Created
November 12, 2024 12:56
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from pydantic import BaseModel | |
from typing import Dict, Any, TypeVar, Type, List, Optional, Union, Generic | |
import os | |
import json | |
from openai import OpenAI | |
client = OpenAI( | |
api_key=os.environ["GEMINI_KEY"], | |
base_url="https://generativelanguage.googleapis.com/v1beta/" | |
) | |
def create_json_schema(model: Type[BaseModel]) -> Dict[str, Any]: | |
schema = model.model_json_schema() | |
return { | |
"type": "json_schema", | |
"json_schema": { | |
"name": "test_schema", | |
"strict": True, | |
"schema": schema, | |
}, | |
} | |
class Relationship(BaseModel): | |
target: str | |
type: str | |
opinion: int # -100 to 100 | |
class StartCharacter(BaseModel): | |
name: str | |
title: str | |
class Character(BaseModel): | |
name: str | |
title: str | |
relationships: Optional[List[Relationship]] | |
tool_schema = create_json_schema(StartCharacter) | |
tools = [ | |
{ | |
"type": "function", | |
"function": { | |
"name": "Tribe_Game", | |
"description": "Create game structures", | |
"parameters": tool_schema['json_schema']['schema'] | |
} | |
} | |
] | |
messages = [{"role": "user", "content": "Create a Character with name, title."}] | |
response = client.chat.completions.create( | |
model="models/gemini-1.5-pro", | |
messages=messages, | |
tools=tools, | |
tool_choice={"type": "tool", "name": "Tribe_Game"} | |
) | |
print(response) | |
result = StartCharacter.model_validate(json.loads(response.choices[0].message.tool_calls[0].function.arguments)) | |
print(result) |
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