WebGPU Neural Network Mapping

What is WebGPU Neural Mapping?

This demo showcases how WebGPU can render complex neural network structures in real-time with photorealistic detail. Unlike static diagrams, this interactive visualization allows you to:

Zoom into individual neuron pathways and synapse connections
Trigger simulation of gradient propagation across layers
Modify network architecture using real-time GPU acceleration

Interactive Network Demo

This WebGPU visualization supports millions of rendered elements with hardware-accelerated graphics. Use your mouse or finger to explore the neural structure below.

Controls:

• Scroll to zoom
• Click to activate layers
• Right-click to show pathways

🧠 Launch Live Demo

Interactive WebGPU 3D Neural Network Visualization

Under the Hood 🛠️

This implementation leverages WebGPU's parallel processing capabilities to render massive complex neural structures with thousands of concurrent operations.

WebGPU Power

Direct GPU access enables real-time rendering of complex neural architectures with millions of interconnected nodes.

// Sample WebGPU Compute Pipeline
const pipeline = device.createComputePipeline({
  layout: 'auto',
  compute: {
    module: device.createShaderModule({
      code: shaderCode,
    }),
    entryPoint: 'main',
  },
});

Optimized Rendering

3D rendering pipelines are optimized for 60+ FPS even with high-resolution path tracing and volumetric effects.

// GPU Compute Worklet
self.onmessage = function(e) {
  const { neuronsData } = e.data;
  const connections = processConnections(neuronData);
  postResult(connections);
}

Key Features

64k Neuron Support

Visualize deep learning models up to 65,536 neurons in fully interactive 3D with GPU-optimized rendering.

Real-time Gradients

Animated gradient propagation visualizations reveal how weights adjust during training.

Custom Training

Modify activation functions, learning rates, and layer configurations in real-time.

Ready to Push Boundaries?

WebGPU offers unprecedented control for rendering complex neural structures. This demo is just the beginning - imagine what we could build together.

💬 Get in Touch