mirror of
https://github.com/wassname/optuna-dashboard.git
synced 2026-09-09 11:28:14 +08:00
Move ParallelCoordinate to tslib/react
This commit is contained in:
@@ -1,104 +1,24 @@
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import {
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Checkbox,
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FormControlLabel,
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FormGroup,
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Grid,
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Typography,
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useTheme,
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} from "@mui/material"
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import {
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GraphContainer,
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PlotParallelCoordinate,
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useGraphComponentState,
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useMergedUnionSearchSpace,
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} from "@optuna/react"
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import {
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Target,
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useFilteredTrials,
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useObjectiveAndUserAttrTargets,
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useParamTargets,
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} from "@optuna/react"
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import * as Optuna from "@optuna/types"
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import * as plotly from "plotly.js-dist-min"
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import React, { FC, ReactNode, useEffect, useState } from "react"
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import { SearchSpaceItem, StudyDetail } from "ts/types/optuna"
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import React, { FC, useEffect } from "react"
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import { StudyDetail } from "ts/types/optuna"
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import { PlotType } from "../apiClient"
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import { usePlot } from "../hooks/usePlot"
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import { usePlotlyColorTheme } from "../state"
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import { useBackendRender } from "../state"
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const plotDomId = "graph-parallel-coordinate"
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const useTargets = (
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study: StudyDetail | null
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): [Target[], SearchSpaceItem[], () => ReactNode] => {
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const [targets1] = useObjectiveAndUserAttrTargets(study)
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const searchSpace = useMergedUnionSearchSpace(study?.union_search_space)
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const [targets2] = useParamTargets(searchSpace)
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const [checked, setChecked] = useState<boolean[]>([true])
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const allTargets = [...targets1, ...targets2]
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useEffect(() => {
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if (allTargets.length !== checked.length) {
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setChecked(
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allTargets.map((t) => {
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if (t.kind === "user_attr") {
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return false
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}
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if (t.kind !== "params" || study === null) {
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return true
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}
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// By default, params that is not included in intersection search space should be disabled,
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// otherwise all trials are filtered.
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return (
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study.intersection_search_space.find((s) => s.name === t.key) !==
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undefined
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)
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})
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)
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}
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}, [allTargets])
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const handleOnChange = (event: React.ChangeEvent<HTMLInputElement>) => {
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setChecked(
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checked.map((c, i) =>
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i.toString() === event.target.name ? event.target.checked : c
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)
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)
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}
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const renderCheckBoxes = (): ReactNode => (
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<FormGroup>
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{allTargets.map((t, i) => {
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return (
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<FormControlLabel
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key={i}
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control={
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<Checkbox
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checked={checked.length > i ? checked[i] : true}
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onChange={handleOnChange}
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name={i.toString()}
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/>
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}
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label={t.toLabel(study?.objective_names)}
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/>
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)
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})}
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</FormGroup>
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)
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const targets = allTargets.filter((t, i) =>
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checked.length > i ? checked[i] : true
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)
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return [targets, searchSpace, renderCheckBoxes]
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}
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export const GraphParallelCoordinate: FC<{
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study: StudyDetail | null
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}> = ({ study = null }) => {
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if (useBackendRender()) {
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return <GraphParallelCoordinateBackend study={study} />
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} else {
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return <GraphParallelCoordinateFrontend study={study} />
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return <PlotParallelCoordinate study={study} />
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}
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}
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@@ -135,198 +55,3 @@ const GraphParallelCoordinateBackend: FC<{
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/>
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)
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}
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const GraphParallelCoordinateFrontend: FC<{
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study: StudyDetail | null
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}> = ({ study = null }) => {
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const { graphComponentState, notifyGraphDidRender } = useGraphComponentState()
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const theme = useTheme()
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const colorTheme = usePlotlyColorTheme(theme.palette.mode)
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const [targets, searchSpace, renderCheckBoxes] = useTargets(study)
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const trials = useFilteredTrials(study, targets, false)
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useEffect(() => {
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if (study !== null && graphComponentState !== "componentWillMount") {
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plotCoordinate(study, trials, targets, searchSpace, colorTheme)?.then(
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notifyGraphDidRender
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)
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}
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}, [study, trials, targets, searchSpace, colorTheme, graphComponentState])
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return (
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<Grid container direction="row">
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<Grid
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item
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xs={3}
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container
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direction="column"
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sx={{
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paddingRight: theme.spacing(2),
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display: "flex",
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flexDirection: "column",
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}}
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>
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<Typography
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variant="h6"
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sx={{ margin: "1em 0", fontWeight: theme.typography.fontWeightBold }}
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>
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Parallel Coordinate
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</Typography>
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{renderCheckBoxes()}
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</Grid>
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<Grid item xs={9}>
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<GraphContainer
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plotDomId={plotDomId}
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graphComponentState={graphComponentState}
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/>
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</Grid>
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</Grid>
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)
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}
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const plotCoordinate = (
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study: StudyDetail,
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trials: Optuna.Trial[],
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targets: Target[],
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searchSpace: SearchSpaceItem[],
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colorTheme: Partial<Plotly.Template>
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) => {
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if (document.getElementById(plotDomId) === null) {
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return
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}
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const layout: Partial<plotly.Layout> = {
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margin: {
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l: 70,
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t: 50,
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r: 50,
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b: 100,
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},
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template: colorTheme,
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uirevision: "true",
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}
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if (trials.length === 0 || targets.length === 0) {
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return plotly.react(plotDomId, [], layout)
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}
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const maxLabelLength = 40
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const breakLength = maxLabelLength / 2
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const ellipsis = "…"
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const truncateLabelIfTooLong = (originalLabel: string): string => {
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return originalLabel.length > maxLabelLength
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? originalLabel.substring(0, maxLabelLength - ellipsis.length) + ellipsis
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: originalLabel
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}
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const breakLabelIfTooLong = (originalLabel: string): string => {
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const truncated = truncateLabelIfTooLong(originalLabel)
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return truncated
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.split("")
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.map((c, i) => {
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return (i + 1) % breakLength === 0 ? c + "<br>" : c
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})
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.join("")
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}
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const calculateLogScale = (values: number[]) => {
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const logValues = values.map((v) => {
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return Math.log10(v)
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})
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const minValue = Math.min(...logValues)
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const maxValue = Math.max(...logValues)
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const range = [Math.floor(minValue), Math.ceil(maxValue)]
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const tickvals = Array.from(
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{ length: Math.ceil(maxValue) - Math.floor(minValue) + 1 },
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(_, i) => i + Math.floor(minValue)
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)
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const ticktext = tickvals.map((x) => `${Math.pow(10, x).toPrecision(3)}`)
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return { logValues, range, tickvals, ticktext }
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}
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const dimensions = targets.map((target) => {
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if (target.kind === "objective" || target.kind === "user_attr") {
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const values: number[] = trials.map(
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(t) => target.getTargetValue(t) as number
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)
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return {
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label: target.toLabel(study.objective_names),
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values: values,
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range: [Math.min(...values), Math.max(...values)],
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}
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} else {
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const s = searchSpace.find(
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(s) => s.name === target.key
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) as SearchSpaceItem // Must be already filtered.
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const values: number[] = trials.map(
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(t) => target.getTargetValue(t) as number
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)
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if (s.distribution.type === "CategoricalDistribution") {
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// categorical
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const vocabArr: string[] = s.distribution.choices.map(
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(c) => c?.toString() ?? "null"
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)
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const tickvals: number[] = vocabArr.map((v, i) => i)
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return {
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label: breakLabelIfTooLong(s.name),
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values: values,
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range: [0, s.distribution.choices.length - 1],
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// @ts-ignore
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tickvals: tickvals,
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ticktext: vocabArr,
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}
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} else if (s.distribution.log) {
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// numerical and log
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const { logValues, range, tickvals, ticktext } =
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calculateLogScale(values)
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return {
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label: breakLabelIfTooLong(s.name),
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values: logValues,
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range,
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tickvals,
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ticktext,
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}
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} else {
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// numerical and linear
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return {
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label: breakLabelIfTooLong(s.name),
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values: values,
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range: [s.distribution.low, s.distribution.high],
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}
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}
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}
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})
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if (dimensions.length === 0) {
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console.log("Must not reach here.")
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return plotly.react(plotDomId, [], layout)
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}
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let reversescale = false
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if (
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targets[0].kind === "objective" &&
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(targets[0].getObjectiveId() as number) < study.directions.length &&
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study.directions[targets[0].getObjectiveId() as number] === "maximize"
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) {
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reversescale = true
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}
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const plotData: Partial<plotly.PlotData>[] = [
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{
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type: "parcoords",
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dimensions: dimensions,
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labelangle: 30,
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labelside: "bottom",
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line: {
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color: dimensions[0]["values"],
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// @ts-ignore
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colorscale: "Blues",
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colorbar: {
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title: targets[0].toLabel(study.objective_names),
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},
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showscale: true,
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reversescale: reversescale,
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},
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},
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]
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return plotly.react(plotDomId, plotData, layout)
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}
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@@ -0,0 +1,53 @@
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import { CssBaseline, ThemeProvider } from "@mui/material"
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import { Meta, StoryObj } from "@storybook/react"
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import React from "react"
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import { useMockStudy } from "../MockStudies"
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import { darkTheme } from "../styles/darkTheme"
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import { lightTheme } from "../styles/lightTheme"
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import { PlotParallelCoordinate } from "./PlotParallelCoordinate"
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const meta: Meta<typeof PlotParallelCoordinate> = {
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component: PlotParallelCoordinate,
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title: "Plot/ParallelCoordinate",
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tags: ["autodocs"],
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decorators: [
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(Story, storyContext) => {
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const { study } = useMockStudy(storyContext.parameters?.studyId)
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if (!study) return <p>loading...</p>
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return (
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<ThemeProvider theme={storyContext.parameters?.theme}>
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<CssBaseline />
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<Story
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args={{
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study,
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}}
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/>
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</ThemeProvider>
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)
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},
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],
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}
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export default meta
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type Story = StoryObj<typeof PlotParallelCoordinate>
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export const LightTheme: Story = {
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parameters: {
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studyId: 1,
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theme: lightTheme,
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},
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}
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export const DarkTheme: Story = {
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parameters: {
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studyId: 1,
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theme: darkTheme,
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},
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}
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// TODO(c-bata): Add a story for multi objective study.
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// export const MultiObjective: Story = {
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// parameters: {
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// ...
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// },
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// }
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@@ -0,0 +1,291 @@
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import {
|
||||
Checkbox,
|
||||
FormControlLabel,
|
||||
FormGroup,
|
||||
Grid,
|
||||
Typography,
|
||||
useTheme,
|
||||
} from "@mui/material"
|
||||
import * as Optuna from "@optuna/types"
|
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import * as plotly from "plotly.js-dist-min"
|
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import React, { FC, ReactNode, useEffect, useState } from "react"
|
||||
import {
|
||||
GraphContainer,
|
||||
Target,
|
||||
useFilteredTrials,
|
||||
useGraphComponentState,
|
||||
useMergedUnionSearchSpace,
|
||||
useObjectiveAndUserAttrTargets,
|
||||
useParamTargets,
|
||||
} from ".."
|
||||
import { plotlyDarkTemplate } from "./PlotlyDarkMode"
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const plotDomId = "plot-parallel-coordinate"
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export const PlotParallelCoordinate: FC<{
|
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study: Optuna.Study | null
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colorTheme?: Partial<Plotly.Template>
|
||||
}> = ({ study = null, colorTheme }) => {
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const { graphComponentState, notifyGraphDidRender } = useGraphComponentState()
|
||||
|
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const theme = useTheme()
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const colorThemeUsed =
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colorTheme ?? (theme.palette.mode === "dark" ? plotlyDarkTemplate : {})
|
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|
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const [targets, searchSpace, renderCheckBoxes] = useTargets(study)
|
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const trials = useFilteredTrials(study, targets, false)
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useEffect(() => {
|
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if (study !== null && graphComponentState !== "componentWillMount") {
|
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plotCoordinate(study, trials, targets, searchSpace, colorThemeUsed)?.then(
|
||||
notifyGraphDidRender
|
||||
)
|
||||
}
|
||||
}, [
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||||
study,
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||||
trials,
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||||
targets,
|
||||
searchSpace,
|
||||
colorThemeUsed,
|
||||
graphComponentState,
|
||||
notifyGraphDidRender,
|
||||
])
|
||||
|
||||
return (
|
||||
<Grid container direction="row">
|
||||
<Grid
|
||||
item
|
||||
xs={3}
|
||||
container
|
||||
direction="column"
|
||||
sx={{
|
||||
paddingRight: theme.spacing(2),
|
||||
display: "flex",
|
||||
flexDirection: "column",
|
||||
}}
|
||||
>
|
||||
<Typography
|
||||
variant="h6"
|
||||
sx={{ margin: "1em 0", fontWeight: theme.typography.fontWeightBold }}
|
||||
>
|
||||
Parallel Coordinate
|
||||
</Typography>
|
||||
{renderCheckBoxes()}
|
||||
</Grid>
|
||||
<Grid item xs={9}>
|
||||
<GraphContainer
|
||||
plotDomId={plotDomId}
|
||||
graphComponentState={graphComponentState}
|
||||
/>
|
||||
</Grid>
|
||||
</Grid>
|
||||
)
|
||||
}
|
||||
|
||||
const plotCoordinate = (
|
||||
study: Optuna.Study,
|
||||
trials: Optuna.Trial[],
|
||||
targets: Target[],
|
||||
searchSpace: Optuna.SearchSpaceItem[],
|
||||
colorTheme: Partial<Plotly.Template>
|
||||
) => {
|
||||
if (document.getElementById(plotDomId) === null) {
|
||||
return
|
||||
}
|
||||
|
||||
const layout: Partial<plotly.Layout> = {
|
||||
margin: {
|
||||
l: 70,
|
||||
t: 50,
|
||||
r: 50,
|
||||
b: 100,
|
||||
},
|
||||
template: colorTheme,
|
||||
uirevision: "true",
|
||||
}
|
||||
if (trials.length === 0 || targets.length === 0) {
|
||||
return plotly.react(plotDomId, [], layout)
|
||||
}
|
||||
|
||||
const maxLabelLength = 40
|
||||
const breakLength = maxLabelLength / 2
|
||||
const ellipsis = "…"
|
||||
const truncateLabelIfTooLong = (originalLabel: string): string => {
|
||||
return originalLabel.length > maxLabelLength
|
||||
? originalLabel.substring(0, maxLabelLength - ellipsis.length) + ellipsis
|
||||
: originalLabel
|
||||
}
|
||||
const breakLabelIfTooLong = (originalLabel: string): string => {
|
||||
const truncated = truncateLabelIfTooLong(originalLabel)
|
||||
return truncated
|
||||
.split("")
|
||||
.map((c, i) => {
|
||||
return (i + 1) % breakLength === 0 ? `${c}<br>` : c
|
||||
})
|
||||
.join("")
|
||||
}
|
||||
|
||||
const calculateLogScale = (values: number[]) => {
|
||||
const logValues = values.map((v) => {
|
||||
return Math.log10(v)
|
||||
})
|
||||
const minValue = Math.min(...logValues)
|
||||
const maxValue = Math.max(...logValues)
|
||||
const range = [Math.floor(minValue), Math.ceil(maxValue)]
|
||||
const tickvals = Array.from(
|
||||
{ length: Math.ceil(maxValue) - Math.floor(minValue) + 1 },
|
||||
(_, i) => i + Math.floor(minValue)
|
||||
)
|
||||
const ticktext = tickvals.map((x) => `${(10 ** x).toPrecision(3)}`)
|
||||
return { logValues, range, tickvals, ticktext }
|
||||
}
|
||||
|
||||
const dimensions = targets.map((target) => {
|
||||
if (target.kind === "objective" || target.kind === "user_attr") {
|
||||
const values: number[] = trials.map(
|
||||
(t) => target.getTargetValue(t) as number
|
||||
)
|
||||
return {
|
||||
label: target.toLabel(study.metric_names),
|
||||
values: values,
|
||||
range: [Math.min(...values), Math.max(...values)],
|
||||
}
|
||||
}
|
||||
const s = searchSpace.find(
|
||||
(s) => s.name === target.key
|
||||
) as Optuna.SearchSpaceItem // Must be already filtered.
|
||||
|
||||
const values: number[] = trials.map(
|
||||
(t) => target.getTargetValue(t) as number
|
||||
)
|
||||
if (s.distribution.type === "CategoricalDistribution") {
|
||||
// categorical
|
||||
const vocabArr: string[] = s.distribution.choices.map(
|
||||
(c) => c?.toString() ?? "null"
|
||||
)
|
||||
const tickvals: number[] = vocabArr.map((_, i) => i)
|
||||
return {
|
||||
label: breakLabelIfTooLong(s.name),
|
||||
values: values,
|
||||
range: [0, s.distribution.choices.length - 1],
|
||||
// @ts-ignore
|
||||
tickvals: tickvals,
|
||||
ticktext: vocabArr,
|
||||
}
|
||||
}
|
||||
if (s.distribution.log) {
|
||||
// numerical and log
|
||||
const { logValues, range, tickvals, ticktext } = calculateLogScale(values)
|
||||
return {
|
||||
label: breakLabelIfTooLong(s.name),
|
||||
values: logValues,
|
||||
range,
|
||||
tickvals,
|
||||
ticktext,
|
||||
}
|
||||
}
|
||||
// numerical and linear
|
||||
return {
|
||||
label: breakLabelIfTooLong(s.name),
|
||||
values: values,
|
||||
range: [s.distribution.low, s.distribution.high],
|
||||
}
|
||||
})
|
||||
if (dimensions.length === 0) {
|
||||
console.log("Must not reach here.")
|
||||
return plotly.react(plotDomId, [], layout)
|
||||
}
|
||||
let reversescale = false
|
||||
if (
|
||||
targets[0].kind === "objective" &&
|
||||
(targets[0].getObjectiveId() as number) < study.directions.length &&
|
||||
study.directions[targets[0].getObjectiveId() as number] === "maximize"
|
||||
) {
|
||||
reversescale = true
|
||||
}
|
||||
const plotData: Partial<plotly.PlotData>[] = [
|
||||
{
|
||||
type: "parcoords",
|
||||
dimensions: dimensions,
|
||||
labelangle: 30,
|
||||
labelside: "bottom",
|
||||
line: {
|
||||
color: dimensions[0].values,
|
||||
// @ts-ignore
|
||||
colorscale: "Blues",
|
||||
colorbar: {
|
||||
title: targets[0].toLabel(study.metric_names),
|
||||
},
|
||||
showscale: true,
|
||||
reversescale: reversescale,
|
||||
},
|
||||
},
|
||||
]
|
||||
|
||||
return plotly.react(plotDomId, plotData, layout)
|
||||
}
|
||||
|
||||
const useTargets = (
|
||||
study: Optuna.Study | null
|
||||
): [Target[], Optuna.SearchSpaceItem[], () => ReactNode] => {
|
||||
const [targets1] = useObjectiveAndUserAttrTargets(study)
|
||||
const searchSpace = useMergedUnionSearchSpace(study?.union_search_space)
|
||||
const [targets2] = useParamTargets(searchSpace)
|
||||
const [checked, setChecked] = useState<boolean[]>([true])
|
||||
|
||||
const allTargets = [...targets1, ...targets2]
|
||||
useEffect(() => {
|
||||
if (allTargets.length !== checked.length) {
|
||||
setChecked(
|
||||
allTargets.map((t) => {
|
||||
if (t.kind === "user_attr") {
|
||||
return false
|
||||
}
|
||||
if (t.kind !== "params" || study === null) {
|
||||
return true
|
||||
}
|
||||
// By default, params that is not included in intersection search space should be disabled,
|
||||
// otherwise all trials are filtered.
|
||||
return (
|
||||
study.intersection_search_space.find((s) => s.name === t.key) !==
|
||||
undefined
|
||||
)
|
||||
})
|
||||
)
|
||||
}
|
||||
}, [allTargets, study, checked.length])
|
||||
|
||||
const handleOnChange = (event: React.ChangeEvent<HTMLInputElement>) => {
|
||||
setChecked(
|
||||
checked.map((c, i) =>
|
||||
i.toString() === event.target.name ? event.target.checked : c
|
||||
)
|
||||
)
|
||||
}
|
||||
|
||||
const renderCheckBoxes = (): ReactNode => (
|
||||
<FormGroup>
|
||||
{allTargets.map((t, i) => {
|
||||
const key = t.toLabel(study?.metric_names)
|
||||
return (
|
||||
<FormControlLabel
|
||||
key={key}
|
||||
control={
|
||||
<Checkbox
|
||||
checked={checked.length > i ? checked[i] : true}
|
||||
onChange={handleOnChange}
|
||||
name={i.toString()}
|
||||
/>
|
||||
}
|
||||
label={t.toLabel(study?.metric_names)}
|
||||
/>
|
||||
)
|
||||
})}
|
||||
</FormGroup>
|
||||
)
|
||||
|
||||
const targets = allTargets.filter((_, i) =>
|
||||
checked.length > i ? checked[i] : true
|
||||
)
|
||||
return [targets, searchSpace, renderCheckBoxes]
|
||||
}
|
||||
@@ -6,6 +6,7 @@ export { PlotHistory } from "./components/PlotHistory"
|
||||
export { PlotImportance } from "./components/PlotImportance"
|
||||
export { PlotIntermediateValues } from "./components/PlotIntermediateValues"
|
||||
export { PlotSlice } from "./components/PlotSlice"
|
||||
export { PlotParallelCoordinate } from "./components/PlotParallelCoordinate"
|
||||
export { TrialTable } from "./components/TrialTable"
|
||||
export { GraphContainer } from "./components/GraphContainer"
|
||||
export { useGraphComponentState } from "./hooks/useGraphComponentState"
|
||||
|
||||
@@ -0,0 +1,34 @@
|
||||
import * as Optuna from "@optuna/types"
|
||||
import { render, screen } from "@testing-library/react"
|
||||
import React from "react"
|
||||
import { describe, expect, test } from "vitest"
|
||||
import { PlotParallelCoordinate } from "../src/components/PlotParallelCoordinate"
|
||||
|
||||
describe("PlotParallelCoordinate Tests", async () => {
|
||||
const setup = ({
|
||||
study,
|
||||
dataTestId,
|
||||
}: { study: Optuna.Study; dataTestId: string }) => {
|
||||
const Wrapper = ({
|
||||
dataTestId,
|
||||
children,
|
||||
}: {
|
||||
dataTestId: string
|
||||
children: React.ReactNode
|
||||
}) => <div data-testid={dataTestId}>{children}</div>
|
||||
return render(
|
||||
<Wrapper dataTestId={dataTestId}>
|
||||
<PlotParallelCoordinate study={study} />
|
||||
</Wrapper>
|
||||
)
|
||||
}
|
||||
|
||||
for (const study of window.mockStudies) {
|
||||
test(`PlotParallelCoordinate (study name: ${study.name})`, () => {
|
||||
setup({ study, dataTestId: `plot-parallel-coordinate-${study.id}` })
|
||||
expect(
|
||||
screen.getByTestId(`plot-parallel-coordinate-${study.id}`)
|
||||
).toBeInTheDocument()
|
||||
})
|
||||
}
|
||||
})
|
||||
Reference in New Issue
Block a user