Vercel AI SDK: A powerful toolkit that simplifies AI application development
AI SDK by Vercel is a powerful TypeScript toolkit designed to simplify the process of building AI-driven applications. It provides developers with a unified API for interacting with various AI models and frameworks, making it easier to integrate advanced AI capabilities into web applications.
Core components:
- AI SDK Core: Provides a standardized way to generate text, structured objects and tool calls using large language models (LLM).
- AI SDK UI: Provides framework-independent Hooks for building chat and generative user interfaces.
Features:
1. Multi-provider support
AI SDK supports multiple AI model providers, including:
- OpenAI
- Azure OpenAI
- Anthropic
- Amazon Bedrock
- Google AI
- Hugging Face
- Cohere
- Replicate
- And more…
2. Core functions
-
generateText()
: Generate text from language model -
streamText()
: Stream text from a language model -
generateObject()
: Generate structured data from language model -
streamObject()
: Stream structured data from a language model -
embed()
: Generate embeddings for a single value -
embedMany()
: Generate embeddings for multiple values ??(batch embedding)
3. UI components
-
useChat()
: Hook for building chat interface -
useCompletion()
: Hook for text completion interface -
useObject()
: Hook for consuming streaming JSON objects
-
useAssistant()
: Hook for interacting with the OpenAI compatible assistant API
4. Framework support
AI SDK supports multiple front-end frameworks:
- React
- Next.js
- Vue.js
- Svelte
- SolidJS
5. Advanced functions
- Language model middleware: Enhance model behavior with features such as guardrails, Retrieval Augmentation Generation (RAG), caching, and logging.
- Multi-modal support: Handle text, images and other data types in AI interactions.
- Tool Usage: Define and use custom tools for complex AI interactions.
Application scenarios:
- Chat robot and dialogue interface: build a high -level chat application with real -time streaming response. Content generation:
- Create applications used to generate articles, abstracts or creative writing. Code generation and auxiliary: Develop AI -driven code assistant or code interpretation tool.
- Data analysis and visualization: Create tools that can use AI function analysis and visual data.
- Language translation: Build applications that can translate texts between multiple languages. Segent search:
- Use embedded and similarity matching to achieve advanced search functions. Personalized recommendation: Create a recommendation system for products, content or services.
- Code example:
- Basic text generation
Advantages:
import { generateText } from 'ai' import { openai } from '@ai-sdk/openai' const { text } = await generateText({ model: openai('gpt-4o'), prompt: '用簡單的術語解釋人工智能的概念。' }) console.log(text)<一> Uniform API:
Simplify the interaction with multiple AI providers through consistent interfaces.
import { useChat } from 'ai/react' export default function ChatComponent() { const { messages, input, handleInputChange, handleSubmit } = useChat() return ( <div> {messages.map(m => ( <div key={m.id}> {m.role}: {m.content} </div> ))} <input type="text" value={input} onChange={handleInputChange} /> <button onClick={handleSubmit}>發(fā)送</button> </div> ) }Streaming support:
Support real -time and token stream transmission one by one, thereby achieving a rapid UI experience in response. Type Safety:
Built with TypeScript to improve the experience and code reliability of developer.- Framework has nothing to do: Core function can be used together with any JavaScript framework or at runtime. None of the server:
- Seamless collaboration with a server -free and edge computing environment. Expansion: Support custom tools and middleware for senior cases.
- Getting started:
- To start using AI SDK, please install the core package and any of the packs you need to provide:
- Summary: Vercel's AI SDK provides a comprehensive solution for developers who want to integrate its AI function into their applications. With its unified API and multi -provider support and framework design, it simplifies the process of building a complex AI function. Regardless of whether you are creating a chatbot, content generating tools, or complex AI assistants, AI SDK provides tools and flexibility to realize your ideas.
- For more information and detailed documents, visit the official AI SDK website.
The above is the detailed content of AI SDK by Vercel: A Feet View. For more information, please follow other related articles on the PHP Chinese website!

Hot AI Tools

Undress AI Tool
Undress images for free

Undresser.AI Undress
AI-powered app for creating realistic nude photos

AI Clothes Remover
Online AI tool for removing clothes from photos.

Clothoff.io
AI clothes remover

Video Face Swap
Swap faces in any video effortlessly with our completely free AI face swap tool!

Hot Article

Hot Tools

Notepad++7.3.1
Easy-to-use and free code editor

SublimeText3 Chinese version
Chinese version, very easy to use

Zend Studio 13.0.1
Powerful PHP integrated development environment

Dreamweaver CS6
Visual web development tools

SublimeText3 Mac version
God-level code editing software (SublimeText3)

There are three common ways to initiate HTTP requests in Node.js: use built-in modules, axios, and node-fetch. 1. Use the built-in http/https module without dependencies, which is suitable for basic scenarios, but requires manual processing of data stitching and error monitoring, such as using https.get() to obtain data or send POST requests through .write(); 2.axios is a third-party library based on Promise. It has concise syntax and powerful functions, supports async/await, automatic JSON conversion, interceptor, etc. It is recommended to simplify asynchronous request operations; 3.node-fetch provides a style similar to browser fetch, based on Promise and simple syntax

JavaScript data types are divided into primitive types and reference types. Primitive types include string, number, boolean, null, undefined, and symbol. The values are immutable and copies are copied when assigning values, so they do not affect each other; reference types such as objects, arrays and functions store memory addresses, and variables pointing to the same object will affect each other. Typeof and instanceof can be used to determine types, but pay attention to the historical issues of typeofnull. Understanding these two types of differences can help write more stable and reliable code.

Which JavaScript framework is the best choice? The answer is to choose the most suitable one according to your needs. 1.React is flexible and free, suitable for medium and large projects that require high customization and team architecture capabilities; 2. Angular provides complete solutions, suitable for enterprise-level applications and long-term maintenance; 3. Vue is easy to use, suitable for small and medium-sized projects or rapid development. In addition, whether there is an existing technology stack, team size, project life cycle and whether SSR is needed are also important factors in choosing a framework. In short, there is no absolutely the best framework, the best choice is the one that suits your needs.

Hello, JavaScript developers! Welcome to this week's JavaScript news! This week we will focus on: Oracle's trademark dispute with Deno, new JavaScript time objects are supported by browsers, Google Chrome updates, and some powerful developer tools. Let's get started! Oracle's trademark dispute with Deno Oracle's attempt to register a "JavaScript" trademark has caused controversy. Ryan Dahl, the creator of Node.js and Deno, has filed a petition to cancel the trademark, and he believes that JavaScript is an open standard and should not be used by Oracle

CacheAPI is a tool provided by the browser to cache network requests, which is often used in conjunction with ServiceWorker to improve website performance and offline experience. 1. It allows developers to manually store resources such as scripts, style sheets, pictures, etc.; 2. It can match cache responses according to requests; 3. It supports deleting specific caches or clearing the entire cache; 4. It can implement cache priority or network priority strategies through ServiceWorker listening to fetch events; 5. It is often used for offline support, speed up repeated access speed, preloading key resources and background update content; 6. When using it, you need to pay attention to cache version control, storage restrictions and the difference from HTTP caching mechanism.

Promise is the core mechanism for handling asynchronous operations in JavaScript. Understanding chain calls, error handling and combiners is the key to mastering their applications. 1. The chain call returns a new Promise through .then() to realize asynchronous process concatenation. Each .then() receives the previous result and can return a value or a Promise; 2. Error handling should use .catch() to catch exceptions to avoid silent failures, and can return the default value in catch to continue the process; 3. Combinators such as Promise.all() (successfully successful only after all success), Promise.race() (the first completion is returned) and Promise.allSettled() (waiting for all completions)

JavaScript array built-in methods such as .map(), .filter() and .reduce() can simplify data processing; 1) .map() is used to convert elements one to one to generate new arrays; 2) .filter() is used to filter elements by condition; 3) .reduce() is used to aggregate data as a single value; misuse should be avoided when used, resulting in side effects or performance problems.

JavaScript's event loop manages asynchronous operations by coordinating call stacks, WebAPIs, and task queues. 1. The call stack executes synchronous code, and when encountering asynchronous tasks, it is handed over to WebAPI for processing; 2. After the WebAPI completes the task in the background, it puts the callback into the corresponding queue (macro task or micro task); 3. The event loop checks whether the call stack is empty. If it is empty, the callback is taken out from the queue and pushed into the call stack for execution; 4. Micro tasks (such as Promise.then) take precedence over macro tasks (such as setTimeout); 5. Understanding the event loop helps to avoid blocking the main thread and optimize the code execution order.
