ImranAliNaeem/Pseudo-code-to-Code-Generation

🚀 SPoC: Pseudocode to Code Converter

Transform natural language pseudocode into executable C++ code using AI! Powered by fine-tuned GPT-2 with LoRA.

Features

• —🤖 AI-Powered Conversion: Uses fine-tuned GPT-2 model with LoRA adapters
• —💻 C++ Code Generation: Converts pseudocode to executable C++ code
• —⚡ Real-time Generation: Fast code generation with customizable parameters
• —📥 Download Support: Export generated code as .cpp or .txt files
• —🎯 Example Templates: Pre-built examples for common programming patterns

How to Use

1. 1.Enter Pseudocode: Write clear, step-by-step pseudocode in the input box
2. 2.Adjust Settings: Customize generation parameters (temperature, beam search, etc.)
3. 3.Generate Code: Click the "Generate Code" button
4. 4.Download: Save your generated C++ code

Supported Patterns

• —📥 Input/Output operations
• —🔄 Loops (for/while)
• —❓ Conditionals (if/else)
• —📊 Arrays and data structures
• —🔤 String manipulation
• —🧮 Mathematical operations
• —🔧 Functions and procedures

Model Information

• —Base Model: GPT-2
• —Fine-tuning: LoRA (Low-Rank Adaptation)
• —Training Data: SPoC dataset
• —Trainable Parameters: ~811K
• —Task: Pseudocode to C++ code conversion

Tips for Best Results

• —✅ Be specific and clear in your pseudocode
• —✅ Use simple, descriptive variable names
• —✅ Describe logic step-by-step
• —✅ One operation per line
• —✅ Use standard programming terminology

Examples

Input/Output