Web Stable Diffusion
Shares tags: deploy, self-hosted, browser/webassembly
AI Tool
Accelerate Your AI with ONNX Runtime Web
Seamlessly execute ONNX models client-side using WASM and WebGPU for enhanced performance.
Leverage advanced GPU acceleration to enhance in-browser AI experiences.Streamline integration with familiar APIs for effortless deployment.Run powerful machine learning models across all modern browsers without server dependency.
Tags
DeploySelf-hostedBrowser/WebAssembly
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overview
Overview of ONNX Runtime Web
ONNX Runtime Web is a cutting-edge runtime designed for executing ONNX machine learning models directly in web environments. With support for both CPU and GPU acceleration, it empowers developers to build responsive AI applications without the constraints of server reliance.
- WASM and WebGPU support for superior performance.
- Cross-platform compatibility for comprehensive reach.
- Optimized for modern web development workflows.
features
Feature-Rich for Innovative Applications
With recent enhancements, ONNX Runtime Web now includes advanced features such as 'chat mode' support and improved decoding methods. These capabilities enable developers to harness complex model pipelines, essential for creating the next generation of AI applications.
- Enhanced support for complex GenAI models.
- Multi-threading and SIMD for optimal resource usage.
- Improved operator coverage and quantization techniques.
use_cases
Use Cases for Developers
ONNX Runtime Web is ideal for JavaScript and web developers looking to implement machine learning models in a versatile manner. Its ability to run efficiently in browsers or Node.js makes it perfect for a variety of applications.
- Deploy AI models in client-side applications.
- Enhance web-based tools with advanced learning capabilities.
- Bootstrap AI solutions without backend infrastructure.
Frequently Asked Questions
What is ONNX Runtime Web?
ONNX Runtime Web is a runtime environment for running ONNX models in web browsers and Node.js, utilizing WASM and WebGPU for enhanced performance.
Who can benefit from using ONNX Runtime Web?
JavaScript and web developers seeking to integrate machine learning capabilities into their applications can greatly benefit from ONNX Runtime Web's capabilities.
What types of models can be run with ONNX Runtime Web?
You can run a variety of models, including those using complex pipelines and advanced features, such as chat modes for conversational AI, enhancing user interaction in web applications.