CodeLlama-13b-Instruct-hf
Property | Value |
---|---|
Parameter Count | 13B |
License | Llama 2 |
Research Paper | Code Llama Paper |
Training Period | January 2023 - July 2023 |
Tensor Type | BF16 |
What is CodeLlama-13b-Instruct-hf?
CodeLlama-13b-Instruct-hf is part of Meta's Code Llama family, specifically designed for code synthesis and understanding. This 13B parameter model is instruction-tuned for safer deployment and better interaction through natural language prompts. It represents a middle-ground option in the Code Llama series, offering a balance between computational efficiency and performance.
Implementation Details
Built on an optimized transformer architecture, this model utilizes the Llama 2 framework with specific optimizations for code-related tasks. It requires the transformers library and accelerate package for deployment, and operates using BF16 tensor precision for efficient computation.
- Optimized transformer architecture for code understanding
- Instruction-tuned for enhanced safety and deployability
- Supports both code completion and infilling capabilities
- Trained on comprehensive code-focused datasets
Core Capabilities
- Code completion with context understanding
- Infilling for code modification and enhancement
- Instruction following and chat functionality
- General code synthesis across multiple programming languages
Frequently Asked Questions
Q: What makes this model unique?
The model combines code understanding capabilities with instruction-following abilities, making it particularly suitable for interactive code development scenarios. Its 13B parameter size offers a sweet spot between computational requirements and performance.
Q: What are the recommended use cases?
The model is ideal for code completion, understanding, and generation tasks in commercial and research environments. It's particularly well-suited for interactive coding assistance and can be used for both code generation and code understanding tasks.