Openai Python Example. OpenAI Assistants API Guide (With Practical Python Example) OpenA

OpenAI Assistants API Guide (With Practical Python Example) OpenAI Released a New feature called “ Assistants “. As we discuss in the GPT‑3 paper ⁠ and model card ⁠, our API models do exhibit biases that will be reflected in generated text. Cr Setup We used Python 3. For detailed instructions on setting up y 1 day ago · This blog demonstrated how the OCI OpenAI package makes it easy to build agentic applications on OCI Generative AI using multiple frameworks. Nov 10, 2023 · The new Assistants API is a stateful evolution of our Chat Completions API meant to simplify the creation of assistant-like experiences, Mar 11, 2025 · A lightweight, powerful framework for multi-agent workflows - openai/openai-agents-python Dec 11, 2025 · A Python tool was enabled and reasoning effort was set to maximum. Learn how to use Azure OpenAI's new stateful Responses API. The OpenAI Python library provides convenient access to the OpenAI API from applications written in the Python language. Oct 25, 2020 · The OpenAI Python library provides convenient access to the OpenAI REST API from any Python 3. Transfer and Oct 6, 2025 · Example apps for the Apps SDK. 5 Turbo and GPT-4. A Python tool was enabled and reasoning effort was set to maximum. If your data is already available for search (i. assistants. OpenAI Python Library Tutorial This repository provides an in-depth tutorial on using the OpenAI library with Python. // After connecting the OpenAI agent as shown above const realtimeClient = await streamClient. agents. Agentic capabilities: Use the models’ native capabilities for function calling, web browsing, Python code execution, and Structured Outputs. Learn Data Science & AI from the comfort of your browser, at your own pace with DataCamp's video tutorials & coding challenges on R, Python, Statistics & more. Jul 23, 2025 · In this article, we will be discussing how you can leverage the power of AI and make your day-to-day tasks a lot easier by using the OpenAI APIs (Application Programming Interface) that allow developers to easily access their AI models and Integrate them into their own applications using Python. Azure OpenAI v1 API support As of langchain-openai>=1. Apr 27, 2023 · However, OpenAI (the company behind ChatGPT) also has an application programming interface (API) that lets you interact with ChatGPT and their other models using code. Congratulations, you have successfully used OpenAI API call in your Python code! Imagine how you can make your Python code more intelligent with this superpower! In the remaining article, I give another detailed guide in case you had trouble understanding any of the steps. Jul 23, 2025 · Here, we're using a Google Colab notebook to run the command indicated below in order to install the Open AI library in Python. Aug 5, 2025 · We’re on a journey to advance and democratize artificial intelligence through open source and open science. Jul 4, 2023 · Learn how to use the OpenAI API in Python to execute tasks like chat completion, image generation, speech to text ! To use the OpenAI API in Python, you can use the official OpenAI SDK for Python. Contribute to openai/openai-python development by creating an account on GitHub. Model-Free RL 2. 9 and PyTorch 1. Here’s how we’ll do it: Goal Build a chatbot that can answer questions about a documentusing OpenAI and RAG. com if you continue to have issues or if you’d like to request an increase. Since this server is compatible with OpenAI API, you can use it as a drop-in replacement for any applications using OpenAI API. This tutorial provides a hands-on approach to using OpenAI's Assistant API, complete with code modules, interactive Jupyter Notebook examples, and best practices to get you started on creating intelligent conversational agents. Examples Check out a variety of sample implementations of the SDK in the examples section of the repo. 0. The library includes type definitions for all request params and response fields, and offers both synchronous and asynchronous clients powered by httpx. 6 days ago · See performance metrics across providers for OpenAI: GPT-5. After this article, a world will open up for you, […] Explore developer resources, tutorials, API docs, and dynamic examples to get the most out of OpenAI's platform. connectOpenAi({ call, openAiApiKey, agentUserId: "support-agent", }); // Change the voice to 'alloy' realtimeClient. Current: 24. In collaboration with Microsoft, OpenAI provides an officially supported API client for C#. 13. md 11-20 pyproject. Python 17. Dec 16, 2022 · tiktoken is a fast open-source tokenizer by OpenAI. 7k 4. Oct 26, 2025 · 🧩OpenAI API Integration Made Simple: API key, Models & Live Example From Choosing the Right Model to Handling Rate Limits If you’ve ever tried integrating OpenAI APIs into your project, you The OpenAI library is a powerful tool for integrating OpenAI's language models into your Python applications. The response object acts as a drop-in replacement for OpenAI responses with added guardrail results. Version 0. Complete reference documentation for the OpenAI API, including examples and code snippets for our endpoints in Python, cURL, and Node. This modified dataset can be sent back to MicroStrategy for visualization. 5 Let's walk through a complete RAG (Retrieval-Augmented Generation) pipelineusing OpenAI API+ FAISSfor vector search — all in Python. Deep Agents are equipped with a planning tool, a filesystem backend, and the ability to spawn subagents - making them well-equipped Learn how to use Azure OpenAI's advanced GPT-5 series, o3-mini, o1, & o1-mini reasoning models The @observe() decorator makes it easy to trace any Python LLM application. 0 introduced a breaking change that dropped support for OpenAI SDK v1. responses_api. Categories agent_patterns: Examples in this category illustrate common agent design patterns, such as Deterministic workflows Agents as tools Parallel agent execution Conditional tool Azure OpenAI v1 API support As of langchain-openai>=1. Mar 10, 2025 · In this video we will see the latest how to use openai api with python tutorial#openai #python Explore examples of how to use the OpenAI API. Follow the installation instructions for Anaconda here. Improve code efficiency Provide ideas for efficiency improvements to Python code. 9+ application. The OpenAI Python library provides convenient access to the OpenAI REST API from any Python 3. Pydantic AI is a Python agent framework designed to help you quickly, confidently, and painlessly build production grade applications and workflows with Generative AI. beta. Contact support@openai. 2-Codex - GPT-5. This server is a basic example server and does not have the pip install gpt-oss python -m gpt_oss. 5k tiktoken Public Mar 11, 2024 · In this tutorial, you will learn all the tricks of the trade for working with the OpenAI API in Python. cpp and MLX. Jan 8, 2025 · These code samples show common scenario operations calling to Azure OpenAI. Save the code to a Python file, for example, azure_openai_example. Jan 13, 2026 · Check the SIP side for project proj_6ThBeJvaJTKbbGyke5l6Dzah and the example Twilio Call SID (s) above, to see why sip. 2 and the GPT-5 model family, the latest models in the OpenAI API. 3 days ago · This page outlines the process for contributing to the openai-responses project, including reporting issues, requesting features, and submitting code changes. Here’s a Python example: Aug 5, 2025 · For basic use cases you can also run our example Python server with Ollama as the backend. 3 days ago · A minimal test using openai-responses follows this pattern: import openai import openai_responses @openai_responses. Get started by installing the SDK using pip: Execute the code with python example. toml 23 RESPX and HTTPX Compatibility This article features detailed descriptions and best practices on the quotas and limits for Azure OpenAI. py. 9. Jul 4, 2023 · Learn how to use the OpenAI API in Python to execute tasks like chat completion, image generation, speech to text ! The official Python library for the OpenAI API. The openai Python Module Developers can leverage the openai Python module to integrate AI-driven capabilities into applications, utilizing tools that facilitate seamless interactions with OpenAI language models. Learn about message types and available text formats like JSON and Structured Outputs. FastAPI revolutionized web development by offering an innovative and ergonomic design, built on the foundation of Pydantic Validation and modern Python features like type hints. Gym is an open source Python library for developing and comparing reinforcement learning algorithms by providing a standard API to communicate between learning algorithms and environments, as well as a standard set of environments compliant with that API. Below, you can see how to extract information from unstructured text that conforms to a schema defined in code. Jul 28, 2025 · OpenAI Codex: What is it, how to access it, steps to login, examples on how to use OpenAI Codex for software development tasks. g. Share your own examples and guides. Limit: 20. For example, it is fairly easy to download historical data from one MicroStrategy report and send it to LLM application with a task of enhancing it (like adding a forecast for the next year). The indexing portion of this tutorial will largely follow the semantic search tutorial. The OpenAI (Python) API | Introduction & Example Code Shaw Talebi 82. Whisper is a state-of-the-art model for automatic speech recognition (ASR) and speech translation, proposed in the paper Robust Speech Recognition via Large-Scale Weak Supervision by Alec Radford et al. updateSession({ instructions: `You Spinning Up as a Deep RL Researcher The Right Background Learn by Doing Developing a Research Project Doing Rigorous Research in RL Closing Thoughts PS: Other Resources References The Right Background Learn by Doing Developing a Research Project Doing Rigorous Research in RL Closing Thoughts PS: Other Resources References Key Papers in Deep RL 1. The official Python library for the OpenAI API. toml 21-25 Version Compatibility OpenAI SDK Compatibility The library maintains compatibility with OpenAI Python SDK v2. Note that OpenAI charges to use the GPT API. 10. 0 and later. Nov 5, 2025 · Then, we’ll work through two practical examples: 1️⃣ Without SDK: We’ll use Python’s built-in requests library to call the OpenAI API using the gpt-4o model, and ask the AI — “Name a Learn how to use the OpenAI API to generate text from a prompt. updateSession({ voice: "alloy" }); // Set detailed instructions for the AI agent realtimeClient. a This repository contains a collection of Python scripts that demonstrate how to use the OpenAI API to generate chat completions. This provides a unified way to use OpenAI models whether hosted on OpenAI or Azure. Deep Agents is an agent harness built on langchain and langgraph. In a few moments, you should see the output of your API request. For example, another way to query the server is via the openai Python package: Code from langchain_openai import ChatOpenAI from langchain. It covers various functionalities of the API, including text completions, chat completions, moderation, and audio transcriptions. Jul 8, 2025 · Check out this step-by-step guide to setting up a Python project that enables interaction with state-of-the-art OpenAI models like GPT-4. MXFP4 quantization: The models were post-trained with MXFP4 quantization of the MoE weights, making gpt-oss-120b run on a single 80GB GPU (like NVIDIA H100 or AMD MI300X) and the gpt-oss-20b model run 3 days ago · This guide provides comprehensive instructions for using `openai-responses` to mock OpenAI API calls in your tests. LLM GPT-4o, GPT-3. py You should see the response from the OpenAI model printed to the console. x. In this cheat sheet, learn the basics on how to leverage one of the most powerful AI APIs out there, then OpenAI API. api. Multi-Turn Conversations When maintaining conversation history across multiple turns, only append messages after guardrails pass. create( Installing Python ¶ We recommend installing Python through Anaconda. 1, ChatOpenAI can be used directly with Azure OpenAI endpoints using the new v1 API. js. 1-Codex optimized for software engineering and coding workflows. middleware import wrap_model_call, ModelRequest, ModelResponse basic_model = ChatOpenAI(model="gpt-4o-mini") advanced_model = ChatOpenAI(model="gpt-4o") @wrap_model_call def dynamic_model_selection(request: ModelRequest, handler Installation Python JavaScript/TypeScript # Using uv (recommended) uv add supermemory-openai-sdk # Or with pip pip install supermemory-openai-sdk Aug 27, 2025 · When using the OpenAI Agents SDK in Python with Azure OpenAI as the default model (via the async Azure client), the SDK ignores the Azure configuration and still requires OPENAI_API_KEY. Learn how to understand or generate images with the OpenAI API. It covers everything you need to know to get started with the OpenAI API and build powerful applications using state-of-the-art language models like GPT-3. In addition to supporting JSON Schema in the REST API, the OpenAI SDKs for Python and JavaScript also make it easy to define object schemas using Pydantic and Zod respectively. Jul 9, 2023 · Though the exact nature of the question is not specified. Aug 7, 2025 · We’re introducing new developer controls in the GPT-5 series that give you greater control over model responses—from shaping output length a Dec 8, 2023 · This notebook illustrates the use of the new Assistants API (GPT-4), and DALL·E-3 in crafting informative and visually appealing slides. Aug 20, 2025 · These diverse real-world examples – spanning customer service, marketing, finance, coding, education, cybersecurity, and multimedia creation – all leverage the OpenAI-Python library as a critical component. With this library, you can leverage the capabilities of advanced models like GPT-3. Conclusion This code demonstrates how to set up and use the Azure OpenAI service with Python. 11 and recent PyTorch versions. Execute the script: python azure_openai_example. Dec 8, 2024 · Using OpenAI’s LLM in Python: A Step-by-Step Guide OpenAI’s LLMs (Large Language Models), such as GPT-3 and GPT-4, have transformed the field of natural language processing, enabling machines Hallucination Detection Example Complete implementation using real documents as knowledge sources: examples/hallucination_detection/ Getting Started Follow the Quickstart guide: Python Explore repositories: Python examples Run scripts to see Guardrails in action Each example is self-contained with clear configuration and usage patterns. 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 Apr 16, 2023 · ChatGPT and large language models have taken the world by storm. !pip install -q openai 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. Learn about how to use and migrate to GPT-5. Without the Python tool, scores are much lower. Exploration 3. Aug 7, 2025 · Note about prompt formatting: LM Studio utilizes OpenAI’s Harmony library to construct the input to gpt-oss models, both when running via llama. e. About Build and deploy AI-driven assistants with our OpenAI Assistants Template. Client(api_key="sk-fake123") # Make API calls as normal - they are automatically intercepted assistant = client. Jan 22, 2025 · If using the OpenAI Python library, they will look something like: RateLimitError: Rate limit reached for default-codex in organization org-{id} on requests per min. Given a text string (e. Learn how function calling enables large language models to connect to external data and systems. The codebase also depends on a few Python packages, most notably OpenAI's tiktoken for their fast tokenizer implementation. Learn how to use the OpenAI API to generate human-like responses to natural language prompts, analyze images with computer vision, use powerful built-in tools, and more. 6k 2. As a result, real-time mode fails because the SDK always attempts to authenticate against OpenAI’s public API instead of using the Azure client credentials. Jan 29, 2024 · This post provides a comprehensive guide on how to work with the OpenAI API in Python. com is returning 400 Bad Request on some INVITEs? 3 days ago · Sources: pyproject. 5 Turbo and GPT-4 to build intelligent chatbots, content generators, and more. 2-Codex is an upgraded version of GPT-5. , "cl100k_base"), Skills Catalog for Codex. mock() def test_example(): # OpenAI Client can use any API key when mocked client = openai. from OpenAI. In ScreenSpot-Pro ⁠, models must reason about high-resolution screenshots of graphical user interfaces from a variety of professional settings. It is really a game-changer if you understand the power behind it. That's it! Your existing OpenAI code now includes automatic guardrail validation based on your pipeline configuration. , you have a function to execute a search), or you’re comfortable with the content from that tutorial, feel free to skip to the section on retrieval and generation Learn how to turn audio into text with the OpenAI API. 9K subscribers Subscribed Learn how to get started with the OpenAI API and GPT-3 in this Python Beginner tutorial. Browse a collection of snippets, advanced techniques and walkthroughs. video. It is designed for both interactive development sessions and long, independent execution of complex engineering tasks. , "tiktoken is great!") and an encoding (e. openai. In this tutorial, you'll learn how to work with the openai Python package to programmatically have conversations with ChatGPT. . serve \ --inference_backend=ollama \ --checkpoint gpt-oss:20b Jun 28, 2023 · import openai import pandas as pd from ast import literal_eval import qdrant_client # Qdrant's client library for Python # This can be changed to the embedding model of your choice. Use gpt-oss with a local /v1/chat/completions endpoint LM Studio exposes a Chat Completions-compatible API so you can use the OpenAI SDK without changing much. 17 hours ago · Wat is function calling? Hoe werkt het? Wanneer gebruik ik het? In deze tutorial met voorbeeld leer je alles over function calling in Python. Open MicroStrategy architecture and it's REST APIs allow integrating MicroStrategy with other systems. Anaconda is a library that includes Python and many useful packages for Python, as well as an environment manager called conda that makes package management simple. 1 to train and test our models, but the codebase is expected to be compatible with Python 3. agents import create_agent from langchain. 8-3. 000000 / min. Jun 11, 2020 · How will OpenAI mitigate harmful bias and other negative effects of models served by the API? Mitigating negative effects such as harmful bias is a hard, industry-wide issue that is extremely important. Contribute to openai/openai-apps-sdk-examples development by creating an account on GitHub. 📺 Watch this video walkthrough of running these demos in GitHub Codespaces Examples OpenAI Chat Completions Function calling Structured outputs Retrieval-Augmented Generation (RAG) Setting up the Python environment A lightweight, powerful framework for multi-agent workflows - openai/openai-agents-python Jun 25, 2024 · Make sure the model name ("gpt-4o") is correct. Tools Used 1 day ago · This page documents the `/v1/chat/completions` endpoint, which provides OpenAI-compatible chat completion functionality for the deepseek-free-api proxy service. Check out a variety of sample implementations of the SDK in the examples section of the repo. This endpoint is the primary API interf 17 hours ago · Wat is function calling? Hoe werkt het? Wanneer gebruik ik het? In deze tutorial met voorbeeld leer je alles over function calling in Python. In this quickstart we also use the Langfuse OpenAI integration to automatically capture all model parameters. 9k openai-python Public The official Python library for the OpenAI API Python 29. Evals is a framework for evaluating LLMs and LLM systems, and an open-source registry of benchmarks. It covers the core concepts, common usage patterns, and the main interface for confi Dec 24, 2025 · This article explains the OpenAI interview process, emphasizing strong engineering skills, clean code, and mission fit, and summarizes common questions and preparation tips to help candidates stand out. Get your Free Token for AssemblyAI Speech-To-Text API 👇https://www. The examples are organized into several categories that demonstrate different patterns and capabilities. Contribute to openai/skills development by creating an account on GitHub. Jan 18, 2023 · Open-source examples and guides for building with the OpenAI API. This example demonstrates how to use Agno's built-in OpenAI moderation guardrail to detect and block content that violates OpenAI's content policy. We’ll assume you want to build something like a document Q&A bot. By implementing a simple weather agent across the OpenAI SDK, OpenAI Agents SDK, LangChain, LangGraph, and the Microsoft Agent Framework. Sources: CHANGELOG.

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