squiggle/packages/components/src/SquiggleChart.tsx

382 lines
12 KiB
TypeScript

import * as React from "react";
import _ from "lodash";
import type { Spec } from "vega";
import { run } from "@quri/squiggle-lang";
import type {
DistPlus,
SamplingInputs,
exportEnv,
exportDistribution,
} from "@quri/squiggle-lang";
import { createClassFromSpec } from "react-vega";
import * as chartSpecification from "./spec-distributions.json";
import * as percentilesSpec from "./spec-percentiles.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;
/** variables declared before this expression */
environment?: exportEnv;
/** When the environment changes */
onEnvChange?(env: exportEnv): void;
}
export const SquiggleChart: React.FC<SquiggleChartProps> = (props) => {
let samplingInputs: SamplingInputs = {
sampleCount: props.sampleCount,
outputXYPoints: props.outputXYPoints,
kernelWidth: props.kernelWidth,
pointDistLength: props.pointDistLength,
};
let result = run(props.squiggleString, samplingInputs, props.environment);
if (result.tag === "Ok") {
let environment = result.value.environment;
let exports = result.value.exports;
if (props.onEnvChange) props.onEnvChange(environment);
let chartResults = exports.map((chartResult: exportDistribution) => {
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) => {
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();
}