It is an intelligent web application that leverages Mistral-7b language model to help developers generate and analyze code across multiple programming languages.
- Code Generation
Multi-Language Support: Generate code in Python, JavaScript, Java, HTML/CSS, React, and Node.js Detailed Output: Receive complete code with: Working implementation, Code explanation, Assumptions made, Usage examples.
- Code Analysis
Comprehensive Review: Analyze code from multiple perspectives Analysis Types: Optimization, Security, Style, Correction.
Python 3.8+, pip package manager, Minimum 8GB RAM recommended, Stable internet connection for model download.
Model Loading: Automatically loads Mistral-7b model, Prompt Engineering: Craft intelligent prompts for code generation, Intelligent Generation: Uses advanced sampling techniques.
Temperature-based randomness, Nucleus sampling, Top-k token selection.
Temperature: 0.7 (Balanced creativity), Max Length: 2048 tokens, Sampling Method: Top-p (Nucleus) sampling.
First load may take several minutes, Runs on CPU (slower processing), Generated code might require manual review, Limited to 2048 token outputs.
You can use the below link to experience the project https://huggingface.co/spaces/VishakBaddur/LLM_app
Note: It will take time to run(approx 20mins), because it is running on the basic free CPU version. Please be patient.