rizerphe/CodeLlama-function-calling-1354-7b-Instruct-hf: Function Calling Specialist
This model is a 7 billion parameter CodeLlama-7b Instruct variant, specifically fine-tuned by rizerphe to enhance its function calling capabilities. It leverages a combination of the glaive-function-calling-v2 and sharegpt-hyperfiltered-3k datasets, using LoRA for efficient adaptation.
Key Capabilities
- Structured Function Call Generation: The model can parse user requests and available function definitions to output precise, JSON-formatted function calls, including parameters.
- Instruction Following: It is instruction-tuned, allowing it to respond to user queries and engage in conversational turns, even when function calls are involved.
- Tool Integration: Designed to facilitate the integration of external tools and APIs into AI agents by accurately identifying when and how to call functions.
Good For
- AI Assistants: Building conversational agents that can interact with external systems (e.g., generating passwords, scheduling, data retrieval).
- Automated Workflows: Developing applications where user input needs to trigger specific programmatic actions.
- Code-aware Interactions: Scenarios where the model needs to understand and respond within a context that includes defined functions.
Note: The README indicates that the model may struggle with purely generic chat examples when no functions are provided in the context, suggesting its primary strength lies in function-calling scenarios.