Files
optuna-dashboard/optuna_dashboard/static/components/StudyDetail.tsx
T
2021-03-23 18:53:48 -04:00

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13 KiB
TypeScript

import React, { FC, useEffect, useState } from "react"
import { useRecoilValue } from "recoil"
import { Link, useParams } from "react-router-dom"
import { createStyles, fade, makeStyles, Theme } from "@material-ui/core/styles"
import {
AppBar,
Card,
Typography,
CardContent,
Container,
Grid,
Toolbar,
Paper,
Box,
IconButton,
Select,
MenuItem,
} from "@material-ui/core"
import { Home, Cached } from "@material-ui/icons"
import { DataGridColumn, DataGrid } from "./DataGrid"
import { GraphParallelCoordinate } from "./GraphParallelCoordinate"
import { HyperparameterImportances } from "./HyperparameterImportances"
import { Edf } from "./GraphEdf"
import { GraphIntermediateValues } from "./GraphIntermediateValues"
import { GraphSlice } from "./GraphSlice"
import { GraphHistory } from "./GraphHistory"
import { GraphParetoFront } from "./GraphParetoFront"
import { actionCreator } from "../action"
import { studyDetailsState } from "../state"
const useStyles = makeStyles((theme: Theme) =>
createStyles({
paper: {
margin: theme.spacing(2),
padding: theme.spacing(2),
},
card: {
margin: theme.spacing(2),
},
reload: {
position: "relative",
borderRadius: theme.shape.borderRadius,
backgroundColor: fade(theme.palette.common.white, 0.15),
"&:hover": {
backgroundColor: fade(theme.palette.common.white, 0.25),
},
marginLeft: 0,
width: "100%",
[theme.breakpoints.up("sm")]: {
marginLeft: theme.spacing(1),
width: "auto",
},
},
reloadIcon: {
padding: theme.spacing(0, 2),
height: "100%",
position: "absolute",
pointerEvents: "none",
display: "flex",
alignItems: "center",
justifyContent: "center",
},
reloadSelect: {
color: "inherit",
padding: theme.spacing(1, 1, 1, 0),
// vertical padding + font size from searchIcon
paddingLeft: `calc(1em + ${theme.spacing(4)}px)`,
transition: theme.transitions.create("width"),
width: "100%",
[theme.breakpoints.up("sm")]: {
width: "14ch",
"&:focus": {
width: "20ch",
},
},
},
grow: {
flexGrow: 1,
},
})
)
interface ParamTypes {
studyId: string
}
const isSingleObjectiveStudy = (studyDetail: StudyDetail): boolean => {
return studyDetail.directions.length === 1
}
export const useStudyDetailValue = (studyId: number): StudyDetail | null => {
const studyDetails = useRecoilValue<StudyDetails>(studyDetailsState)
return studyDetails[studyId] || null
}
export const StudyDetail: FC = () => {
const classes = useStyles()
const action = actionCreator()
const { studyId } = useParams<ParamTypes>()
const studyIdNumber = parseInt(studyId, 10)
const studyDetail = useStudyDetailValue(studyIdNumber)
const [openReloadIntervalSelect, setOpenReloadIntervalSelect] = useState<
boolean
>(false)
const [reloadInterval, setReloadInterval] = useState<number>(10)
useEffect(() => {
action.updateStudyDetail(studyIdNumber)
}, [])
useEffect(() => {
if (reloadInterval < 0) {
return
}
const intervalId = setInterval(function () {
action.updateStudyDetail(studyIdNumber)
}, reloadInterval * 1000)
return () => clearInterval(intervalId)
}, [reloadInterval])
const title = studyDetail !== null ? studyDetail.name : `Study #${studyId}`
const trials: Trial[] = studyDetail !== null ? studyDetail.trials : []
return (
<div>
<AppBar position="static">
<Container>
<Toolbar>
<Typography variant="h6">{APP_BAR_TITLE}</Typography>
<div className={classes.grow} />
<div
className={classes.reload}
onClick={() => {
setOpenReloadIntervalSelect(!openReloadIntervalSelect)
}}
>
<div className={classes.reloadIcon}>
<Cached />
</div>
<Select
value={reloadInterval}
className={classes.reloadSelect}
open={openReloadIntervalSelect}
onOpen={() => {
setOpenReloadIntervalSelect(true)
}}
onClose={() => {
setOpenReloadIntervalSelect(false)
}}
onChange={(e) => {
setReloadInterval(e.target.value as number)
}}
>
<MenuItem value={-1}>stop</MenuItem>
<MenuItem value={5}>5s</MenuItem>
<MenuItem value={10}>10s</MenuItem>
<MenuItem value={30}>30s</MenuItem>
<MenuItem value={60}>60s</MenuItem>
</Select>
</div>
<IconButton
aria-controls="menu-appbar"
aria-haspopup="true"
component={Link}
to={URL_PREFIX + "/"}
color="inherit"
>
<Home />
</IconButton>
</Toolbar>
</Container>
</AppBar>
<Container>
<div>
<Paper className={classes.paper}>
<Typography variant="h6">{title}</Typography>
</Paper>
<Card className={classes.card}>
<CardContent>
<GraphHistory study={studyDetail} />
</CardContent>
</Card>
{studyDetail !== null && isSingleObjectiveStudy(studyDetail) ? (
<Grid container direction="row">
<Grid item xs={6}>
<Card className={classes.card}>
<CardContent>
<GraphParallelCoordinate trials={trials} />
</CardContent>
</Card>
</Grid>
<Grid item xs={6}>
<Card className={classes.card}>
<CardContent>
<GraphIntermediateValues trials={trials} />
</CardContent>
</Card>
</Grid>
</Grid>
) : null}
{studyDetail !== null && isSingleObjectiveStudy(studyDetail) ? (
<Grid container direction="row">
<Grid item xs={6}>
<Card className={classes.card}>
<CardContent>
<HyperparameterImportances
studyId={studyIdNumber}
numOfTrials={trials.length}
/>
</CardContent>
</Card>
</Grid>
<Grid item xs={6}>
<Card className={classes.card}>
<CardContent>
<Edf trials={trials} />
</CardContent>
</Card>
</Grid>
</Grid>
) : null}
{studyDetail !== null ? (
<Card className={classes.card}>
<CardContent>
<GraphSlice study={studyDetail} />
</CardContent>
</Card>
) : null}
{studyDetail !== null && !isSingleObjectiveStudy(studyDetail) ? (
<Card className={classes.card}>
<CardContent>
<GraphParetoFront study={studyDetail} />
</CardContent>
</Card>
) : null}
<Card className={classes.card}>
<TrialTable studyDetail={studyDetail} />
</Card>
</div>
</Container>
</div>
)
}
const TrialTable: FC<{ studyDetail: StudyDetail | null }> = ({
studyDetail,
}) => {
const trials: Trial[] = studyDetail !== null ? studyDetail.trials : []
const columns: DataGridColumn<Trial>[] = [
{ field: "number", label: "Number", sortable: true, padding: "none" },
{
field: "state",
label: "State",
sortable: true,
filterable: true,
padding: "none",
toCellValue: (i) => trials[i].state.toString(),
},
]
if (studyDetail === null || isSingleObjectiveStudy(studyDetail)) {
columns.push({
field: "values",
label: "Value",
sortable: true,
less: (i, j): number => {
const firstVal = trials[i].values?.[0]
const secondVal = trials[j].values?.[0]
if (firstVal === secondVal) {
return 0
} else if (firstVal && secondVal) {
return firstVal < secondVal ? 1 : -1
} else if (firstVal) {
return -1
} else {
return 1
}
},
toCellValue: (i) => {
if (trials[i].values === undefined) {
return null
}
return trials[i].values?.[0]
},
})
} else {
const objectiveColumns: DataGridColumn<
Trial
>[] = studyDetail.directions.map((s, objectiveId) => ({
field: "values",
label: `Objective ${objectiveId}`,
sortable: true,
less: (i, j): number => {
const firstVal = trials[i].values?.[objectiveId]
const secondVal = trials[j].values?.[objectiveId]
if (firstVal === secondVal) {
return 0
} else if (firstVal && secondVal) {
return firstVal < secondVal ? 1 : -1
} else if (firstVal) {
return -1
} else {
return 1
}
},
toCellValue: (i) => {
if (trials[i].values === undefined) {
return null
}
return trials[i].values?.[objectiveId]
},
}))
columns.push(...objectiveColumns)
}
columns.push({
field: "datetime_start",
label: "Duration(ms)",
toCellValue: (i) => {
const startMs = trials[i].datetime_start?.getTime()
const completeMs = trials[i].datetime_complete?.getTime()
if (startMs !== undefined && completeMs !== undefined) {
return (completeMs - startMs).toString()
}
return null
},
sortable: true,
less: (i, j): number => {
const firstStartMs = trials[i].datetime_start?.getTime()
const firstCompleteMs = trials[i].datetime_complete?.getTime()
const firstDurationMs =
firstStartMs !== undefined && firstCompleteMs !== undefined
? firstCompleteMs - firstStartMs
: undefined
const secondStartMs = trials[j].datetime_start?.getTime()
const secondCompleteMs = trials[j].datetime_complete?.getTime()
const secondDurationMs =
secondStartMs !== undefined && secondCompleteMs !== undefined
? secondCompleteMs - secondStartMs
: undefined
if (firstDurationMs === secondDurationMs) {
return 0
} else if (
firstDurationMs !== undefined &&
secondDurationMs !== undefined
) {
return firstDurationMs < secondDurationMs ? 1 : -1
} else if (firstDurationMs !== undefined) {
return -1
} else {
return 1
}
},
})
columns.push({
field: "params",
label: "Params",
toCellValue: (i) =>
trials[i].params.map((p) => p.name + ": " + p.value).join(", "),
})
const collapseParamColumns: DataGridColumn<TrialParam>[] = [
{ field: "name", label: "Name", sortable: true },
{ field: "value", label: "Value", sortable: true },
]
const collapseIntermediateValueColumns: DataGridColumn<
TrialIntermediateValue
>[] = [
{ field: "step", label: "Step", sortable: true },
{ field: "value", label: "Value", sortable: true },
]
const collapseAttrColumns: DataGridColumn<Attribute>[] = [
{ field: "key", label: "Key", sortable: true },
{ field: "value", label: "Value", sortable: true },
]
const collapseBody = (index: number) => {
return (
<Grid container direction="row">
<Grid item xs={6}>
<Box margin={1}>
<Typography variant="h6" gutterBottom component="div">
Parameters
</Typography>
<DataGrid<TrialParam>
columns={collapseParamColumns}
rows={trials[index].params}
keyField={"name"}
dense={true}
rowsPerPageOption={[5, 10, { label: "All", value: -1 }]}
/>
<Typography variant="h6" gutterBottom component="div">
Trial user attributes
</Typography>
<DataGrid<Attribute>
columns={collapseAttrColumns}
rows={trials[index].user_attrs}
keyField={"key"}
dense={true}
rowsPerPageOption={[5, 10, { label: "All", value: -1 }]}
/>
</Box>
</Grid>
<Grid item xs={6}>
<Box margin={1}>
<Typography variant="h6" gutterBottom component="div">
Intermediate values
</Typography>
<DataGrid<TrialIntermediateValue>
columns={collapseIntermediateValueColumns}
rows={trials[index].intermediate_values}
keyField={"step"}
dense={true}
rowsPerPageOption={[5, 10, { label: "All", value: -1 }]}
/>
<Typography variant="h6" gutterBottom component="div">
Trial system attributes
</Typography>
<DataGrid<Attribute>
columns={collapseAttrColumns}
rows={trials[index].system_attrs}
keyField={"key"}
dense={true}
rowsPerPageOption={[5, 10, { label: "All", value: -1 }]}
/>
</Box>
</Grid>
</Grid>
)
}
return (
<DataGrid<Trial>
columns={columns}
rows={trials}
keyField={"trial_id"}
dense={true}
collapseBody={collapseBody}
/>
)
}