squiggle/packages/components/src/SquiggleChart.tsx

356 lines
12 KiB
TypeScript
Raw Normal View History

2022-02-27 04:41:30 +00:00
import * as React from 'react';
import * as _ from 'lodash';
import type { Spec } from 'vega';
import { run } from '@squiggle/lang';
import type { DistPlus, SamplingInputs } from '@squiggle/lang';
2022-02-27 04:41:30 +00:00
import { createClassFromSpec } from 'react-vega';
import * as chartSpecification from './spec-distributions.json'
import * as percentilesSpec from './spec-pertentiles.json'
let SquiggleVegaChart = createClassFromSpec({'spec': chartSpecification as Spec});
let SquigglePercentilesChart = createClassFromSpec({'spec': percentilesSpec as Spec});
export interface SquiggleChartProps {
/** The input string for squiggle */
squiggleString : string,
/** If the output requires monte carlo sampling, the amount of samples */
sampleCount? : number,
/** The amount of points returned to draw the distribution */
outputXYPoints? : number,
kernelWidth? : number,
pointDistLength? : number,
/** If the result is a function, where the function starts */
diagramStart? : number,
/** If the result is a function, where the function ends */
diagramStop? : number,
/** If the result is a function, how many points along the function it samples */
diagramCount? : number
}
export const SquiggleChart : React.FC<SquiggleChartProps> = props => {
let samplingInputs : SamplingInputs = {
sampleCount : props.sampleCount,
outputXYPoints : props.outputXYPoints,
kernelWidth : props.kernelWidth,
pointDistLength : props.pointDistLength
}
2022-02-27 04:41:30 +00:00
let result = run(props.squiggleString, samplingInputs);
2022-02-27 04:41:30 +00:00
console.log(result)
if (result.tag === "Ok") {
let chartResults = result.value.map(chartResult => {
console.log(chartResult)
if(chartResult["NAME"] === "Float"){
return <MakeNumberShower precision={3} number={chartResult["VAL"]} />;
}
else if(chartResult["NAME"] === "DistPlus"){
let shape = chartResult.VAL.pointSetDist;
if(shape.tag === "Continuous"){
let xyShape = shape.value.xyShape;
let totalY = xyShape.ys.reduce((a, b) => a + b);
let total = 0;
let cdf = xyShape.ys.map(y => {
total += y;
return total / totalY;
})
let values = _.zip(cdf, xyShape.xs, xyShape.ys).map(([c, x, y ]) => ({cdf: (c * 100).toFixed(2) + "%", x: x, y: y}));
return (
<SquiggleVegaChart
data={{"con": values}}
/>
);
}
else if(shape.tag === "Discrete"){
let xyShape = shape.value.xyShape;
let totalY = xyShape.ys.reduce((a, b) => a + b);
let total = 0;
let cdf = xyShape.ys.map(y => {
total += y;
return total / totalY;
})
let values = _.zip(cdf, xyShape.xs, xyShape.ys).map(([c, x,y]) => ({cdf: (c * 100).toFixed(2) + "%", x: x, y: y}));
return (
<SquiggleVegaChart
data={{"dis": values}}
/>
);
}
else if(shape.tag === "Mixed"){
let discreteShape = shape.value.discrete.xyShape;
let totalDiscrete = discreteShape.ys.reduce((a, b) => a + b);
let discretePoints = _.zip(discreteShape.xs, discreteShape.ys);
let continuousShape = shape.value.continuous.xyShape;
let continuousPoints = _.zip(continuousShape.xs, continuousShape.ys);
interface labeledPoint {
x: number,
y: number,
type: "discrete" | "continuous"
};
let markedDisPoints : labeledPoint[] = discretePoints.map(([x,y]) => ({x: x, y: y, type: "discrete"}))
let markedConPoints : labeledPoint[] = continuousPoints.map(([x,y]) => ({x: x, y: y, type: "continuous"}))
let sortedPoints = _.sortBy(markedDisPoints.concat(markedConPoints), 'x')
let totalContinuous = 1 - totalDiscrete;
let totalY = continuousShape.ys.reduce((a:number, b:number) => a + b);
let total = 0;
let cdf = sortedPoints.map((point: labeledPoint) => {
if(point.type == "discrete") {
total += point.y;
return total;
}
else if (point.type == "continuous") {
total += point.y / totalY * totalContinuous;
return total;
}
});
interface cdfLabeledPoint {
cdf: string,
x: number,
y: number,
type: "discrete" | "continuous"
}
let cdfLabeledPoint : cdfLabeledPoint[] = _.zipWith(cdf, sortedPoints, (c: number, point: labeledPoint) => ({...point, cdf: (c * 100).toFixed(2) + "%"}))
let continuousValues = cdfLabeledPoint.filter(x => x.type == "continuous")
let discreteValues = cdfLabeledPoint.filter(x => x.type == "discrete")
return (
<SquiggleVegaChart
data={{"con": continuousValues, "dis": discreteValues}}
/>
);
}
}
else if(chartResult.NAME === "Function"){
// We are looking at a function. In this case, we draw a Percentiles chart
let start = props.diagramStart ? props.diagramStart : 0
let stop = props.diagramStop ? props.diagramStop : 10
let count = props.diagramCount ? props.diagramCount : 0.1
let step = (stop - start)/ count
let data = _.range(start, stop, step).map(x => {
2022-02-27 04:41:30 +00:00
if(chartResult.NAME=="Function"){
let result = chartResult.VAL(x);
if(result.tag == "Ok"){
let percentileArray = [
0.01,
0.05,
0.1,
0.2,
0.3,
0.4,
0.5,
0.6,
0.7,
0.8,
0.9,
0.95,
0.99
]
let percentiles = getPercentiles(percentileArray, result.value);
return {
"x": x,
"p1": percentiles[0],
"p5": percentiles[1],
"p10": percentiles[2],
"p20": percentiles[3],
"p30": percentiles[4],
"p40": percentiles[5],
"p50": percentiles[6],
"p60": percentiles[7],
"p70": percentiles[8],
"p80": percentiles[9],
"p90": percentiles[10],
"p95": percentiles[11],
"p99": percentiles[12]
}
}
}
return 0;
})
return <SquigglePercentilesChart data={{"facet": data}} />
}
})
return <>{chartResults}</>;
}
else if(result.tag == "Error") {
// At this point, we came across an error. What was our error?
return (<p>{"Error parsing Squiggle: " + result.value}</p>)
}
return (<p>{"Invalid Response"}</p>)
};
function getPercentiles(percentiles:number[], t : DistPlus) {
if(t.pointSetDist.tag == "Discrete") {
let total = 0;
let maxX = _.max(t.pointSetDist.value.xyShape.xs)
let bounds = percentiles.map(_ => maxX);
_.zipWith(t.pointSetDist.value.xyShape.xs,t.pointSetDist.value.xyShape.ys, (x,y) => {
total += y
percentiles.forEach((v, i) => {
if(total > v && bounds[i] == maxX){
bounds[i] = x
}
})
});
return bounds;
}
else if(t.pointSetDist.tag == "Continuous"){
let total = 0;
let maxX = _.max(t.pointSetDist.value.xyShape.xs)
let totalY = _.sum(t.pointSetDist.value.xyShape.ys)
let bounds = percentiles.map(_ => maxX);
_.zipWith(t.pointSetDist.value.xyShape.xs,t.pointSetDist.value.xyShape.ys, (x,y) => {
total += y / totalY;
percentiles.forEach((v, i) => {
if(total > v && bounds[i] == maxX){
bounds[i] = x
}
})
});
return bounds;
}
else if(t.pointSetDist.tag == "Mixed"){
let discreteShape = t.pointSetDist.value.discrete.xyShape;
let totalDiscrete = discreteShape.ys.reduce((a, b) => a + b);
let discretePoints = _.zip(discreteShape.xs, discreteShape.ys);
let continuousShape = t.pointSetDist.value.continuous.xyShape;
let continuousPoints = _.zip(continuousShape.xs, continuousShape.ys);
interface labeledPoint {
x: number,
y: number,
type: "discrete" | "continuous"
};
let markedDisPoints : labeledPoint[] = discretePoints.map(([x,y]) => ({x: x, y: y, type: "discrete"}))
let markedConPoints : labeledPoint[] = continuousPoints.map(([x,y]) => ({x: x, y: y, type: "continuous"}))
let sortedPoints = _.sortBy(markedDisPoints.concat(markedConPoints), 'x')
let totalContinuous = 1 - totalDiscrete;
let totalY = continuousShape.ys.reduce((a:number, b:number) => a + b);
let total = 0;
let maxX = _.max(sortedPoints.map(x => x.x));
let bounds = percentiles.map(_ => maxX);
sortedPoints.map((point: labeledPoint) => {
if(point.type == "discrete") {
total += point.y;
}
else if (point.type == "continuous") {
total += point.y / totalY * totalContinuous;
}
percentiles.forEach((v,i) => {
if(total > v && bounds[i] == maxX){
bounds[i] = total;
}
})
return total;
});
return bounds;
}
}
function MakeNumberShower(props: {number: number, precision :number}){
let numberWithPresentation = numberShow(props.number, props.precision);
return (
<span>
{numberWithPresentation.value}
{numberWithPresentation.symbol}
{numberWithPresentation.power ?
<span>
{'\u00b710'}
<span style={{fontSize: "0.6em", verticalAlign: "super"}}>
{numberWithPresentation.power}
</span>
</span>
: <></>}
</span>
);
}
const orderOfMagnitudeNum = (n:number) => {
return Math.pow(10, n);
};
// 105 -> 3
const orderOfMagnitude = (n:number) => {
return Math.floor(Math.log(n) / Math.LN10 + 0.000000001);
};
function withXSigFigs(number:number, sigFigs:number) {
const withPrecision = number.toPrecision(sigFigs);
const formatted = Number(withPrecision);
return `${formatted}`;
}
class NumberShower {
number: number
precision: number
constructor(number:number, precision = 2) {
this.number = number;
this.precision = precision;
}
convert() {
const number = Math.abs(this.number);
const response = this.evaluate(number);
if (this.number < 0) {
response.value = '-' + response.value;
}
return response
}
metricSystem(number: number, order: number) {
const newNumber = number / orderOfMagnitudeNum(order);
const precision = this.precision;
return `${withXSigFigs(newNumber, precision)}`;
}
evaluate(number: number) {
if (number === 0) {
return { value: this.metricSystem(0, 0) }
}
const order = orderOfMagnitude(number);
if (order < -2) {
return { value: this.metricSystem(number, order), power: order };
} else if (order < 4) {
return { value: this.metricSystem(number, 0) };
} else if (order < 6) {
return { value: this.metricSystem(number, 3), symbol: 'K' };
} else if (order < 9) {
return { value: this.metricSystem(number, 6), symbol: 'M' };
} else if (order < 12) {
return { value: this.metricSystem(number, 9), symbol: 'B' };
} else if (order < 15) {
return { value: this.metricSystem(number, 12), symbol: 'T' };
} else {
return { value: this.metricSystem(number, order), power: order };
}
}
}
export function numberShow(number: number, precision = 2) {
const ns = new NumberShower(number, precision);
return ns.convert();
}