Gradio
What is Gradio?
Discover how Gradio can enhance your workflow
Key Capabilities
What makes Gradio powerful
Build Interface app
Use gr.Interface to wrap a Python function with declared inputs and outputs and launch a working UI quickly. This pattern is suited to single step demos and can expose an api_name so callers can invoke the same function programmatically.
Compose with Blocks
Use gr.Blocks to assemble multiple components and event listeners inside a with clause. Blocks is the approach for custom layouts, multi step flows, and dashboards where you need explicit control over state and interactions.
Share and deploy
Launch locally for development or set share=True in launch() to create a public link. Guides cover hosting on Hugging Face Spaces, embedding hosted spaces, deep links, authentication, and mounting a Gradio app within FastAPI.
Call apps from code
Install gradio-client for Python or @gradio/client for JavaScript to make requests to hosted Gradio apps. This enables automation pipelines, browser based callers, and integration of Gradio endpoints into larger systems.
Key Features
What makes Gradio stand out
- Interface builder: Wrap a Python function with inputs and outputs to create a working web demo that is easy to share and reuse
- Blocks framework: Use Blocks for flexible layouts and multi step flows when Interface does not cover your interaction needs
- Launch server: launch() starts a local web server for your app so you can test and iterate without extra infrastructure setup
- Public share links: Set share=True in launch() to create a public link anyone can open in a browser for quick reviews and demos
- Hosting paths: Guides cover deploying on Hugging Face Spaces or your own server and embedding hosted spaces inside websites
- FastAPI mounting: The sharing guide includes mounting within FastAPI so apps can live inside an existing Python API service
- Client libraries: Use gradio-client for Python and @gradio/client for JavaScript to call hosted apps from code and pipelines
- Operational controls: Documentation includes authentication and rate limits and analytics and network request access for hosted apps
Use Cases
How Gradio can help you
- Model demo: Build a quick browser UI for a text classifier or image model so teammates can test behavior without notebooks
- API wrapper: Put a web front end on top of an existing inference API so users can send inputs and view outputs interactively
- Shareable prototype: Launch with share=True to generate a public link for stakeholder review during early product discovery
- Internal tools: Create a small dashboard for analysts to run a Python workflow on demand and export results for reporting
- Website embed: Host on Hugging Face Spaces then embed the app into documentation or a landing page for guided trials and feedback
- FastAPI app: Mount a Gradio UI inside FastAPI so the same service provides both a web interface and a programmatic API endpoint
- Automation client: Call a hosted Gradio app from Python or JavaScript clients to integrate model steps into pipelines and scripts
- Controlled access: Add authentication and apply rate limits so shared demos stay usable when many users test at once online
Perfect For
ML engineers, data scientists, research teams, product engineers, MLOps practitioners, founders validating prototypes, educators teaching ML, developers exposing Python workflows to non coders
Quick Information
Compare Gradio with Alternatives
See how Gradio stacks up against similar tools
Frequently Asked Questions
Is Gradio free and what costs should I expect?
Do I need front end skills to use Gradio?
How can I integrate Gradio apps with other systems?
What are data privacy and security considerations?
When is Gradio a better fit than custom web apps?
Similar Tools to Explore
Discover other AI tools that might meet your needs
Adrenaline
codingAI coding workspace focused on bug reproduction, debugging, and quick patches with context ingestion, runnable sandboxes, and step-by-step fix suggestions.
Amazon CodeWhisperer
codingAI coding companion from AWS now part of Amazon Q Developer, offering code suggestions, security scans and natural language to code across IDEs with a free tier and Pro.
Amazon Q Developer
codingAmazon Q Developer is AWS’s coding assistant that provides IDE chat, inline code suggestions, and security scanning, plus CLI autocompletions and console help, with a Free tier and a Pro tier that adds higher limits and advanced features for teams in AWS environments.
Cerebras
specializedAI compute platform known for wafer-scale systems and cloud services plus a developer offering with token allowances and code completion access for builders.
ChatGPT
chatbotsGeneral purpose AI assistant for writing coding analysis search and more with plans from Free to Plus and Pro with higher limits and capabilities for heavy users and teams.
Mintlify
productivityAI native documentation platform with a web editor components analytics and assistants that help teams ship beautiful developer docs and keep them updated.