| Resource | Description |
|---|---|
| Function Calling Mistral 7B | Function calling Mistral extends the HuggingFace Mistral 7B Instruct model with function calling capabilities. The model responds with a structured json argument with the function name and arguments. |
| Functionary | Functionary is a language model that can interpret and execute functions/plugins. The model determines when to execute a function and can understand its output. It only triggers functions as needed. Function definitions are given as JSON Schema Objects, similar to OpenAI GPT function calls. Based on Llama 2. |
| Invoker |
Invoker is a suite of large language models based on Llama-2 and is finetuned to plan between calling functions and providing responses directly |
| OpenAI Cookbook: How to call functions with chat models | This notebook covers how to use the Chat Completions API in combination with external functions to extend the capabilities of GPT models./td> |
| OpenAI Function Calling Documentation | In an API call, you can describe functions to gpt-3.5-turbo-0613 and gpt-4-0613, and have the model intelligently choose to output a JSON object containing arguments to call those functions. The Chat completions API does not call the function; instead, the model generates JSON that you can use to call the function in your code. |
| OpenAI functions with LangChain | Leverage OpenAI Functionc calls with LangChain |
| LangChain Agents Documentation | The core idea of agents is to use an LLM to choose a sequence of actions to take. In chains, a sequence of actions is hardcoded (in code). In agents, a language model is used as a reasoning engine to determine which actions to take and in which order. |
| LlamaIndex Agents Documentation | An “agent” is an automated reasoning and decision engine. It takes in a user input/query and can make internal decisions for executing that query in order to return the correct result. |
| Augmented Language Models: a Survey | This survey reviews works in which language models (LMs) are augmented with reasoning skills and the ability to use tools. |
