Using Structured Outputs with Global Batch deployments in Azure OpenAI Service If you want to use both of these features at the same time, firstly, deploy gpt-4o in a supported region using the "Global Batch" deployment type. Configurable reasoning effort: Easily adjust the Aug 8, 2024 · Today we launched Structured Outputs in the API — model outputs now reliably adhere to developer-supplied JSON Schemas. com/v1/vector_stores/ {vector_store_id}/file_batches/ {batch_id}/cancel 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. This feature was one of our most highly requested for the API, as managing responses that don’t matc&hellip; Oct 7, 2024 · Currently, I’m making one OpenAI API call per message to get the structured output. Your usage tier determines how high these limits are set and automatically increases as you send more requests and spend more on the API. o3-mini was the first OpenAI reasoning model with official function-calling support, which is huge for building AI agents and automated workflows. May 20, 2025 · I am trying to use batch API feature for the reasoning models with structured output. Structured outputs are recommended for function calling, extracting structured data, and building complex multi Oct 10, 2024 · Based on documentation for structured output, you should deploy a GPT-4o model with version 2024-08-06. getenv("OPENAI_API_KEY", "<your OpenAI API key if not set as env var>")) Apr 23, 2025 · This notebook guides you step-by-step through answering questions about a collection of data, using Chroma, an open-source embeddings databa Aug 5, 2025 · vLLM provides a serve command that will automatically download the model from HuggingFace and spin up an OpenAI-compatible server on localhost:8000. Like it uses Structured Outputs to match the function output. So, have you tried your Rest API with a deployment of type Global batch? because you mentioned that when you try it with a GlobalStandard deployment, it returns an empty output. Jan 24, 2025 · I am using structured output with BatchAPI because I have 1500 documents and it is cost efficient. - google/langextract post https://api. 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. import json from openai import OpenAI from pydantic import BaseModel, Field … An overview of OpenAI's newest structured output feature available via the APIs with models like GPT-4o. 75% of the responses are fine and have proper jsons are results but 25% of the responses Nov 13, 2025 · Explore resources, tutorials, API docs, and dynamic examples to get the most out of OpenAI's developer platform. 9+: Full support Python 3. 2-codex (see the model page). This feature is particularly useful for developers who need reliable, type LangChain is an open source framework with a pre-built agent architecture and integrations for any model or tool — so you can build agents that adapt as fast as the ecosystem evolves This can be useful for storing additional information about the object in a structured format, and querying for objects via API or the dashboard. “using-pydantic-structured-outputs-in-batch-mode” Currently I am defining the following class from tooldantic import OpenAiResponseFormatBaseModel as BaseModel class Scores(BaseModel): Score_1: int Score_2: int (Note Dec 18, 2024 · OpenAI’s implementation of ChatGPT structured outputs in its API, directly addresses challenges posed by unstructured outputs, making sure consistency and precision. The following is a toy example outlining my problem. To optimize costs, I’d like to bundle multiple messages (within the token limit) into a single API call and receive a structured response for each message. This Apr 24, 2024 · The new Batch API allows to create async batch jobs for a lower price and with higher rate limits. OpenAI Chat Completion With Reasoning OpenAI Chat Completion With Reasoning Streaming OpenAI Completion Client Long Text Embedding with Chunked Processing OpenAI Responses Client With Tools OpenAI Transcription Client OpenAI Translation Client Setup OpenTelemetry POC Pooling models Prometheus and Grafana Prompt Embed Inference With OpenAI Client Aug 6, 2024 · We are introducing Structured Outputs in the API—model outputs now reliably adhere to developer-supplied JSON Schemas. Aug 12, 2025 · Views Activity Unable to Use Batch API with Structured Output API api , batch , structured-output , o4-mini 5 402 May 20, 2025 Batching prompts still being recommended despite not Documentation api 5 2308 January 23, 2024 Question about gpt-5 batch API API 2 159 October 11, 2025 Batch API is not supported for o3-pro, despite claiming to be 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. But what i want is just be able to use normal function calling or Structured Outputs for function calling, with stucture output at the response_format. This can be useful for storing additional information about the object in a structured format, and querying for objects via API or the dashboard. Online Serving (OpenAI API) # Aug 7, 2025 · Rate limits ensure fair and reliable access to the API by placing specific caps on requests or tokens used within a given time period. , putusan kebijakan, rasional). However, Structured Outputs Structured outputs make a model follow a JSON Schema definition that you provide as part of your inference API call. 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. The framework for programming—rather than prompting—language models. The old response_format key is deprecated, now we have to use text, but it’s unclear how to do so. completions. Without structured output - it works fine, and GlobalStandard 4o model (same version: 2024-08-06) produces the structured output as expected. Batch API⁠ ⁠ (opens in a new window): Save 50% on inputs and outputs with the Batch API and run tasks asynchronously over 24 hours. A Python library for extracting structured information from unstructured text using LLMs with precise source grounding and interactive visualization. txt of prompts into along with a pydantic response model, then automatically get the . Setup the Fluxguard API trigger to run a workflow which integrates with the OpenAI (ChatGPT) API. Aug 30, 2024 · Discover how OpenAI’s Structured Outputs revolutionize AI development by ensuring consistent, schema-adherent data generation. 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. In the API, the Codex-tuned model is gpt-5. I read the following page already but I am still acing issue. 8: Limited support (no TypedDict) Python 3. 1 day ago · I can reliably get message. 21 hours ago · The function calling and structured output support is more mature. 25% of my responses have incomplete jsons as output. If anyone has tried something similar, I’d really appreciate any tips, references, or examples you could share. Run the following command depending on your desired model size in a terminal session on your server. Learn how to use OpenAI's Batch API for processing jobs with asynchronous requests, increased rate limits, and cost efficiency. _parsing. Oct 28, 2024 · I’ve seen the docs and what it says here is Structured Outputs for function calling. Be sure to use version 2024-08-06 or newer for Structured Output support. 2 in my tests) returns logprobs= [] even though I request them via include= ["message. A complete guide with code examples, use cases, and tips for building robust AI systems with structured data. Aug 4, 2025 · Python library for creating and managing OpenAI Structured Outputs batch API calls Jan 30, 2025 · Structured output with pydantic and the Batch API API gpt-4, api, structured-output DS_user January 30, 2025, 4:54pm This repository contains a set of design patterns using the Azure OpenAI service. Seperti model gpt‑oss lainnya, bobot ini tidak disajikan melalui OpenAI API maupun ChatGPT. More here: https://openai. When I upload my batch file it validates and processes but the output file is always empty. Nov 13, 2025 · Explore our practical OpenAI Batch API reference. Unlock the power of OpenAI's Structured Outputs API! Learn how to build robust AI systems with guaranteed JSON schema adherence. Keys are strings with a maximum length of 64 characters. We can create a simple indexing pipeline and RAG chain to do this in ~40 lines of code. And, based on documentation for batch processing, the deployment type should be Global batch. Structured Outputs is the evolution of JSON mode. Aug 7, 2024 · Makiさんによる記事 はじめに OpenAIは、APIに構造化出力（Structured Outputs）を導入しました。これにより、モデルの出力が開発者が提供したJSONスキーマに確実に準拠するようになりました。 背景 従来の課題 非構造化入力からの構造化データ生成は、AIアプリケーションの主要なユースケース 開発 Unlock the power of OpenAI's Structured Outputs API in 2025. import json from openai import OpenAI from pydantic import BaseModel, Field … 6 days ago · Learn about the new features of Gemini 3 in the Gemini API. Master OpenAI's structured outputs in 2025 with this comprehensive developer guide. Free for developers. Article is available here: Diving Deeper with Structured Outputs | by Armin Catovic | Sep, 2024 | Towards Data Science Approximate outline of the article: What Sep 6, 2025 · I’ve been trying to use directly the Responses API (for batch querying) to produce structured outputs, but have run in quite a few difficulties. 7 and below: Not supported API Versions OpenAI API: v2024-02-15 or later JSON Schema: Draft 7 Pydantic: v2. Pipedream&#39;s integration platform allows you to integrate Breeze and OpenAI (ChatGPT) remarkably fast. Some caveats: If using the “playground”, it does not use response ID for chat persistence. 0+ Client The Combining OpenAI's Batch API and Structured Outputs Then, decide on the desired structure of your output, and use the code below to set this. LiteLLM supports OpenAI Chat + Embedding calls. Pipedream&#39;s integration platform allows you to integrate Fluxguard and OpenAI (ChatGPT) remarkably fast. 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. If a name consists of more than one word, you can concatenate them with the underscore Jan 1, 2025 · Structured Outputs is a powerful feature in OpenAI’s API that ensures responses adhere to a predefined JSON schema. While both ensure valid JSON is produced, only Structured Outputs ensure schema adherence. Aug 6, 2024 · Does Azure OpenAI GlobalBatch GPT-4o deployment supports "Structured output"? With response_format="json_schema" (and valid schema) it returns empty output (Sweden Central Azure regione). OpenAI API in 2026: What Leaders Should Know Before Scaling AI Over the past year, OpenAI has evolved its API from a single LLM endpoint into a multi-modal AI infrastructure, covering text, vision Chat with OpenAI (ChatGPT) API on New Task from Breeze API. 1 (and GPT-5. 2 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. Learn the benefits, usage, and code examples for AI system building. Best practices or recommended approaches would be incredibly helpful! Azure OpenAI Service pricing information. If you're integrating AI into production systems, these features save significant development time. # For 20B vllm serve openai/gpt-oss-20b # For 120B vllm serve openai/gpt-oss-120b By fine-tuning openai/gpt-oss-20b on this dataset, it will learn to generate reasoning steps in these languages, and thus its reasoning process can be interpreted by users who speak those languages. Explore OpenAI Chat integration in Spring AI for building intelligent applications with advanced conversational capabilities. Code examples and practical tips included. The OpenAI Batch API requires that your input is formatted as a very specifically structured JSON lines file. Aug 6, 2024 · ・Introducing Structured Outputs in the API 1. 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. The structure of this formatting will be Name: Data Type. Learn about message types and available text formats like JSON and Structured Outputs. It is based on my own usage and various threads I’ve been involved with in these forums. Structured Outputs is the evolution of JSON mode. Learn how it works, its pricing, key use cases for asynchronous processing, and when a real-time solution is better. Setup the Breeze API trigger to run a workflow which integrates with the OpenAI (ChatGPT) API. This should be considered as a foundation to build prototypes and eventually production ready solutions. openai. import openai import os client = openai. com/index/introducing-struc Sep 8, 2024 · Master the Batch API with this guide! Learn to batch multiple requests in one call to save time and costs. Not Structured Outputs and function calling. 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. Model khusus teks dengan skema structured output referensi (mis. Recent improvements to Codex models Faster and more token efficient: Uses fewer thinking tokens to accomplish a task. parse () method but when I’ve tried to do the s&hellip; We would like to show you a description here but the site won’t allow us. Sep 25, 2024 · Hello everyone, I’m having some trouble using Pydantic structured outputs in batch mode. Rate limits ensure fair and reliable access to the API by placing specific caps on requests or tokens used within a given time period. ipynb at main · guygregory/StructuredBatch Sep 25, 2024 · Hello everyone, I’m having some trouble using Pydantic structured outputs in batch mode. output_text. Unlock the power of OpenAI's Structured Outputs API in 2025. logprobs"]. 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. This goes beyond simply instructing it in the prompt: If you only ask for a format, the model might still add extra comments or break the structure. For my response_format I used this function: from openai. I tried doing json schema for the structured output first but according to the docs: Using Structured Outputs with Global Batch deployments in Azure OpenAI Service - StructuredBatch/batch - StructuredOutputs. 1, o3, and o4-mini This article features detailed descriptions and best practices on the quotas and limits for Azure OpenAI. Learn how to use the OpenAI API to generate text from a prompt. See below for the full code snippet: The official . This document shows you some examples of the different options that are available to generate structured outputs. Fine-tuning | OpenAI API Reference This cookbook serves as your practical guide to selecting, prompting, and deploying the right OpenAI model (between GPT 4. _completions import type_to_response_format_param and gave it my Pydantic schema. Learn how this feature enhances reliability, reduces post-processing, Nov 4, 2024 · I am currently using tooldantic for structured outputs in batch mode in order to produce a json output structure. lib. Dec 4, 2025 · This guide is for anyone using the model directly via the API for maximum customizability; we also have the Codex SDK for simpler integrations. Batches will be completed within 24h, Preview In this guide we’ll build an app that answers questions about the website’s content. Sep 7, 2025 · The official Python library for the OpenAI API. In the first step, we will create a csv file containing all the requests we want to make in the correct structure. This Python notebook walks through the steps required to upload an example batch file, submit it for processing, track its progress, and retrieve structured outputs using Azure OpenAI's Batch API. 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. We recommend always using Structured Outputs instead of JSON mode when possible. Aug 4, 2025 · Python library for creating and managing OpenAI Structured Outputs batch API calls Apr 24, 2024 · The new Batch API allows to create async batch jobs for a lower price and with higher rate limits. I am planning to do this in a maintainable way where I have a script that I can basically input a . I am now hoping to use gpt4o-08-06 responses to finetune gpt-4o-mini-07-18 to my use case. 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. NET library for the OpenAI API. logprobs when Structured Outputs are NOT enabled, but when I enable Structured Outputs (json_schema), GPT-5. format for structured output, even strict. beta. Download gpt-oss-120b on HuggingFace. Both Structured Outputs and JSON mode are supported in the Chat Completions API, Assistants API, Fine-tuning API and Batch API. 1B active parameters). Aug 13, 2024 · Hi there, I have been using the new structured outputs feature and it has been working great for a few of my use cases. Batches will be completed within 24h, Chat using Web Search with OpenAI (ChatGPT) API on New Webhook Event (Instant) from Fluxguard API. In this cookbook, we will illustrate this capability with a few examples. 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。 Sep 7, 2025 · The official Python library for the OpenAI API. Priority processing ⁠ ⁠: offers reliable, high-speed performance with the flexibility to pay-as-you-go. While both ensure valid JSON is produced, only Structured Outputs ensure schema adherance. txt of prompts into along with a pydantic response model, then automatically get the Explore resources, tutorials, API docs, and dynamic examples to get the most out of OpenAI's developer platform. Aug 7, 2025 · A faster, cost-efficient version of GPT-5 for well-defined tasks Structured Outputs # vLLM supports the generation of structured outputs using outlines, lm-format-enforcer, or xgrammar as backends for the guided decoding. Both Structured Outputs and JSON mode are supported in the Responses API, Chat Completions API, Assistants API, Fine-tuning API and Batch API. 0 license: Build freely without copyleft restrictions or patent risk—ideal for experimentation, customization, and commercial deployment. Bawa kebijakan Anda sendiri: model menafsirkan kebijakan tertulis Anda sehingga dapat menggeneralisasi lintas produk dengan rekayasa yang minimal. gpt-oss-120b is our most powerful open-weight model, which fits into a single H100 GPU (117B parameters with 5. Contribute to openai/openai-python development by creating an account on GitHub. chat. What is Structured Output? Structured Output is a feature of the OpenAI API that forces the model to respond n a predefined format. OpenAI(api_key=os. Version Compatibility Python Support Python 3. import json from openai import OpenAI from pydantic import BaseModel, Field … The batch will be in status cancelling for up to 10 minutes, before changing to cancelled, where it will have partial results (if any) available in the output file. 0 - Built with Google's LangExtract library. My structured response schema is about 90 properties so… The batch will be in status cancelling for up to 10 minutes, before changing to cancelled, where it will have partial results (if any) available in the output file. Key features Permissive Apache 2. Contribute to openai/openai-dotnet development by creating an account on GitHub. Chat using Functions with OpenAI (ChatGPT) API on New Webhook Event (Instant) from Fluxguard API. The intent is to provide guidance around the building blocks and approaches to deliver common scenarios. Make sure the names are intuitive, and describe what data needs to be outputted as part of this variable. Oct 15, 2024 · I am trying to batch process a large amount of data with the batch API and a structured response schema. Tips and code included! Sep 11, 2024 · Learn how to get started with OpenAI Structured Outputs, understand its new syntax, and explore its key applications. Oct 7, 2025 · 1. Try popular services with a free Azure account, and pay as you go with no upfront costs.

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