to code with AI Top State Management Libraries
Top 5 Projects Compared
Huggingface/transformers is a popular library providing pre-trained models for natural language processing tasks.
Code Example
from transformers import pipeline
classifier = pipeline("sentiment-analysis")
result = classifier("I love this library!")[0]
print(f"Label: {result['label']}, Score: {result['score']:.4f}")
Pros
- Offers a wide range of pre-trained models for various NLP tasks, surpassing most other projects in the list.
- Provides easy-to-use APIs for fine-tuning and inference, making it more accessible than lower-level libraries.
- Has a large and active community, ensuring frequent updates and extensive documentation.
Cons
- Focuses primarily on NLP, unlike some projects that cover broader areas of machine learning or state management.
- Can be resource-intensive, especially for larger models, compared to lightweight state management libraries.
- May have a steeper learning curve for beginners compared to simpler, task-specific libraries.
Redux is a predictable state container for JavaScript apps, primarily used with React.
Code Example
const store = createStore(reducer);
store.dispatch({ type: 'INCREMENT' });
const state = store.getState();
Pros
- Provides a centralized state management solution for large-scale applications
- Offers excellent debugging capabilities with time-travel debugging
- Has a large ecosystem of middleware and tools
Cons
- Can be verbose and require more boilerplate code compared to simpler state management solutions like Zustand or Jotai
- Has a steeper learning curve for beginners compared to React's built-in state management
- May be overkill for smaller applications or simpler state management needs
Zustand is a small, fast, and scalable state management solution for React applications.
Code Example
import create from 'zustand'
const useStore = create(set => ({
count: 0,
increment: () => set(state => ({ count: state.count + 1 }))
}))
Pros
- Simpler API and less boilerplate compared to Redux or MobX
- Lightweight and performant, with a smaller bundle size than most alternatives
- Supports middleware and devtools, offering flexibility similar to more complex state management solutions
Cons
- Less established ecosystem and community compared to Redux or Vuex
- May lack some advanced features found in larger state management libraries
- Not as well-suited for very large, complex applications as some alternatives like XState
TanStack Query is a powerful data fetching and state management library for web applications.
Code Example
const { data, isLoading, error } = useQuery('todos', fetchTodos)
if (isLoading) return 'Loading...'
if (error) return 'An error occurred: ' + error.message
Pros
- Provides a simple and intuitive API for managing asynchronous data
- Offers built-in caching and automatic background refetching
- Framework-agnostic, supporting React, Vue, Svelte, and vanilla JS
Cons
- May be overkill for simple applications with minimal data fetching needs
- Has a steeper learning curve compared to simpler state management solutions
- Doesn't provide built-in support for complex state transitions like XState
React Hook Form is a lightweight library for managing forms in React applications using hooks.
Code Example
import { useForm } from "react-hook-form";
const { register, handleSubmit } = useForm();
<input {...register("firstName")} />
<button onClick={handleSubmit(onSubmit)}>Submit</button>
Pros
- Offers a simpler and more performant approach to form management compared to Redux Form.
- Provides better integration with React's hooks system than many state management libraries like Redux or MobX.
- Has a smaller bundle size and faster performance compared to most form libraries in the React ecosystem.
Cons
- Limited to form management, unlike more general-purpose state management solutions like Redux or Zustand.
- Lacks some advanced features found in larger form libraries or state management solutions.
- May require additional libraries for complex form scenarios, unlike more comprehensive solutions.
All Top Projects
transformers
🤗 Transformers: State-of-the-art Machine Learning for Pytorch, TensorFlow, and JAX.
redux
A JS library for predictable global state management
zustand
🐻 Bear necessities for state management in React
query
🤖 Powerful asynchronous state management, server-state utilities and data fetching for the web. TS/JS, React Query, Solid Query, Svelte Query and Vue Query.
react-hook-form
📋 React Hooks for form state management and validation (Web + React Native)
vuex
🗃️ Centralized State Management for Vue.js.
diffusers
🤗 Diffusers: State-of-the-art diffusion models for image, video, and audio generation in PyTorch and FLAX.
immer
Create the next immutable state by mutating the current one
xstate
Actor-based state management & orchestration for complex app logic.
mobx
Simple, scalable state management.
insightface
State-of-the-art 2D and 3D Face Analysis Project
NLP-progress
Repository to track the progress in Natural Language Processing (NLP), including the datasets and the current state-of-the-art for the most common NLP tasks.
Visual CopilotPromo
Visual CopilotTurn Figma designs into high-quality code using AI
audiocraft
Audiocraft is a library for audio processing and generation with deep learning. It features the state-of-the-art EnCodec audio compressor / tokenizer, along with MusicGen, a simple and controllable music generation LM with textual and melodic conditioning.
jotai
👻 Primitive and flexible state management for React
Recoil
Recoil is an experimental state management library for React apps. It provides several capabilities that are difficult to achieve with React alone, while being compatible with the newest features of React.
peft
🤗 PEFT: State-of-the-art Parameter-Efficient Fine-Tuning.
sentence-transformers
State-of-the-Art Text Embeddings
mamba
Mamba SSM architecture
flair
A very simple framework for state-of-the-art Natural Language Processing (NLP)
DeepLearningExamples
State-of-the-Art Deep Learning scripts organized by models - easy to train and deploy with reproducible accuracy and performance on enterprise-grade infrastructure.
yolov7
Implementation of paper - YOLOv7: Trainable bag-of-freebies sets new state-of-the-art for real-time object detectors
transformers.js
State-of-the-art Machine Learning for the web. Run 🤗 Transformers directly in your browser, with no need for a server!
redux-form
A Higher Order Component using react-redux to keep form state in a Redux store
bloc
A predictable state management library that helps implement the BLoC design pattern
boardgame.io
State Management and Multiplayer Networking for Turn-Based Games
seamless_communication
Foundational Models for State-of-the-Art Speech and Text Translation
history.js
History.js gracefully supports the HTML5 History/State APIs (pushState, replaceState, onPopState) in all browsers. Including continued support for data, titles, replaceState. Supports jQuery, MooTools and Prototype. For HTML5 browsers this means that you can modify the URL directly, without needing to use hashes anymore. For HTML4 browsers it will revert back to using the old onhashchange functionality.
TensorRT-LLM
TensorRT-LLM provides users with an easy-to-use Python API to define Large Language Models (LLMs) and build TensorRT engines that contain state-of-the-art optimizations to perform inference efficiently on NVIDIA GPUs. TensorRT-LLM also contains components to create Python and C++ runtimes that execute those TensorRT engines.
tokenizers
💥 Fast State-of-the-Art Tokenizers optimized for Research and Production
valtio
🧙 Valtio makes proxy-state simple for React and Vanilla