lucentcode-1-py

lucentcode-1-py is a Python-specialized code generation model fine-tuned from Microsoft’s Phi-2 (2.7B parameters). The model generates clean, idiomatic Python code tailored for coding assistants and developer tools.

Model Overview

lucentcode-1-py builds on Microsoft’s Phi-2, applying LoRA fine-tuning with a curated dataset of Python-only instructions and code outputs. It focuses on producing direct, usable Python code without formatting or explanations.

Intended Use

This model is optimized for scenarios requiring:

• Python code generation from natural language instructions
• Integration in coding assistants or developer tools where GPU or powerful hardware is available
• Experimental or research purposes involving code generation tasks

Input and Output

Input:
Plain text prompts containing instructions or code generation requests in natural language, specifically targeting Python code.

Output:
Raw Python code matching the input instruction, without markdown formatting or supplementary explanations.

Limitations

• Designed exclusively for Python code generation; other programming languages are not supported.
• Not intended for conversational tasks or chat-based interactions.
• Complex or multi-file projects may require manual review and editing.
• Requires GPU or capable hardware for practical inference speed; CPU performance is limited.

Training and Licensing

• Base model: Microsoft Phi-2 (2.7B parameters)
• Fine-tuning method: LoRA (Low-Rank Adaptation)
• Dataset: Curated Python-only instruction-to-code pairs
• License: Same as Microsoft Phi-2, with full attribution to Microsoft

Resources and Attribution

• Microsoft Phi-2 Model: https://huggingface.co/microsoft/phi-2
• Lucid Core Principles: Clarity, efficiency, modularity in AI development and deployment