Merge branch 'main' into fix/add-color-scale-setting-follow-up

optuna_dashboard/ts/action.ts

@@ -3,7 +3,6 @@ import { useSnackbar } from "notistack"
 import {
   getStudyDetailAPI,
   getStudySummariesAPI,
-  getParamImportances,
   createNewStudyAPI,
   deleteStudyAPI,
   saveStudyNoteAPI,
@@ -25,7 +24,6 @@ import {
 import {
   studyDetailsState,
   studySummariesState,
-  paramImportanceState,
   isFileUploading,
   artifactIsAvailable,
   plotlypyIsAvailableState,
@@ -43,8 +41,6 @@ export const actionCreator = () => {
   const [studyDetails, setStudyDetails] =
     useRecoilState<StudyDetails>(studyDetailsState)
   const setReloadInterval = useSetRecoilState<number>(reloadIntervalState)
-  const [paramImportance, setParamImportance] =
-    useRecoilState<StudyParamImportance>(paramImportanceState)
   const setUploading = useSetRecoilState<boolean>(isFileUploading)
   const setTrialsUpdating = useSetRecoilState(trialsUpdatingState)
   const setArtifactIsAvailable = useSetRecoilState<boolean>(artifactIsAvailable)
@@ -207,15 +203,6 @@ export const actionCreator = () => {
     setStudyDetailState(studyId, newStudy)
   }
 
-  const setStudyParamImportanceState = (
-    studyId: number,
-    importance: ParamImportance[][]
-  ) => {
-    const newVal = Object.assign({}, paramImportance)
-    newVal[studyId] = importance
-    setParamImportance(newVal)
-  }
-
   const updateAPIMeta = () => {
     getMetaInfoAPI().then((r) => {
       setArtifactIsAvailable(r.artifact_is_available)
@@ -273,22 +260,6 @@ export const actionCreator = () => {
       })
   }
 
-  const updateParamImportance = (studyId: number) => {
-    getParamImportances(studyId)
-      .then((importance) => {
-        setStudyParamImportanceState(studyId, importance)
-      })
-      .catch((err) => {
-        const reason = err.response?.data.reason
-        enqueueSnackbar(
-          `Failed to load hyperparameter importance (reason=${reason})`,
-          {
-            variant: "error",
-          }
-        )
-      })
-  }
-
   const createNewStudy = (studyName: string, directions: StudyDirection[]) => {
     createNewStudyAPI(studyName, directions)
       .then((study_summary) => {
@@ -714,7 +685,6 @@ export const actionCreator = () => {
     updateAPIMeta,
     updateStudyDetail,
     updateStudySummaries,
-    updateParamImportance,
     createNewStudy,
     deleteStudy,
     renameStudy,

optuna_dashboard/ts/components/App.tsx

@@ -15,6 +15,18 @@ import {
 import { CompareStudies } from "./CompareStudies"
 import { StudyDetail } from "./StudyDetail"
 import { StudyList } from "./StudyList"
+import { QueryClient, QueryClientProvider } from "@tanstack/react-query"
+
+const queryClient = new QueryClient({
+  defaultOptions: {
+    queries: {
+      retry: false,
+      refetchOnMount: false,
+      refetchOnReconnect: false,
+      refetchOnWindowFocus: false,
+    },
+  },
+})
 
 export const App: FC = () => {
   const prefersDarkMode = useMediaQuery("(prefers-color-scheme: dark)")
@@ -38,95 +50,99 @@ export const App: FC = () => {
   }
 
   return (
-    <RecoilRoot>
-      <ThemeProvider theme={theme}>
-        <CssBaseline />
-        <Box
-          sx={{
-            backgroundColor: colorMode === "dark" ? "#121212" : "#ffffff",
-            width: "100%",
-            minHeight: "100vh",
-          }}
-        >
-          <SnackbarProvider maxSnack={3}>
-            <Router>
-              <Routes>
-                <Route
-                  path={URL_PREFIX + "/studies/:studyId/analytics"}
-                  element={
-                    <StudyDetail
-                      toggleColorMode={toggleColorMode}
-                      page={"analytics"}
-                    />
-                  }
-                />
-                <Route
-                  path={URL_PREFIX + "/studies/:studyId/trials"}
-                  element={
-                    <StudyDetail
-                      toggleColorMode={toggleColorMode}
-                      page={"trialList"}
-                    />
-                  }
-                />
-                <Route
-                  path={URL_PREFIX + "/studies/:studyId/trialTable"}
-                  element={
-                    <StudyDetail
-                      toggleColorMode={toggleColorMode}
-                      page={"trialTable"}
-                    />
-                  }
-                />
-                <Route
-                  path={URL_PREFIX + "/studies/:studyId/note"}
-                  element={
-                    <StudyDetail
-                      toggleColorMode={toggleColorMode}
-                      page={"note"}
-                    />
-                  }
-                />
-                <Route
-                  path={URL_PREFIX + "/studies/:studyId/graph"}
-                  element={
-                    <StudyDetail
-                      toggleColorMode={toggleColorMode}
-                      page={"graph"}
-                    />
-                  }
-                />
-                <Route
-                  path={URL_PREFIX + "/studies/:studyId"}
-                  element={
-                    <StudyDetail
-                      toggleColorMode={toggleColorMode}
-                      page={"top"}
-                    />
-                  }
-                />
-                <Route
-                  path={URL_PREFIX + "/studies/:studyId/preference-history"}
-                  element={
-                    <StudyDetail
-                      toggleColorMode={toggleColorMode}
-                      page={"preferenceHistory"}
-                    />
-                  }
-                />
-                <Route
-                  path={URL_PREFIX + "/compare-studies"}
-                  element={<CompareStudies toggleColorMode={toggleColorMode} />}
-                />
-                <Route
-                  path={URL_PREFIX + "/"}
-                  element={<StudyList toggleColorMode={toggleColorMode} />}
-                />
-              </Routes>
-            </Router>
-          </SnackbarProvider>
-        </Box>
-      </ThemeProvider>
-    </RecoilRoot>
+    <QueryClientProvider client={queryClient}>
+      <RecoilRoot>
+        <ThemeProvider theme={theme}>
+          <CssBaseline />
+          <Box
+            sx={{
+              backgroundColor: colorMode === "dark" ? "#121212" : "#ffffff",
+              width: "100%",
+              minHeight: "100vh",
+            }}
+          >
+            <SnackbarProvider maxSnack={3}>
+              <Router>
+                <Routes>
+                  <Route
+                    path={URL_PREFIX + "/studies/:studyId/analytics"}
+                    element={
+                      <StudyDetail
+                        toggleColorMode={toggleColorMode}
+                        page={"analytics"}
+                      />
+                    }
+                  />
+                  <Route
+                    path={URL_PREFIX + "/studies/:studyId/trials"}
+                    element={
+                      <StudyDetail
+                        toggleColorMode={toggleColorMode}
+                        page={"trialList"}
+                      />
+                    }
+                  />
+                  <Route
+                    path={URL_PREFIX + "/studies/:studyId/trialTable"}
+                    element={
+                      <StudyDetail
+                        toggleColorMode={toggleColorMode}
+                        page={"trialTable"}
+                      />
+                    }
+                  />
+                  <Route
+                    path={URL_PREFIX + "/studies/:studyId/note"}
+                    element={
+                      <StudyDetail
+                        toggleColorMode={toggleColorMode}
+                        page={"note"}
+                      />
+                    }
+                  />
+                  <Route
+                    path={URL_PREFIX + "/studies/:studyId/graph"}
+                    element={
+                      <StudyDetail
+                        toggleColorMode={toggleColorMode}
+                        page={"graph"}
+                      />
+                    }
+                  />
+                  <Route
+                    path={URL_PREFIX + "/studies/:studyId"}
+                    element={
+                      <StudyDetail
+                        toggleColorMode={toggleColorMode}
+                        page={"top"}
+                      />
+                    }
+                  />
+                  <Route
+                    path={URL_PREFIX + "/studies/:studyId/preference-history"}
+                    element={
+                      <StudyDetail
+                        toggleColorMode={toggleColorMode}
+                        page={"preferenceHistory"}
+                      />
+                    }
+                  />
+                  <Route
+                    path={URL_PREFIX + "/compare-studies"}
+                    element={
+                      <CompareStudies toggleColorMode={toggleColorMode} />
+                    }
+                  />
+                  <Route
+                    path={URL_PREFIX + "/"}
+                    element={<StudyList toggleColorMode={toggleColorMode} />}
+                  />
+                </Routes>
+              </Router>
+            </SnackbarProvider>
+          </Box>
+        </ThemeProvider>
+      </RecoilRoot>
+    </QueryClientProvider>
   )
 }

optuna_dashboard/ts/components/GraphContour.tsx

@@ -15,8 +15,9 @@ import blue from "@mui/material/colors/blue"
 import { useMergedUnionSearchSpace } from "../searchSpace"
 import { usePlotlyColorTheme } from "../state"
 import { getAxisInfo } from "../graphUtil"
-import { getPlotAPI, PlotType } from "../apiClient"
+import { PlotType } from "../apiClient"
 import { useBackendRender } from "../state"
+import { usePlot } from "../hooks/usePlot"
 
 const plotDomId = "graph-contour"
 
@@ -36,18 +37,23 @@ const ContourBackend: FC<{
   const studyId = study?.id
   const numCompletedTrials =
     study?.trials.filter((t) => t.state === "Complete").length || 0
+  const { data, layout, error } = usePlot({
+    numCompletedTrials,
+    studyId,
+    plotType: PlotType.Contour,
+  })
+
   useEffect(() => {
-    if (studyId === undefined) {
-      return
+    if (data && layout) {
+      plotly.react(plotDomId, data, layout)
     }
-    getPlotAPI(studyId, PlotType.Contour)
-      .then(({ data, layout }) => {
-        plotly.react(plotDomId, data, layout)
-      })
-      .catch((err) => {
-        console.error(err)
-      })
-  }, [studyId, numCompletedTrials])
+  }, [data, layout])
+  useEffect(() => {
+    if (error) {
+      console.error(error)
+    }
+  }, [error])
+
   return <Box id={plotDomId} sx={{ height: "450px" }} />
 }
 

optuna_dashboard/ts/components/GraphHyperparameterImportances.tsx

@@ -2,9 +2,8 @@ import * as plotly from "plotly.js-dist-min"
 import React, { FC, useEffect } from "react"
 import { Typography, useTheme, Box, Card, CardContent } from "@mui/material"
 
-import { actionCreator } from "../action"
-import { useParamImportanceValue, useStudyDirections } from "../state"
-import { usePlotlyColorTheme } from "../state"
+import { useParamImportance } from "../hooks/useParamImportance"
+import { useStudyDirections, usePlotlyColorTheme } from "../state"
 
 const plotDomId = "graph-hyperparameter-importances"
 
@@ -16,10 +15,12 @@ export const GraphHyperparameterImportance: FC<{
   const theme = useTheme()
   const colorTheme = usePlotlyColorTheme(theme.palette.mode)
 
-  const action = actionCreator()
-  const importances = useParamImportanceValue(studyId)
   const numCompletedTrials =
     study?.trials.filter((t) => t.state === "Complete").length || 0
+  const { importances } = useParamImportance({
+    numCompletedTrials,
+    studyId,
+  })
   const nObjectives = useStudyDirections(studyId)?.length
   const objectiveNames: string[] =
     study?.objective_names ||
@@ -27,11 +28,7 @@ export const GraphHyperparameterImportance: FC<{
     []
 
   useEffect(() => {
-    action.updateParamImportance(studyId)
-  }, [numCompletedTrials])
-
-  useEffect(() => {
-    if (importances !== null && nObjectives === importances.length) {
+    if (importances !== undefined && nObjectives === importances.length) {
       plotParamImportance(importances, objectiveNames, colorTheme)
     }
   }, [nObjectives, importances, colorTheme])

optuna_dashboard/ts/components/GraphParallelCoordinate.tsx

@@ -17,8 +17,9 @@ import {
   useParamTargets,
 } from "../trialFilter"
 import { useMergedUnionSearchSpace } from "../searchSpace"
-import { getPlotAPI, PlotType } from "../apiClient"
+import { PlotType } from "../apiClient"
 import { useBackendRender } from "../state"
+import { usePlot } from "../hooks/usePlot"
 
 const plotDomId = "graph-parallel-coordinate"
 
@@ -102,18 +103,24 @@ const GraphParallelCoordinateBackend: FC<{
   const studyId = study?.id
   const numCompletedTrials =
     study?.trials.filter((t) => t.state === "Complete").length || 0
+
+  const { data, layout, error } = usePlot({
+    numCompletedTrials,
+    studyId,
+    plotType: PlotType.ParallelCoordinate,
+  })
+
   useEffect(() => {
-    if (studyId === undefined) {
-      return
+    if (data && layout) {
+      plotly.react(plotDomId, data, layout)
     }
-    getPlotAPI(studyId, PlotType.ParallelCoordinate)
-      .then(({ data, layout }) => {
-        plotly.react(plotDomId, data, layout)
-      })
-      .catch((err) => {
-        console.error(err)
-      })
-  }, [studyId, numCompletedTrials])
+  }, [data, layout])
+  useEffect(() => {
+    if (error) {
+      console.error(error)
+    }
+  }, [error])
+
   return <Box id={plotDomId} sx={{ height: "450px" }} />
 }
 

optuna_dashboard/ts/components/GraphRank.tsx

@@ -13,8 +13,9 @@ import {
 } from "@mui/material"
 import { getAxisInfo, makeHovertext } from "../graphUtil"
 import { useMergedUnionSearchSpace } from "../searchSpace"
+import { PlotType } from "../apiClient"
 import { usePlotlyColorTheme, useBackendRender } from "../state"
-import { getPlotAPI, PlotType } from "../apiClient"
+import { usePlot } from "../hooks/usePlot"
 
 const plotDomId = "graph-rank"
 
@@ -46,18 +47,24 @@ const GraphRankBackend: FC<{
   const studyId = study?.id
   const numCompletedTrials =
     study?.trials.filter((t) => t.state === "Complete").length || 0
+
+  const { data, layout, error } = usePlot({
+    numCompletedTrials,
+    studyId,
+    plotType: PlotType.Rank,
+  })
+
   useEffect(() => {
-    if (studyId === undefined) {
-      return
+    if (data && layout) {
+      plotly.react(plotDomId, data, layout)
     }
-    getPlotAPI(studyId, PlotType.Rank)
-      .then(({ data, layout }) => {
-        plotly.react(plotDomId, data, layout)
-      })
-      .catch((err) => {
-        console.error(err)
-      })
-  }, [studyId, numCompletedTrials])
+  }, [data, layout])
+  useEffect(() => {
+    if (error) {
+      console.error(error)
+    }
+  }, [error])
+
   return <Box id={plotDomId} sx={{ height: "450px" }} />
 }
 

optuna_dashboard/ts/components/GraphSlice.tsx

@@ -19,8 +19,9 @@ import {
   useParamTargets,
 } from "../trialFilter"
 import { useMergedUnionSearchSpace } from "../searchSpace"
+import { PlotType } from "../apiClient"
 import { usePlotlyColorTheme, useBackendRender } from "../state"
-import { getPlotAPI, PlotType } from "../apiClient"
+import { usePlot } from "../hooks/usePlot"
 
 const plotDomId = "graph-slice"
 
@@ -47,18 +48,24 @@ const GraphSliceBackend: FC<{
   const studyId = study?.id
   const numCompletedTrials =
     study?.trials.filter((t) => t.state === "Complete").length || 0
+
+  const { data, layout, error } = usePlot({
+    numCompletedTrials,
+    studyId,
+    plotType: PlotType.Slice,
+  })
+
   useEffect(() => {
-    if (studyId === undefined) {
-      return
+    if (data && layout) {
+      plotly.react(plotDomId, data, layout)
     }
-    getPlotAPI(studyId, PlotType.Slice)
-      .then(({ data, layout }) => {
-        plotly.react(plotDomId, data, layout)
-      })
-      .catch((err) => {
-        console.error(err)
-      })
-  }, [studyId, numCompletedTrials])
+  }, [data, layout])
+  useEffect(() => {
+    if (error) {
+      console.error(error)
+    }
+  }, [error])
+
   return <Box id={plotDomId} sx={{ height: "450px" }} />
 }
 

optuna_dashboard/ts/components/Settings.tsx

@@ -2,6 +2,7 @@ import React from "react"
 import {
   Typography,
   Select,
+  Switch,
   MenuItem,
   SelectChangeEvent,
   Stack,
@@ -10,7 +11,7 @@ import {
 } from "@mui/material"
 import ClearIcon from "@mui/icons-material/Clear"
 import { useRecoilState } from "recoil"
-import { plotlyColorThemeState } from "../state"
+import { plotlyColorThemeState, plotBackendRenderingState } from "../state"
 
 interface SettingsProps {
   handleClose: () => void
@@ -32,6 +33,12 @@ export const Settings = ({ handleClose }: SettingsProps) => {
     setPlotlyColorTheme((prev) => ({ ...prev, light }))
   }
 
+  const [plotBackendRendering, setPlotBackendRendering] =
+    useRecoilState<boolean>(plotBackendRenderingState)
+  const handleBackendRenderingChange = () => {
+    setPlotBackendRendering(!plotBackendRendering)
+  }
+
   return (
     <Stack
       spacing={4}
@@ -117,6 +124,15 @@ export const Settings = ({ handleClose }: SettingsProps) => {
             </Select>
           </Stack>
         )}
+        
+        <Typography variant="h6" color="textSecondary">
+          Use Plotlypy
+        </Typography>
+        <Switch
+          checked={plotBackendRendering}
+          onChange={handleBackendRenderingChange}
+          value="enable"
+        />
       </Stack>
     </Stack>
   )

optuna_dashboard/ts/hooks/useParamImportance.ts

@@ -0,0 +1,40 @@
+import { useEffect } from "react"
+import { useSnackbar } from "notistack"
+import { getParamImportances } from "../../ts/apiClient"
+import { useQuery } from "@tanstack/react-query"
+import { AxiosError } from "axios"
+
+export const useParamImportance = ({
+  numCompletedTrials,
+  studyId,
+}: { numCompletedTrials: number; studyId: number }) => {
+  const { enqueueSnackbar } = useSnackbar()
+
+  const { data, isLoading, error } = useQuery<
+    ParamImportance[][],
+    AxiosError<{ reason: string }>
+  >({
+    queryKey: ["paramImportance", studyId, numCompletedTrials],
+    queryFn: () => getParamImportances(studyId),
+    staleTime: Infinity,
+    gcTime: 30 * 60 * 1000, // 30 minutes
+  })
+
+  useEffect(() => {
+    if (error) {
+      const reason = error.response?.data.reason
+      enqueueSnackbar(
+        `Failed to load hyperparameter importance (reason=${reason})`,
+        {
+          variant: "error",
+        }
+      )
+    }
+  }, [error])
+
+  return {
+    importances: data,
+    isLoading,
+    error,
+  }
+}

optuna_dashboard/ts/hooks/usePlot.ts

@@ -0,0 +1,37 @@
+import * as plotly from "plotly.js-dist-min"
+import { useQuery } from "@tanstack/react-query"
+import { AxiosError } from "axios"
+import { PlotType, getPlotAPI } from "../apiClient"
+
+export const usePlot = ({
+  numCompletedTrials,
+  studyId,
+  plotType,
+}: {
+  numCompletedTrials: number
+  studyId: number | undefined
+  plotType: PlotType
+}) => {
+  const { data, isLoading, error } = useQuery<
+    { data: plotly.Data[]; layout: plotly.Layout },
+    AxiosError
+  >({
+    enabled: studyId !== undefined,
+    queryKey: ["plot", studyId, numCompletedTrials, plotType],
+    queryFn: () => {
+      if (studyId === undefined) {
+        return Promise.reject(new Error("Invalid studyId"))
+      }
+      return getPlotAPI(studyId, plotType)
+    },
+    staleTime: Infinity,
+    gcTime: 30 * 60 * 1000, // 30 minutes
+  })
+
+  return {
+    data: data?.data,
+    layout: data?.layout,
+    isLoading,
+    error,
+  }
+}

optuna_dashboard/ts/state.ts

@@ -3,7 +3,6 @@ import {
   LightColorTemplates,
   DarkColorTemplates,
 } from "./components/PlotlyColorTemplates"
-import { useQuery } from "./urlQuery"
 
 export const studySummariesState = atom<StudySummary[]>({
   key: "studySummaries",
@@ -22,11 +21,6 @@ export const trialsUpdatingState = atom<{
   default: {},
 })
 
-export const paramImportanceState = atom<StudyParamImportance>({
-  key: "paramImportance",
-  default: {},
-})
-
 // TODO(c-bata): Consider representing the state as boolean.
 export const reloadIntervalState = atom<number>({
   key: "reloadInterval",
@@ -56,6 +50,11 @@ export const plotlyColorThemeState = atom<PlotlyColorTheme>({
   },
 })
 
+export const plotBackendRenderingState = atom<boolean>({
+  key: "plotBackendRendering",
+  default: false,
+})
+
 export const plotlypyIsAvailableState = atom<boolean>({
   key: "plotlypyIsAvailable",
   default: true,
@@ -81,14 +80,6 @@ export const useTrialUpdatingValue = (trialId: number): boolean => {
   return updating[trialId] || false
 }
 
-export const useParamImportanceValue = (
-  studyId: number
-): ParamImportance[][] | null => {
-  const studyParamImportance =
-    useRecoilValue<StudyParamImportance>(paramImportanceState)
-  return studyParamImportance[studyId] || null
-}
-
 export const useStudyDirections = (
   studyId: number
 ): StudyDirection[] | null => {
@@ -128,10 +119,12 @@ export const usePlotlyColorTheme = (mode: string): Partial<Plotly.Template> => {
 }
 
 export const useBackendRender = (): boolean => {
-  const query = useQuery()
+  const plotBackendRendering = useRecoilValue<boolean>(
+    plotBackendRenderingState
+  )
   const plotlypyIsAvailable = useRecoilValue<boolean>(plotlypyIsAvailableState)
 
-  if (query.get("plotlypy_rendering") === "true") {
+  if (plotBackendRendering) {
     if (plotlypyIsAvailable) {
       return true
     }

optuna_dashboard/ts/types/index.d.ts

@@ -226,10 +226,6 @@ type StudyDetails = {
   [study_id: string]: StudyDetail
 }
 
-type StudyParamImportance = {
-  [study_id: string]: ParamImportance[][]
-}
-
 type PreferenceHistory = {
   id: string
   candidates: number[]

package-lock.json

@@ -16,6 +16,7 @@
         "@mui/material": "^5.15.6",
         "@react-three/drei": "^9.96.4",
         "@react-three/fiber": "^8.15.15",
+        "@tanstack/react-query": "^5.18.1",
         "@types/three": "^0.160.0",
         "axios": "^1.6.7",
         "elkjs": "^0.9.1",
@@ -4247,6 +4248,30 @@
         "@sinonjs/commons": "^3.0.0"
       }
     },
+    "node_modules/@tanstack/query-core": {
+      "version": "5.18.1",
+      "resolved": "https://registry.npmjs.org/@tanstack/query-core/-/query-core-5.18.1.tgz",
+      "integrity": "sha512-fYhrG7bHgSNbnkIJF2R4VUXb4lF7EBiQjKkDc5wOlB7usdQOIN4LxxHpDxyE3qjqIst1WBGvDtL48T0sHJGKCw==",
+      "funding": {
+        "type": "github",
+        "url": "https://github.com/sponsors/tannerlinsley"
+      }
+    },
+    "node_modules/@tanstack/react-query": {
+      "version": "5.18.1",
+      "resolved": "https://registry.npmjs.org/@tanstack/react-query/-/react-query-5.18.1.tgz",
+      "integrity": "sha512-PdI07BbsahZ+04PxSuDQsQvBWe008eWFk/YYWzt8fvzt2sALUM0TpAJa/DFpqa7+SSo7j1EQR6Jx6znXNHyaXw==",
+      "dependencies": {
+        "@tanstack/query-core": "5.18.1"
+      },
+      "funding": {
+        "type": "github",
+        "url": "https://github.com/sponsors/tannerlinsley"
+      },
+      "peerDependencies": {
+        "react": "^18.0.0"
+      }
+    },
     "node_modules/@testing-library/dom": {
       "version": "9.3.4",
       "resolved": "https://registry.npmjs.org/@testing-library/dom/-/dom-9.3.4.tgz",
@@ -18499,6 +18524,19 @@
         "@sinonjs/commons": "^3.0.0"
       }
     },
+    "@tanstack/query-core": {
+      "version": "5.18.1",
+      "resolved": "https://registry.npmjs.org/@tanstack/query-core/-/query-core-5.18.1.tgz",
+      "integrity": "sha512-fYhrG7bHgSNbnkIJF2R4VUXb4lF7EBiQjKkDc5wOlB7usdQOIN4LxxHpDxyE3qjqIst1WBGvDtL48T0sHJGKCw=="
+    },
+    "@tanstack/react-query": {
+      "version": "5.18.1",
+      "resolved": "https://registry.npmjs.org/@tanstack/react-query/-/react-query-5.18.1.tgz",
+      "integrity": "sha512-PdI07BbsahZ+04PxSuDQsQvBWe008eWFk/YYWzt8fvzt2sALUM0TpAJa/DFpqa7+SSo7j1EQR6Jx6znXNHyaXw==",
+      "requires": {
+        "@tanstack/query-core": "5.18.1"
+      }
+    },
     "@testing-library/dom": {
       "version": "9.3.4",
       "resolved": "https://registry.npmjs.org/@testing-library/dom/-/dom-9.3.4.tgz",

package.json

@@ -25,6 +25,7 @@
     "@mui/material": "^5.15.6",
     "@react-three/drei": "^9.96.4",
     "@react-three/fiber": "^8.15.15",
+    "@tanstack/react-query": "^5.18.1",
     "@types/three": "^0.160.0",
     "axios": "^1.6.7",
     "elkjs": "^0.9.1",