import openai import asyncio async def async_request(client, model, input_data): response = await client.embeddings.create(model=model, input=input_data) response = response.dict() data_list = response["data"] for i, embedding in enumerate(data_list): embedding["embedding"] = [] current_index = embedding["index"] assert i == current_index return response async def main(): client = openai.AsyncOpenAI(api_key="sk-1234", base_url="http://0.0.0.0:4000") models = [ "text-embedding-ada-002", "text-embedding-ada-002", "text-embedding-ada-002", ] inputs = [ [ "5", "6", "7", "8", "9", "10", "11", "12", "13", "14", "15", "16", "17", "18", "19", "20", ], ["1", "2", "3", "4", "5", "6"], [ "1", "2", "3", "4", "5", "6", "7", "8", "9", "10", "11", "12", "13", "14", "15", "16", "17", "18", "19", "20", ], [ "1", "2", "3", "4", "5", "6", "7", "8", "9", "10", "11", "12", "13", "14", "15", "16", "17", "18", "19", "20", ], [ "1", "2", "3", "4", "5", "6", "7", "8", "9", "10", "11", "12", "13", "14", "15", "16", "17", "18", "19", "20", ], ["1", "2", "3"], ] tasks = [] for model, input_data in zip(models, inputs): task = async_request(client, model, input_data) tasks.append(task) responses = await asyncio.gather(*tasks) print(responses) for response in responses: data_list = response["data"] for embedding in data_list: embedding["embedding"] = [] print(response) asyncio.run(main())