diff --git a/.prettierignore b/.prettierignore index 7ccd32b4..4d1fed30 100644 --- a/.prettierignore +++ b/.prettierignore @@ -1 +1,2 @@ -optuna_dashboard/ts/components/PlotlyDarkMode.ts \ No newline at end of file +optuna_dashboard/ts/components/PlotlyDarkMode.ts +standalone_app/PlotlyDarkMode.ts diff --git a/package.json b/package.json index 44c01df1..4adc0fe3 100644 --- a/package.json +++ b/package.json @@ -5,8 +5,10 @@ "description": "Dashboard for Optuna", "main": "index.js", "scripts": { - "fmt": "prettier --write \"optuna_dashboard/ts/**/*.{ts,tsx}\" \"typescript_tests/*.{ts,tsx}\"", - "lint": "eslint . --ext .ts,.tsx && prettier --list-different \"optuna_dashboard/ts/**/*.{ts,tsx}\" \"typescript_tests/*.{ts,tsx}\"", + "fmt": "prettier --write \"optuna_dashboard/ts/**/*.{ts,tsx}\" \"typescript_tests/*.{ts,tsx}\" \"standalone_app/*.{ts,tsx}\"", + "lint": "npm run lint:eslint && npm run lint:fmt", + "lint:eslint": "eslint . --ext .ts,.tsx", + "lint:fmt": "prettier --list-different \"optuna_dashboard/ts/**/*.{ts,tsx}\" \"typescript_tests/*.{ts,tsx}\" \"standalone_app/*.{ts,tsx}\"", "watch": "NODE_ENV=development TYPESCRIPT_LOADER=esbuild-loader webpack --watch", "build": "webpack", "build:dev": "NODE_ENV=development TYPESCRIPT_LOADER=esbuild-loader webpack", diff --git a/standalone_app/favicon.ico b/standalone_app/favicon.ico new file mode 100644 index 00000000..3b07f073 Binary files /dev/null and b/standalone_app/favicon.ico differ diff --git a/standalone_app/index.html b/standalone_app/index.html new file mode 100644 index 00000000..920bebcf --- /dev/null +++ b/standalone_app/index.html @@ -0,0 +1,12 @@ + + + + + Optuna Dashboard (Wasm ver.) + + + + +
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100644 index 00000000..8dd3e041 --- /dev/null +++ b/standalone_app/src/PlotlyDarkMode.ts @@ -0,0 +1,8 @@ +import * as plotly from "plotly.js-dist-min" + +// Following template is extracted from the sdist of plotly Python library. +// See https://github.com/plotly/plotly.py/blob/v5.6.0/packages/python/plotly/templategen/__init__.py and +// https://github.com/plotly/plotly.py/blob/v5.6.0/packages/python/plotly/templategen/definitions.py + +//@ts-ignore +export const plotlyDarkTemplate: Partial = 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diff --git a/standalone_app/src/browser_app_entry.tsx b/standalone_app/src/browser_app_entry.tsx new file mode 100644 index 00000000..146198b1 --- /dev/null +++ b/standalone_app/src/browser_app_entry.tsx @@ -0,0 +1,13 @@ +import React from "react" +import ReactDOM from "react-dom/client" +import "./index.css" +import { App } from "./components/App" +import { RecoilRoot } from "recoil" + +ReactDOM.createRoot(document.getElementById("root") as HTMLElement).render( + + + + + +) diff --git a/standalone_app/src/components/App.tsx b/standalone_app/src/components/App.tsx new file mode 100644 index 00000000..fc24c7a1 --- /dev/null +++ b/standalone_app/src/components/App.tsx @@ -0,0 +1,61 @@ +import React, { FC, useMemo, useState, useEffect } from "react" +import { HashRouter as Router, Routes, Route } from "react-router-dom" +import { SnackbarProvider } from "notistack" +import blue from "@mui/material/colors/blue" +import pink from "@mui/material/colors/pink" +import { + createTheme, + useMediaQuery, + ThemeProvider, + Box, + CssBaseline, +} from "@mui/material" + +import { StudyDetail } from "./StudyDetail" +import { StudyList } from "./StudyList" + +export const App: FC = () => { + const prefersDarkMode = useMediaQuery("(prefers-color-scheme: dark)") + const [colorMode, setColorMode] = useState<"light" | "dark">("light") + const theme = useMemo( + () => + createTheme({ + palette: { + mode: colorMode, + primary: blue, + secondary: pink, + }, + }), + [colorMode] + ) + + useEffect(() => { + setColorMode(prefersDarkMode ? "dark" : "light") + }, [prefersDarkMode]) + + const toggleColorMode = () => { + setColorMode(colorMode === "dark" ? "light" : "dark") + } + + return ( + + + + + + + } + /> + } + /> + + + + + + ) +} diff --git a/standalone_app/src/components/DataGrid.tsx b/standalone_app/src/components/DataGrid.tsx new file mode 100644 index 00000000..b8bf2a80 --- /dev/null +++ b/standalone_app/src/components/DataGrid.tsx @@ -0,0 +1,376 @@ +import React from "react" +import { + Table, + TableBody, + TableCell, + TableContainer, + TableHead, + TablePagination, + TableRow, + TableSortLabel, + Collapse, + IconButton, + useTheme, +} from "@mui/material" +import { styled } from "@mui/system" +import KeyboardArrowDownIcon from "@mui/icons-material/KeyboardArrowDown" +import KeyboardArrowUpIcon from "@mui/icons-material/KeyboardArrowUp" +import { Clear } from "@mui/icons-material" + +type Order = "asc" | "desc" + +const defaultRowsPerPageOption = [10, 50, 100, { label: "All", value: -1 }] + +interface DataGridColumn { + field: keyof T + label: string + sortable?: boolean + less?: (a: T, b: T) => number + filterable?: boolean + toCellValue?: (rowIndex: number) => string | React.ReactNode + padding?: "normal" | "checkbox" | "none" +} + +interface RowFilter { + columnIdx: number + value: any +} + +function DataGrid(props: { + columns: DataGridColumn[] + rows: T[] + keyField: keyof T + dense?: boolean + collapseBody?: (rowIndex: number) => React.ReactNode + initialRowsPerPage?: number + rowsPerPageOption?: Array + defaultFilter?: (row: T) => boolean +}) { + const { columns, rows, keyField, dense, collapseBody, defaultFilter } = props + let { initialRowsPerPage, rowsPerPageOption } = props + const [order, setOrder] = React.useState("asc") + const [orderBy, setOrderBy] = React.useState(0) // index of columns + const [page, setPage] = React.useState(0) + const [filters, setFilters] = React.useState[]>([]) + + const getRowIndex = (row: T): number => { + return rows.findIndex((row2) => row[keyField] === row2[keyField]) + } + + // Pagination + rowsPerPageOption = rowsPerPageOption || defaultRowsPerPageOption + initialRowsPerPage = initialRowsPerPage // use first element as default + ? initialRowsPerPage + : isNumber(rowsPerPageOption[0]) + ? rowsPerPageOption[0] + : rowsPerPageOption[0].value + const [rowsPerPage, setRowsPerPage] = React.useState(initialRowsPerPage) + + const handleChangePage = (event: unknown, newPage: number) => { + setPage(newPage) + } + + const handleChangeRowsPerPage = ( + event: React.ChangeEvent + ) => { + setRowsPerPage(parseInt(event.target.value, 10)) + setPage(0) + } + + // Filtering + const fieldAlreadyFiltered = (columnIdx: number): boolean => + filters.some((f) => f.columnIdx === columnIdx) + + const handleClickFilterCell = (columnIdx: number, value: any) => { + if (fieldAlreadyFiltered(columnIdx)) { + return + } + const newFilters = [...filters, { columnIdx: columnIdx, value: value }] + setFilters(newFilters) + } + + const clearFilter = (columnIdx: number): void => { + setFilters(filters.filter((f) => f.columnIdx !== columnIdx)) + } + + const filteredRows = rows.filter((row, rowIdx) => { + if (defaultFilter !== undefined && defaultFilter(row)) { + return false + } + return filters.length === 0 + ? true + : filters.some((f) => { + if (columns.length <= f.columnIdx) { + console.log( + `columnIdx=${f.columnIdx} must be smaller than columns.length=${columns.length}` + ) + return true + } + const toCellValue = columns[f.columnIdx].toCellValue + if (toCellValue !== undefined) { + return toCellValue(rowIdx) === f.value + } + const field = columns[f.columnIdx].field + return row[field] === f.value + }) + }) + + // Sorting + const createSortHandler = + (columnId: number) => (event: React.MouseEvent) => { + const isAsc = orderBy === columnId && order === "asc" + setOrder(isAsc ? "desc" : "asc") + setOrderBy(columnId) + } + const sortedRows = stableSort(filteredRows, order, orderBy, columns) + const currentPageRows = + rowsPerPage > 0 + ? sortedRows.slice(page * rowsPerPage, page * rowsPerPage + rowsPerPage) + : sortedRows + const emptyRows = + rowsPerPage - Math.min(rowsPerPage, sortedRows.length - page * rowsPerPage) + + const RootDiv = styled("div")({ + width: "100%", + }) + const HiddenSpan = styled("span")({ + border: 0, + clip: "rect(0 0 0 0)", + height: 1, + margin: -1, + overflow: "hidden", + padding: 0, + position: "absolute", + top: 20, + width: 1, + }) + const TableHeaderCellSpan = styled("span")({ + display: "inline-flex", + }) + return ( + + + + + + {collapseBody ? : null} + {columns.map((column, columnIdx) => ( + + + {column.sortable ? ( + + {column.label} + {orderBy === column.field ? ( + + {order === "desc" + ? "sorted descending" + : "sorted ascending"} + + ) : null} + + ) : ( + column.label + )} + {column.filterable ? ( + { + clearFilter(columnIdx) + }} + > + + + ) : null} + + + ))} + + + + {currentPageRows.map((row, index) => ( + + columns={columns} + rowIndex={getRowIndex(row)} + row={row} + keyField={keyField} + collapseBody={collapseBody} + key={`${row[keyField]}`} + handleClickFilterCell={handleClickFilterCell} + /> + ))} + {emptyRows > 0 && ( + + + + )} + +
+ + + + ) +} + +function DataGridRow(props: { + columns: DataGridColumn[] + rowIndex: number + row: T + keyField: keyof T + collapseBody?: (rowIndex: number) => React.ReactNode + handleClickFilterCell: (columnIdx: number, value: any) => void +}) { + const { + columns, + rowIndex, + row, + keyField, + collapseBody, + handleClickFilterCell, + } = props + const [open, setOpen] = React.useState(false) + const theme = useTheme() + + const FilterableDiv = styled("div")({ + color: theme.palette.primary.main, + textDecoration: "underline", + cursor: "pointer", + }) + return ( + + + {collapseBody ? ( + + setOpen(!open)} + > + {open ? : } + + + ) : null} + {columns.map((column, columnIndex) => { + const cellItem = column.toCellValue + ? column.toCellValue(rowIndex) + : // TODO(c-bata): Avoid this implicit type conversion. + (row[column.field] as number | string | null | undefined) + + return column.filterable ? ( + { + const value = + column.toCellValue !== undefined + ? column.toCellValue(rowIndex) + : row[column.field] + handleClickFilterCell(columnIndex, value) + }} + > + {cellItem} + + ) : ( + + {cellItem} + + ) + })} + + {collapseBody ? ( + + + + {collapseBody(rowIndex)} + + + + ) : null} + + ) +} + +function getComparator( + order: Order, + columns: DataGridColumn[], + orderBy: number +): (a: T, b: T) => number { + return order === "desc" + ? (a, b) => descendingComparator(a, b, columns, orderBy) + : (a, b) => -descendingComparator(a, b, columns, orderBy) +} + +function descendingComparator( + a: T, + b: T, + columns: DataGridColumn[], + orderBy: number +): number { + const field = columns[orderBy].field + if (b[field] < a[field]) { + return -1 + } + if (b[field] > a[field]) { + return 1 + } + return 0 +} + +function stableSort( + array: T[], + order: Order, + orderBy: number, + columns: DataGridColumn[] +) { + // TODO(c-bata): Refactor here by implementing as the same comparator interface. + const less = columns[orderBy].less + const comparator = getComparator(order, columns, orderBy) + const stabilizedThis = array.map((el, index) => [el, index] as [T, number]) + stabilizedThis.sort((a, b) => { + if (less) { + const result = order == "asc" ? -less(a[0], b[0]) : less(a[0], b[0]) + if (result !== 0) return result + } else { + const result = comparator(a[0], b[0]) + if (result !== 0) return result + } + return a[1] - b[1] + }) + return stabilizedThis.map((el) => el[0]) +} + +const isNumber = ( + rowsPerPage: number | { value: number; label: string } +): rowsPerPage is number => { + return typeof rowsPerPage === "number" +} + +export { DataGrid, DataGridColumn } diff --git a/standalone_app/src/components/Debounce.tsx b/standalone_app/src/components/Debounce.tsx new file mode 100644 index 00000000..31e34739 --- /dev/null +++ b/standalone_app/src/components/Debounce.tsx @@ -0,0 +1,28 @@ +import React, { FC, useEffect } from "react" +import { TextField, TextFieldProps } from "@mui/material" + +export const DebouncedInputTextField: FC<{ + onChange: (s: string, valid: boolean) => void + delay: number + textFieldProps: TextFieldProps +}> = ({ onChange, delay, textFieldProps }) => { + const [text, setText] = React.useState("") + const [valid, setValidity] = React.useState(true) + useEffect(() => { + const timer = setTimeout(() => { + onChange(text, valid) + }, delay) + return () => { + clearTimeout(timer) + } + }, [text, delay]) + return ( + { + setText(e.target.value) + setValidity(e.target.validity.valid) + }} + {...textFieldProps} + /> + ) +} diff --git a/standalone_app/src/components/PlotHistory.tsx b/standalone_app/src/components/PlotHistory.tsx new file mode 100644 index 00000000..342fcb6c --- /dev/null +++ b/standalone_app/src/components/PlotHistory.tsx @@ -0,0 +1,295 @@ +import * as plotly from "plotly.js-dist-min" +import React, { ChangeEvent, FC, useEffect, useState } from "react" +import { + Grid, + FormControl, + FormLabel, + FormControlLabel, + Checkbox, + MenuItem, + Switch, + Select, + Radio, + RadioGroup, + Typography, + SelectChangeEvent, + useTheme, +} from "@mui/material" +import { plotlyDarkTemplate } from "../PlotlyDarkMode" + +const plotDomId = "plot-history" + +export const PlotHistory: FC<{ + study: Study | null +}> = ({ study = null }) => { + const theme = useTheme() + const [xAxis, setXAxis] = useState("number") + const [objectiveId, setObjectiveId] = useState(0) + const [logScale, setLogScale] = useState(false) + const [filterCompleteTrial, setFilterCompleteTrial] = useState(false) + const [filterPrunedTrial, setFilterPrunedTrial] = useState(false) + + const handleObjectiveChange = (event: SelectChangeEvent) => { + setObjectiveId(event.target.value as number) + } + + const handleXAxisChange = (e: ChangeEvent) => { + setXAxis(e.target.value) + } + + const handleLogScaleChange = (e: ChangeEvent) => { + setLogScale(!logScale) + } + + const handleFilterCompleteChange = (e: ChangeEvent) => { + setFilterCompleteTrial(!filterCompleteTrial) + } + + const handleFilterPrunedChange = (e: ChangeEvent) => { + setFilterPrunedTrial(!filterPrunedTrial) + } + + useEffect(() => { + if (study !== null) { + plotHistory( + study, + objectiveId, + xAxis, + logScale, + filterCompleteTrial, + filterPrunedTrial, + theme.palette.mode + ) + } + }, [ + study, + objectiveId, + logScale, + xAxis, + filterPrunedTrial, + filterCompleteTrial, + theme.palette.mode, + ]) + + return ( + + + + History + + {study !== null && study.directions.length !== 1 ? ( + + Objective ID: + + + ) : null} + + Log y scale: + + + + Filter state: + + } + label="Complete" + /> + + } + label="Pruned" + /> + + + X-axis: + + } + label="Number" + /> + } + label="Datetime start" + /> + } + label="Datetime complete" + /> + + + + +
+ + + ) +} + +const filterFunc = (trial: Trial, objectiveId: number): boolean => { + if (trial.state !== "Complete" && trial.state !== "Pruned") { + return false + } + if (trial.values === undefined) { + return false + } + return ( + trial.values.length > objectiveId && + trial.values[objectiveId] !== "inf" && + trial.values[objectiveId] !== "-inf" + ) +} + +const plotHistory = ( + study: Study, + objectiveId: number, + xAxis: string, + logScale: boolean, + filterCompleteTrial: boolean, + filterPrunedTrial: boolean, + mode: string +) => { + if (document.getElementById(plotDomId) === null) { + return + } + + const layout: Partial = { + margin: { + l: 50, + t: 0, + r: 50, + b: 0, + }, + yaxis: { + title: "Objective Value", + type: logScale ? "log" : "linear", + }, + xaxis: { + title: xAxis === "number" ? "Trial" : "Time", + type: xAxis === "number" ? "linear" : "date", + }, + showlegend: true, + template: mode === "dark" ? plotlyDarkTemplate : {}, + } + + let filteredTrials = study.trials.filter((t) => filterFunc(t, objectiveId)) + if (filterCompleteTrial) { + filteredTrials = filteredTrials.filter((t) => t.state !== "Complete") + } + if (filterPrunedTrial) { + filteredTrials = filteredTrials.filter((t) => t.state !== "Pruned") + } + if (filteredTrials.length === 0) { + plotly.react(plotDomId, [], layout) + return + } + + const getAxisX = (trial: Trial): number | Date => { + return xAxis === "number" + ? trial.number + : xAxis === "datetime_start" + ? trial.datetime_start! + : trial.datetime_complete! + } + + const xForLinePlot: (number | Date)[] = [] + const yForLinePlot: number[] = [] + let currentBest: number | null = null + for (let i = 0; i < filteredTrials.length; i++) { + const t = filteredTrials[i] + if (currentBest === null) { + currentBest = t.values![objectiveId] as number + xForLinePlot.push(getAxisX(t)) + yForLinePlot.push(t.values![objectiveId] as number) + } else if ( + study.directions[objectiveId] === "maximize" && + t.values![objectiveId] > currentBest + ) { + const p = filteredTrials[i - 1] + if (!xForLinePlot.includes(getAxisX(p))) { + xForLinePlot.push(getAxisX(p)) + yForLinePlot.push(currentBest) + } + currentBest = t.values![objectiveId] as number + xForLinePlot.push(getAxisX(t)) + yForLinePlot.push(t.values![objectiveId] as number) + } else if ( + study.directions[objectiveId] === "minimize" && + t.values![objectiveId] < currentBest + ) { + const p = filteredTrials[i - 1] + if (!xForLinePlot.includes(getAxisX(p))) { + xForLinePlot.push(getAxisX(p)) + yForLinePlot.push(currentBest) + } + currentBest = t.values![objectiveId] as number + xForLinePlot.push(getAxisX(t)) + yForLinePlot.push(t.values![objectiveId] as number) + } + } + xForLinePlot.push(getAxisX(filteredTrials[filteredTrials.length - 1])) + yForLinePlot.push(yForLinePlot[yForLinePlot.length - 1]) + + const plotData: Partial[] = [ + { + x: filteredTrials.map(getAxisX), + y: filteredTrials.map( + (t: Trial): number => t.values![objectiveId] as number + ), + name: "Objective Value", + mode: "markers", + type: "scatter", + }, + { + x: xForLinePlot, + y: yForLinePlot, + name: "Best Value", + mode: "lines", + type: "scatter", + }, + ] + plotly.react(plotDomId, plotData, layout) +} diff --git a/standalone_app/src/components/PlotImportance.tsx b/standalone_app/src/components/PlotImportance.tsx new file mode 100644 index 00000000..45940946 --- /dev/null +++ b/standalone_app/src/components/PlotImportance.tsx @@ -0,0 +1,139 @@ +import * as plotly from "plotly.js-dist-min" +import React, { FC, useEffect, useState } from "react" +import { Typography, useTheme, Box, Card, CardContent } from "@mui/material" +import init, { wasm_fanova_calculate } from "optuna" + +import { plotlyDarkTemplate } from "../PlotlyDarkMode" +const plotDomId = "graph-hyperparameter-importances" + +export const PlotImportance: FC<{ study: Study }> = ({ study }) => { + const theme = useTheme() + const nObjectives = study.directions.length + const objectiveNames: string[] = study.directions.map( + (d, i) => `Objective ${i}` + ) + const [importance, setImportance] = useState([]) + + useEffect(() => { + async function run_wasm() { + await init() + + const x: ParamImportance[][] = study.directions.map((d, objectiveId) => { + let filteredTrials = study.trials.filter((t) => + filterFunc(t, objectiveId) + ) + if (filteredTrials.length === 0) { + return study.union_search_space.map((s) => { + return { + name: s.name, + importance: 0.5, + } + }) + } + + const features = study.intersection_search_space.map((s) => + filteredTrials + .map((t) => t.params.find((p) => p.name === s.name) as TrialParam) + .map((p) => p.param_internal_value) + ) + const values = filteredTrials.map( + (t) => t.values?.[objectiveId] as number + ) + const importance = wasm_fanova_calculate(features, values) + return study.intersection_search_space.map((s, i) => ({ + name: s.name, + importance: importance[i], + })) + }) + setImportance(x) + } + + run_wasm() + }, []) + + useEffect(() => { + if (importance.length > 0) { + plotParamImportancesBeta(importance, objectiveNames, theme.palette.mode) + } + }, [nObjectives, importance, theme.palette.mode]) + + return ( + + + + Hyperparameter Importance + + + + + ) +} + +const filterFunc = (trial: Trial, objectiveId: number): boolean => { + if (trial.state !== "Complete" && trial.state !== "Pruned") { + return false + } + if (trial.values === undefined) { + return false + } + return ( + trial.values.length > objectiveId && + trial.values[objectiveId] !== "inf" && + trial.values[objectiveId] !== "-inf" + ) +} + +const plotParamImportancesBeta = ( + importances: ParamImportance[][], + objectiveNames: string[], + mode: string +) => { + const layout: Partial = { + xaxis: { + title: "Hyperparameter Importance", + }, + yaxis: { + title: "Hyperparameter", + automargin: true, + }, + margin: { + l: 50, + t: 0, + r: 50, + b: 50, + }, + barmode: "group", + bargap: 0.15, + bargroupgap: 0.1, + uirevision: "true", + template: mode === "dark" ? plotlyDarkTemplate : {}, + } + + if (document.getElementById(plotDomId) === null) { + return + } + const traces: Partial[] = importances.map( + (importance, i) => { + const reversed = [...importance].reverse() + const importance_values = reversed.map((p) => p.importance) + const param_names = reversed.map((p) => p.name) + const param_hover_templates = reversed.map( + (p) => `${p.name}): ${p.importance} ` + ) + return { + type: "bar", + orientation: "h", + name: objectiveNames[i], + x: importance_values, + y: param_names, + text: importance_values.map((v) => String(v.toFixed(2))), + textposition: "outside", + hovertemplate: param_hover_templates, + } + } + ) + plotly.react(plotDomId, traces, layout) +} diff --git a/standalone_app/src/components/StorageLoader.tsx b/standalone_app/src/components/StorageLoader.tsx new file mode 100644 index 00000000..6265c86c --- /dev/null +++ b/standalone_app/src/components/StorageLoader.tsx @@ -0,0 +1,117 @@ +import React, { + ChangeEvent, + DragEventHandler, + FC, + MouseEventHandler, + useRef, + useState, +} from "react" +import { loadStorage } from "../sqlite3" +import { useSetRecoilState } from "recoil" +import { studiesState } from "../state" +import { + Card, + CardActionArea, + CardContent, + Typography, + useTheme, +} from "@mui/material" +import UploadFileIcon from "@mui/icons-material/UploadFile" + +export const StorageLoader: FC<{}> = () => { + const theme = useTheme() + const [dragOver, setDragOver] = useState(false) + + const setStudies = useSetRecoilState(studiesState) + const inputRef = useRef(null) + + const loadStorageFromFile = (file: File): void => { + const r = new FileReader() + r.addEventListener("load", () => { + const arrayBuffer = r.result as ArrayBuffer | null + if (arrayBuffer !== null) { + loadStorage(arrayBuffer, setStudies) + } + }) + r.readAsArrayBuffer(file) + } + + const handleFileChange = (e: ChangeEvent) => { + const f = e.target.files?.[0] + if (!f) { + return + } + loadStorageFromFile(f) + } + const handleClick: MouseEventHandler = (e) => { + if (!inputRef || !inputRef.current) { + return + } + inputRef.current.click() + } + const handleDrop: DragEventHandler = (e) => { + e.stopPropagation() + e.preventDefault() + const file = e.dataTransfer.files?.[0] + setDragOver(false) + if (!file) { + return + } + loadStorageFromFile(file) + } + const handleDragOver: DragEventHandler = (e) => { + e.stopPropagation() + e.preventDefault() + e.dataTransfer.dropEffect = "copy" + setDragOver(true) + } + const handleDragLeave: DragEventHandler = (e) => { + e.stopPropagation() + e.preventDefault() + e.dataTransfer.dropEffect = "copy" + setDragOver(false) + } + + return ( + + + + + + + Load an Optuna Storage + + Drag your SQLite3 file here or click to browse. + + + + + ) +} diff --git a/standalone_app/src/components/StudyDetail.tsx b/standalone_app/src/components/StudyDetail.tsx new file mode 100644 index 00000000..5ba84239 --- /dev/null +++ b/standalone_app/src/components/StudyDetail.tsx @@ -0,0 +1,119 @@ +import React, { FC } from "react" +import { Link, useParams } from "react-router-dom" +import { + AppBar, + Typography, + Container, + Toolbar, + Box, + IconButton, + useTheme, + Card, + CardContent, +} from "@mui/material" +import { Home } from "@mui/icons-material" +import Brightness4Icon from "@mui/icons-material/Brightness4" +import Brightness7Icon from "@mui/icons-material/Brightness7" +import { useRecoilValue } from "recoil" +import { studiesState } from "../state" +import { TrialTable } from "./TrialTable" +import { PlotHistory } from "./PlotHistory" +import { PlotImportance } from "./PlotImportance" + +const useStudyValue = (idx: number): Study | null => { + const studies = useRecoilValue(studiesState) + return studies[idx] || null +} + +export const StudyDetail: FC<{ + toggleColorMode: () => void +}> = ({ toggleColorMode }) => { + const theme = useTheme() + const { idx } = useParams<{ idx: string }>() + const idxNumber = parseInt(idx || "", 10) + const study = useStudyValue(idxNumber) + + return ( +
+ + + + Optuna Dashboard + + { + toggleColorMode() + }} + color="inherit" + title={ + theme.palette.mode === "dark" + ? "Switch to light mode" + : "Switch to dark mode" + } + > + {theme.palette.mode === "dark" ? ( + + ) : ( + + )} + + + + + + + + +
+ + {study?.study_name || "Not Found"} + + + + + + + + + {!!study && } + + + + + {!!study && } + + +
+ +
+ ) +} diff --git a/standalone_app/src/components/StudyList.tsx b/standalone_app/src/components/StudyList.tsx new file mode 100644 index 00000000..4fdd4537 --- /dev/null +++ b/standalone_app/src/components/StudyList.tsx @@ -0,0 +1,189 @@ +import React, { FC, useState } from "react" +import { + AppBar, + Typography, + Container, + Toolbar, + Box, + IconButton, + MenuItem, + useTheme, + Card, + CardContent, + CardActionArea, + TextField, + InputAdornment, + SvgIcon, +} from "@mui/material" +import { styled } from "@mui/system" +import SortIcon from "@mui/icons-material/Sort" +import Brightness4Icon from "@mui/icons-material/Brightness4" +import Brightness7Icon from "@mui/icons-material/Brightness7" +import { useRecoilValue } from "recoil" +import { studiesState } from "../state" +import { Link } from "react-router-dom" +import { DebouncedInputTextField } from "./Debounce" +import { Search } from "@mui/icons-material" +import { StorageLoader } from "./StorageLoader" + +export const StudyList: FC<{ + toggleColorMode: () => void +}> = ({ toggleColorMode }) => { + const theme = useTheme() + const studies = useRecoilValue(studiesState) + + const [studyFilterText, setStudyFilterText] = useState("") + const [sortBy, setSortBy] = useState<"id-asc" | "id-desc">("id-asc") + const studyFilter = (row: Study): boolean => { + const keywords = studyFilterText.split(" ") + return !keywords.every((k) => { + if (k === "") { + return true + } + return row.study_name.indexOf(k) >= 0 + }) + } + let filteredStudies: Study[] = studies.filter((s) => !studyFilter(s)) + if (sortBy === "id-desc") { + filteredStudies = filteredStudies.reverse() + } + + const Select = styled(TextField)(({ theme }) => ({ + "& .MuiInputBase-input": { + // vertical padding + font size from searchIcon + paddingLeft: `calc(1em + ${theme.spacing(4)})`, + }, + })) + const sortBySelect = ( + + + + + + + ) + + return ( +
+ + + + Optuna Dashboard (Wasm ver.) + + { + toggleColorMode() + }} + color="inherit" + title={ + theme.palette.mode === "dark" + ? "Switch to light mode" + : "Switch to dark mode" + } + > + {theme.palette.mode === "dark" ? ( + + ) : ( + + )} + + + + + + + + + { + setStudyFilterText(s) + }} + delay={500} + textFieldProps={{ + fullWidth: true, + id: "search-study", + variant: "outlined", + placeholder: "Search study", + sx: { maxWidth: 500 }, + InputProps: { + startAdornment: ( + + + + + + ), + }, + }} + /> + {sortBySelect} + + + + + + {filteredStudies.map((study, idx) => ( + + + + + {study.study_id}. {study.study_name} + + + {"Direction: " + + study.directions.map((d) => d.toUpperCase()).join(", ")} + + + + + ))} + + {!IS_VSCODE && } + +
+ ) +} diff --git a/standalone_app/src/components/TrialTable.tsx b/standalone_app/src/components/TrialTable.tsx new file mode 100644 index 00000000..97c14ea0 --- /dev/null +++ b/standalone_app/src/components/TrialTable.tsx @@ -0,0 +1,129 @@ +import React, { FC } from "react" + +import { DataGridColumn, DataGrid } from "./DataGrid" + +export const TrialTable: FC<{ + study: Study + initialRowsPerPage?: number +}> = ({ study, initialRowsPerPage }) => { + const trials: Trial[] = study.trials + + const columns: DataGridColumn[] = [ + { field: "number", label: "Number", sortable: true, padding: "none" }, + { + field: "state", + label: "State", + sortable: true, + filterable: true, + padding: "none", + toCellValue: (i) => trials[i].state.toString(), + }, + ] + + study.union_search_space.forEach((s) => { + columns.push({ + field: "params", + label: `Param ${s.name}`, + toCellValue: (i) => + trials[i].params.find((p) => p.name === s.name)?.param_internal_value || + null, + sortable: true, + filterable: false, + less: (firstEl, secondEl): number => { + const firstVal = firstEl.params.find( + (p) => p.name === s.name + )?.param_internal_value + const secondVal = secondEl.params.find( + (p) => p.name === s.name + )?.param_internal_value + + if (firstVal === secondVal) { + return 0 + } else if (firstVal && secondVal) { + return firstVal < secondVal ? 1 : -1 + } else if (firstVal) { + return -1 + } else { + return 1 + } + }, + }) + }) + + if (study === null || study.directions.length == 1) { + columns.push({ + field: "values", + label: "Value", + sortable: true, + less: (firstEl, secondEl): number => { + const firstVal = firstEl.values?.[0] + const secondVal = secondEl.values?.[0] + + if (firstVal === secondVal) { + return 0 + } + if (firstVal === undefined) { + return -1 + } else if (secondVal === undefined) { + return 1 + } + if (firstVal === "-inf" || secondVal === "inf") { + return 1 + } else if (secondVal === "-inf" || firstVal === "inf") { + return -1 + } + return firstVal < secondVal ? 1 : -1 + }, + toCellValue: (i) => { + if (trials[i].values === undefined) { + return null + } + return trials[i].values?.[0] + }, + }) + } else { + const objectiveColumns: DataGridColumn[] = study.directions.map( + (s, objectiveId) => ({ + field: "values", + label: `Objective ${objectiveId}`, + sortable: true, + less: (firstEl, secondEl): number => { + const firstVal = firstEl.values?.[objectiveId] + const secondVal = secondEl.values?.[objectiveId] + + if (firstVal === secondVal) { + return 0 + } + if (firstVal === undefined) { + return -1 + } else if (secondVal === undefined) { + return 1 + } + if (firstVal === "-inf" || secondVal === "inf") { + return 1 + } else if (secondVal === "-inf" || firstVal === "inf") { + return -1 + } + return firstVal < secondVal ? 1 : -1 + }, + toCellValue: (i) => { + if (trials[i].values === undefined) { + return null + } + return trials[i].values?.[objectiveId] + }, + }) + ) + columns.push(...objectiveColumns) + } + + return ( + + columns={columns} + rows={trials} + keyField={"trial_id"} + dense={false} + initialRowsPerPage={initialRowsPerPage} + /> + ) +} diff --git a/standalone_app/src/index.css b/standalone_app/src/index.css new file mode 100644 index 00000000..e69de29b diff --git a/standalone_app/src/sqlite3.ts b/standalone_app/src/sqlite3.ts new file mode 100644 index 00000000..e02f70a4 --- /dev/null +++ b/standalone_app/src/sqlite3.ts @@ -0,0 +1,177 @@ +// @ts-ignore +import sqlite3InitModule from "@sqlite.org/sqlite-wasm" +import { SetterOrUpdater } from "recoil" + +export const loadStorage = ( + arrayBuffer: ArrayBuffer, + setter: SetterOrUpdater +): void => { + sqlite3InitModule({ + print: (...args: any): void => { + console.log(args) + }, + printErr: (...args: any): void => { + console.log(args) + }, + // @ts-ignore + }).then((sqlite3) => { + const p = sqlite3.wasm.allocFromTypedArray(arrayBuffer) + const db = new sqlite3.oo1.DB() + const rc = sqlite3.capi.sqlite3_deserialize( + // @ts-ignore + db.pointer, + "main", + p, + arrayBuffer.byteLength, + arrayBuffer.byteLength, + sqlite3.capi.SQLITE_DESERIALIZE_FREEONCLOSE + ) + db.checkRc(rc) + try { + // Check version_info table + let supported = true + db.exec({ + sql: "SELECT schema_version FROM version_info LIMIT 1", + callback: (vals: any[]) => { + if (vals[0] != 12) { + supported = false + } + }, + }) + if (!supported) { + return + } + + // Get studies + let studies: Study[] = [] + db.exec({ + sql: + "SELECT s.study_id, s.study_name, sd.direction, sd.objective" + + " FROM studies AS s INNER JOIN study_directions AS sd" + + " ON s.study_id = sd.study_id ORDER BY sd.study_direction_id", + callback: (vals: any[]) => { + const study_id = vals[0] + const study_name = vals[1] + const direction: StudyDirection = vals[2].toLowerCase() + const objective = vals[3] + let index = 0 + + if (objective === 0) { + studies.push({ + study_id: study_id, + study_name: study_name, + directions: [direction], + union_search_space: [], + intersection_search_space: [], + user_attrs: [], + system_attrs: [], + trials: [], + }) + } else { + index = studies.findIndex((s) => s.study_id === study_id) + studies[index].directions.push(direction) + } + }, + }) + + studies.forEach((s) => { + db.exec({ + sql: + "SELECT t.trial_id, t.number, t.study_id, t.state, t.datetime_start, t.datetime_complete," + + " tv.objective, tv.value, tv.value_type" + + " FROM trials AS t LEFT JOIN trial_values AS tv ON tv.trial_id = t.trial_id" + + ` WHERE t.study_id = ${s.study_id}` + + " ORDER BY t.number", + callback: (vals: any[]) => { + const state: TrialState = + vals[3] === "COMPLETE" + ? "Complete" + : "PRUNED" + ? "Pruned" + : "RUNNING" + ? "Running" + : "WAITING" + ? "Waiting" + : "Fail" + const trial: Trial = { + trial_id: vals[0], + number: vals[1], + study_id: vals[2], + state: state, + params: [], + intermediate_values: [], + user_attrs: [], + system_attrs: [], + } + s.trials.push(trial) + }, + }) + const union_search_space: SearchSpaceItem[] = [] + let intersection_search_space: Set = new Set() + s.trials.forEach((trial) => { + const params: TrialParam[] = [] + const param_names = new Set() + db.exec({ + sql: + "SELECT param_name, param_value" + + ` FROM trial_params WHERE trial_id = ${trial.trial_id}`, + callback: (vals: any[]) => { + const param_name = vals[0] + params.push({ + name: param_name, + param_internal_value: vals[1], + }) + + param_names.add(param_name) + if ( + union_search_space.findIndex((s) => s.name === param_name) == -1 + ) { + union_search_space.push({ name: param_name }) + } + }, + }) + if (intersection_search_space.size === 0) { + param_names.forEach((s) => { + intersection_search_space.add({ + name: s, + }) + }) + } else { + intersection_search_space = new Set( + Array.from(intersection_search_space).filter((s) => + param_names.has(s.name) + ) + ) + } + + trial.params = params + const values: TrialValueNumber[] = [] + db.exec({ + sql: + "SELECT value, value_type" + + ` FROM trial_values WHERE trial_id = ${trial.trial_id}` + + " ORDER BY objective", + callback: (vals: any[]) => { + values.push( + vals[1] === "INF_NEG" + ? "-inf" + : vals[1] === "INF_POS" + ? "+inf" + : vals[0] + ) + }, + }) + if (s.directions.length === values.length) { + trial.values = values + } + }) + s.union_search_space = union_search_space + s.intersection_search_space = Array.from(intersection_search_space) + }) + + setter((prev) => [...prev, ...studies]) + } finally { + db.close() + } + }) +} diff --git a/standalone_app/src/state.ts b/standalone_app/src/state.ts new file mode 100644 index 00000000..a1bcc858 --- /dev/null +++ b/standalone_app/src/state.ts @@ -0,0 +1,6 @@ +import { atom } from "recoil" + +export const studiesState = atom({ + key: "studies", + default: [], +}) diff --git a/standalone_app/src/types/index.d.ts b/standalone_app/src/types/index.d.ts new file mode 100644 index 00000000..0b676221 --- /dev/null +++ b/standalone_app/src/types/index.d.ts @@ -0,0 +1,78 @@ +declare const IS_VSCODE: boolean + +type TrialValueNumber = number | "inf" | "-inf" +type TrialIntermediateValueNumber = number | "inf" | "-inf" | "nan" +type TrialState = "Running" | "Complete" | "Pruned" | "Fail" | "Waiting" +type TrialStateFinished = "Complete" | "Fail" | "Pruned" +type StudyDirection = "maximize" | "minimize" | "not_set" + +type FloatDistribution = { + type: "FloatDistribution" + low: number + high: number + step: number + log: boolean +} + +type IntDistribution = { + type: "IntDistribution" + low: number + high: number + step: number + log: boolean +} + +type CategoricalDistribution = { + type: "CategoricalDistribution" + choices: { pytype: string; value: string }[] +} + +type Distribution = + | FloatDistribution + | IntDistribution + | CategoricalDistribution + +type Attribute = { + key: string + value: string +} + +type Study = { + study_id: number + study_name: string + directions: StudyDirection[] + user_attrs: Attribute[] + union_search_space: SearchSpaceItem[] + intersection_search_space: SearchSpaceItem[] + system_attrs: Attribute[] + datetime_start?: Date + trials: Trial[] +} + +type Trial = { + trial_id: number + number: number + study_id: number + state: TrialState + values?: TrialValueNumber[] + params: TrialParam[] + intermediate_values: TrialIntermediateValue[] + datetime_start?: Date + datetime_complete?: Date + user_attrs: Attribute[] + system_attrs: Attribute[] +} + +type TrialParam = { + name: string + param_internal_value: number +} + +type SearchSpaceItem = { + name: string +} + +type ParamImportance = { + name: string + importance: number +} diff --git a/standalone_app/src/vscode_entry.tsx b/standalone_app/src/vscode_entry.tsx new file mode 100644 index 00000000..9c75e2ec --- /dev/null +++ b/standalone_app/src/vscode_entry.tsx @@ -0,0 +1,46 @@ +import React, { FC, useEffect } from "react" +import ReactDOM from "react-dom/client" +import "./index.css" +import { App } from "./components/App" +import { RecoilRoot, useSetRecoilState, SetterOrUpdater } from "recoil" +import { studiesState } from "./state" +import { loadStorage } from "./sqlite3" + +export const AppWrapper: FC = () => { + const setStudies = useSetRecoilState(studiesState) + + const onceSetStudies: SetterOrUpdater = ( + setter: ((currVal: Study) => Study) | Study + ): void => { + const studies = setter([]) + setStudies(studies) + } + + useEffect(() => { + window.addEventListener("message", (event) => { + const message = event.data + switch (message.type) { + case "optunaStorage": + const fileContentBase64 = message.content + const binaryString = atob(fileContentBase64) + const len = binaryString.length + const bytes = new Uint8Array(len) + for (let i = 0; i < len; i++) { + bytes[i] = binaryString.charCodeAt(i) + } + const arrayBuffer = bytes.buffer + loadStorage(arrayBuffer, onceSetStudies) + break + } + }) + }, []) + return +} + +ReactDOM.createRoot(document.getElementById("root") as HTMLElement).render( + + + + + +) diff --git a/standalone_app/tsconfig.json b/standalone_app/tsconfig.json new file mode 100644 index 00000000..2a5ca8d0 --- /dev/null +++ b/standalone_app/tsconfig.json @@ -0,0 +1,32 @@ +{ + "compilerOptions": { + "isolatedModules": true, + "skipLibCheck": true, + "baseUrl": ".", + "strictNullChecks": true, + "moduleResolution": "node", + "noUnusedLocals": true, + "noImplicitThis": true, + "alwaysStrict": true, + "paths": { + "plotly.js-dist-min": ["node_modules/@types/plotly.js"] + }, + "noImplicitAny": true, + "lib": ["dom", "esnext"], + "module": "esnext", + "esModuleInterop": true, + "allowSyntheticDefaultImports": true, + "target": "es5", + "jsx": "react", + "sourceMap": true, + "strict": true + }, + "files": [ + "./src/browser_app_entry.tsx", + "./src/vscode_entry.tsx" + ], + "include": [ + "./src/types/**/*" + ], + "types": ["node"] +} diff --git a/standalone_app/webpack.config.js b/standalone_app/webpack.config.js new file mode 100644 index 00000000..42b0af20 --- /dev/null +++ b/standalone_app/webpack.config.js @@ -0,0 +1,97 @@ +const webpack = require('webpack'); +const path = require('path'); + +const mode = process.env.NODE_ENV === 'production' ? 'production' : 'development'; +const isDev = mode === 'development'; + +const typeScriptLoader = process.env.TYPESCRIPT_LOADER === "esbuild-loader" ? { + test: /\.tsx?$/, + exclude: [/node_modules/], + loader: 'esbuild-loader', + options: { + loader: 'tsx', + tsconfigRaw: require('./tsconfig.json') + } +} : { + test: /\.tsx?$/, + exclude: [/node_modules/], + loader: 'ts-loader', + options: { + configFile: __dirname + '/tsconfig.json', + transpileOnly: isDev, + happyPackMode: true + } +} + +var config = [ + { + mode, + experiments: { + syncWebAssembly: true, + asyncWebAssembly: true, + }, + entry: [__dirname + '/src/browser_app_entry.tsx'], + output: { + path: __dirname + '/public/', + filename: 'bundle.js', + publicPath: '/' + }, + module: { + rules: [{ oneOf: [typeScriptLoader] }] + }, + resolve: { + extensions: ['.ts', '.tsx', '.js'] + }, + plugins: [ + new webpack.DefinePlugin({'IS_VSCODE': JSON.stringify(false)}) + ] + }, + { + mode, + experiments: { + syncWebAssembly: true, + asyncWebAssembly: true, + }, + entry: [__dirname + '/src/vscode_entry.tsx'], + output: { + path: path.resolve(__dirname, '../vscode/assets/'), + filename: 'bundle.js', + publicPath: '/' + }, + module: { + rules: [ + { oneOf: [typeScriptLoader] }, + { + test: /\.wasm$/, + type: "asset/inline", + }, + ] + }, + resolve: { + extensions: ['.ts', '.tsx', '.js'] + }, + plugins: [ + new webpack.DefinePlugin({'IS_VSCODE': JSON.stringify(true)}) + ] + }, +]; + +if (isDev) { + config[0].devtool = 'source-map'; + config[0].cache = { + type: 'filesystem', + buildDependencies: { + config: [__filename], + } + } + console.log('= = = = = = = = = = = = = = = = = = ='); + console.log('DEVELOPMENT BUILD'); + console.log(process.env.TYPESCRIPT_LOADER === 'esbuild-loader' ? 'esbuild-loader' : 'ts-loader'); + console.log('= = = = = = = = = = = = = = = = = = ='); +} else { + const CompressionPlugin = require("compression-webpack-plugin"); + config[0].plugins.push(new CompressionPlugin()) + config[1].plugins.push(new CompressionPlugin()) +} + +module.exports = config;