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particles-gpu skill

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This skill helps you render thousands to millions of particles efficiently using GPU instancing, custom shaders, and Points geometry for high-performance

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SKILL.md
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---
name: particles-gpu
description: GPU-based particle systems using instanced rendering, buffer attributes, Points geometry, and custom shaders. Use when rendering thousands to millions of particles efficiently, creating particle effects like snow, rain, stars, or abstract visualizations.
---

# GPU Particles

Render massive particle counts (10k-1M+) efficiently using GPU instancing and custom shaders.

## Quick Start

```tsx
import { useRef, useMemo } from 'react';
import { useFrame } from '@react-three/fiber';
import * as THREE from 'three';

function Particles({ count = 10000 }) {
  const points = useRef<THREE.Points>(null!);
  
  const positions = useMemo(() => {
    const pos = new Float32Array(count * 3);
    for (let i = 0; i < count; i++) {
      pos[i * 3] = (Math.random() - 0.5) * 10;
      pos[i * 3 + 1] = (Math.random() - 0.5) * 10;
      pos[i * 3 + 2] = (Math.random() - 0.5) * 10;
    }
    return pos;
  }, [count]);
  
  return (
    <points ref={points}>
      <bufferGeometry>
        <bufferAttribute
          attach="attributes-position"
          count={count}
          array={positions}
          itemSize={3}
        />
      </bufferGeometry>
      <pointsMaterial size={0.05} color="#ffffff" />
    </points>
  );
}
```

## Rendering Approaches

| Approach | Particle Count | Complexity | Use Case |
|----------|---------------|------------|----------|
| Points | 10k - 500k | Low | Simple particles, stars |
| Instanced Mesh | 1k - 100k | Medium | 3D geometry particles |
| Custom Shader | 100k - 10M | High | Maximum control |

## Points Geometry

Simplest approach—each particle is a screen-facing point sprite.

### Basic Points

```tsx
function BasicPoints({ count = 5000 }) {
  const positions = useMemo(() => {
    const pos = new Float32Array(count * 3);
    for (let i = 0; i < count; i++) {
      const theta = Math.random() * Math.PI * 2;
      const phi = Math.acos(2 * Math.random() - 1);
      const r = Math.cbrt(Math.random()) * 5;
      
      pos[i * 3] = r * Math.sin(phi) * Math.cos(theta);
      pos[i * 3 + 1] = r * Math.sin(phi) * Math.sin(theta);
      pos[i * 3 + 2] = r * Math.cos(phi);
    }
    return pos;
  }, [count]);
  
  return (
    <points>
      <bufferGeometry>
        <bufferAttribute
          attach="attributes-position"
          count={count}
          array={positions}
          itemSize={3}
        />
      </bufferGeometry>
      <pointsMaterial
        size={0.1}
        sizeAttenuation={true}
        transparent={true}
        opacity={0.8}
        depthWrite={false}
        blending={THREE.AdditiveBlending}
      />
    </points>
  );
}
```

### Points with Texture

```tsx
function TexturedPoints({ count = 5000 }) {
  const texture = useTexture('/particle.png');
  
  return (
    <points>
      <bufferGeometry>
        {/* ... positions ... */}
      </bufferGeometry>
      <pointsMaterial
        size={0.5}
        map={texture}
        transparent={true}
        alphaTest={0.01}
        depthWrite={false}
        blending={THREE.AdditiveBlending}
      />
    </points>
  );
}
```

## Custom Attributes

Add per-particle data like color, size, velocity:

```tsx
function ColoredParticles({ count = 10000 }) {
  const { positions, colors, sizes } = useMemo(() => {
    const pos = new Float32Array(count * 3);
    const col = new Float32Array(count * 3);
    const siz = new Float32Array(count);
    
    for (let i = 0; i < count; i++) {
      // Position
      pos[i * 3] = (Math.random() - 0.5) * 10;
      pos[i * 3 + 1] = (Math.random() - 0.5) * 10;
      pos[i * 3 + 2] = (Math.random() - 0.5) * 10;
      
      // Color (HSL to RGB)
      const color = new THREE.Color();
      color.setHSL(Math.random(), 0.8, 0.5);
      col[i * 3] = color.r;
      col[i * 3 + 1] = color.g;
      col[i * 3 + 2] = color.b;
      
      // Size
      siz[i] = 0.05 + Math.random() * 0.1;
    }
    
    return { positions: pos, colors: col, sizes: siz };
  }, [count]);
  
  return (
    <points>
      <bufferGeometry>
        <bufferAttribute
          attach="attributes-position"
          count={count}
          array={positions}
          itemSize={3}
        />
        <bufferAttribute
          attach="attributes-color"
          count={count}
          array={colors}
          itemSize={3}
        />
        <bufferAttribute
          attach="attributes-size"
          count={count}
          array={sizes}
          itemSize={1}
        />
      </bufferGeometry>
      <pointsMaterial
        vertexColors
        size={0.1}
        sizeAttenuation
        transparent
        depthWrite={false}
      />
    </points>
  );
}
```

## Custom Shader Particles

Maximum control over particle appearance and animation:

```tsx
const vertexShader = `
  attribute float aSize;
  attribute vec3 aColor;
  attribute float aAlpha;
  
  uniform float uTime;
  uniform float uPixelRatio;
  
  varying vec3 vColor;
  varying float vAlpha;
  
  void main() {
    vColor = aColor;
    vAlpha = aAlpha;
    
    vec4 mvPosition = modelViewMatrix * vec4(position, 1.0);
    
    // Size attenuation
    gl_PointSize = aSize * uPixelRatio * (300.0 / -mvPosition.z);
    gl_Position = projectionMatrix * mvPosition;
  }
`;

const fragmentShader = `
  varying vec3 vColor;
  varying float vAlpha;
  
  void main() {
    // Circular particle
    float dist = length(gl_PointCoord - 0.5);
    if (dist > 0.5) discard;
    
    // Soft edge
    float alpha = 1.0 - smoothstep(0.4, 0.5, dist);
    
    gl_FragColor = vec4(vColor, alpha * vAlpha);
  }
`;

function ShaderParticles({ count = 50000 }) {
  const points = useRef<THREE.Points>(null!);
  
  const { positions, sizes, colors, alphas } = useMemo(() => {
    const pos = new Float32Array(count * 3);
    const siz = new Float32Array(count);
    const col = new Float32Array(count * 3);
    const alp = new Float32Array(count);
    
    for (let i = 0; i < count; i++) {
      pos[i * 3] = (Math.random() - 0.5) * 20;
      pos[i * 3 + 1] = (Math.random() - 0.5) * 20;
      pos[i * 3 + 2] = (Math.random() - 0.5) * 20;
      
      siz[i] = 10 + Math.random() * 20;
      
      const color = new THREE.Color();
      color.setHSL(0.6 + Math.random() * 0.2, 0.8, 0.5);
      col[i * 3] = color.r;
      col[i * 3 + 1] = color.g;
      col[i * 3 + 2] = color.b;
      
      alp[i] = 0.3 + Math.random() * 0.7;
    }
    
    return { positions: pos, sizes: siz, colors: col, alphas: alp };
  }, [count]);
  
  useFrame(({ clock }) => {
    points.current.material.uniforms.uTime.value = clock.elapsedTime;
  });
  
  return (
    <points ref={points}>
      <bufferGeometry>
        <bufferAttribute attach="attributes-position" count={count} array={positions} itemSize={3} />
        <bufferAttribute attach="attributes-aSize" count={count} array={sizes} itemSize={1} />
        <bufferAttribute attach="attributes-aColor" count={count} array={colors} itemSize={3} />
        <bufferAttribute attach="attributes-aAlpha" count={count} array={alphas} itemSize={1} />
      </bufferGeometry>
      <shaderMaterial
        vertexShader={vertexShader}
        fragmentShader={fragmentShader}
        uniforms={{
          uTime: { value: 0 },
          uPixelRatio: { value: Math.min(window.devicePixelRatio, 2) }
        }}
        transparent
        depthWrite={false}
        blending={THREE.AdditiveBlending}
      />
    </points>
  );
}
```

## Animated Particles

### Position Animation in Shader

```glsl
// Vertex shader with animation
attribute vec3 aVelocity;
attribute float aPhase;

uniform float uTime;

void main() {
  vec3 pos = position;
  
  // Simple oscillation
  pos.y += sin(uTime * 2.0 + aPhase) * 0.5;
  
  // Velocity-based movement
  pos += aVelocity * uTime;
  
  // Wrap around bounds
  pos = mod(pos + 10.0, 20.0) - 10.0;
  
  vec4 mvPosition = modelViewMatrix * vec4(pos, 1.0);
  gl_PointSize = 10.0 * (300.0 / -mvPosition.z);
  gl_Position = projectionMatrix * mvPosition;
}
```

### CPU Animation (for dynamic systems)

```tsx
function AnimatedParticles({ count = 10000 }) {
  const points = useRef<THREE.Points>(null!);
  
  const velocities = useMemo(() => {
    const vel = new Float32Array(count * 3);
    for (let i = 0; i < count; i++) {
      vel[i * 3] = (Math.random() - 0.5) * 0.02;
      vel[i * 3 + 1] = (Math.random() - 0.5) * 0.02;
      vel[i * 3 + 2] = (Math.random() - 0.5) * 0.02;
    }
    return vel;
  }, [count]);
  
  useFrame(() => {
    const positions = points.current.geometry.attributes.position.array as Float32Array;
    
    for (let i = 0; i < count; i++) {
      positions[i * 3] += velocities[i * 3];
      positions[i * 3 + 1] += velocities[i * 3 + 1];
      positions[i * 3 + 2] += velocities[i * 3 + 2];
      
      // Wrap around
      for (let j = 0; j < 3; j++) {
        if (positions[i * 3 + j] > 5) positions[i * 3 + j] = -5;
        if (positions[i * 3 + j] < -5) positions[i * 3 + j] = 5;
      }
    }
    
    points.current.geometry.attributes.position.needsUpdate = true;
  });
  
  // ... geometry setup
}
```

## Instanced Mesh Particles

For 3D geometry particles (not just points):

```tsx
function InstancedParticles({ count = 1000 }) {
  const mesh = useRef<THREE.InstancedMesh>(null!);
  const dummy = useMemo(() => new THREE.Object3D(), []);
  
  useEffect(() => {
    for (let i = 0; i < count; i++) {
      dummy.position.set(
        (Math.random() - 0.5) * 10,
        (Math.random() - 0.5) * 10,
        (Math.random() - 0.5) * 10
      );
      dummy.rotation.set(
        Math.random() * Math.PI,
        Math.random() * Math.PI,
        0
      );
      dummy.scale.setScalar(0.05 + Math.random() * 0.1);
      dummy.updateMatrix();
      mesh.current.setMatrixAt(i, dummy.matrix);
    }
    mesh.current.instanceMatrix.needsUpdate = true;
  }, [count, dummy]);
  
  useFrame(({ clock }) => {
    for (let i = 0; i < count; i++) {
      mesh.current.getMatrixAt(i, dummy.matrix);
      dummy.matrix.decompose(dummy.position, dummy.quaternion, dummy.scale);
      
      dummy.rotation.x += 0.01;
      dummy.rotation.y += 0.01;
      
      dummy.updateMatrix();
      mesh.current.setMatrixAt(i, dummy.matrix);
    }
    mesh.current.instanceMatrix.needsUpdate = true;
  });
  
  return (
    <instancedMesh ref={mesh} args={[undefined, undefined, count]}>
      <icosahedronGeometry args={[1, 0]} />
      <meshStandardMaterial color="#ff6b6b" />
    </instancedMesh>
  );
}
```

## Buffer Geometry Patterns

### Sphere Distribution

```tsx
function spherePositions(count: number, radius: number) {
  const positions = new Float32Array(count * 3);
  
  for (let i = 0; i < count; i++) {
    const theta = Math.random() * Math.PI * 2;
    const phi = Math.acos(2 * Math.random() - 1);
    const r = Math.cbrt(Math.random()) * radius;  // Cube root for uniform volume
    
    positions[i * 3] = r * Math.sin(phi) * Math.cos(theta);
    positions[i * 3 + 1] = r * Math.sin(phi) * Math.sin(theta);
    positions[i * 3 + 2] = r * Math.cos(phi);
  }
  
  return positions;
}
```

### Galaxy Spiral

```tsx
function galaxyPositions(count: number, arms: number, spin: number) {
  const positions = new Float32Array(count * 3);
  
  for (let i = 0; i < count; i++) {
    const armIndex = i % arms;
    const armAngle = (armIndex / arms) * Math.PI * 2;
    
    const radius = Math.random() * 5;
    const spinAngle = radius * spin;
    const angle = armAngle + spinAngle;
    
    // Add randomness
    const randomX = (Math.random() - 0.5) * 0.5 * radius;
    const randomY = (Math.random() - 0.5) * 0.2;
    const randomZ = (Math.random() - 0.5) * 0.5 * radius;
    
    positions[i * 3] = Math.cos(angle) * radius + randomX;
    positions[i * 3 + 1] = randomY;
    positions[i * 3 + 2] = Math.sin(angle) * radius + randomZ;
  }
  
  return positions;
}
```

### Grid Distribution

```tsx
function gridPositions(countPerAxis: number, spacing: number) {
  const count = countPerAxis ** 3;
  const positions = new Float32Array(count * 3);
  const offset = (countPerAxis - 1) * spacing * 0.5;
  
  let index = 0;
  for (let x = 0; x < countPerAxis; x++) {
    for (let y = 0; y < countPerAxis; y++) {
      for (let z = 0; z < countPerAxis; z++) {
        positions[index * 3] = x * spacing - offset;
        positions[index * 3 + 1] = y * spacing - offset;
        positions[index * 3 + 2] = z * spacing - offset;
        index++;
      }
    }
  }
  
  return positions;
}
```

## Performance Tips

| Technique | Impact |
|-----------|--------|
| Use Points over InstancedMesh | 5-10x faster for simple particles |
| GPU animation (shader) vs CPU | 10-100x faster at scale |
| Disable depthWrite | Faster blending |
| Use Float32Array | Required for buffers |
| Frustum culling (default on) | Skip off-screen |

### Optimal Settings

```tsx
<pointsMaterial
  transparent
  depthWrite={false}           // Faster blending
  blending={THREE.AdditiveBlending}  // Good for glowing particles
  sizeAttenuation              // Perspective-correct size
/>
```

## File Structure

```
particles-gpu/
├── SKILL.md
├── references/
│   ├── buffer-patterns.md     # Distribution patterns
│   └── shader-examples.md     # Complete shader examples
└── scripts/
    ├── particles/
    │   ├── basic-points.tsx   # Simple points setup
    │   ├── shader-points.tsx  # Custom shader particles
    │   └── instanced.tsx      # Instanced mesh particles
    └── distributions/
        ├── sphere.ts          # Sphere distribution
        ├── galaxy.ts          # Galaxy spiral
        └── grid.ts            # Grid distribution
```

## Reference

- `references/buffer-patterns.md` — Position distribution patterns
- `references/shader-examples.md` — Complete particle shaders

Overview

This skill implements GPU-based particle systems using instanced rendering, buffer attributes, Points geometry, and custom shaders to render thousands to millions of particles efficiently. It provides patterns for positioning, per-particle attributes (color, size, velocity), and both CPU- and GPU-driven animation approaches. The goal is high-performance visual effects like snow, rain, starfields, and abstract generative visuals.

How this skill works

Particles are represented as BufferGeometry attributes and rendered with Points, InstancedMesh, or custom ShaderMaterial depending on needs. Per-particle data (position, color, size, velocity, alpha, etc.) is uploaded as Float32Array buffer attributes and can be animated either on the CPU by updating buffers or on the GPU via vertex/fragment shaders. The shader approach uses uniforms (time, pixel ratio) and varying values to control appearance, size attenuation, soft edges, and movement entirely on the GPU for maximum scale.

When to use it

  • Rendering tens of thousands to millions of tiny particles where CPU updates become a bottleneck
  • Creating glowing or additive effects (stars, fireflies, snow, rain) that need efficient blending
  • When you need per-particle customization (color, size, alpha) without many draw calls
  • Using instanced 3D geometry for small counts that require real shapes instead of sprites
  • When precise animation, wrapping, or procedural motion is best handled in GLSL for performance

Best practices

  • Prefer Points with custom shaders for 100k+ particles; use InstancedMesh only when each particle needs real geometry
  • Push animation to the GPU via vertex shader using attributes like velocity and phase to avoid CPU loops
  • Store per-particle data in Float32Array buffer attributes and mark needsUpdate only when necessary
  • Disable depthWrite and use additive blending for glowing particle visuals and faster compositing
  • Use size attenuation and device pixel ratio uniform for consistent on-screen sizing across displays

Example use cases

  • A starfield with millions of tiny textured points using Points and a particle sprite atlas
  • A galaxy or nebula visualization using procedural galaxyPositions and shader-driven motion
  • Snow or rain where each particle wraps within bounds and animation runs in the vertex shader
  • A swarm or flock using GPU velocity attributes and phase offsets for complex emergent motion
  • Instanced glints or debris using InstancedMesh for small counts of 3D particle objects

FAQ

When should I animate on the CPU vs the GPU?

Use GPU animation for large counts (100k+) to avoid heavy CPU per-frame work. CPU animation is fine for smaller, highly interactive systems where you need per-particle logic on the CPU.

How do I keep particle sizes consistent across screens?

Apply size attenuation in the vertex shader and pass a uPixelRatio uniform (clamped) so gl_PointSize scales properly with device pixel ratio.