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.
pip install convertanything
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 [email protected] . I like to go fishing and watching football.",
model=Person,
api_key="Your ezlocalai API Key",
server="http://localhost:8091",
)
print(response)
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 [email protected] . 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)
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 [email protected] . I like to go fishing.",
model=Person,
api_key="Your OpenAI API Key",
llm="gpt-3.5-turbo",
)
print(response)