GPUAggregator

modules/aggregation-layers/src/aggregation-layer-v9/aggregation-layer.ts

@@ -8,9 +8,8 @@ import {
   AttributeManager
 } from '@deck.gl/core';
 import {Aggregator} from './aggregator';
+import {GPUAggregator} from './gpu-aggregator/gpu-aggregator';
 
-// TODO
-type GPUAggregator = Aggregator & {destroy(): void};
 // TODO
 type CPUAggregator = Aggregator;
 

modules/aggregation-layers/src/aggregation-layer-v9/gpu-aggregator/gpu-aggregator.ts

@@ -0,0 +1,246 @@
+import {ModelProps} from '@luma.gl/engine';
+import {WebGLBinSorter} from './webgl-bin-sorter';
+import {WebGLAggregationTransform} from './webgl-aggregation-transform';
+import {_deepEqual as deepEqual, BinaryAttribute} from '@deck.gl/core';
+
+import type {Aggregator, AggregationProps} from '../aggregator';
+import type {Device, Buffer, BufferLayout, TypedArray} from '@luma.gl/core';
+import type {ShaderModule} from '@luma.gl/shadertools';
+
+/** Settings used to construct a new GPUAggregator */
+export type GPUAggregatorSettings = {
+  /** Size of bin IDs */
+  dimensions: 1 | 2;
+  /** How many properties to perform aggregation on */
+  numChannels: 1 | 2 | 3;
+  /** Buffer layout for input attributes */
+  bufferLayout?: BufferLayout[];
+  /** Define a shader function with one of the signatures
+   *  `void getBin(out int binId)`: if binCount is a number
+   *  `void getBin(out ivec2 binId)`: if binCount is a 2D array
+   * And a shader function with one of the signatures
+   *  `void getWeight(out float weight)`: if numChannels=1
+   *  `void getWeight(out vec2 weight)`: if numChannels=2
+   *  `void getWeight(out vec3 weight)`: if numChannels=3
+   */
+  vs: string;
+  /** Shader modules
+   * Required to support certain layer extensions (e.g. data filter)
+   */
+  modules?: ShaderModule[];
+  /** Shadertool module defines */
+  defines?: Record<string, string | number | boolean>;
+};
+
+/** Options used to run GPU aggregation, can be changed at any time */
+export type GPUAggregationProps = AggregationProps & {
+  /** Number of bins, can be either 1D or 2D.
+   *  - 1D: vertex shader should implement a getBin function that yields an int id.
+   *        Only ids within the range of [0, binCount] are counted.
+   *  - 2D: vertex shader should implement a getBin function that yields an ivec2 id.
+   *        Only ids within the range of [[0, 0], binCount] are counted.
+   */
+  binCount: number | [number, number];
+  /** Context props passed to the shader modules */
+  moduleSettings?: ModelProps['moduleSettings'];
+};
+
+/** An Aggregator implementation that calculates aggregation on the GPU */
+export class GPUAggregator implements Aggregator {
+  /** Checks if the current device supports GPU aggregation */
+  static isSupported(device: Device): boolean {
+    return (
+      device.features.has('float32-renderable-webgl') &&
+      device.features.has('texture-blend-float-webgl')
+    );
+  }
+
+  dimensions: 1 | 2;
+  numChannels: 1 | 2 | 3;
+  numBins: number = 0;
+
+  device: Device;
+  props: GPUAggregationProps = {
+    pointCount: 0,
+    binCount: 0,
+    operations: [],
+    attributes: {},
+    binOptions: {}
+  };
+
+  /** Dirty flag per channel */
+  protected needsUpdate: boolean[];
+  /** Step 1. sort data points into bins, blended using an aggregation opera†ion */
+  protected binSorter: WebGLBinSorter;
+  /** Step 2. (optional) calculate the min/max across all bins */
+  protected aggregationTransform: WebGLAggregationTransform;
+
+  constructor(device: Device, settings: GPUAggregatorSettings) {
+    this.device = device;
+    this.dimensions = settings.dimensions;
+    this.numChannels = settings.numChannels;
+    this.needsUpdate = new Array(this.numChannels).fill(true);
+    this.binSorter = new WebGLBinSorter(device, settings);
+    this.aggregationTransform = new WebGLAggregationTransform(device, settings);
+  }
+
+  getBins(): BinaryAttribute | null {
+    const buffer = this.aggregationTransform.binBuffer;
+    if (!buffer) {
+      return null;
+    }
+    return {buffer, type: 'float32', size: this.dimensions};
+  }
+
+  /** Returns an accessor to the output for a given channel. */
+  getResult(channel: 0 | 1 | 2): BinaryAttribute | null {
+    const buffer = this.aggregationTransform.valueBuffer;
+    if (!buffer || channel >= this.numChannels) {
+      return null;
+    }
+    return {buffer, type: 'float32', size: 1, stride: this.numChannels * 4, offset: channel * 4};
+  }
+
+  /** Returns the [min, max] of aggregated values for a given channel. */
+  getResultDomain(channel: 0 | 1 | 2): [min: number, max: number] {
+    return this.aggregationTransform.domains[channel];
+  }
+
+  /** Returns the information for a given bin. */
+  getBin(index: number): {
+    /** The original id */
+    id: number | [number, number];
+    /** Aggregated values by channel */
+    value: number[];
+    /** Count of data points in this bin */
+    count: number;
+  } | null {
+    if (index < 0 || index >= this.numBins) {
+      return null;
+    }
+    const {binCount} = this.props;
+    const id = Array.isArray(binCount)
+      ? ([index % binCount[0], Math.floor(index / binCount[0])] as [number, number])
+      : index;
+
+    const pixel = this.binSorter.getBinValues(index);
+    if (!pixel) {
+      return null;
+    }
+    const count = pixel[3];
+    const value: number[] = [];
+    for (let channel = 0; channel < this.numChannels; channel++) {
+      if (count === 0) {
+        value[channel] = NaN;
+      } else {
+        value[channel] =
+          this.props.operations[channel] === 'MEAN' ? pixel[channel] / count : pixel[channel];
+      }
+    }
+    return {id, value, count};
+  }
+
+  /** Release GPU resources */
+  destroy() {
+    this.binSorter.destroy();
+    this.aggregationTransform.destroy();
+  }
+
+  /** Update aggregation props. Normalize prop values and set change flags. */
+  setProps(props: Partial<GPUAggregationProps>) {
+    const oldProps = this.props;
+
+    // Update local settings. These will set the flag this._needsUpdate
+    if ('binCount' in props && !deepEqual(props.binCount, oldProps.binCount, 1)) {
+      const binCount = props.binCount!;
+      this.numBins = Array.isArray(binCount) ? binCount[0] * binCount[1] : binCount;
+
+      this.binSorter.setDimensions(this.numBins, binCount[0]);
+      this.aggregationTransform.setDimensions(this.numBins, binCount[0]);
+      this.setNeedsUpdate();
+    }
+    if (props.operations) {
+      for (let channel = 0; channel < this.numChannels; channel++) {
+        if (props.operations[channel] !== oldProps.operations[channel]) {
+          this.setNeedsUpdate(channel);
+        }
+      }
+    }
+    if (props.pointCount !== undefined && props.pointCount !== oldProps.pointCount) {
+      this.binSorter.setModelProps({vertexCount: props.pointCount});
+      this.setNeedsUpdate();
+    }
+    if (props.binOptions) {
+      if (!deepEqual(props.binOptions, oldProps.binOptions, 2)) {
+        this.setNeedsUpdate();
+      }
+      this.binSorter.setModelProps({uniforms: props.binOptions});
+    }
+    if (props.attributes) {
+      const attributeBuffers: Record<string, Buffer> = {};
+      const constantAttributes: Record<string, TypedArray> = {};
+
+      for (const attribute of Object.values(props.attributes)) {
+        for (const [attributeName, value] of Object.entries(attribute.getValue())) {
+          if (ArrayBuffer.isView(value)) {
+            constantAttributes[attributeName] = value;
+          } else if (value) {
+            attributeBuffers[attributeName] = value;
+          }
+        }
+      }
+      this.binSorter.setModelProps({attributes: attributeBuffers, constantAttributes});
+    }
+    if (props.moduleSettings) {
+      this.binSorter.setModelProps({moduleSettings: props.moduleSettings});
+    }
+
+    Object.assign(this.props, props);
+  }
+
+  /** Flags a channel to need update.
+   * This is called internally by setProps() if certain props change
+   * Users of this class still need to manually set the dirty flag sometimes, because even if no props changed
+   * the underlying buffers could have been updated and require rerunning the aggregation
+   * @param {number} channel - mark the given channel as dirty. If not provided, all channels will be updated.
+   */
+  setNeedsUpdate(channel?: number) {
+    if (channel === undefined) {
+      this.needsUpdate.fill(true);
+    } else {
+      this.needsUpdate[channel] = true;
+    }
+  }
+
+  /** Run aggregation */
+  update(
+    /** Parameters only available at runtime  */
+    opts: {
+      moduleSettings?: ModelProps['moduleSettings'];
+    }
+  ) {
+    if (!this.needsUpdate.some(Boolean)) {
+      return;
+    }
+
+    if (opts.moduleSettings) {
+      this.binSorter.setModelProps(opts);
+    }
+
+    const {operations} = this.props;
+    const operationsToUpdate = this.needsUpdate.map((needsUpdate, i) =>
+      needsUpdate ? operations[i] : null
+    );
+    // Render data to bins
+    this.binSorter.update(operationsToUpdate);
+    // Read to buffer and calculate domain
+    this.aggregationTransform.update(this.binSorter.texture!, operations);
+
+    this.needsUpdate.fill(false);
+
+    // Uncomment to debug
+    // console.log('binsFBO', new Float32Array(this.device.readPixelsToArrayWebGL(this.binSorter.texture!).buffer));
+    // console.log('binsBuffer', new Float32Array(this.aggregationTransform.binBuffer?.readSyncWebGL().buffer!));
+    // console.log('resultBuffer', new Float32Array(this.aggregationTransform.valueBuffer?.readSyncWebGL().buffer!));
+  }
+}

modules/aggregation-layers/src/aggregation-layer-v9/gpu-aggregator/utils.ts

@@ -0,0 +1,29 @@
+import type {Device, Framebuffer} from '@luma.gl/core';
+
+/**
+ * Marks GLSL shaders for syntax highlighting: glsl`...`
+ * Install https://marketplace.visualstudio.com/items?itemName=boyswan.glsl-literal
+ */
+export const glsl = (s: TemplateStringsArray) => `${s}`;
+
+/**
+ * Create a float texture to store aggregation result
+ */
+export function createRenderTarget(device: Device, width: number, height: number): Framebuffer {
+  return device.createFramebuffer({
+    width,
+    height,
+    colorAttachments: [
+      device.createTexture({
+        width,
+        height,
+        format: 'rgba32float',
+        mipmaps: false,
+        sampler: {
+          minFilter: 'nearest',
+          magFilter: 'nearest'
+        }
+      })
+    ]
+  });
+}