""" Copyright 2024, Zep Software, Inc. Licensed under the Apache License, Version 2.0 (the "License"); you may not use this file except in compliance with the License. You may obtain a copy of the License at http://www.apache.org/licenses/LICENSE-2.0 Unless required by applicable law or agreed to in writing, software distributed under the License is distributed on an "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. See the License for the specific language governing permissions and limitations under the License. """ import json import logging import typing from openai import AsyncOpenAI from openai.types.chat import ChatCompletionMessageParam from ..prompts.models import Message from .client import LLMClient from .config import LLMConfig logger = logging.getLogger(__name__) class OpenAIClient(LLMClient): def __init__(self, config: LLMConfig): self.client = AsyncOpenAI(api_key=config.api_key, base_url=config.base_url) self.model = config.model def get_embedder(self) -> typing.Any: return self.client.embeddings async def generate_response(self, messages: list[Message]) -> dict[str, typing.Any]: openai_messages: list[ChatCompletionMessageParam] = [] for m in messages: if m.role == 'user': openai_messages.append({'role': 'user', 'content': m.content}) elif m.role == 'system': openai_messages.append({'role': 'system', 'content': m.content}) try: response = await self.client.chat.completions.create( model=self.model, messages=openai_messages, temperature=0.1, max_tokens=3000, response_format={'type': 'json_object'}, ) result = response.choices[0].message.content or '' return json.loads(result) except Exception as e: logger.error(f'Error in generating LLM response: {e}') raise