From openai import openai example When working with JSON responses from the OpenAI API, consider the following best practices: Sep 12, 2024 · from openai import OpenAI from IPython. The latest and most popular Azure OpenAI models are chat completion models. prompts import PromptTemplate from langchain. chains import LLMChain from langchain. It is generated from our OpenAPI specification with Stainless. import OpenAI from "openai"; const openai = new OpenAI({ apiKey: process. Mar 10, 2022 · Using the following function ensures you get your embeddings as fast as possible. In this example, we'll generate templated Weave Boards: LLM usage monitoring dashboards which you can explore and customize from the UI. May 10, 2023 · Here is the code i am running: import pandas as pd from pandasai import PandasAI from pandasai. The OpenAI Python library provides convenient access to the OpenAI REST API from any Python 3. run("Share a 2 sentence horror story. Nov 11, 2023 · How to use DALL-E 3 in the API. I thought it would be a ten min project. llm. 6 hours ago · Understanding the Fundamentals of OpenAI Function Calling. As an example, it demonstrates how to integrate this setup with Retool to create a REST endpoint, enabling seamless interaction with ChatGPT as an action. sha256(prompt. We can leverage the multimodal capabilities of these models to provide input images along with additional context on what they represent, and prompt the model to output tags or image descriptions. Completion. Apr 24, 2024 · Open-source examples and guides for building with the OpenAI API. To run these examples, you'll need an OpenAI account and associated API key (create a free account here). 5 days ago · Learn how to import Openai in Python effectively with practical examples and best practices for seamless integration. Dec 6, 2024 · Hey everyone, I’m new to the OpenAI API, and wondering how to give few-shot examples when using structured outputs. Jul 12, 2022 · Open-source examples and guides for building with the OpenAI API. pip install azure-identity Clone the repo or download the sample file; Open the sample file in Visual Studio Code or your IDE of choice. assistant_stream_event import ThreadMessageDelta from openai. 5 Turbo may be more suitable. OpenAI function calling is a sophisticated method that allows developers to define specific functions that an AI model can "call" when generating responses. callbacks import get_openai_callback # Define the prompt template template = """ Summarize the following text in {language}: {text} Summary: """ prompt = PromptTemplate(template=template, input_variables=["text", "language"]) # Create the LLMChain chain = LLMChain(llm=llm, prompt=prompt) # Example Feb 12, 2024 · Introduction Artificial Intelligence (AI) is one of the most exciting and rapidly growing fields in computer science. This chatbot framework can be applied across industries such as customer support, healthcare, education, and finance, providing automated yet personalized responses. This is different from the OpenAI module used to access the standalone OpenAI API. Can someone help me how to do recursive calling with streaming? import OpenAI from "openai"; import Nov 12, 2024 · Navigate to Indexes list on Pinecone and you should be able to view my-test-index in the list of indexes. Jan 14, 2024 · Here’s an example of how you might do this: from openai import OpenAI def get_openai_client(): return OpenAI() def my_callback_function(): client = get_openai_client() # Your code here This approach can help keep your code DRY (Don’t Repeat Yourself) and make it easier to manage the OpenAI client configuration in one place. content) # Print the response in the terminal agent. First Steps and First Run. secrets["OPENAI_API_KEY"] ASSISTANT_ID = st. With these simple steps, you can set up an AI-powered chatbot using LangChain and OpenAI. Jan 8, 2025 · If authenticating with Azure Active Directory, make sure you have azure-identity installed:. from openai_agents_sdk import Agent, Tool. api_key = os. All object responses in the SDK provide a _request_id property which is added from the x-request-id response header so that you can quickly log failing requests and report them back to OpenAI. OpenAI recently released Distillation which allows to leverage the outputs of a (large) model to fine-tune another (smaller) model. Contribute to openai/openai-python development by creating an account on GitHub. The library includes type definitions for all request params and response fields, and offers both synchronous and asynchronous clients powered by httpx. Step 2: Parsing PDFs and Extracting Visual Information: In this section, we will parse our PDF document the World Bank report - A Better Bank for a Better World: Annual Report 2024 and extract textual and visual information, such as describing images, graphics, and tables. Jan 15, 2025 · Here's a simple example of how to generate text using the OpenAI API: import openai openai. OPENAI_API_KEY, dangerouslyAllowBrowser: true, }); Important Notes. text_delta_block import TextDeltaBlock OPENAI_API_KEY = st. The official Python library for the OpenAI API. We start by importing the OpenAI SDK at the top of our JavaScript file and authenticate with our API key, which we have stored as an environment variable. from openai import OpenAI from openai_structured import openai_structured from openai_structured. schemas import SimpleMessage client = OpenAI result = openai_structured (client = client, model = "gpt-4o", output_schema = SimpleMessage, user_prompt = "What is the capital of France?") print (result. 0 Open-source examples and guides for building with the OpenAI API. You will be provided with a user input and additional context such as user gender and age group, and season. 5-turbo", messages=[ {"role": "system", "… Oct 4, 2023 · Note: you will need an OpenAI API key to run this colab. Basic request To send your first API request with the OpenAI Python SDK , make sure you have the right dependencies installed and then run the following code: Feb 20, 2025 · !pip install openai. This notebook explores how to leverage the vision capabilities of the GPT-4* models (for example gpt-4o, gpt-4o-mini or gpt-4-turbo) to tag & caption images. Jan 13, 2025 · import hashlib import redis from openai import OpenAI import os client = OpenAI() # Connect to Redis (update with your Redis server details) redis_client = redis. Mar 1, 2025 · Importing the OpenAI SDK. openai import openai_complete_if_cache, openai_embed. exceptions. print_response ("Share a 2 sentence horror Dec 4, 2023 · Open-source examples and guides for building with the OpenAI API. His tummy rumbled with excitement as he raced to the kitchen. agent import Agent, RunResponse from phi. 3. OpenAI is a leading research organization that focuses on advancing AI in a safe and beneficial way. Nov 1, 2024 · Let's inspect a random sample from the training set. 8+ application. description: `Compassionate, dramatic, and deeply moving, "To Kill A Mockingbird" takes readers to the roots of human behavior - to innocence and experience, kindness and cruelty, love and hatred, humor and pathos. model. A basic agent consists of defining the tools that it will use and creating an instance of the agent. The zipfile module, which is part of the Python standard library, allows you to create and manipulate zip files easily. Browse a collection of snippets, advanced techniques and walkthroughs. However it may happen that openai may need access to some real time data. Steps: 1. Note that in this example Aug 30, 2023 · ok, let me give you my entire demo code an see if this runs for you, you can then utilise that as a jumping off point, note that I make use of environmental variable set with the export command, if you wish the API key to be stored in your enviroment across reboots and session you can use echo 'export OPENAI_API_KEY=your_api_key' >> ~/. assistants. Schema validation, prompting is controlled by type annotations import instructor import matplotlib. environ["OPENAI_API_KEY"] This approach keeps your API key hidden from your source code, which can be useful when working with version control systems like Git or when collaborating with others. examples. Because new versions of the OpenAI Python library are being continuously released - and because API Reference and Cookbooks, and github are USELESS to describe what to do with the data return (or even show how to catch the API return) - I thought I’d demonstrate a basic application for you. py, ‘urllib3. Explore the examples directory to see the SDK in action, and read our documentation for more details. Mama Lion had made a breakfast feast! from phi. Mar 17, 2024 · Hello, Is function call incompatible with streaming? I have an example without streaming and it works well. display import display, HTML import pandas as pd from concurrent. Jan 15, 2025 · Open-source examples and guides for building with the OpenAI API. "Please set EXAMPLE_BASE_URL, EXAMPLE_API_KEY, EXAMPLE_MODEL_NAME via env var or code. Jul 9, 2023 · Then, in your Python script, you can set the openai. We will first examine structured output without function calling and then update the earlier multi-function calling example to output JSON Dec 6, 2024 · import OpenAI from "openai" import axios from "axios" // For downloading the image import fs from "fs/promises" // Optional, for debugging by saving the image locally const openai = new OpenAI() async function fetchIma… Nov 1, 2024 · from openai import OpenAI client = OpenAI() tts_text = """ Once upon a time, Leo the lion cub woke up to the smell of pancakes and scrambled eggs. api_key = "YOUR_API_KEY" Implementing Sentiment Analysis with OpenAI API. Here is the code for reference: from typing_extensions import override from openai import AssistantEventHandler, OpenAI client = OpenAI() class EventHandler(AssistantEventHandler): @override def on_text_created(self, text) -> None: print(f"\\nassistant > ", end="", flush=True) @override def on_tool Check out the examples folder to try out different examples and get started using the OpenAI API. encode('utf-8')). 2. error 5 days ago · To create a zip file using the OpenAI Python API, you will first need to ensure that you have the necessary libraries installed. This file will store your API key and ensure it is not exposed in version control systems. StrictRedis(host='localhost', port=6379, decode_responses=True) # Function to generate cache key from the prompt (hash the prompt) def generate_cache_key(prompt): return hashlib. openai import OpenAI Sample DataFrame df = pd. 源自专栏《docker常用命令系列&&k8s系列目录导航》 前言. Dec 30, 2024 · 文章浏览阅读6. futures import ThreadPoolExecutor import csv client = OpenAI() MODEL = 'o1-preview' We have our articles stored in an accessible csv. secrets["ASSISTANT_ID"] # Initialise the OpenAI client, and retrieve the Oct 28, 2023 · When I run openai example: python openai-test. py """ import streamlit as st from openai import OpenAI from openai. ; Cost Efficiency: If budget is a concern, GPT-4o mini or GPT-3. realtime import AsyncRealtimeConnection class SessionDisplay ( Static ): """A widget that shows the current session ID. import os from openai import OpenAI # Initialize the OpenAI client client = OpenAI() OpenAI. In addition to chat models, Azure OpenAI also offers embedding models that are particularly useful for tasks such as semantic search and content recommendation. ") from e elif isinstance(e, openai. It’s maybe 5 or 6 hours later- I don’t even know - and i cant get it working. Use environment variables to store sensitive information. ; Using other LLM providers. Reload to refresh your session. 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. tho if u post the full script we could probly help alittle more Nov 9, 2023 · My issue is solved. OPENAI_API_KEY, dangerouslyAllowBrowser: true, }); 6 days ago · Choosing the Right Model. Contribute to openai/openai-java development by creating an account on GitHub. getenv(“OPENAI_API_KEY”) completion = openai. OpenAI(api_key=api_key) class Example(BaseModel): field_1 : str field 6 hours ago · pip install openai pandas numpy matplotlib seaborn Set up your OpenAI API key: import openai openai. resources. If anyone needs this. 1 & 2" as well as the subtitle "100 Full-Page Patterns Value Bundle" which are found in different parts of the image. Unless you are specifically using gpt-3. You can use other LLM providers in 3 ways (examples here):. that could be giving u problems it can create pylons problems and syntax errors. py is: import os import openai openai. Mar 11, 2025 · Creating Vector Store with our PDFs. Sep 26, 2024 · Open-source examples and guides for building with the OpenAI API. To utilize these models, you can import the Azure OpenAI Embeddings class as follows: from langchain_openai import AzureOpenAIEmbeddings Jan 17, 2025 · OpenAI Integration in Software Projects Examples GitHub: Explore repositories that showcase various implementations of OpenAI models. Set the `model` on the Agent. from lightrag. I know that we have another JavaScript support package. eva ["In a heavy 2-quart saucepan, mix brown sugar The official Java library for the OpenAI API. 3k次，点赞57次，收藏38次。openAI库是OpenAI官方提供的Python SDK，旨在帮助开发者轻松调用OpenAI的API，实现自然语言处理（NLP）、图像生成、代码补全等AI功能。通过openAI库，开发者可以快速集成GPT、DALL·E等先进模型，构建智能应用。_安装openai库 Sep 30, 2023 · Open-source examples and guides for building with the OpenAI API. Notably, our SDK is compatible with any model providers that support the OpenAI Chat Completions API format. We will create a Vector Store on OpenAI API and upload our PDFs to the Vector Store. You are currently on a page documenting the use of Azure OpenAI text completion models. It includes detailed explanations of the API endpoints, request formats, and response structures. Let's break down the process of performing sentiment analysis on a dataset: In previous tutorial we had implemented Spring Boot + Azure OpenAI Hello World Example. display import display, HTML from sklearn. Feb 14, 2024 · Hi trying to use the very simpel example on the documentation site from openai import OpenAI client = OpenAI() completion = client. 2. Share your own examples and guides. Here is the code I am using: import os from openai import OpenAI from dotenv import load_dotenv, find_dotenv _ = load_dotenv(find_dot… title ingredients directions link source NER; 0: No-Bake Nut Cookies ["1 c. For more information on debugging requests, see these docs. Aug 18, 2024 · In this series, we have examined the basics of Azure Open AI, using the chat completions API, streaming responses, and finally, single and multi-tool calling. Make sure your OpenAI API key is correctly set up in your environment to authenticate your requests. 5-turbo”, messages=[ {“role”: “system”, “content”: “You are a poetic assistant, skilled in explaining complex programming 1 day ago · import logfire from openai import AsyncAzureOpenAI from agents import set_default_openai_client, set_tracing_disabled # Configure your OpenAI client azure_openai Jan 19, 2024 · from openai import OpenAI import json client = OpenAI() # Example dummy function hard coded to return the same weather # In production, this could be your backend API from openai. retrieve(existing_assistant 6 hours ago · from langchain. When I set stream:true , then I am not getting the functions calling works. You signed in with another tab or window. ChatCompletion. beta. By default, the SDK looks for the OPENAI_API_KEY environment variable for LLM requests and tracing, as soon as it is imported. from agents import Agent, InputGuardrail, GuardrailFunctionOutput, Runner from pydantic import BaseModel import asyncio class HomeworkOutput (BaseModel): is_homework: bool reasoning: str guardrail_agent = Agent (name = "Guardrail check", instructions = "Check if the user is asking about homework. ", output_type = HomeworkOutput,) math_tutor 1 day ago · This example demonstrates how JSON responses from the OpenAI API can be seamlessly integrated into a full-stack application, providing structured and easily manageable data. Feb 23, 2025 · I thought I’d try the openai quickstart python example just to connect to the openai API. message) # "The capital of France is 6 days ago · To securely manage your OpenAI API key for a specific project, creating a local . The code of openai-test. . Examples and guides for using the OpenAI API. display import display from PIL import Image from openai import OpenAI from pydantic import BaseModel, Field Sep 10, 2024 · Using the new Structured Output and Pydantic, let’s take the “getting started” example: from pydantic import BaseModel from openai import OpenAI client = OpenAI() class CalendarEvent(BaseModel): name: str date… Sep 28, 2023 · # Test to ensure that your OpenAI API key is defined as an environment variable or provide it when prompted # If you run this notebook locally, you may have to reload the terminal and the notebook to make the environment available import os from getpass import getpass # Check if OPENAI_API_KEY is set as an environment variable if os. DataFrame… Hi, i am new to Python, but trying out the PandasAI demo. ") # print(run. Jan 8, 2025 · Below, you can find all the necessary tools for seamless Open AI API integration. You signed out in another tab or window. After setting up your API key, import the necessary libraries from LangChain and other dependencies. threads. Import the necessary packages within the Python shell or in the notebook: import os from openai import AzureOpenAI. types. Also in another previous tutorial we had implemented spring boot + azure openai + RAG to provide reference text using vector database to openai. The AzureOpenAI module allows access to OpenAI services within Azure. 6 days ago · The official documentation provides comprehensive guides and examples to help developers get started with the OpenAI import. import os. Mar 1, 2025 · Here's a complete example of how to import the SDK and authenticate with OpenAI: import OpenAI from "openai"; const openai = new OpenAI({ apiKey: process. llm. environ["OPENAI_API_KEY"] Importing Libraries. In today’s article, we will examine how to return structured output from the LLM response. Contribute to openai/openai-cookbook development by creating an account on GitHub. Sets the name of an OpenAI model directly. set_default_openai_client is useful in cases where you want to globally use an instance of AsyncOpenAI as the LLM client. Sep 12, 2024 · from openai import OpenAI import json from IPython. getenv('OPENAI_API_KEY')# stored If not add your key # Specify the ID of the existing assistant existing_assistant_id = "asst_myID" # Step 1: Retrieve the Existing Assistant existing_assistant = client. realtime. futures import ThreadPoolExecutor, as_completed import csv import pandas as pd client = OpenAI() MODEL = 'o1-preview' Feb 24, 2025 · Importing the SDK and Authenticating with OpenAI. get Jun 22, 2024 · The title says it all, the example in the documentation for streaming doesn’t actually stream. Next, import the OpenAI SDK in your JavaScript file. Sep 4, 2023 · the the. env file is essential. First of all there are credits in my account Windows 11 computer Mar 11, 2025 · The Responses API is a new API that focuses on greater simplicity and greater expressivity when using our APIs. getenv The official Python library for the OpenAI API. This SDK will allow you to interact with the OpenAI API seamlessly. In this example, the question prompts the model to determine the title of the book. OpenAI provides an API (Application Programming Interface) that allows developers to easily access their powerful AI models and integrate them into their Jan 30, 2025 · Conclusion. Set an environment variable called OPENAI_API_KEY with your API key. Apr 24, 2024 · Finally got it working. Below is an example in JavaScript: import OpenAI from "openai"; const openai = new OpenAI({ apiKey: process. create( engine Dec 3, 2023 · I used to do if isinstance(e, openai. Feb 21, 2025 · Step 3: Import the OpenAI SDK and Authenticate. Create a custom OpenAI client. firmly packed brown sugar", "1/2 c. When selecting a model, consider the following factors: Task Complexity: For intricate tasks, opt for GPT-4o or GPT-4 Turbo. Example code and guides for accomplishing common tasks with the OpenAI API. It’s probably a simple mistake but I’m totally brunt out and can’t absorb anymore info so I’m posting here. completions. metrics import precision_score, recall_score, f1_score from concurrent. ImportError: cannot import name ‘OpenAI’ from ‘openai’ Run: pip install openai --upgrade. OPENAI_API_KEY, dangerouslyAllowBrowser: true, }); Running in a Browser Environment Nov 17, 2021 · Hi everyone, Just want to share an NPM package that I wrote for personal projects that supports OpenAI & TypeScript. It is designed for multiple tools, multiple turns, and multiple modalities — as opposed to current APIs, which either have these features bolted onto an API designed primarily for text in and out (chat completions) or need a lot bootstrapping to perform simple actions (assistants api). If you are unable to set that environment variable before your app starts, you can use the set_default_openai_key() function to set the key. env. env file from dotenv import find_dotenv, load_dotenv _ = load_dotenv(find_dotenv()) OPENAI_API_KEY = os. Aug 6, 2024 · from enum import Enum from typing import Union import openai product_search_prompt = ''' You are a clothes recommendation agent, specialized in finding the perfect match for a user. environ. beta. hexdigest() # Function to Mar 5, 2024 · Open-source examples and guides for building with the OpenAI API. " """This example uses a custom provider for a specific agent. RateLimitError): raise Exception("Rate limit exceeded too many times. Jan 7, 2025 · # Get OpenAI API key by reading local . 5-turbo-instruct, you are probably looking for this page instead. The script I’ve provided is linear, progressing through building the Oct 10, 2024 · Open-source examples and guides for building with the OpenAI API. OPENAI_API_KEY, dangerouslyAllowBrowser: true, }); Mar 30, 2024 · """ app. To use the OpenAI API, you need to import the SDK and authenticate using your API key. OpenAI will read those PDFs, separate the content into multiple chunks of text, run embeddings on those and store those embeddings and the text in the Vector Store. You switched accounts on another tab or window. api_key = 'your-api-key' response = openai. I am trying to build a drive thru app and do recursive calls based on order single item or multiple items. openai import OpenAIChat agent = Agent (model = OpenAIChat (id = "gpt-4o"),) # Get the response in a variable # run: RunResponse = agent. Environment Variables: Never hard-code your API keys in your code. bashrc Sep 2, 2022 · Open-source examples and guides for building with the OpenAI API. Jun 13, 2023 · import json from openai import OpenAI from tenacity import retry, wait_random_exponential, stop_after_attempt from termcolor import colored GPT_MODEL = "gpt-4o" client = OpenAI() Utilities First let's define a few utilities for making calls to the Chat Completions API and for maintaining and keeping track of the conversation state. Create a `Model` that uses the custom client. api_key using the os module: import openai import os openai. OpenAI Integration in Software Projects GitHub GPT Chat : Check out projects that utilize GPT for chat applications, enhancing user interaction. ProxyError’ happned. Approach 1: Serialize as JSON string Here, I convert the structured output to a JSON string and use that as the content for the few-shot examples: import openai from pydantic import BaseModel client = openai. 【gpt系列】OpenAI Python API库from openai import OpenAI用法示例拓展详细说明. error. May 20, 2024 · Hi, Im trying out the example from OpenAI documentation but I am getting failed only. Jan 2, 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. # Usage example # To run the server, use the following command in your terminal: Oct 1, 2024 · Open-source examples and guides for building with the OpenAI API. 这个库为开发者提供了方便的接口来访问 OpenAI 的 REST API，支持同步和异步操作，并且提供了丰富的错误处理和日志记录功能。 Configuring the SDK API keys and clients. Aug 11, 2023 · Import the OpenAI Python library (if you don't have it, you'll need to install it with pip install openai) Download the audio file example # imports from openai import OpenAI # for making OpenAI API calls import urllib # for downloading example audio files import os # for accessing environment variables client = OpenAI( api_key = os. """ Nov 11, 2024 · This notebook provides a step-by-step guide for using Pinecone as a vector database to store OpenAI embeddings. create( model=“gpt-3. This can significantly reduce the price and the latency for specific tasks as you move to a smaller model. pyplot as plt import pandas as pd from IPython. Use the W&B OpenAI integration to monitor OpenAI API calls and understand how your projects and teams are leveraging LLMs. In this case, the answer is quite ambiguous as there is the main title "Patty's Patterns - Advanced Series Vol. create( model="gpt-3. This is available only in version openai==1. Mar 10, 2022 · Open-source examples and guides for building with the OpenAI API. Here’s a minimal example: May 1, 2024 · Open-source examples and guides for building with the OpenAI API. Ensure you have installed the necessary Python libraries for seamless AI API integration. chat. Feb 20, 2023 · Open-source examples and guides for building with the OpenAI API. The openai library is crucial for interacting with the API, while libraries like requests may come in use for handling additional HTTP requests if needed. Best Practices and Optimization Techniques. Request IDs. Open-source examples and guides for building with the OpenAI API. Provides a Model implementation.
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