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# DataFilterExtension (experimental) | ||
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The `DataFilterExtension` adds GPU-based data filtering functionalities to layers. It allows the layer to show/hide objects based on user-defined properties. This extension provides a significantly more performant alternative to filtering the data array on the CPU. | ||
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> Note: This extension does not work with all deck.gl layers. See "limitations" below. | ||
```js | ||
import {GeoJsonLayer} from '@deck.gl/layers'; | ||
import {DataFilterExtension} from '@deck.gl/extensions'; | ||
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const layer = new GeoJsonLayer({ | ||
id: 'geojson-layer', | ||
data: GEOJSON, | ||
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// props from GeoJsonLayer | ||
getFillColor: [160, 160, 180], | ||
getLineColor: [0, 0, 0], | ||
getLineWidth: 10, | ||
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// props added by DataFilterExtension | ||
getFilterValue: f => f.properties.timeOfDay, // in seconds | ||
filterRange: [43200, 46800], // 12:00 - 13:00 | ||
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// Define extensions | ||
extensions: [new DataFilterExtension({filterSize: 1})] | ||
}); | ||
``` | ||
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## Installation | ||
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To install the dependencies from NPM: | ||
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```bash | ||
npm install deck.gl | ||
# or | ||
npm install @deck.gl/core @deck.gl/layers @deck.gl/extensions | ||
``` | ||
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```js | ||
import {DataFilterExtension} from '@deck.gl/extensions'; | ||
new DataFilterExtension({}); | ||
``` | ||
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To use pre-bundled scripts: | ||
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```html | ||
<script src="https://unpkg.com/deck.gl@~7.0.0/dist.min.js"></script> | ||
<!-- or --> | ||
<script src="https://unpkg.com/@deck.gl/core@~7.0.0/dist.min.js"></script> | ||
<script src="https://unpkg.com/@deck.gl/layers@~7.0.0/dist.min.js"></script> | ||
<script src="https://unpkg.com/@deck.gl/extensions@~7.0.0/dist.min.js"></script> | ||
``` | ||
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```js | ||
new deck.DataFilterExtension({}); | ||
``` | ||
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## Constructor | ||
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```js | ||
new DataFilterExtension({filterSize}); | ||
``` | ||
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* `filterSize` (Number) - the size of the filter (number of columns to filter by). The data filter can show/hide data based on 1-4 numeric properties of each object. Default `1`. | ||
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## Layer Properties | ||
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When added to a layer via the `extensions` prop, the `DataFilterExtension` adds the following properties to the layer: | ||
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##### `getFilterValue` ([Function](/docs/developer-guide/using-layers.md#accessors)) | ||
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Called to retrieve the value for each object that it will be filtered by. Returns either a number (if `filterSize: 1`) or an array. | ||
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For example, consider data in the following format: | ||
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```json | ||
[ | ||
{"timestamp": 0.1, "coordinates": [-122.45, 37.78], "speed": 13.3}, | ||
... | ||
] | ||
``` | ||
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To filter by timestamp: | ||
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```js | ||
new ScatterplotLayer({ | ||
data, | ||
getPosition: d => d.coordinates, | ||
getFilterValue: d => d.timestamp, | ||
filterRange: [0, 1], | ||
extensions: [new DataFilterExtension({filterSize: 1})] | ||
}) | ||
``` | ||
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To filter by both timestamp and speed: | ||
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```js | ||
new ScatterplotLayer({ | ||
data, | ||
getPosition: d => d.coordinates, | ||
getFilterValue: d => [d.timestamp, d.speed], | ||
filterRange: [[0, 1], [10, 20]], | ||
extensions: [new DataFilterExtension({filterSize: 2})] | ||
}) | ||
``` | ||
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Note that all filtered values are uploaded as 32-bit floating numbers, so certain values e.g. raw unix epoch time may not be accurately represented. You may test the validity of a timestamp by calling `Math.fround(t)` to check if there would be any loss of precision. | ||
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##### `filterRange` (Array) | ||
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The bounds which defines whether an object should be rendered. If an object's filtered value is within the bounds, the object will be rendered; otherwise it will be hidden. This prop can be updated on user input or animation with very little cost. | ||
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Format: | ||
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* If `filterSize` is `1`: `[min, max]` | ||
* If `filterSize` is `2` to `4`: `[[min0, max0], [min1, max1], ...]` for each filtered property, respectively. | ||
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##### `filterSoftRange` (Array, optional) | ||
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* Default: `null` | ||
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If specified, objects will be faded in/out instead of abruptly shown/hiden. When the filtered value is outside of the bounds defined by `filterSoftRange` but still within the bounds defined by `filterRange`, the object will be rendered as "faded." See `filterTransformSize` and `filterTransformColor` for additional control over this behavior. | ||
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```js | ||
new ScatterplotLayer({ | ||
data, | ||
getPosition: d => d.coordinates, | ||
getFilterValue: d => d.timestamp, | ||
filterRange: [0, 1], | ||
filterSoftRange: [0.2, 0.8], | ||
filterTransformSize: true, | ||
filterTransformColor: true, | ||
extensions: [new DataFilterExtension({filterSize: 1})] | ||
}) | ||
``` | ||
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Format: | ||
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* If `filterSize` is `1`: `[softMin, softMax]` | ||
* If `filterSize` is `2` to `4`: `[[softMin0, softMax0], [softMin1, softMax1], ...]` for each filtered property, respectively. | ||
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##### `filterTransformSize` (Boolean, optional) | ||
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* Default: `true` | ||
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When an object is "faded", manipulate its size so that it appears smaller or thinner. Only works if `filterSoftRange` is specified. | ||
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##### `filterTransformColor` (Boolean, optional) | ||
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* Default: `true` | ||
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When an object is "faded", manipulate its opacity so that it appears more translucent. Only works if `filterSoftRange` is specified. | ||
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##### `filterEnabled` (Boolean, optional) | ||
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* Default: `true` | ||
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Enable/disable the data filter. If the data filter is disabled, all objects are rendered. | ||
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## Limitations | ||
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The `DataFilterExtension` does not work with any layer from the `@deck.gl/aggregation-layers` module. | ||
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## Source | ||
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[modules/extensions/src/data-filter](https://github.com/uber/deck.gl/tree/master/modules/extensions/src/data-filter) |
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# @deck.gl/extensions | ||
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Optional functionalities for deck.gl layers. | ||
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See [deck.gl](http://deck.gl) for documentation. |
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const Extensions = require('./src'); | ||
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/* global window, global */ | ||
const _global = typeof window === 'undefined' ? global : window; | ||
const deck = _global.deck || {}; | ||
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// Check if peer dependencies are included | ||
if (!deck.Layer) { | ||
throw new Error('@deck.gl/core is not found'); | ||
} | ||
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module.exports = Object.assign(deck, Extensions); |
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{ | ||
"name": "@deck.gl/extensions", | ||
"description": "Plug-and-play functionalities for deck.gl layers", | ||
"license": "MIT", | ||
"version": "7.2.0-alpha.1", | ||
"publishConfig": { | ||
"access": "public" | ||
}, | ||
"keywords": [ | ||
"webgl", | ||
"visualization", | ||
"overlay", | ||
"layer" | ||
], | ||
"repository": { | ||
"type": "git", | ||
"url": "https://github.com/uber/deck.gl.git" | ||
}, | ||
"main": "dist/es5/index.js", | ||
"module": "dist/esm/index.js", | ||
"esnext": "dist/es6/index.js", | ||
"files": [ | ||
"dist", | ||
"src", | ||
"dist.min.js" | ||
], | ||
"sideEffects": false, | ||
"scripts": { | ||
"build-bundle": "webpack --config ../../scripts/bundle.config.js", | ||
"prepublishOnly": "npm run build-bundle && npm run build-bundle -- --env.dev" | ||
}, | ||
"peerDependencies": { | ||
"@deck.gl/core": "^7.0.0" | ||
} | ||
} |
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// Copyright (c) 2015 - 2017 Uber Technologies, Inc. | ||
// | ||
// Permission is hereby granted, free of charge, to any person obtaining a copy | ||
// of this software and associated documentation files (the "Software"), to deal | ||
// in the Software without restriction, including without limitation the rights | ||
// to use, copy, modify, merge, publish, distribute, sublicense, and/or sell | ||
// copies of the Software, and to permit persons to whom the Software is | ||
// furnished to do so, subject to the following conditions: | ||
// | ||
// The above copyright notice and this permission notice shall be included in | ||
// all copies or substantial portions of the Software. | ||
// | ||
// THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR | ||
// IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, | ||
// FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE | ||
// AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER | ||
// LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, | ||
// OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN | ||
// THE SOFTWARE. | ||
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import {LayerExtension} from '@deck.gl/core'; | ||
import shaderModule from './shader-module'; | ||
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const defaultProps = { | ||
getFilterValue: {type: 'accessor', value: 0}, | ||
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filterEnabled: true, | ||
filterRange: [-1, 1], | ||
filterSoftRange: null, | ||
filterTransformSize: true, | ||
filterTransformColor: true | ||
}; | ||
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const DATA_TYPE_FROM_SIZE = { | ||
1: 'float', | ||
2: 'vec2', | ||
3: 'vec3', | ||
4: 'vec4' | ||
}; | ||
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export default class DataFilterExtension extends LayerExtension { | ||
constructor({filterSize = 1} = {}) { | ||
if (!DATA_TYPE_FROM_SIZE[filterSize]) { | ||
throw new Error('filterSize out of range'); | ||
} | ||
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super({filterSize}); | ||
} | ||
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getShaders(extension) { | ||
const {filterSize} = extension.opts; | ||
return { | ||
modules: [shaderModule], | ||
defines: { | ||
DATAFILTER_TYPE: DATA_TYPE_FROM_SIZE[filterSize] | ||
} | ||
}; | ||
} | ||
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initializeState(context, extension) { | ||
const attributeManager = this.getAttributeManager(); | ||
if (attributeManager) { | ||
attributeManager.add({ | ||
filterValues: { | ||
size: extension.opts.filterSize, | ||
accessor: 'getFilterValue', | ||
shaderAttributes: { | ||
filterValues: { | ||
divisor: 0 | ||
}, | ||
instanceFilterValues: { | ||
divisor: 1 | ||
} | ||
} | ||
} | ||
}); | ||
} | ||
} | ||
} | ||
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DataFilterExtension.extensionName = 'DataFilterExtension'; | ||
DataFilterExtension.defaultProps = defaultProps; |
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