DeepXR/Helion-OSC

1---2license: apache-2.03language:4  - en5  - code6library_name: transformers7tags:8  - code9  - mathematics10  - reasoning11  - algorithm12  - causal-lm13  - text-generation14pipeline_tag: text-generation15---16 17# Helion-OSC18 19<div align="center">20 21  <img src="https://imgur.com/zlwhnzn.png" alt="Helion-OSC Logo" width="80%"/>22 23</div>24 25---26 27## 1. Introduction28 29Helion-OSC (Optimized Semantic Compiler) is a specialized language model designed for code generation and mathematical reasoning. Unlike traditional coding models that focus solely on generating correct outputs, Helion-OSC emphasizes verifiable reasoning processes and rigorous step-by-step derivations. The model combines deep mathematical understanding with practical programming capabilities across multiple languages.30 31Helion-OSC addresses a fundamental challenge in AI-assisted programming: correct code doesn't always mean correct reasoning. By focusing on both the solution and the logical path to reach it, the model provides transparent, verifiable code generation that developers can trust and understand. This makes it particularly suitable for complex algorithmic tasks, mathematical computing, and applications where code correctness and maintainability are critical.32 33The model demonstrates strong capabilities in:34- Multi-language code generation (Python, JavaScript, C++, Java, Rust, Go, SQL)35- Mathematical problem solving and theorem proving36- Algorithm design and optimization37- Code debugging with detailed explanations38- Step-by-step reasoning for complex problems39 40## 2. Capabilities41 42Helion-OSC excels at:43 44**Code Generation**: Produces syntactically correct and logically sound code across multiple programming languages with emphasis on readability and best practices.45 46**Mathematical Reasoning**: Solves mathematical problems through verifiable step-by-step derivations, supporting everything from basic arithmetic to advanced calculus and discrete mathematics.47 48**Algorithm Design**: Creates efficient algorithms with detailed explanations of time and space complexity, making it ideal for competitive programming and technical interviews.49 50**Code Optimization**: Analyzes existing code and suggests improvements for performance, readability, and maintainability while preserving functionality.51 52## 3. Quick Start53 54```python55from transformers import AutoTokenizer, AutoModelForCausalLM56 57model_name = "DeepXR/Helion-OSC"58tokenizer = AutoTokenizer.from_pretrained(model_name)59model = AutoModelForCausalLM.from_pretrained(model_name)60 61# Code generation example62prompt = "Write a Python function to implement quicksort with detailed comments:"63inputs = tokenizer(prompt, return_tensors="pt")64outputs = model.generate(**inputs, max_length=512)65print(tokenizer.decode(outputs[0], skip_special_tokens=True))66```67 68For advanced inference configurations and optimization, refer to the `inference.py` script included in this repository.69 70## 4. Model Details71 72- **Developed by**: DeepXR73- **Model Type**: Causal Language Model (Coding-Specialized)74- **Languages Supported**: Python, JavaScript, TypeScript, C++, Java, Rust, Go, SQL75- **Context Length**: 262,144 tokens76- **License**: Apache License, Version 2.077 78## 5. License79 80This repository and the model weights are licensed under the Apache License, Version 2.0 (Apache 2.0).81 82## 6. Citation83 84```bibtex85@misc{helion-osc-2025,86  author = {DeepXR},87  title = {Helion-OSC: Optimized Semantic Compiler for Code Generation and Mathematical Reasoning.},88  year = {2025},89  publisher = {HuggingFace},90  url = {https://huggingface.co/DeepXR/Helion-OSC}91}92```