Azure openai client python

Azure openai client python. 7+ application. g. Copy the following code into the Jan 9, 2024 · Install the Azure AI Search client library for Python with pip: pip install azure-search-documents Prerequisites. 0,<2. 7 or later is required to use this package. More in-depth step-by-step guidance is provided in the getting started guide. Here are examples of how to use it to call the ChatCompletion for each provider: # openai_chatcompletion. For example when the network is congested, the server might never see the API call, so the timeout will be managed by the client. - GitHub - Azure/azure-openai-samples: Azure OpenAI Samples is a collection of code samples illustrating how to use Azure Open AI in creating AI solution for various use cases across industries. Contribute to openai/openai-python development by creating an account on GitHub. This is a feature request for the Python library Describe the feature or improvement you're requesting We proxy the Azure OpenAI service using AP 6 days ago · In the Azure portal, search your resource group. 20. question_list = ['Who is sachin','Who is good player May 10, 2024 · Azure OpenAI Service lets you tailor our models to your personal datasets by using a process known as fine-tuning. PS C:\dev\openai\python> python. ChatCompletion. This article provides reference documentation for Python and REST for the new Assistants API (Preview). Assign role. SynapseML. You can access the service through REST APIs, Python SDK, or the web-based interface in the Azure OpenAI Studio. NET; Azure OpenAI client library for JavaScript; Azure OpenAI client library for Java; Azure OpenAI client Feb 15, 2024 · Azure OpenAI does not yet support Assistants V2. """. May 2, 2024 · Azure OpenAI is deployed as a part of the Azure AI services. 5 days ago · This article shows you how to deploy and run the Enterprise chat app sample for Python. 5-turbo is great because it can do everything DaVinci can but its cheaper (1/10 the cost) the down side is that - for it to perform the same as DaVinci it might require bigger input and the input might be more complex. """Test OpenAI's ChatCompletion endpoint""". load_dotenv() 5 days ago · The OpenAI Python library provides convenient access to the OpenAI REST API from any Python 3. This repository is mained by a community of volunters. This sample implements a chat app using Python, Azure OpenAI Service, and Retrieval Augmented Generation (RAG) in Azure AI Search to get answers about employee benefits at a fictitious company. Apr 10, 2024 · Confirm this is a feature request for the Python library and not the underlying OpenAI API. Python. This version of the client library defaults to the latest supported API version, which currently is 2023-04-01. import os import openai import dotenv dotenv. For example, the following code from the article Example: use Azure storage specifies an HTTPS proxy with user credentials with the BlobClient Nov 20, 2023 · Hi All, How do we now handle asynchronous calls to the API now that acreate has been removed? previously I could do this. To create a new search service, you can use the Azure portal, Azure PowerShell, or the Azure CLI. response = openai. Client ( api_key="sk-fake123" ) assistant = client. import asyncio from async_openai import OpenAI, settings, CompletionResponse # Environment variables should pick up the defaults # however, you can also set them explicitly. Nov 10, 2023. GPT-4o ("o is for "omni") is the latest preview model from OpenAI launched on May 13, 2024. GPT-3. ChatGPT and GPT-4 are language models optimized for conversational interfaces. Python 16. This code was found in a forum post here. ️ 3. To send out the Azure Open AI response in real-time streaming through HTTP response in Python, you can use Server-Sent Events (SSE) to stream the response from the backend to the frontend. C#: Program. For custom configuration, you can specify a proxy for a specific client object or operation method. OpenAI や Azure OpenAI Service で日本語を処理させる場合、トークン数は必ずしも人間の直感的な形態素数とは一致しません。実際には形態素数でも文字数でもバイト数で Mar 27, 2023 · Mar 27, 2023. To deploy the GA model from the Studio UI, select GPT-4 and then choose the turbo-2024-04-09 version from the dropdown menu. ] This repository contains a Python Notebook that shows you how easy it is to deploy and use Azure OpenAI along with Azure Cognitive Search, Azure Storage and Visual Studio Code to make sense of large amounts of data. Code is shown below: Feb 15, 2024 · Azure OpenAI Service gives customers advanced language AI with OpenAI GPT-4, GPT-3, Codex, DALL-E, Whisper, and text to speech models with the security and enterprise promise of Azure. Important. py uses the regular OpenAI API library with the gpt4 model to complete its Nov 8, 2023 · The API is the exact same as the standard client instance based API. Including guidance to the model that it should produce JSON as part of the messages conversation is required. OpenAI; using Azure; namespace OpenAiTest { public class OpenAIConsumer { // Add your own values here to test private readonly OpenAIClient _client; private readonly string baseOpenAiUrl = ""; private readonly string openAiApiKey = ""; private readonly string _model = ""; public ChatCompletionsOptions Options { get; } public Get started with pay-as-you-go pricing. 8, which supports both Azure and OpenAI. py # Add Azure OpenAI package from openai import AzureOpenAI In the application code for your language, replace the comment Initialize the Azure OpenAI client… with the following code to initialize the client and define our system message. This is an issue with the Python library; Describe the bug. beta. Feb 8, 2024 · The console output includes the prompt for you to begin speaking, then your request as text, and then the response from Azure OpenAI as text. \openai-speech. Azure OpenAI getting started Get Started Migrate to OpenAI Python 1. Azure OpenAI on your data enables you to run supported chat models such as GPT-3. Oct 12, 2023 · Before the gateway forwards the request to the OpenAI service it needs to authenticate the client by looking at the Authorization header. Nov 12, 2023 · I have written code that extracts text from a PDF document and converts it into vectors using the text-embeddings-ada-002 model from Azure OpenAI. assistants. Create a new file named ImageGeneration. 5. You need an Azure subscription and an Azure AI Search service to use this package. run(app, debug=True) It’s current objective is to be the handler of three submodules: app1. After you make this change it can 6 days ago · Description. By using this model, you can find the most relevant documents at a much lower cost. Use the model’s response to call your API or function. A set of models that improve on GPT-3. sid) socketio. An Azure subscription. app1 and app2 utilize the Azure OpenAI Python SDK with the bring your own data (BYOD) adapter and app3. Create a sample application. py Azure OpenAI is listening. RestClient in VS Code, PostMan, curl, Oct 19, 2023 · The Azure libraries are how you communicate with Azure services from Python code that you run either locally or in the cloud. The official Python library for the OpenAI API. Instead, you can use the AsyncOpenAI class to make asynchronous calls. Look for the logs, which reference the Azure OpenAI resources. So, my only bet was and is, the OpenAI dev team. prompt = PromptTemplate. Azure OpenAI client library for . 1%. To use AAD in Python with LangChain, install the azure-identity package. Nov 15, 2023 · Chat. Dec 1, 2023 · For more information about Azure OpenAI RBAC roles see here. create with gpt-3. Create a pay-as-you-go account. In addition, the service API has changed from semantic to date-based versioning. The format of a basic chat completion is: Copy. 本記事では. Sep 25, 2023 · Prerequisites. Setup. Azure OpenAI does not yet support Assistants V2. Samples for working with Azure OpenAI Service. However, text-embedding-ada-002 offers higher accuracy in most processes and is considerably Chores. gpt-3. Create one for free. This command creates a simple "Hello World" project with a single C# source file: Program. This article walks you through the common changes and differences you'll experience when working across OpenAI and Azure OpenAI. You will need this access in order to create OpenAI resources and try out the last OpenAI portion of the notebook. 0から Nov 10, 2023 · Assistants API Overview (Python SDK) Ilan Bigio. # `api_key` - Your OpenAI API key. Nov 10, 2023 · OpenAI DevDay!!!興奮しましたね！ gpt-4-vision-previewが早速利用できるということで、その日の朝からJupyterNotebookで開発している環境のopenaiライブラリをpip install -U openaiで更新し、「たぁのしー」「おー」とか言いながらと優雅に公式ドキュメントのクイックスタートとか見ながら遊んでました！ Microsoft's Azure team maintains libraries that are compatible with both the OpenAI API and Azure OpenAI services. Currently, access to this service is granted only by application. We recommend that you always instantiate a client (e. ! pip install "openai>=1. 最終的には、 PromptGenerator メソッドを用いて生成したプロンプトを使って GPT-4 でテストコードを生成 Apr 4, 2023 · Write a long-running program. Feb 15, 2024 · In this article. 1 or later version; An Azure OpenAI Service resource with a model deployed. env file which will contain Azure OpenAI endpoint, key, deployment name: AZURE_OAI Apr 22, 2024 · The Assistants API supports function calling, which allows you to describe the structure of functions to an Assistant and then return the functions that need to be called along with their arguments. Whisperではdataclassが使われていましたがOpenAI SDK v1. It is generated from our OpenAPI specification with Stainless. Set an environment variable called OPENAI_API_KEY with your API key. With Azure OpenAI, customers get the Jul 11, 2022 · This example will cover embeddings using the Azure OpenAI service. acreate After the update, to call the chat completion API you’d use response = client. You can read my former article here on how to create an Azure OpenAI deployment. 3 days ago · Simple Chat Application using Azure OpenAI (Python) This repository includes a simple Python Quart app that streams responses from ChatGPT to an HTML/JS frontend using JSON Lines over a ReadableStream. The management APIs are also used for deploying models within an Azure OpenAI resource. However, since the openai-python repo is managed primarily by OAI, Microsoft declined to assist in this matter. 8 or later. The default quota for the gpt-4-turbo-2024-04-09 model will be the same as current quota for GPT-4-Turbo. create (. This multimodal approach enhances accuracy and responsiveness in human-computer interactions. First, we install the necessary dependencies and import the libraries we will be using. GPT-4o & GPT-4 Turbo NEW. 0%. Jul 20, 2023 · Hello Eric. dotenv. Read the library documentation below to learn how you can use them with the OpenAI API. Below is a simplified pseudocode that captures the essence of the operation causing the Apr 18, 2024 · The Azure OpenAI service samples are a set of self-contained Java programs that demonstrate interacting with Azure OpenAI service using the client library. create(. Thanks for reaching out to us, one way you may considerate to do it is SSE(server-sent events). Change your directory to the newly created app folder. Just decorate any test function that makes a call to the OpenAI API (either using openai-python or with HTTPX ). (Whether you can run Python code within the scope of a particular service depends on whether that service itself currently supports Python. In this example, you learn how to create a batch endpoint to deploy ADA-002 model from OpenAI to compute embeddings at scale but you can use the same approach Apr 5, 2023 · APIキーベースでAzure OpenAI Serviceが利用できる程度の環境は整っていると想定しています。 具体的には、Azure OpenAI Serviceのリソースが作成され、デプロイメントが作成でき、またPython環境やopenaiライブラリがインストールされている環境です。 Pythonライブラリ： Azure Overview; Overview of Azure Cosmos DB; Overview of Azure OpenAI; Overview of AI Concepts; Explore the Azure OpenAI models and endpoints (console app) Provision Azure resources; Create your first Cosmos DB project; Load data into Azure Cosmos DB API for MongoDB; Use vector search on embeddings in vCore-based Azure Cosmos DB for MongoDB Feb 3, 2023 · This role allows to use the Azure OpenAI Studio, but does not allow to deploy models and change anything. from_template(template) llm = OpenAI() If you manually want to specify your OpenAI API key and/or organization ID, you can use the following: llm = OpenAI(openai_api_key="YOUR_API_KEY", openai_organization="YOUR_ORGANIZATION_ID") Remove the openai_organization parameter should it not Nov 17, 2023 · APPLIES TO: Azure CLI ml extension v2 (current) Python SDK azure-ai-ml v2 (current) Batch Endpoints can deploy models to run inference over large amounts of data, including OpenAI models. May 1, 2024 · Deploying GPT-4 Turbo with Vision GA. Each sample focuses on a specific scenario and can be executed independently. This command will send a request to OpenAI’s Images API and create one image from the text prompt "a vaporwave computer". In VS Code, open an empty folder and create three files: . js and open it in your preferred code editor. However, I now want to use Azure OpenAI to interact with this data and retrieve a generated result. 2. Store your embeddings and perform vector (similarity) search using your choice of Azure service: Azure AI Search; Azure Cosmos DB for MongoDB vCore; Azure SQL Database Apr 6, 2024 · Prepare to develop an app in Visual Studio Code. import openai import openai_responses @openai_responses. 9%. From the list of resources in the group, select the Container App resource. cs. The OpenAI Python library provides convenient access to the OpenAI REST API from any Python 3. AI. Env: [`OPENAI_API_KEY`] # `url` - The URL of the OpenAI API. This is true of just about every API call (not just OpenAI). import os import asyncio from openai import AsyncAzureOpenAI. The library includes type definitions for all request params and response fields, and offers both synchronous and asynchronous clients powered by httpx. py. Azure OpenAI Service offers industry-leading coding and language AI models that you can fine-tune to your specific needs for a variety of use cases. Install the Azure OpenAI client library for JavaScript with npm: npm install @azure/openai Your app's package. All Azure AI services rely on the same set of management APIs for creation, update, and delete operations. The example presented here showcases simple chat completion operations and isn't intended to serve as a tutorial. response = await openai. 0. The app is seeded with PDF files including the employee handbook Feb 28, 2024 · Quick Usage. load_dotenv() Learn more about using Azure OpenAI and embeddings to perform document search with our embeddings tutorial. I was able to achieve this using the openai official python library. import os. The call does not successfully connect. env file at the root of your repo containing OPENAI_API_KEY=<your API key>, which will be picked up by the notebooks. This example will cover chat completions using the Azure OpenAI service. The feature is currently in preview. Dec 14, 2023 · At a high level you can break down working with functions into three steps: Call the chat completions API with your functions and the user’s input. py and app3. . exe . Jun 21, 2023 · These APIs include the text analysis and natural language processing features found in the previous versions of the Text Analytics client library. Management APIs reference documentation. The repository is designed for use with Docker containers, both for local development and deployment, and includes infrastructure files for This repository is mained by a community of volunters. Contribute to Azure/openai-samples development by creating an account on GitHub. NETでの実装を紹介しています。. Sep 9, 2023 · When we are doing this with asynchronous for the same number of documents it takes 1. Answer: Let's think step by step. Use the chat app to generate traffic in the log. When you use the Python API, a list of dictionaries is used. # Setting the auth headers auth_headers = {. This article will provide a step-by-step guide on how to While OpenAI and Azure OpenAI Service rely on a common Python client library, there are small changes you need to make to your code in order to swap back and forth between endpoints. Access granted to Azure OpenAI in the desired Azure subscription. Feb 16, 2024 · OpenAI と Azure OpenAI Service は共通の Python クライアント ライブラリに依存していますが、これらのエンドポイントの間でやり取りするには、コードを少し変更する必要があります。 この記事では、OpenAI と Azure OpenAI で作業するときに発生する一般的な変更と Azure OpenAI Service gives customers advanced language AI with OpenAI GPT-3, Codex, and DALL-E models with the security and enterprise promise of Azure. Generate images with DALL-E. OpenAI; Python: test-openai-model. Here’s an example of how you can use it: model="gpt-4", messages=messages, tools=functions, temperature=0. chat. Azure Functions Python SDKの仕様により、記事執筆時点ではPythonでStreamを中継することができません。. See below for more details. Oct 7, 2023 · ちゃっす (/・ω・)/ みんな大好き OpenAI Python Library が v1 になるにつれてちょいと挙動が変わるみたいなのでメモがてら主要なところを自分用に整理しておくのだ☆ （いうてほとんど DeepL 先生の翻訳だけども） 詳細は公式を見てね (/・ω・)/ とりあえず現時点 Microsoft's Azure team maintains libraries that are compatible with both the OpenAI API and Azure OpenAI services. We welcomed your contributions. 5 and can understand and generate natural language and code. mock() def test_create_assistant (): client = openai. Configure the settings, such as region, pricing tier Oct 9, 2023 · using Azure. Now we are testing the Question Answer model. cs The following Python libraries: os, requests, json, openai, azure-identity. Azure OpenAI co-develops the APIs with OpenAI, ensuring compatibility and a smooth transition from one to the other. Library source code | Package (PyPi) | Prerequisites. 5-Turbo and GPT-4 on your data without needing to train or fine-tune models. Feb 29, 2024 · Background Hey everyone We’ve been chasing some 408 Request Timeout errors when our Python application, deployed on Azure Functions, uses the OpenAI Assistants API. The messages parameter takes an array of message objects with a conversation organized by role. Next, install the Azure Identity client library for Python and the OpenAI SDK: Learn to build your own copilot using the Azure AI Studio with core resources (Azure AI Services) and tools (Azure AI SDK, Azure AI CLI). Other 2. 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 Microsoft's Azure team maintains libraries that are compatible with both the OpenAI API and Azure OpenAI services. May 7, 2023 · The /v1/chat/completions API is for the newer - chat models (as Oleg mentioned). Mar 20, 2023 · Actually, normally managing the timeout for a client-server transitions, like the OpenAPI APIs calls occurs in the client-side code. In our case, we have a Python web server running FastAPI; As part of a route for the server, call OpenAI to do some work. import dotenv. This problem leads to significant delays in response times, notably around 10 minutes for what should typically be immediate responses. Feb 9, 2024 · Note. Call the chat completions API again, including the response from your function to get a final response. Install the Azure OpenAI client and Azure Identity libraries for JavaScript with npm: npm install @azure/openai @azure/identity Your app's package. Apr 10, 2024 · OpenAI trained the GPT-35-Turbo and GPT-4 models to accept input formatted as a conversation. Mar 4, 2024 · Install the client library. Jul 18, 2023 · With Python, one of the most widely used programming languages, you can easily integrate Azure OpenAI into your projects. Specify a proxy server with an argument named proxies. I can only push as a business user but hoping for a faster resolution since Azure is where our credits and all our computation workloads are running at. Python SDK. This API empowers developers to effortlessly integrate cutting-edge AI capabilities into their applications, regardless of the programming language Nov 7, 2023 · In the latest version of the OpenAI Python library, the acreate method has been removed. import os import openai import asyncio from openai import AzureOpenAI, AsyncAzureOpenAI. Sep 10, 2023 · This example shows how to use Azure OpenAI service models with your own data. create I tried searching for acreate or asynchronous on the docs sites and there Feb 20, 2024 · Create an Azure OpenAI Resource: In the Azure Portal, click on Create a resource. 7. 27. json file will be updated with the dependencies. internal: bump prism version ( #1390) ( a5830fc) Assets 2. 3 people reacted. There are other embedding models available, such as the Davinci model and a few others. Feb 3, 2023 · Azure OpenAI Service のリソース作成後は Studio の Playground でも確認できます。 日本語のトークン. There are two key factors that need to be present to successfully use JSON mode: response_format={ "type": "json_object" } We told the model to output JSON as part of the system message. Mar 29, 2024 · OpenAI API is a powerful cloud-based platform, hosted on Microsoft’s Azure, designed to provide developers with seamless access to state-of-the-art, pre-trained artificial intelligence models. Jupyter Notebook 81. Jul 18, 2023 · 3. Running models on your data enables you to chat on top of, and analyze Nov 14, 2023 · print('Client connected:', request. 5-turbo to manipulate some input language and respond back with it; Run the server and call the endpoint once; Wait 10 minutes Nov 8, 2023 · Attempting to call Azure OpenAI with 1. Nov 22, 2023 · I went the Microsoft route. NET; Azure OpenAI client library for JavaScript; Azure OpenAI client library for Java; Azure OpenAI client Apr 13, 2023 · これまで 3 回にわたって、 Azure OpenAI Service を使って OpenAPI 仕様 と PlantUML からテストコードを生成する取り組みについての情報共有を行ってきました。. The latest most capable Azure OpenAI models with multimodal versions, which can accept both text and images as input. import openai. Get the Azure mobile app. Create an Azure AI project and AI resources for your copilot. The endpoint supplies a simple yet powerful text-in, text-out interface to any Azure OpenAI model. Note. An Azure subscription - Create one for free. It features a wide array of resources that cater to different user needs, including: Code samples: Developers can access an ever-growing library of code snippets that demonstrate how to perform Start by confirming that you’re set up and ready to go by using the openai library through its command-line interface: Shell. With Azure OpenAI, customers get the security capabilities of Microsoft Mar 5, 2023 · Python 3. It also includes information on content filtering. Copy. Feb 24, 2024 · Azure OpenAIの返答をAzure Functionを中継してStream (SSE)したい. GPT-4o integrates text, and images in a single model, enabling it to handle multiple data types simultaneously. Next, use the DefaultAzureCredential class to get a token from AAD by calling get_token as shown below. ) The libraries support Python 3. , with client = OpenAI()) in application code because: Apr 9, 2024 · Use this article to get started using the Azure OpenAI Python SDK to deploy and use the GPT-4 Turbo with Vision model. Select Monitoring -> Log stream to view the log. Most code examples are written in Python, though the concepts can be applied in any Dec 21, 2023 · Confirm this is an issue with the Python library and not an underlying OpenAI API. 0 release of the OpenAI Python library until V2 support is available. These vectors are then stored in a Microsoft Azure Cognitive Search Index and can be queried. After glancing through the source Python code, I thought maybe sticking the headers as default_headers in the AzureOpenAI client would work, but it does not. Search for “OpenAI” and select the Azure OpenAI Service. More guidance: The hub page for Azure OpenAI Service documentation. GPT-4. So the request from the client should contain an Authorization Header. OpenAI Python API library. Please use the v1. py,app2. NET; Azure OpenAI client library for JavaScript; Azure OpenAI client library for Java; Azure OpenAI client Azure Functions - LangChain with Azure OpenAI and ChatGPT (Python v2 Function) Using your favorite REST client, e. ‘ Ocp-Apim-Subscription-Key ’: my_apim_sub_key , Feb 13, 2024 · Hello, In the OpenAI github repo, it says that one could use AsyncOpenAI and await for asynchronous programming. Open in Github. 1. 0, tool_choice=None. 余談ですがOpenAIはWhisperをリリースしたときもType Safeなクリーンなコードを公開しています。. Chat with sales. The response from Azure OpenAI should be converted from text to speech and then output to the default speaker. The new Assistants API is a stateful evolution of our Chat Completions API meant to simplify the creation of assistant-like experiences, and enable developer access to powerful tools like Code Interpreter and Retrieval. To trigger the completion, you input some text as a prompt. x; Manage models; OpenAI versus Azure OpenAI (Python) Role-based access control (Azure RBAC) GPT-3. See the regional quota limits. Apr 11, 2024 · In a console window (such as cmd, PowerShell, or Bash), use the dotnet new command to create a new console app with the name azure-openai-quickstart. (venv) $ openai api image. 最近のPythonコミュニティはType Safeなソースコードが大好きです。. Azure OpenAI provides access to the Azure OpenAI language models, including GPT-3, Codex, and the embeddings model series, for content generation, summarization, semantic search, and natural language-to-code translation. This is intended to be used within REPLs or notebooks for faster iteration, not in application code. Streamを中継できるようにするための SDKのアップデートが 6 days ago · GPT-4o preview model available for early access. 0" ! pip install python-dotenv. In our case, we're calling openai. Assign yourself either the Cognitive Services OpenAI User or Cognitive Services OpenAI Contributor role to allow you to use your account to make Azure OpenAI inference API calls rather than having to use key-based auth. 8 seconds. instructions="You are a personal math tutor. Furthermore, this role does not have permission to retrieve the access keys. Apr 18, 2023 · The Azure OpenAI Code Samples Repository is designed to serve as a one-stop-shop for developers seeking to utilize Azure OpenAI in their projects. Lower-latency requests, particularly when using smaller models. Learn more about the underlying models that power Azure OpenAI. Open a command prompt where you want the new project, and create a new file named // Add Azure OpenAI package using Azure. Mar 1, 2024 · レスポンス（出力）がPydantic Modelになった. Client applications can access Azure OpenAI endpoints to perform text generation (completions) and model training (fine-tuning) endpoints to leverage the power of large language models. " , Feb 8, 2024 · Set in Python code per-client or per-method. Python 3. Mar 29, 2024 · PowerShell. completions. The tutorial guides you through the following steps: Setup and validate your development environment. create -p "a vaporwave computer". Alternatively, in most IDEs such as Visual Studio Code, you can create an . 5 Turbo & GPT-4; GPT-4 Turbo with Vision; Provisioned Throughput Units (PTU) Securing Azure OpenAI on your data; Resource creation & deployment Install the client library. The model generates the completion and attempts to match your context or pattern. azure_openai_client = AsyncAzureOpenAI(azure Jun 9, 2023 · OpenAI has a model called text-embedding-ada-002 for text embedding purposes. Next-Gen Firewall Appliance (Optional) - Provides deep packet level inspection for network traffic to the OpenAI Models. This customization step lets you get more out of the service by providing: The ability to train on more examples than can fit into a model's max request context limit. Aug 17, 2023 · Azure OpenAI Service provides a completion endpoint that can be used for a wide variety of tasks. OpenAI offers a Python client, currently in version 0. Then, set OPENAI_API_TYPE to azure_ad. zb ti id hq ft bx lm dj su uc