Gradio
Gradio is an open-source Python library for rapidly building interactive web interfaces and demonstrations for machine-learning models and applications.
Hugging Face in Action
A Gradio application is a machine-learning web application created with the Gradio library.
- How it is used
- Builds interactive web interfaces around machine-learning models, data-science workflows, query engines, and chatbot functions.
- How deep it goes
- Explains Interface parameters, component data flow, installation, sharing, authentication, deployment, and chatbot state without descending into web-development internals.
- Examples
- Demonstrates grayscale conversion, image segmentation, receipt queries, simple chatbots, and stateful GPT4All conversations.
- What you can do after
- Build it from scratch, bind a callable to typed inputs and outputs, launch it locally, share it temporarily, or deploy it on Hugging Face Spaces.
LLMs in Production
Gradio is an open-source Python library for building interactive web interfaces around machine-learning functions and models.
- How it is used
- Builds interactive web interfaces for machine-learning models, especially rapid chatbot demos and feedback-enabled applications.
- How deep it goes
- Explains the library’s interface model and demonstrates chatbot wiring, history handling, streaming, and automatic interaction controls.
- Examples
- Uses a local LLM chat app with streamed responses, conversation history, Stop, Retry, Undo, and a feedback form.
- What you can do after
- Builds a customizable chatbot interface around an API-backed model without writing HTML, CSS, or JavaScript.
Deep Learning with PyTorch, Second Edition
A Python library for quickly building interactive web demos and prototypes around machine learning models.
- How it is used
- Deploys machine learning functions as quickly testable, interactive web demos and shareable prototypes.
- How deep it goes
- Explains interface construction and launching through short examples, but stops short of production-scale serving and performance.
- Examples
- Demonstrates a greeting interface and a Stable Diffusion text-to-image application.
- What you can do after
- Build interactive model demos, test them in a browser, and share them through a public link.
Read how Deep Learning with PyTorch, Second Edition explains Gradio →
Related concepts
- language modeluses · A language model is a computational model that represents patterns in linguistic tokens to estimate sequence probabilities and predict or generate language from context.
- natural language interfaceuses · A natural language interface enables interaction with a system through human-language text or speech.
- Hugging Face Spaceused by · A Hugging Face Space is a hosted environment on the Hugging Face platform for deploying, running, and sharing interactive applications and demonstrations.
- Pythonuses · Python is a high-level, general-purpose, dynamically typed programming language known for readable syntax and automatic memory management.
- IP addressuses · An IP address is a numerical address used by the Internet Protocol to identify a network interface and support packet delivery across networks.
- contractused by · An API contract is a specification of the operations, data, and behavioral expectations that govern interactions between software components.
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