OpenCodeInterpreter-DS-6.7B
| Property | Value |
|---|---|
| Parameter Count | 6.7B |
| Model Type | Code Generation |
| License | Apache-2.0 |
| Paper | arXiv:2402.14658 |
| Tensor Type | BF16 |
What is OpenCodeInterpreter-DS-6.7B?
OpenCodeInterpreter-DS-6.7B is an advanced code generation system built on the DeepSeek-Coder architecture, designed to bridge the gap between traditional language models and sophisticated proprietary systems like GPT-4 Code Interpreter. This model stands out for its ability to not just generate code, but also execute it and refine solutions through feedback loops.
Implementation Details
Based on the DeepSeek-Coder 6.7B base model, this implementation leverages transformer architecture with bfloat16 precision for efficient computation. The model demonstrates impressive benchmark performance, achieving 81.1% on HumanEval and 82.7% on MBPP with execution feedback, significantly improving upon the base model's capabilities.
- Integrated execution feedback system for code refinement
- Support for synthetic human feedback mechanisms
- Enhanced performance through iterative improvement
- Optimized for both accuracy and execution capability
Core Capabilities
- Advanced code generation across multiple programming languages
- Real-time code execution and validation
- Iterative refinement based on execution results
- Strong performance on standard coding benchmarks
- Efficient processing with BF16 precision support
Frequently Asked Questions
Q: What makes this model unique?
The model's distinctive feature is its execution feedback system, which enables it to learn from the results of code execution and improve its outputs iteratively. This leads to significantly higher performance compared to traditional code generation models.
Q: What are the recommended use cases?
The model excels in code generation tasks, software development assistance, automated testing, and code optimization scenarios. It's particularly effective when integrated into development workflows that require intelligent code generation with execution validation.
