convertanything is a simple way to convert any unstructured texts into pydantic models in Python with the use of language models. See the examples notebook for more details.
Installation
pip install convertanything
Usage Examples
ezLocalai
To use with ezLocalai in Python, make sure your ezLocalai server is running then run the following code:
from convertanything import convertanything from pydantic import BaseModel from typing import List class Person(BaseModel): name: str age: int email: str interests: List[str] response = convertanything( input_string="Hi my name is John Doe, I am 30 years old, my email is johndoe@example.com . I like to go fishing and watching football.", model=Person, api_key="Your ezlocalai API Key", server="http://localhost:8091", ) print(response)
AGiXT
To use with AGiXT in Python, make sure your AGiXT server is running then run the following code:
from convertanything import convertanything from pydantic import BaseModel from typing import List class Person(BaseModel): name: str age: int email: str interests: List[str] response = convertanything( input_string="Hi my name is John Doe, I am 30 years old, my email is johndoe@example.com . I like to go fishing and watching football.", model=Person, api_key="Your AGiXT API Key", server="http://localhost:7437", llm="Your AGiXT Agent Name", prompt_name="User Input", ) print(response)
OpenAI
If you have an OpenAI API key, you can use it as follows with OpenAI language models:
from convertanything import convertanything from pydantic import BaseModel from typing import List class Person(BaseModel): name: str age: int email: str interests: List[str] response = convertanything( input_string="Hi my name is John Doe, I am 30 years old, my email is johndoe@example.com . I like to go fishing.", model=Person, api_key="Your OpenAI API Key", llm="gpt-3.5-turbo", ) print(response)