|
| 1 | +import argparse |
| 2 | +import logging |
| 3 | +from os import getenv |
| 4 | + |
| 5 | +from dotenv import load_dotenv |
| 6 | +from openai import AzureOpenAI |
| 7 | +from pydantic import BaseModel |
| 8 | + |
| 9 | + |
| 10 | +def init_args() -> argparse.Namespace: |
| 11 | + parser = argparse.ArgumentParser( |
| 12 | + prog="convert_code", |
| 13 | + description="Convert code to a structured format", |
| 14 | + ) |
| 15 | + parser.add_argument("-s", "--system", default="Extract the event information.") |
| 16 | + parser.add_argument("-u", "--user", default="Alice and Bob are going to a science fair on Friday.") |
| 17 | + parser.add_argument("-v", "--verbose", action="store_true") |
| 18 | + return parser.parse_args() |
| 19 | + |
| 20 | + |
| 21 | +class ResponseFormat(BaseModel): |
| 22 | + # FIXME: Update the ResponseFormat class to match your actual response format |
| 23 | + name: str |
| 24 | + date: str |
| 25 | + participants: list[str] |
| 26 | + |
| 27 | + |
| 28 | +def print_structured_output( |
| 29 | + system: str, |
| 30 | + user: str, |
| 31 | +): |
| 32 | + """ |
| 33 | + How to use: |
| 34 | + Support for structured outputs was first added in API version 2024-08-01-preview. |
| 35 | + It is available in the latest preview APIs as well as the latest GA API: 2024-10-21. |
| 36 | +
|
| 37 | + Install dependencies: |
| 38 | + $ pip install openai python-dotenv pydantic |
| 39 | +
|
| 40 | + References: |
| 41 | + - https://learn.microsoft.com/ja-jp/azure/ai-services/openai/how-to/structured-outputs?tabs=python |
| 42 | + """ |
| 43 | + |
| 44 | + client = AzureOpenAI( |
| 45 | + azure_endpoint=getenv("AZURE_OPENAI_ENDPOINT"), |
| 46 | + api_key=getenv("AZURE_OPENAI_API_KEY"), |
| 47 | + api_version=getenv("AZURE_OPENAI_API_VERSION"), |
| 48 | + ) |
| 49 | + |
| 50 | + completion = client.beta.chat.completions.parse( |
| 51 | + model=getenv("AZURE_OPENAI_GPT_MODEL"), |
| 52 | + messages=[ |
| 53 | + {"role": "system", "content": system}, |
| 54 | + {"role": "user", "content": user}, |
| 55 | + ], |
| 56 | + response_format=ResponseFormat, |
| 57 | + ) |
| 58 | + |
| 59 | + print(completion.choices[0].message.parsed) |
| 60 | + print(completion.model_dump_json(indent=2)) |
| 61 | + |
| 62 | + |
| 63 | +if __name__ == "__main__": |
| 64 | + args = init_args() |
| 65 | + |
| 66 | + # Set verbose mode |
| 67 | + if args.verbose: |
| 68 | + logging.basicConfig(level=logging.DEBUG) |
| 69 | + |
| 70 | + # Parse .env file and set environment variables |
| 71 | + load_dotenv() |
| 72 | + |
| 73 | + try: |
| 74 | + print_structured_output( |
| 75 | + system=args.system, |
| 76 | + user=args.user, |
| 77 | + ) |
| 78 | + except Exception as e: |
| 79 | + logging.error(e) |
0 commit comments