mirror of
https://github.com/kennethreitz/instructor.git
synced 2026-06-05 22:50:18 +00:00
Jason Liu
76 lines
2.0 KiB
Python
76 lines
2.0 KiB
Python
import functools
|
|
import inspect
|
|
import instructor
|
|
import diskcache
|
|
|
|
from openai import OpenAI
|
|
from pydantic import BaseModel
|
|
|
|
client = instructor.patch(OpenAI())
|
|
|
|
|
|
class UserDetail(BaseModel):
|
|
name: str
|
|
age: int
|
|
|
|
|
|
cache = diskcache.Cache("./my_cache_directory")
|
|
|
|
|
|
def instructor_cache(func):
|
|
"""Cache a function that returns a Pydantic model"""
|
|
return_type = inspect.signature(func).return_annotation
|
|
if not issubclass(return_type, BaseModel):
|
|
raise ValueError("The return type must be a Pydantic model")
|
|
|
|
@functools.wraps(func)
|
|
def wrapper(*args, **kwargs):
|
|
key = f"{func.__name__}-{functools._make_key(args, kwargs, typed=False)}"
|
|
# Check if the result is already cached
|
|
if (cached := cache.get(key)) is not None:
|
|
# Deserialize from JSON based on the return type
|
|
if issubclass(return_type, BaseModel):
|
|
return return_type.model_validate_json(cached)
|
|
|
|
# Call the function and cache its result
|
|
result = func(*args, **kwargs)
|
|
serialized_result = result.model_dump_json()
|
|
cache.set(key, serialized_result)
|
|
|
|
return result
|
|
|
|
return wrapper
|
|
|
|
|
|
@instructor_cache
|
|
def extract(data) -> UserDetail:
|
|
return client.chat.completions.create(
|
|
model="gpt-3.5-turbo",
|
|
response_model=UserDetail,
|
|
messages=[
|
|
{"role": "user", "content": data},
|
|
],
|
|
)
|
|
|
|
|
|
def test_extract():
|
|
import time
|
|
|
|
start = time.perf_counter()
|
|
model = extract("Extract jason is 25 years old")
|
|
assert model.name.lower() == "jason"
|
|
assert model.age == 25
|
|
print(f"Time taken: {time.perf_counter() - start}")
|
|
|
|
start = time.perf_counter()
|
|
model = extract("Extract jason is 25 years old")
|
|
assert model.name.lower() == "jason"
|
|
assert model.age == 25
|
|
print(f"Time taken: {time.perf_counter() - start}")
|
|
|
|
|
|
if __name__ == "__main__":
|
|
test_extract()
|
|
# Time taken: 0.7285366660216823
|
|
# Time taken: 9.841693099588156e-05
|