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 some lower-level frameworks.
- Has a large and active community, contributing to frequent updates and extensive documentation.
Cons
- Can be resource-intensive, especially for larger models, compared to lighter-weight alternatives.
- May have a steeper learning curve for beginners compared to simpler state management libraries like Redux or Zustand.
- Focuses primarily on NLP tasks, unlike more general-purpose deep learning frameworks or specialized libraries for other domains.
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 and more lightweight than Redux or MobX for small to medium-sized applications
- Easier learning curve compared to more complex state management libraries
- Supports middleware and devtools similar to Redux
Cons
- Less suitable for large-scale applications with complex state management needs compared to Redux
- Fewer ecosystem tools and extensions compared to more established libraries like Redux or MobX
- May require additional effort for optimizing performance in larger applications
TanStack Query is a powerful data fetching and state management library for web applications.
Code Example
import { useQuery } from '@tanstack/react-query'
const { data, isLoading } = useQuery('todos', fetchTodos)
Pros
- Provides a simple and intuitive API for managing asynchronous data fetching and caching
- Offers excellent performance optimizations and automatic background refetching
- Supports multiple frameworks including React, Vue, and Svelte
Cons
- More focused on data fetching than general state management compared to Redux or MobX
- Has a steeper learning curve for advanced features compared to simpler libraries like Zustand
- Less suitable for complex state machines or workflows compared to 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
- Focused solely on form management, making it more lightweight than general-purpose state management libraries like Redux or MobX.
- Provides better performance compared to other form libraries by minimizing re-renders.
- Easy to integrate with existing React projects and has a gentle learning curve.
Cons
- Limited to form management, unlike more versatile state management solutions like Redux or Zustand.
- Lacks built-in support for complex state transformations that libraries like Immer provide.
- Not suitable for managing global application state outside of forms, unlike Recoil or Jotai.
All Top Projects
transformers
🤗 Transformers: the model-definition framework for state-of-the-art machine learning models in text, vision, audio, and multimodal models, for both inference and training.
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)
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
vuex
🗃️ Centralized State Management for Vue.js.
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
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.
flair
A very simple framework for state-of-the-art Natural Language Processing (NLP)
transformers.js
State-of-the-art Machine Learning for the web. Run 🤗 Transformers directly in your browser, with no need for a server!
yolov7
Implementation of paper - YOLOv7: Trainable bag-of-freebies sets new state-of-the-art for real-time object detectors
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
TensorRT-LLM
TensorRT-LLM provides users with an easy-to-use Python API to define Large Language Models (LLMs) and support state-of-the-art optimizations to perform inference efficiently on NVIDIA GPUs. TensorRT-LLM also contains components to create Python and C++ runtimes that orchestrate the inference execution in performant way.
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.
tokenizers
💥 Fast State-of-the-Art Tokenizers optimized for Research and Production
valtio
🧙 Valtio makes proxy-state simple for React and Vanilla