CodeLlama-13B-fp16
| Property | Value |
|---|---|
| Parameter Count | 13B |
| Format | FP16 |
| License | Llama 2 |
| Developer | Meta |
| Converted by | TheBloke |
What is CodeLlama-13B-fp16?
CodeLlama-13B-fp16 is a specialized language model developed by Meta and converted to Hugging Face format by TheBloke. It's designed specifically for code synthesis and understanding tasks, representing the 13B parameter version of the CodeLlama family in FP16 precision format.
Implementation Details
This model utilizes an optimized transformer architecture and supports context windows of up to 100K tokens at inference time, though it was fine-tuned with 16K tokens. The FP16 format maintains high precision while optimizing for memory efficiency. Important note: The model must be loaded with trust_remote_code=True due to specific RoPE Theta value requirements.
- Supports extended context length up to 100K tokens
- Includes infilling text generation capabilities
- Optimized transformer architecture for code understanding
- Converted to HF format using convert_llama_weights_to_hf.py
Core Capabilities
- General code synthesis and understanding
- Extended context processing
- Text infilling functionality
- Support for multiple programming languages
- Optimized for production deployment
Frequently Asked Questions
Q: What makes this model unique?
This model combines the powerful CodeLlama architecture with FP16 precision, offering a balance between performance and resource efficiency. It's particularly notable for its extended context length support and infilling capabilities.
Q: What are the recommended use cases?
The model is ideal for code completion, code analysis, and general programming assistance tasks. It's particularly well-suited for commercial and research applications requiring code synthesis and understanding in various programming languages.
