import * as plotly from "plotly.js-dist"
import React, { FC, useEffect } from "react"
const plotDomId = "graph-parallel-coordinate"
export const GraphParallelCoordinate: FC<{
trials: Trial[]
}> = ({ trials = [] }) => {
useEffect(() => {
plotCoordinate(trials, 0) // TODO(c-bata): Support multi-objective studies.
}, [trials])
return
}
const plotCoordinate = (trials: Trial[], objectiveId: number) => {
if (document.getElementById(plotDomId) === null) {
return
}
const layout: Partial = {
title: "Parallel coordinate",
margin: {
l: 50,
r: 50,
b: 0,
},
}
if (trials.length === 0) {
plotly.react(plotDomId, [])
return
}
const filteredTrials = trials.filter(
(t) =>
t.state === "Complete" ||
(t.state === "Pruned" && t.values && t.values.length > 0)
)
// Intersection param names
let paramNames = new Set(trials[0].params.map((p) => p.name))
filteredTrials.forEach((t) => {
paramNames = new Set(
t.params.filter((p) => paramNames.has(p.name)).map((p) => p.name)
)
})
if (paramNames.size === 0) {
plotly.react(plotDomId, [])
return
}
const objectiveValues: number[] = filteredTrials.map(
(t) => t.values![objectiveId]
)
const dimensions = [
{
label: "Objective value",
values: objectiveValues,
range: [Math.min(...objectiveValues), Math.max(...objectiveValues)],
},
]
paramNames.forEach((paramName) => {
const valueStrings = filteredTrials.map((t) => {
const param = t.params.find((p) => p.name == paramName)
return param!.value
})
const isnum = valueStrings.every((v) => {
return !isNaN(parseFloat(v))
})
if (isnum) {
const values: number[] = valueStrings.map((v) => parseFloat(v))
dimensions.push({
label: paramName,
values: values,
range: [Math.min(...values), Math.max(...values)],
})
} else {
// categorical
const vocabSet = new Set(valueStrings)
const vocabArr = Array.from(vocabSet)
const values: number[] = valueStrings.map((v) =>
vocabArr.findIndex((vocab) => v === vocab)
)
const tickvals: number[] = vocabArr.map((v, i) => i)
dimensions.push({
label: paramName,
values: values,
range: [Math.min(...values), Math.max(...values)],
// @ts-ignore
tickvals: tickvals,
ticktext: vocabArr,
})
}
})
const plotData: Partial[] = [
{
type: "parcoords",
// @ts-ignore
dimensions: dimensions,
},
]
plotly.react(plotDomId, plotData, layout)
}