</p>
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<p align="center" style="font-size: 1.2em;">
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<b>π A powerful HTML/CSS/JS sketching model powered by <a href="https://huggingface.co/Qwen/Qwen2.5-Coder-32B-Instruct" style="color: #5DADE2;">Qwen2.5-Coder-32B-Instruct</a> π</b> <!-- Slightly lighter blue link -->
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</p>
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<p align="center" style="font-size: 1.0em; color: #555;">
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<i>Developed by <a href="https://vichar.io" target="_blank" rel="noopener noreferrer" style="color: #5DADE2;">Vichar AI</a> | <a href="https://huggingface.co/VicharAI" style="color: #5DADE2;">Hugging Face Profile</a></i><br/>
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<span style="font-size: 0.9em; color: #6c757d;">Licensed under Apache 2.0</span>
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</p>
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---
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### <span style="color: #1ABC9C;">π‘ What is ViCoder-html-32B-preview?</span>
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**ViCoder-html-32B-preview** is a preview model in the **ViCoder** series from <a href="https://vichar.io" target="_blank" rel="noopener noreferrer">Vichar AI</a> β a line of models specialized in **code generation**. This model focuses specifically on sketching single-page websites, such as landing pages and dashboards, using using:
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- π§ **HTML** for semantic structure
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- π¨ **Tailwind CSS** for modern, utility-first styling
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- βοΈ **JavaScript** for interactivity and basic dynamic behavior
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This model is ideal for:
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- **Web Developers:** Quickly scaffolding dashboards or page layouts.
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- **Frontend Engineers:** Prototyping UIs and exploring design variations.
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- **Designers:** Turning textual mockups into initial code sketches.
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- **Educators & Students:** Learning and experimenting with HTML, Tailwind CSS, and JavaScript in a practical context.
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> β οΈ **Note:** This is a **preview** version. It demonstrates core capabilities but is still under active development. A more refined and robust production release is planned. Stay updated via <a href="https://vichar.io" target="_blank" rel="noopener noreferrer">vichar.io</a> or follow <a href="https://huggingface.co/VicharAI">VicharAI on Hugging Face</a>!
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---
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### <span style="color: #1ABC9C;">π οΈ Model Details</span>
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| Property | Value |
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| :--------------- | :------------------------------------------------------------------------------------------ |
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| **Model Type** | Code Generation (Instruction-tuned Language Model) |
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| **Base Model** | [Qwen/Qwen2.5-Coder-32B-Instruct](https://huggingface.co/Qwen/Qwen2.5-Coder-32B-Instruct) |
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| **Developed by** | [Vichar AI](https://vichar.io) ([HF Profile](https://huggingface.co/VicharAI)) |
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| **Languages** | Primarily HTML, Tailwind CSS, JavaScript. Understands English instructions. |
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| **Training Data**| Proprietary curated dataset focusing on high-quality web components and pages. |
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| **License** | [Apache 2.0](https://www.apache.org/licenses/LICENSE-2.0) |
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| **Library** | π€ Transformers |
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| **Contact** | Visit [vichar.io](https://vichar.io) or use HF Discussions |
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---
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### <span style="color: #1ABC9C;">π§± GGUF Quantized Versions</span>
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Quantized versions of **ViCoder-html-32B-preview** in GGUF format are available for efficient local inference using [llama.cpp](https://github.com/ggerganov/llama.cpp), [LM Studio](https://lmstudio.ai/), or [Ollama](https://ollama.com/).
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You can find them here:
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- π [GGUF Quantizations on Hugging Face](https://huggingface.co/VicharAI/ViCoder-html-32B-preview-GGUF)
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These quantized variants (Q3_K_M, Q4_K_M, Q6_K, Q8_0) are useful for running the model on lower-memory hardware or for embedding in desktop/web applications.
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---
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### <span style="color: #1ABC9C;">β‘ Example Usage</span>
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Use the `transformers` library pipeline for easy text generation. Ensure you have `transformers`, `torch`, and `accelerate` installed.
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```python
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from transformers import AutoTokenizer, AutoModelForCausalLM, pipeline
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import torch
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# Define model ID
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model_id = "VicharAI/ViCoder-html-32B-preview"
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# Load tokenizer and model
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# Use bfloat16 for faster inference if your GPU supports it
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tokenizer = AutoTokenizer.from_pretrained(model_id)
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model = AutoModelForCausalLM.from_pretrained(
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model_id,
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torch_dtype=torch.bfloat16, # Or torch.float16 if bfloat16 is not supported
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device_map="auto" # Automatically distribute across available GPUs/CPU
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)
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messages = [
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{"role": "user", "content": "A modern, sleek landing page for a company focusing on open-source LLM solutions"},
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]
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inputs = tokenizer.apply_chat_template(
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messages,
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tokenize = True,
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add_generation_prompt = True,
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return_tensors = "pt",
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).to("cuda")
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from transformers import TextStreamer
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text_streamer = TextStreamer(tokenizer, skip_prompt = True)
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_ = model.generate(input_ids = inputs, streamer = text_streamer, max_new_tokens = 16000,
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use_cache = True, temperature = 0.7, min_p = 0.1, repetition_penalty=1.1)
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```
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---
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### <span style="color: #1ABC9C;">β¨ Output Sample</span>
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```html
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<!DOCTYPE html>
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<html lang="en">
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<head>
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<meta charset="UTF-8">
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<title>Our Love Story - Surprise Website</title>
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<meta name="viewport" content="width=device-width, initial-scale=1.0">
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<!-- Tailwind CSS CDN -->
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<script src="https://cdn.tailwindcss.com"></script>
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<style>
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/* Custom animation classes */...
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```
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*(**Note:** The model aims to generate complete HTML structures with Tailwind classes. Review and adapt generated code as needed.)*
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---
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### <span style="color: #1ABC9C;">π§ͺ Evaluation & Limitations</span>
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As a **preview** release, this model has undergone initial internal testing focused on:
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- **Code Correctness:** Validity of generated HTML, Tailwind CSS classes, and basic JavaScript snippets.
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- **Tailwind CSS Usage:** Adherence to Tailwind's utility-first principles and common patterns.
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- **Component Structure:** Logical organization of HTML elements for typical web components.
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- **Instruction Following:** Ability to understand and implement requirements from the prompt.
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**Current Limitations:**
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- **No Formal Benchmarks:** Not yet evaluated on standard code generation benchmarks (e.g., HumanEval-X, MBPP).
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- **Complex Logic:** May struggle with complex JavaScript logic, state management, or intricate CSS beyond Tailwind utilities.
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- **Hallucination Risk:** Like all LLMs, it can sometimes generate incorrect, incomplete, or non-optimal code. Always review the output.
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- **Preview Status:** Not recommended for critical production use without thorough validation.
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---
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### <span style="color: #1ABC9C;">π Roadmap</span>
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The **ViCoder** series is an ongoing project at <a href="https://vichar.io" target="_blank" rel="noopener noreferrer">Vichar AI</a>. Our current roadmap includes:
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- β
**ViCoder-html-32B-preview:** Initial public preview release (this model).
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- β³ **ViCoder-html-32B (v1.0):** Planned production-ready release with improved training data, fine-tuning, and evaluation.
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- π **ViCoder-js-32B:** Future model focusing specifically on advanced JavaScript generation (frameworks, logic).
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- π **ViCoder-python-32B:** Potential companion model for Python backend code generation.
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- π **Benchmarking & Evaluation:** Formal evaluation on relevant code generation benchmarks.
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Follow <a href="https://huggingface.co/VicharAI">VicharAI on Hugging Face</a> or check the [Vichar AI website](https://vichar.io) for announcements!
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---
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### <span style="color: #1ABC9C;">π License</span>
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This model and its code are licensed under the **Apache License 2.0**. You can find the full license text [here](https://www.apache.org/licenses/LICENSE-2.0).
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---
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### <span style="color: #1ABC9C;">π Citation</span>
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If you use ViCoder-html-32B-preview in your projects, publications, or research, please cite it:
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```bibtex
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@misc{vicharai_vicoder_html_32b_preview_2025,
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title = {ViCoder-html-32B-preview: A Preview Model for HTML/Tailwind CSS/JavaScript Sketching},
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author = {Vichar AI},
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year = {2025},
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publisher = {Hugging Face},
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url = {https://huggingface.co/VicharAI/ViCoder-html-32B-preview},
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url = {https://vichar.io}
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}
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```
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---
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### <span style="color: #1ABC9C;">π¬ Get in Touch</span>
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We welcome feedback, questions, and collaboration ideas!
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- **Hugging Face:** Open an issue or start a discussion on the [model page's Community tab](https://huggingface.co/VicharAI/ViCoder-html-32B-preview/discussions).
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- **Website:** Visit us at [https://vichar.io](https://vichar.io) for more information about Vichar AI and the ViCoder project.
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- **Contact:** Find direct contact methods on the [Vichar AI website](https://vichar.io).
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---
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### <span style="color: #1ABC9C;">π€ Acknowledgments</span>
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This project builds upon the incredible work of others:
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- **SprykAI** for their support during model experimentation phases.
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- The **Qwen Team** at Alibaba Cloud for developing the foundational [Qwen2.5-Coder-32B-Instruct](https://huggingface.co/Qwen/Qwen2.5-Coder-32B-Instruct) model.
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- The **Hugging Face Team** for their platform and libraries (π€ Transformers, Accelerate,TRL).
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- The broader **open-source AI community** for continuous innovation and shared knowledge.
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- Development efforts by the team at [Vichar AI](https://vichar.io).
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---
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<p align="center" style="font-size: 1.1em; font-weight: bold; color: #2ECC71;"> <!-- Changed final line color -->
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π₯ This preview is just the start! Explore, build, and stay tuned for the full ViCoder suite from <a href="https://vichar.io" target="_blank" rel="noopener noreferrer" style="color: #27AE60;">Vichar AI</a>! π₯
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</p>
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