From openai import openai documentation. This is straight from OpenAI.

From openai import openai documentation api_key = key preguntas = list() respuestas_gpt = list() mensajes = list() @app. Use environment variables to store API keys; Never commit API keys to version control; Implement key rotation and monitoring; Creating and Updating an Oct 22, 2024 · The issue arises from sending a schema direct from a Pydantic object, using a method to produce JSON. Since OpenAI embeddings are normalized, we opted to use inner product (<#>) because it is slightly more performant than other operators like cosine distance (<=>). I get that this is all new 1 day ago · Enhancing OpenAI Agents with OpenTelemetry. Feb 5, 2024 · My issue is here… I am doing a class and there using OPENAI ver 0. api_key = "YOUR_API_KEY" Mar 3, 2023 · Step 2: Set Up Your OpenAI API Key. 1. 5-turbo-instruct") """ azure_endpoint: Union [str, None] = None """Your Azure endpoint Nov 7, 2023 · import tkinter as tk import openai from tkinter import simpledialog from openai import OpenAI import threading from docx import Document from datetime import datetime openai. 0. Output types. metrics import average_precision_score, precision_recall_curve from tenacity import retry, stop_after_attempt, wait """OpenAI chat wrapper. create (model = "gpt-4o", instructions = "You are a coding assistant that talks like a pirate. 1 day ago · In the rapidly evolving world of artificial intelligence, two giants stand at the forefront: OpenAI and Microsoft Azure OpenAI. txt" , "r" ) as file : artificial_intelligence_wikipedia_text = file . Aug 4, 2024 · I am currently using the OpenAI api to help retrieve some key information needed from a legal document and return the information in a JSON file. Feb 22, 2024 · It looks like the example was updated for the python openai library released Nov 2023, which is not backwards-compatible. The latest and most popular OpenAI models are chat completion models. openai from openai import AzureOpenAI # gets the API Key from environment variable AZURE_OPENAI_API_KEY client Apr 3, 2023 · Intro Ever since OpenAI introduced the model gpt-3. AzureOpenAIEmbeddings [source] ¶. This may involve cleaning text files, converting PDFs to text, or organizing data in a API OpenAI использует ключи API для аутентификации. If you are unable to set that environment variable before your app starts, you can use the set_default_openai_key() function to set the key. Dec 30, 2024 · Get API Keys: Sign up for an account on OpenAI and obtain your API key. It includes a pre-defined set of classes for API resources that initialize themselves dynamically from API responses which makes it compatible with a wide range of versions of the OpenAI API. I thought that instead of using the built-in retrieval tool to access the documentation and API reference, it might yield better results if I upload the documentation as PDF files or add them to a vector store and build a search tool using function calling. Browse a collection of snippets, advanced techniques and walkthroughs. llms import openai from llama_index. A common choice is to use Pydantic objects, but we support any type that can be wrapped in a Pydantic TypeAdapter - dataclasses, lists, TypedDict, etc. api_key = '<API_KEY>' Explore the examples directory to see the SDK in action, and read our documentation for more details. Feb 14, 2024 · Hi trying to use the very simpel example on the documentation site from openai import OpenAI client = OpenAI() completion = client. output if item. core import ServiceContext from llama_index. This is awful UX for developers. This is straight from OpenAI. Dec 19, 2023 · Just going over to another window on my desktop, we can import the full openai python library to get all datatypes available, along with the demonstrated client method: import openai from openai import OpenAI # client = OpenAI(api_key="sk-xxxxx") # don't do this, OK? client = OpenAI() # will use environment variable "OPENAI_API_KEY" Apr 19, 2024 · import os from typing import List, Tuple, Optional from openai import OpenAI import tiktoken from tqdm import tqdm # open dataset containing part of the text of the Wikipedia page for the United States with open ( "data/artificial_intelligence_wikipedia. In the scope of this tutorial, we refer to combining multiple completion requests irrespective of the The OpenAI Python library provides convenient access to the OpenAI REST API from any Python 3. beta. deprecation import deprecated from langchain_core. At the time of this doc's writing, the main OpenAI models you would use would be: Image inputs: gpt-4o, gpt-4o-mini; Audio inputs: gpt-4o-audio-preview; For an example of passing in image inputs, see the multimodal inputs how-to guide. prompts import PromptTemplate from langchain. Please guide me about if it is depreciated or not because I am not able to import this class as well. api_key = 'sk-XXXX' # Function to set up the OpenAI client def setup_openai_client(): openai. Here is the code for reference: from typing_extensions import override from openai import AssistantEventHandler, OpenAI client = OpenAI() class EventHandler(AssistantEventHandler): @override def on_text_created(self, text) -> None: print(f"\\nassistant > ", end="", flush=True) @override def on_tool Nov 9, 2023 · My issue is solved. """ from __future__ import annotations import logging import os import sys import warnings from typing import (TYPE_CHECKING, Any, AsyncIterator, Callable, Dict, Iterator, List, Mapping, Optional, Sequence, Tuple, Type, Union,) from langchain_core. create ( model = "gpt-4o", input = "Explain disestablishmentarianism to a smart five year old. You are currently on a page documenting the use of OpenAI text completion models. By default, the SDK looks for the OPENAI_API_KEY environment variable for LLM requests and tracing, as soon as it is imported. The OpenAI Agents SDK enables you to build agentic AI apps in a lightweight, easy-to-use package with very few abstractions. You can find the Apr 23, 2024 · Here is what I did to get a file attached to a thread using the Messages object. The Agents SDK has a very small set of primitives: Mar 4, 2025 · For more detailed information on the OpenAI Python library, refer to the official documentation at OpenAI Python Library Documentation. api_key = "YOUR_API_KEY" Mar 8, 2025 · Hey, squad. route(‘/’) def from langchain_anthropic import ChatAnthropic from langchain_core. Compatible with GPT-4 Turbo and all GPT-3. Nov 26, 2024 · Prerequisites: Import libraries, set API key (if needed) Collect: We download a few hundred Wikipedia articles about the 2022 Olympics; Chunk: Documents are split into short, semi-self-contained sections to be embedded; Embed: Each section is embedded with the OpenAI API Any parameters that are valid to be passed to the openai. retrieve(“asst_abc123”) print(my_assistant) The openai should be swapped with client Dec 10, 2024 · My team built a poc using aws, wondering the pros and cons of using OpenAI. Mar 26, 2024 · So what parameters OpenAI class expects i am getting errors in my code any one suggest the best solution import streamlit as st from llama_index. get ("OPENAI_API_KEY"),) response = client. code-block:: python from langchain_community. display import Audio, display load_dotenv(find Sep 2, 2022 · Open-source examples and guides for building with the OpenAI API. В России доступ к API OpenAI ограничен. content from documents that are too big to fit into the context window. from pymilvus import model openai_ef = model. When I run the code “file_response = client. Has anyone already created a OpenAI compatibility. ImportError: cannot import name ‘OpenAI’ from ‘openai’ Run: pip install openai --upgrade. 6 hours ago · Install the OpenAI Python library: pip install openai Set up your OpenAI API key: from openai import OpenAI client = OpenAI(api_key="your-api-key-here") Best Practices for API Key Management. Wherever you look, people inquire about the best way to do this. An object specifying the format that the model must output. Jun 22, 2024 · The title says it all, the example in the documentation for streaming doesn’t actually stream. create -m text-davinci-003 -p "Say this is a test"-t 0-M 7--stream Node. create" I also added this not sure if its necessary: from openai import OpenAI client Aug 2, 2024 · spec = f """ openapi: 3. vectorstores. As AI continues to reshape industries and drive innovation, understanding the nuances between these platforms is crucial for senior practitioners and decision-makers. Our API is designed to be compatible with OpenAI’s client libraries, which means you can keep using the same code structure, just change a few configuration settings. chat. env file dotenv Mar 3, 2023 · Step 2: Set Up Your OpenAI API Key. Feb 13, 2024 · Hello, In the OpenAI github repo, it says that one could use AsyncOpenAI and await for asynchronous programming. Nov 9, 2023 · I was thinking of building a quick assistant to help out with writing Python code related to the OpenAI API. Setting to { "type": "json_object" } enables JSON mode, which guarantees the message the model generates is valid JSON. The issue that I am encountering is that although I provide explicit instructions The official Python library for the OpenAI API. llms import AzureOpenAI openai = AzureOpenAI(model_name="gpt-3. js 库，你可以通过在 Node. decomposition import PCA from sklearn. Here is the code I am using: import os from openai import OpenAI from dotenv import load_dotenv, find_dotenv _ = load_dotenv(find_dot&hellip; langchain_openai. Помните, что ваш ключ API - это секрет! Nov 26, 2023 · In other documentation I’ve seen and even when I’ve asked ChatGPT what the correct capitlisation should be, it seems it used to be openai, i. Jan 13, 2025 · from langchain_community. The python script I am running preprocesses the legal document to abstract the pdf as text and feeds the text along with a prompt from a seperate text file to the API. If you’re already using OpenAI’s Vision API in your applications, you can easily switch to Moondream. create( model=&quot;gpt-3. document_loaders import PyPDFLoader from langchain_openai import OpenAIEmbeddings from langchain_community. Fine-tuning is not knowledge. We will create a Vector Store on OpenAI API and upload our PDFs to the Vector Store. create" In the new version i had try different methods like the one above and "response =client. from typing import Dict, List, Union, Iterable, Optional documentation about 6 days ago · import re import json import requests from datetime import datetime from typing import List, Dict, Any, Optional from pydantic import BaseModel, Field # Import the Agent directly from openai_agents from agents import Agent, function_tool from ollama_client import OllamaClient from document_memory import DocumentMemory # Import the agent adapter OpenAI recently released Distillation which allows to leverage the outputs of a (large) model to fine-tune another (smaller) model. AzureOpenAIEmbeddings¶ class langchain_openai. 0 info: title: OpenAI API documentation search description: API to perform a semantic search over OpenAI APIs version: 1. environ. express as px from scipy import spatial from sklearn. embeddings. Make sure you modify the examples to match your database. 8+ application. # The following are methods for adding training data. completions. 6 days ago · import time import base64 from openai import OpenAI client = OpenAI() def computer_use_loop(instance, response): """ Run the loop that executes computer actions until no 'computer_call' is found. Notably, our SDK is compatible with any model providers that support the OpenAI Chat Completions API format. core import VectorStoreIndex from llama_index. The script I’ve provided is linear, progressing through building the Apr 1, 2023 · In the OpenAI documentation itself it’s recommended to use embeddings instead of fine-tuning for knowledge. manifold import TSNE from sklearn. playback import play from dotenv import load_dotenv, find_dotenv from IPython. 3 days ago · Hi , I’m trying to integrate Twilio with OpenAI’s real-time API tool calling feature, but I’m facing issues where the tool call isn’t working as expected. 2. read() Aug 30, 2024 · import os import re import requests import sys from num2words import num2words import os import pandas as pd import numpy as np import tiktoken from openai import AzureOpenAI import openai import os import re import requests import sys from num2words import num2words import os import pandas as pd import numpy as np from openai. 5-turbo&quot;, messages=[ {&quot;role&quot;: &quot;system&quot;, &quot;&hellip; Apr 1, 2023 · A very common use case for GPT involves question answering with external data. This can significantly reduce the price and the latency for specific tasks as you move to a smaller model. The API also makes it easier to store data on OpenAI so developers can evaluate agent performance using features such as tracing and evaluations. api_key = 'sk-XXXX' return OpenAI() # Function to generate text for each section using OpenAI's API def generate_text_for_section Dec 4, 2023 · Orders the documents by negative inner product (<#>) ascending. js 项目目录中运行以下命令来安装它： Nov 27, 2023 · import textwrap as tr from typing import List, Optional import matplotlib. """ while True: computer_calls = [item for item in response. env file load Nov 7, 2023 · In the page: OpenAI Platform The python code refers to the object as client and then references it as openai instead from openai import OpenAI client = OpenAI() my_assistant = openai. responses. This is available only in version openai==1. Jan 20, 2025 · OpenAI File Upload, Assistant Creation, and Chat Thread Implementation using GPT-4o and GPT-4o MINI Python Code # Standard Python libraries import os import base64 from datetime import datetime from PIL import Image from io import BytesIO from matplotlib import pyplot as plt # External libraries import openai from dotenv import load_dotenv # Load environment variables from . Once you have your API key, replace "YOUR_API_KEY" in the code snippet below with your API key: import openai openai. This AI Assistant is designed to interact with backend systems, providing data-driven insights and automated responses based on natural language queries. Получить ключ API можно с помощью сервиса ProxyAPI - доступ к OpenAI API в России. embeddings_utils Mar 29, 2024 · Do you want to build a chatbot using retrieval argument generation? Starting a project and can’t decide between relational, object-oriented, hierarchical, network, NoSQL, column-family, document-oriented, graph, time-series, or in-memory databases? Why not throw all those choices in a blender and pour yourself a tall glass of surrealDB? If you like myself is a connoisseur of all the things Jun 12, 2024 · This repository contains the code for building and deploying an AI Assistant using OpenAI’s API, which includes capabilities for processing and analyzing data with a powerful code interpreter. create(file=open(file_path,‘rb’),purpose=‘assistants’) OpenAI Agents SDK. openai import openai 6 ``` 7 8 Langfuse automatically tracks: 9 10 - All prompts/completions with support for streaming, async and functions 11 - Latencies 12 - API Nov 21, 2023 · I am using the gpt-4 model and I want it to be able to read documents and respond to me based on the documents, how can I do that? Attached example of my code: from flask import Flask, render_template, request import openai import os app = Flask(name) key = “XXXXXXXXXXXXXXXXXXXXX” openai. I have gone through every single thread online and tried upgrading my openai version, downgrading my op&hellip; This will help you get started with OpenAI embedding models using LangChain. I’ve followed all the guidelines from the OpenAI documentation, but I’m encountering issues when I try to run the script. Azure OpenAI Service provides access to OpenAI's models including the GPT-4o, GPT-4o mini, GPT-4, GPT-4 Turbo with Vision, GPT-3. str) outputs. I’m trying to learn how to do function calls in the Playground, and it says “Submit output” For the life of me I cannot find ANYTHING that explains what that does. pydantic_v1 import BaseModel, Field class AnswerWithJustification (BaseModel): '''An answer to the user question along with justification for the answer. file = client. callbacks import from typing import Optional from langchain_openai import AzureChatOpenAI from langchain_core. How may one come by such an openai api documentation dump in a nice format? Any insights appreciated! from langchain_anthropic import ChatAnthropic from langchain_core. Note: OpenAI compatibility is experimental and is subject to major adjustments including breaking changes. ChatCompletion. llms import OpenAI from langchain. Mar 11, 2025 · The Responses API is a new API that focuses on greater simplicity and greater expressivity when using our APIs. ” (I can’t add links to this post) Azure OpenAI Service documentation. ''' answer: str # If we provide default values and/or descriptions for fields, these will be passed Feb 25, 2024 · When a question is entered, # It creates a message with the question, adds it to the thread, and runs the assistant on the thread # Finally, it displays the response from ChatGPT and starts the loop again # Input: a document such as a text file, and user-entered questions # Output: displays responses to the questions about the document import Mar 13, 2024 · Both python openai library and curl thread run create for new streaming feature functioned… But it’s very hard to adapt previous chat completion streaming code to new interface. Confusing at best, misleading at worst. Prepare Your Documents: Gather and preprocess the documents you wish to analyze. Example:. 5-turbo, aka ChatGPT, to the OpenAI API on the Chat Completions endpoint, there has been an effort to replicate “batching” from existing users of the completions endpoint migrating to ChatCompletions - owing to the economical pricing. It is important to note though this only works because . 28, but i have install the latest OPENAI ver 1. 2 3 ```diff 4 - import openai 5 + from langfuse. type == "computer_call"] if not computer_calls: print("No computer call found. ", input = "How do I check if a Python object is an instance of a class Explore resources, tutorials, API docs, and dynamic examples to get the most out of OpenAI's developer platform. I used NotebookLM Plus to create it and took me 5 hours. utils import ConfigurableField from langchain_openai import ChatOpenAI model = ChatAnthropic (model_name = "claude-3-sonnet-20240229"). 🔍 Use OpenAI's robust web search in Claude App Feb 19, 2025 · By leveraging Azure OpenAI and a SAS Studio custom step, you can generate clear, detailed, and governance-focused flows documentation in seconds. It’s two people talking. If you don’t already have one, you can get one by following the instructions provided in the OpenAI API documentation. dense. This allows us to retrieve documents that match closest first. The OpenAI Python library provides convenient access to the OpenAI API from applications written in the Python language. It is designed for multiple tools, multiple turns, and multiple modalities — as opposed to current APIs, which either have these features bolted onto an API designed primarily for text in and out (chat completions) or need a lot bootstrapping to perform simple actions (assistants api). Because new versions of the OpenAI Python library are being continuously released - and because API Reference and Cookbooks, and github are USELESS to describe what to do with the data return (or even show how to catch the API return) - I thought I’d demonstrate a basic application for you. azure. pyplot as plt import plotly. chains import LLMChain # Load environment variables load_dotenv() # Initialize the OpenAI language model llm = OpenAI(temperature=0. cloudfunctions. configurable_alternatives (ConfigurableField (id = "llm"), default_key = "anthropic", openai = ChatOpenAI ()) # uses the default model Oct 16, 2024 · Hi forum, I’m following the batch api documentation to process my translation tasks. content(batch_input_file_id)”, I didn’t retrieve the results but my input instead. It enables you to use high-quality OpenAI tools like web search and code interpreter with Claude and other MCP-compatible models. We build UI in Salesforce to allow a user to upload a document, passes it to AWS and returns extracted text. Configuring the SDK API keys and clients. from openai import openai however, that seems to have changed, as the documentation above suggests, and this code runs fine. import Fastify from 'fastify'; import WebSocket from 'ws'; import dotenv from 'dotenv'; import fastifyFormBody from '@fastify/formbody'; import fastifyWs from '@fastify/websocket'; // Load environment variables from . core import chat_engine from openai import OpenAI from dotenv import load Sep 12, 2023 · Hello Community, I’ve successfully fine-tuned a model and I’m trying to implement it using a Python script. However, they missed updating the old parameter “engine”. Unless you are specifically using gpt-3. The output is an embedded audio file on which I manually clicked ’ Play’. create call can be passed in, even if not explicitly saved on this class. configurable_alternatives (ConfigurableField (id = "llm"), default_key = "anthropic", openai = ChatOpenAI ()) # uses the default model The REST API documentation can be found on platform. For fully-featured access to the Ollama API, see the Ollama Python library, JavaScript library and REST API. 6 hours ago · import os from dotenv import load_dotenv from langchain. net description: Main (production) server paths: /openai_docs_search: post: operationId: openai_docs_search summary: Perform a search Open-source examples and guides for building with the OpenAI API. runnables. Nov 8, 2023 · Hi Team, I made a small tweak to the provided TTS code from OpenAI documentation page and it worked. 11 The legacy version i can do this and it works "response = openai. 5-turbo-instruct, you are probably looking for this page instead. By default, the SDK doesn't emit OpenTelemetry data, as noted in GitHub issue #18. import os import asyncio from openai import AsyncOpenAI client = AsyncOpenAI ( # This is the default and can be omitted api_key = os. However, this does not have the API’s strict parameter required for activating structured outputs, nor are you taking advantage of OpenAI’s library which has new methods enhanced for accepting and validating based on a pydantic BaseModel $ openai api completions. " import os from openai import OpenAI client = OpenAI (# This is the default and can be omitted api_key = os. This section will guide you through the core concepts, setup, and usage of the API, ensuring you can leverage its full potential effectively. core import SimpleDirectoryReader from llama_index. Nov 11, 2023 · How to use DALL-E 3 in the API. . files. faiss import FAISS from langchain. Documentation See the OpenAI […] OpenAI large language models. Feb 20, 2023 · Open-source examples and guides for building with the OpenAI API. It's a production-ready upgrade of our previous experimentation for agents, Swarm. Python # importing openai module into your openai environment import openai # assigning API KEY to initialize openai environment openai . The OpenAI Agents SDK provides powerful capabilities for building agent-based applications. Happy learning. Could someone please elaborate on these two questions: Given the following code, if all the code we have is calling different OpenAI APIs for various tasks, then is there any point in this async and await, or should we just use the sync client? Given the following steps mentioned You can see the list of models that support different modalities in OpenAI's documentation. js 库 我们还有一个 Node. 5-Turbo, DALLE-3 and Embeddings model series with the security and enterprise capabilities of Azure. It’s all good until I was trying to retrieve the processing results. Contribute to openai/openai-python development by creating an account on GitHub. Nov 7, 2023 · The official documentation is really lacking. I converted the OpenAI documentation into a 10 hour podcast that introduces you to all the terms. OpenAI Python Library. assistants. The library includes type definitions for all request params and response fields, and offers both synchronous and asynchronous clients powered by httpx. e. Feb 5, 2025 · The OpenAI Assistants API provides a powerful interface for integrating advanced AI capabilities into your applications. By default, agents produce plain text (i. _api. To use, you should have the openai python package installed, and the environment variable OPENAI_API_KEY set with your API key. Bases: OpenAIEmbeddings Dec 29, 2023 · With the migration change due January 4th, I am trying to migrate openai to a newer version, but nothing is working. Alongside those inquiries are heated arguments about whether or not fine-tuning is a viable option for this use case. 0 Nov 14, 2023 · In the recent deep dive video, an „OpenAI api Wizard“ GPT is created using a markdown dump of the entire openai api documentation. How would this be done with OpenAI and do you magicians have any thoughts on it. Share your own examples and guides. 5 Turbo models newer than gpt-3. Try this code: import io from openai import OpenAI from pydub import AudioSegment from pydub. You will need to set up an OpenAI API key. 7) # Create a prompt template prompt = PromptTemplate( input_variables=["topic Mar 11, 2025 · The Responses API is designed for developers who want to easily combine OpenAI models and built-in tools into their apps, without the complexity of integrating multiple APIs or external vendors. memory import 4 days ago · openai-tool2mcp is a lightweight, open-source bridge that wraps OpenAI's powerful built-in tools as Model Context Protocol (MCP) servers. Any parameters that are valid to be passed to the openai. By following these steps, you will have the OpenAI Python library installed and ready for use in your projects. OpenAI Compatibility. It’s the first orange thumbnail video that appears when you YouTube “OpenAI Documentation Podcast. # DDL statements are powerful because they specify table names, colume names, types, and potentially relationships vn. Make sure to keep this key secure, as it provides access to OpenAI’s powerful language models. I can confidently say that people who tend to believe that it is, end up with fine-tuned models which spit absolute nonsense. Simply import `AsyncOpenAI` instead of `OpenAI` and use `await` with each API call: Typed requests and responses provide autocomplete and documentation within Jan 2, 2025 · Step 2: Now import the OpenAI library in your Python environment and add your API key to the environment by executing the following lines of code in your text editor. This resource provides comprehensive guidance on using the library effectively. 5-turbo-1106. May 20, 2024 · Hi, Im trying out the example from OpenAI documentation but I am getting failed only. os import openai Oct 17, 2024 · I like the new SDK helper to parse the model’s output: from pydantic import BaseModel from openai import OpenAI client = OpenAI() class ResearchPaperExtraction(BaseModel): title: str authors: list[str] abstract: str keywords: list[str] # How do I add a description for this or any of the parameters? # How does the model know exactly how to use this? will it infer on its own or we specify this Jun 11, 2020 · In addition to being a revenue source to help us cover costs ⁠ in pursuit of our mission ⁠, the API has pushed us to sharpen our focus on general-purpose AI technology—advancing the technology, making it usable, and considering its impacts in the real world. OpenAI will read those PDFs, separate the content into multiple chunks of text, run embeddings on those and store those embeddings and the text in the Vector Store. It’s unintuitive and I can’t seem to understand WHAT it’s doing or WHY. And, if it is, then why are all of the services that offer question answering on custom data based on retrieval augmented generation 1 """If you use the OpenAI Python SDK, you can use the Langfuse drop-in replacement to get full logging by changing only the import. Here are the steps I’ve taken: Reading the Literature Review and Fine-Tuning Dataset: The script successfully reads my literature review and fine-tuning Aug 24, 2024 · If OpenAI() class depreciated in the openai then why it is showing on the openai site in quick start manu. OpenAIEmbeddingFunction( model_name= 'text-embedding-3-large', # Specify the model name api_key= 'YOUR_API_KEY', # Provide your OpenAI API key dimensions= 512 # Set the embedding dimensionality) Parameters: model_name (string) The name of the OpenAI model to use for encoding. train (ddl = """ CREATE TABLE IF NOT EXISTS my-table (id INT PRIMARY KEY, name VARCHAR(100), age INT) """) # Sometimes you may want to add documentation about your Mar 11, 2025 · Creating Vector Store with our PDFs. 0 servers: - url: https:// {region}-{project_id}. Documentation has been stating it for a while which is why we are adamant about it. get ("OPENAI_API_KEY"), ) async def main -> None: response = await client. For detailed documentation on OpenAIEmbeddings features and configuration options, please refer to the API reference. If you want the agent to produce a particular type of output, you can use the output_type parameter. Explore resources, tutorials, API docs, and dynamic examples to get the most out of OpenAI's developer platform. vval lpes rkg ciaygawq hwpowv tkvzzj swoxo iwjgs uihr vqbyn erdsul gri mnl rhxg gydk