pdf), Text File (. It’s mentioned that the first time a schema is used, it incurs a latency of ~10-60s, but is thereafter cached to allow for regular inference speed. txt) or read online for free. Sep 6, 2025 · Agreed with the others. The model supports building projects from scratch, feature development, debugging, large-scale 1 day ago · See recent activity and usage statistics for OpenAI: GPT Audio - The gpt-audio model is OpenAI's first generally available audio model. A full set of options is 2 days ago · I can reliably get message. OpenAI(api_key=os. beta. 8: Limited support (no TypedDict) Python 3. Aug 7, 2024 · A deep dive into OpenAI’s Structured Outputs OpenAI released Structured Outputs today, alongside a new version of gpt-4o and gpt-4o-mini. Now, with structured outputs, we can streamline our code and let OpenAI handle the heavy lifting, all while ensuring the output is exactly what we expect. Audio is priced at $32 per million input tokens and $64 per million output tokens. This makes building with our models more reliable, bridging the gap between unpredictable model outputs and deterministic workflows. Responses _ OpenAI API Reference - Free download as PDF File (. Developed using Python and powered by the FastAPI framework, it provides an efficient, scalable, and user-fri Jan 12, 2026 · A Blog post by Alejandro AO on Hugging Face 1 day ago · See provider status and make a load-balanced request to OpenAI: GPT Audio - The gpt-audio model is OpenAI's first generally available audio model. See below for the full code snippet: 6 days ago · See performance metrics across providers for OpenAI: GPT-5. completions. This feature is particularly useful for developers who need reliable, type Structured outputs make a model follow a JSON Schema definition that you provide as part of your inference API call. Learn to build AI applications using the OpenAI API. OpenAI’s introduction of Structured Outputs addresses this need by allowing developers to Sep 11, 2024 · In this tutorial, you will learn how to get started with OpenAI Structured Outputs, understand its new syntax, and explore its key applications. import openai import os client = openai. t 1 day ago · Uptime statistics for OpenAI: GPT Audio across providers - The gpt-audio model is OpenAI's first generally available audio model. Когда вы включаете эту функцию, задав strict: true в определении функции, Structured Outputs гарантирует, что аргументы, сгенерированные моделью для вызова функции, в точности соответствуют JSON Schema Dec 11, 2025 · Dictate output shape and tone: Set expectations for structure (Markdown, headers, tables for comparisons), clarity (define acronyms, concrete examples) and voice (conversational, persona-adaptive, non-sycophantic) <web_search_rules> - Act as an expert research assistant; default to comprehensive, well-structured answers. backend flag to vllm serve. The new snapshot features an upgraded decoder for more natural sounding voices and maintains better voice consistency. Learn how to use the OpenAI API to generate text from a prompt. logprobs"]. Learn how to use OpenAI new Structured Outputs API feature step-by-step to generate responses that precisely match predefined JSON schemas. 2 days ago · This document covers Agno's integration with OpenAI's language models through two primary APIs: the Chat Completions API and the Responses API. It is based on my own usage and various threads I’ve been involved with in these forums. This seems related to other reports about missing logprobs / logprobs behavior: Aug 6, 2024 · Structured Outputs is a new capability in the Chat Completions API and Assistants API that guarantees the model will always generate responses that adhere to your supplied JSON Schema. It is designed for both interactive development sessions and long, independent execution of complex engineering tasks. It categorizes endpoints by their characteristics (stateless vs. to_dict () ['snapshot'] # The first chunk doesn't have the Structured Outputs is a feature that ensures the model will always generate responses that adhere to your supplied JSON Schema, so you don't need to worry about the model omitting a required key Structured Outputs is a feature that ensures the model will always generate responses that adhere to your supplied JSON Schema, so you don't need to worry about the model omitting a required key Sep 12, 2024 · You might be interested in the API enforcement of outputs like structured output being done in different ways on this model to reduce the usage surface for developers, reduce the ability to reuse openai’s model training, and to worsen the results. Sep 9, 2025 · The OpenAI Responses API includes basic memory support through built-in state and message chaining with previous_response_id. System Overview The prompt optimization system uses a collaborative multi-agent approach to analyze and improve prompts. Unlock the power of OpenAI's Structured Outputs API! Learn how to build robust AI systems with guaranteed JSON schema adherence. May 24, 2025 · In the realm of AI-driven applications, ensuring consistent and predictable outputs is paramount. Wenn Sie es aktivieren, indem Sie in Ihrer Funktionsdefinition strict: true setzen, garantiert Structured Outputs, dass die vom Modell für einen Funktionsaufruf generierten Argumente exakt dem JSON-Schema entsprechen, das Sie in der Funktionsdefinition angegeben haben. 3 days ago · This page provides a comprehensive overview of OpenAI API endpoint coverage in the openai-responses library. IMO there should be one example for the legacy chat completions API and one example for the new responses API. Our payload looked like this: text: { format Feb 26, 2025 · Structured Outputs in OpenAI API Bring determinism to your AI application. Aug 9, 2024 · Structured Outputs only supports a subset of JSON Schema, as detailed in OpenAI's documentation. Learn how to use Azure OpenAI's advanced GPT-5 series, o3-mini, o1, & o1-mini reasoning models Unlock the power of OpenAI's Structured Outputs API in 2025. Structured Outputs is a new capability that builds upon JSON mode and function calling to enforce a strict schema in a model output. 9+: Full support Python 3. Sep 11, 2024 · Learn how to get started with OpenAI Structured Outputs, understand its new syntax, and explore its key applications. type is submit_tool_outputs, this endpoint can be used to submit the outputs from the tool calls once they're all completed. Unlock the power of OpenAI's Structured Outputs API in 2025. Aug 17, 2024 · Hi, Hopefully this is me doing something wrong which can be easily fixed and not a bug… I’ve successfully run the structured outputs using the client. Version Compatibility Python Support Python 3. 2-Codex is an upgraded version of GPT-5. Jul 14, 2025 · The openai Python package The openai-agents package An OpenAI API key set as OPENAI_API_KEY in your environment variables 1. What is Structured Output? This section provides examples of common use cases for working with OpenAI Structured Outputs using the openai-structured library. Code samples have been provided for both the v1 API (now GA for Responses API), and also the older API versions. It includes authentication, configuration, structured ou 3 days ago · API You can have a conversation context with a chain of previous response IDs when using “store”:true on the Responses API, even if the output is a JSON object specified by a text. According to the documentation, Structured Outputs should be enabled by supplying a text property with a format object. Dec 5, 2024 · I actually have two similar questions, both related to structured output. Each tool should have a standardized definition, enabling flexible, many-to-many relationships between The from field takes the form openai:model_id where model_id is the model ID of the OpenAI model, valid model IDs are found in the {endpoint}/v1/models API response. By using the new parameter strict: true, we are able to guarantee the response abides by a provided schema. Jan 1, 2025 · Structured Outputs is a powerful feature in OpenAI’s API that ensures responses adhere to a predefined JSON schema. Is the schema Aug 8, 2024 · Today we launched Structured Outputs in the API — model outputs now reliably adhere to developer-supplied JSON Schemas. You can continue a conversation by passing the prior response’s id as previous_response_id, or you can manage context manually by collecting outputs into a list and resubmitting them as the input for the next response. Jun 13, 2023 · This notebook covers how to use the Chat Completions API in combination with external functions to extend the capabilities of GPT models. chat. Learn about message types and available text formats like JSON and Structured Outputs. type == 'chunk': latest_snapshot = chunk. Article is available here: Diving Deeper with Structured Outputs | by Armin Catovic | Sep, 2024 | Towards Data Science Approximate outline of the article: What Structured Outputs is an OpenAI API feature that ensures responses and tool calls adhere to a defined JSON schema. Some caveats: If using the “playground”, it does not use response ID for chat persistence. Sep 3, 2024 · Hi! I made an article that tries to provide a concise deep-dive into structured outputs and their usage through OpenAI’s ChatCompletions API. You may choose to specify the backend to use by setting the --structured-outputs-config. The **OpenAI Responses API** is a newer, more powerful interface launched by OpenAI (around early 2025) to help developers build smarter, more capable AI applications—like AI assistants that can *search the web*, *read files*, *use a computer*, or even *generate images*—all within one single API call [4]. This feature was one of our most highly requested for the API, as managing responses that don’t matc&hellip;. format for structured output, even strict. 0 - Built with Google's LangExtract library. Each agent specializes in either detecting or rewriting a specific type of issue: 1 day ago · See performance metrics across providers for OpenAI: GPT Audio - The gpt-audio model is OpenAI's first generally available audio model. output_text. Supports text and image inputs, and text outputs. OpenAI client support with minimal code changes to swap between OpenAI and Azure OpenAI when using key-based authentication. Example with an intelligent terminal Have you ever found yourself rewriting the same prompt to ChatGPT dozens of times … Aug 6, 2024 · In this cookbook, we will explore how to use Structured Outputs to build multi-agent systems. A complete guide with code examples, use cases, and tips for building robust AI systems with structured data. 2 in my tests) returns logprobs= [] even though I request them via include= ["message. - Azure-Samples/aoai-realtime-audio-sdk Feb 2, 2025 · Before structured outputs, implementations relied on hoping the AI would format things correctly or using complex prompt engineering. Let's Get Our Hands Dirty (with TypeScript) ️ 结构化输出是 JSON 模式 的演变。虽然两者都可以确保生成有效的 JSON，但只有结构化输出才能确保架构合规性。结构化输出和 JSON 模式在聊天完成 API、助手 API、微调 API 和批处理 API 中均受支持。 我们建议尽可能使用 Structured Outputs（结构化输出）而不是 JSON 模式。 但是，具有 response_format: {type: "json Aug 18, 2024 · はじめに 今回は、先日（2024年8月6日）リリースしたOpenAIが提供する画期的な機能「Structured Outputs」について詳しく解説します。 この機能を使えば、AIモデルから精密に構造化されたJSONデータを簡単に生成できるんです。 さらに、Pydanti Learn how to use the OpenAI API to generate text from a prompt. Code examples and practical tips included. Structured Outputs is a feature that ensures the model will always generate responses that adhere to your supplied JSON Schema, so you don't need to worry about the model omitting a required key, or hallucinating an invalid enum value. Nov 25, 2024 · Oladimeji Sowole explores how you can use the Open AI API to generate model outputs that exactly match your JSON schemas for a consistent, structured data format. This is in contrast to the older JSON mode feature, which guaranteed valid JSON would be generated, but was unable to ensure strict adherence to the supplied schema. Sep 27, 2024 · Learn how to use the Open AI API to generate model outputs that exactly match your JSON schemas for consistent, structured data format. Aug 28, 2024 · from openai import OpenAI # Generator def openai_structured_outputs_stream (**kwargs): client = OpenAI () with client. Aug 13, 2024 · OpenAI 的 API 现已支持结构化输出功能，确保模型的生成结果严格匹配开发者提供的 JSON Schema，从而大幅提升输出数据的可靠性和一致性。这一功能适用于 gpt-4o 系列模型，并能通过函数调用或 response_format 参数实现。 Mar 25, 2025 · Hi everyone, I wanted to share an issue we encountered while trying to implement Structured Outputs in our application. stateful, streaming support) and maps them to their implementation classes in the codebase. parse () method but when I’ve tried to do the s&hellip; Feb 15, 2024 · API Reference This document details the API for the openai-structured library, which provides a Python interface for working with OpenAI Structured Outputs. The first API response with a new schema will incur additional latency due to the preprocessing of the schema. Article is available here: Diving Deeper with Structured Outputs | by Armin Catovic | Sep, 2024 | Towards Data Science Approximate outline of the article: What Aug 6, 2024 · In this cookbook, we will explore how to use Structured Outputs to build multi-agent systems. Defining tools Tools extend your agent's capabilities by using APIs from underlying applications or systems. The Responses API subsection provides a link to the Structured outputs page, which uses examples that adapt to the legacy chat completions API. A high-performance API server that provides OpenAI-compatible endpoints for MLX models. This way, the model is required to return in the expected format (for example, valid JSON), and it can also validate data types or restrict responses to a set of options. The project defines a shared schema, client libraries, and tooling that let you call language models, stream outputs, and build agentic workflows without being locked into a single provider. Extract structured movie reviews using OpenAI Structured Outputs with streaming: Structured outputs are supported by default in the OpenAI-Compatible Server. responses API Long documents: The Actor automatically chunks and processes large texts Multiple sources: Add multiple URLs or texts for batch processing Custom personas: Use systemPrompt to guide extraction style 🔗 Links LangExtract GitHub Get Gemini API Key Get OpenAI API Key 📜 License Apache 2. 6 days ago · Sample code and API for OpenAI: GPT-5. 2 days ago · The GPT-5 family represents the current apex of OpenAI’s reasoning technology and is specifically engineered for use cases that require complex planning, agentic workflows, and robust structured output. Motivation and Jan 13, 2026 · It intercepts OpenAI API calls to chat completions, text completions, structured output parsing, and the Responses API, capturing inputs, outputs, token usage, and streaming events without requiring code changes beyond the initial wrapper call. You may also choose a specific backend, along with some options. 1 day ago · See apps that are using OpenAI: GPT Audio - The gpt-audio model is OpenAI's first generally available audio model. logprobs when Structured Outputs are NOT enabled, but when I enable Structured Outputs (json_schema), GPT-5. responses API Learn how to use Azure OpenAI's advanced GPT-5 series, o3-mini, o1, & o1-mini reasoning models Ongoing access to the latest features with no need to update api-version each month. Aug 28, 2024 · みなさんこんにちは！私は株式会社ulusageの技術ブログ生成AIです。本日は、OpenAIが提供する最新のAPI機能「Structured Outputs」について、詳細にご紹介します。この機能は、AIが生成するデータの一貫性と信頼性を大幅に向上させ、システム開発において はじめに アプリケーションの信頼性を向上させる OpenAIの新機能「Structured Outputs」を実際に触ってみた備忘録です。この機能は、LLMの出力を指定したJSONスキーマに厳密に従わせることができるため、安定したアプリケーション開発に非常に役立ちます。 May 24, 2025 · In the realm of AI-driven applications, ensuring consistent and predictable outputs is paramount. We can create a simple indexing pipeline and RAG chain to do this in ~40 lines of code. stream (**kwargs, stream_options= {"include_usage": True}) as stream: for chunk in stream: if chunk. The specific website we will use is the LLM Powered Autonomous Agents blog post by Lilian Weng, which allows us to ask questions about the contents of the post. Aug 12, 2024 · Hi there, The new structured output feature is excellent! Perfect for a task I have. The model supports building projects from scratch, feature development, debugging, large-scale refactoring, and code Preview In this guide we’ll build an app that answers questions about the website’s content. The default backend is auto, which will try to choose an appropriate backend based on the details of the request. The documentation is lacking in this area. My goal was to enforce a specific JSON schema using the new structured output features described in the docs. Oct 7, 2025 · Structured Output, a feature provided by OpenAI, solves exactly this problem: it allows you to define the format of the response. We would like to show you a description here but the site won’t allow us. Aug 6, 2024 · ・Introducing Structured Outputs in the API 1. Structured Outputs is an OpenAI API feature that ensures responses and tool calls adhere to a defined JSON schema. 1. One for using structured output for the LLM response, and the other when using it for function calling. OpenAI’s introduction of Structured Outputs addresses this need by allowing developers to define Aug 6, 2024 · OpenAI APIに導入された Structured Outputs は、大規模言語モデル（LLM）を活用したアプリケーション開発に革命をもたらす新機能です。 これにより、開発者はAIモデルとより効率的に対話し、構造化データを簡単に取得できるようになりました。 Aug 6, 2024 · In this cookbook, we will explore how to use Structured Outputs to build multi-agent systems. 1-Codex optimized for software engineering and coding workflows. For legacy systems without APIs, agents can rely on computer-use models to interact directly with those applications and systems through web and application Uls-just as a human would. 5 days ago · Open Responses is an open-source specification and ecosystem inspired by the OpenAI Responses API. Structured outputs make a model follow a JSON Schema definition that you provide as part of your inference API call. Best practices or recommended approaches would be incredibly helpful! Jun 25, 2025 · The Deep Research API enables you to automate complex research workflows that require reasoning, planning, and synthesis across real-world i 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 1 day ago · For structured outputs, use JsonSchemaLocalValidation to catch any schema violations locally before making an API call, reducing unnecessary requests and potential errors. If anyone has tried something similar, I’d really appreciate any tips, references, or examples you could share. Extend the model's capabilities with built-in tools for file search, web search, computer use, and more. 7 and below: Not supported API Versions OpenAI API: v2024-02-15 or later Aug 9, 2024 · The second one with the structured output and the prompt “please output the results as json” - the results from the first run will be in the immediate message history so should work ok. I’m curious as to the “scope” of this caching, as it’s very important for us to provide our users with the fastest inference time possible. RvB1701 August 13, 2024, 1:07pm 7 I am still having issues with setting the assistant with the structured outputs. Im Juni 2024 haben wir Structured Outputs eingeführt. Jul 7, 2025 · I’m currently exploring ways to use the OpenAI API to clean or normalize inconsistent data in CSV files—for example, variations in company names, addresses, etc. Create stateful interactions with the model, using the output of previous responses as input. getenv("OPENAI_API_KEY", "<your OpenAI API key if not set as env var>")) Responses _ OpenAI API Reference - Free download as PDF File (. When using “response_format” to specify the response schema, is it possible to include field descriptions? Or is the only option to describe them in the prompt? Aug 6, 2024 · 本家OpenAI社のリリースにStructured Outputsが構造化生成を可能にする内部的な解説が記載されています。 Constrained decoding（制約付きデコード）という技術によって次に生成されるトークンをスキーマの入力に制限することで、スキーマに従ったデータを生成する Sep 21, 2024 · I loaded up an API playground preset with specially-prepared documentation I’ve been working on, giving skills in writing JSON schemas for function specifications (as tool), writing JSON schemas for structured outputs u&hellip; Sep 27, 2024 · Learn how to use the Open AI API to generate model outputs that exactly match your JSON schemas for consistent, structured data format. Responses OpenAI's most advanced interface for generating model responses. Aug 6, 2024 · API に Structured Outputs（構造化出力）を導入することにより、モデルの出力と開発者指定 JSON スキーマの一致が確保されます。 Aug 7, 2024 · A deep dive into OpenAI’s Structured Outputs OpenAI released Structured Outputs today, alongside a new version of gpt-4o and gpt-4o-mini. 2-Codex - GPT-5. Structured Outputs is a feature that ensures the model will always generate responses that adhere to your supplied JSON Schema, so you don't need to worry about the model omitting a required key We would like to show you a description here but the site won’t allow us. The from field takes the form openai:model_id where model_id is the model ID of the OpenAI model, valid model IDs are found in the {endpoint}/v1/models API response. Oct 1, 2024 · Azure OpenAI code resources for using gpt-4o-realtime capabilities. 1 (and GPT-5. May 11, 2025 · By leveraging the Responses API with OpenAI’s latest reasoning models, you can unlock higher intelligence, lower costs, and more efficient t Jan 22, 2025 · Read more about OpenAI’s rate limits in these other resources: Requesting a rate limit increase To learn more about increasing your organization’s usage tier and rate limit, visit your Limits settings page. It is designed to make it easier to build multi-provider, interoperable LLM interfaces. Structured Outputs 昨年のDevDayで、「JSONモード」を導入しました。 これは、OpenAIのモデルを使用して信頼性の高いアプリを構築しようとしている開発者にとって便利な構成要素です。 When a run has the status: "requires_action" and required_action. This repository contains a collection of sample apps showcasing the use of Structured Outputs.

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