Files
instructor/examples/validators/citations.py
T
2023-12-24 20:26:04 -05:00

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1.3 KiB
Python

from typing_extensions import Annotated
from pydantic import BaseModel, ValidationError, ValidationInfo, AfterValidator
from openai import OpenAI
import instructor
client = instructor.patch(OpenAI())
def citation_exists(v: str, info: ValidationInfo):
context = info.context
if context:
context = context.get("text_chunk")
if v not in context:
raise ValueError(f"Citation `{v}` not found in text")
return v
Citation = Annotated[str, AfterValidator(citation_exists)]
class AnswerWithCitation(BaseModel):
answer: str
citation: Citation
try:
q = "Are blue berries high in protein?"
text_chunk = """
Blueberries are a good source of vitamin K.
They also contain vitamin C, fibre, manganese and other antioxidants (notably anthocyanins).
"""
resp = client.chat.completions.create(
model="gpt-3.5-turbo",
response_model=AnswerWithCitation,
messages=[
{
"role": "user",
"content": f"Answer the question `{q}` using the text chunk\n`{text_chunk}`",
},
],
validation_context={"text_chunk": text_chunk},
) # type: ignore
print(resp.model_dump_json(indent=2))
except ValidationError as e:
print(e)