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Support constraints in slice plot #688

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merged 1 commit into from
Nov 9, 2023
Merged

Support constraints in slice plot #688

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41 changes: 34 additions & 7 deletions optuna_dashboard/ts/components/GraphSlice.tsx
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Original file line number Diff line number Diff line change
Expand Up @@ -188,22 +188,38 @@ const plotSlice = (
return
}

const objectiveValues: number[] = trials.map(
const feasibleTrials: Trial[] = []
const infeasibleTrials: Trial[] = []
trials.forEach((t) => {
if (t.constraints.every((c) => c <= 0)) {
feasibleTrials.push(t)
} else {
infeasibleTrials.push(t)
}
})

const feasibleObjectiveValues: number[] = feasibleTrials.map(
(t) => objectiveTarget.getTargetValue(t) as number
)
const values = trials.map(
(t) => selectedParamTarget.getTargetValue(t) as number
const infeasibleObjectiveValues: number[] = infeasibleTrials.map(
(t) => objectiveTarget.getTargetValue(t) as number
)

const trialNumbers: number[] = trials.map((t) => t.number)
const feasibleValues = feasibleTrials.map(
(t) => selectedParamTarget.getTargetValue(t) as number
)
const infeasibleValues = infeasibleTrials.map(
(t) => selectedParamTarget.getTargetValue(t) as number
)
const trace: plotly.Data[] = [
{
type: "scatter",
x: values,
y: objectiveValues,
x: feasibleValues,
y: feasibleObjectiveValues,
mode: "markers",
name: "Feasible Trial",
marker: {
color: trialNumbers,
color: feasibleTrials.map((t) => t.number),
colorscale: "Blues",
reversescale: true,
colorbar: {
Expand All @@ -215,6 +231,17 @@ const plotSlice = (
},
},
},
{
type: "scatter",
x: infeasibleValues,
y: infeasibleObjectiveValues,
mode: "markers",
name: "Infeasible Trial",
marker: {
color: "#cccccc",
reversescale: true,
},
},
]
if (selectedParamSpace.distribution.type !== "CategoricalDistribution") {
layout["xaxis"] = {
Expand Down