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import type { SkillOptimizationArmStat } from '@shared/types/data/skill-optimization-arm-stats';
import { useQuery } from '@tanstack/react-query';
import {
getSkillArmStats,
getSkillEvaluationScoresByTimeBucket,
resetCluster,
} from '@web/api/v1/super-agents/skills';
import { Badge } from '@web/components/ui/badge';
import { Button } from '@web/components/ui/button';
import {
Card,
CardContent,
CardDescription,
CardHeader,
CardTitle,
} from '@web/components/ui/card';
import { DateTimePicker } from '@web/components/ui/date-time-picker';
import {
DropdownMenu,
DropdownMenuContent,
DropdownMenuItem,
DropdownMenuTrigger,
} from '@web/components/ui/dropdown-menu';
import { PageHeader } from '@web/components/ui/page-header';
import { Skeleton } from '@web/components/ui/skeleton';
import { ToggleGroup, ToggleGroupItem } from '@web/components/ui/toggle-group';
import {
Tooltip,
TooltipContent,
TooltipTrigger,
} from '@web/components/ui/tooltip';
import { useSmartBack } from '@web/hooks/use-smart-back';
import { useToast } from '@web/hooks/use-toast';
import { useAgents } from '@web/providers/agents';
import { useAIProviders } from '@web/providers/ai-providers';
import { useModels } from '@web/providers/models';
import { useNavigation } from '@web/providers/navigation';
import { useSkillEvents } from '@web/providers/skill-events';
import { useSkillOptimizationArms } from '@web/providers/skill-optimization-arms';
import { useSkillOptimizationClusters } from '@web/providers/skill-optimization-clusters';
import { useSkillOptimizationEvaluations } from '@web/providers/skill-optimization-evaluations';
import { useSkills } from '@web/providers/skills';
import {
ArrowUpDown,
BoxIcon,
Clock,
MoreVertical,
PaletteIcon,
RefreshCwIcon,
RotateCcwIcon,
} from 'lucide-react';
import { nanoid } from 'nanoid';
import type { ReactElement } from 'react';
import { useCallback, useEffect, useState } from 'react';
import { ClusterPerformanceChart } from './cluster-performance-chart';
import { ResetClusterDialog } from './reset-cluster-dialog';
export function ClusterArmsView(): ReactElement {
const { navigateToArmDetail, navigationState } = useNavigation();
const { selectedAgent } = useAgents();
const { selectedSkill } = useSkills();
const goBack = useSmartBack();
const { toast } = useToast();
const { arms, isLoading, error, refetch, setSkillId, setClusterId } =
useSkillOptimizationArms();
const {
selectedCluster,
isLoading: clustersLoading,
setSkillId: setClustersSkillId,
} = useSkillOptimizationClusters();
const { skillModels, setSkillId: setModelsSkillId } = useModels();
const { getAPIKeyById } = useAIProviders();
const { events: skillEvents = [], setSkillId: setSkillEventsSkillId } =
useSkillEvents();
const { evaluations, setSkillId: setEvaluationsSkillId } =
useSkillOptimizationEvaluations();
// Fetch arm stats for weighted colorization
const { data: armStats = [] } = useQuery<SkillOptimizationArmStat[]>({
queryKey: ['skillArmStats', selectedSkill?.id],
queryFn: () => {
if (!selectedSkill) return [];
return getSkillArmStats(selectedSkill.id);
},
enabled: !!selectedSkill,
});
const clusterId = selectedCluster?.id;
// Time interval controls for chart (30 buckets fixed)
type TimeInterval = '1min' | '5min' | '15min' | '1hour' | '6hour' | '24hour';
const BUCKETS = 30; // Fixed number of buckets
const INTERVAL_CONFIG = {
'1min': { label: '1 Min', minutes: 1, hours: (BUCKETS * 1) / 60 },
'5min': { label: '5 Min', minutes: 5, hours: (BUCKETS * 5) / 60 },
'15min': { label: '15 Min', minutes: 15, hours: (BUCKETS * 15) / 60 },
'1hour': { label: '1 Hour', minutes: 60, hours: (BUCKETS * 60) / 60 },
'6hour': { label: '6 Hours', minutes: 360, hours: (BUCKETS * 360) / 60 },
'24hour': { label: '1 Day', minutes: 1440, hours: (BUCKETS * 1440) / 60 },
} as const;
const [selectedInterval, setSelectedInterval] = useState<TimeInterval>(() => {
if (typeof window === 'undefined') return '1hour';
try {
const stored = localStorage.getItem('cluster-performance-interval');
if (stored && stored in INTERVAL_CONFIG) {
return stored as TimeInterval;
}
} catch {
// localStorage not available
}
return '1hour';
});
// Save interval preference
useEffect(() => {
try {
localStorage.setItem('cluster-performance-interval', selectedInterval);
} catch {
// localStorage not available
}
}, [selectedInterval]);
// End time for charts (defaults to now)
const [endTime, setEndTime] = useState<Date>(() => new Date());
// Fetch cluster-level evaluation scores
const {
data: clusterEvaluationScores = [],
isLoading: isLoadingClusterEvaluationScores,
} = useQuery({
queryKey: [
'clusterEvaluationScores',
selectedSkill?.id,
clusterId,
selectedInterval,
endTime.toISOString(),
],
queryFn: () =>
selectedSkill && clusterId
? getSkillEvaluationScoresByTimeBucket(selectedSkill.id, {
cluster_id: clusterId,
interval_minutes: INTERVAL_CONFIG[selectedInterval].minutes,
start_time: new Date(
endTime.getTime() -
INTERVAL_CONFIG[selectedInterval].hours * 60 * 60 * 1000,
).toISOString(),
end_time: endTime.toISOString(),
})
: Promise.resolve([]),
enabled: !!selectedSkill && !!clusterId,
refetchInterval: 60000, // Refetch every minute
});
const [isResetting, setIsResetting] = useState(false);
const [isResetClusterDialogOpen, setIsResetClusterDialogOpen] =
useState(false);
// Load sort preference from localStorage
const [sortBy, setSortBy] = useState<'name' | 'performance' | 'requests'>(
() => {
if (typeof window === 'undefined') return 'name';
try {
const stored = localStorage.getItem('cluster-arms-sort-by');
if (
stored === 'name' ||
stored === 'performance' ||
stored === 'requests'
) {
return stored;
}
return 'name';
} catch {
return 'name';
}
},
);
// Save sort preference to localStorage whenever it changes
useEffect(() => {
try {
localStorage.setItem('cluster-arms-sort-by', sortBy);
} catch {
// localStorage might not be available
}
}, [sortBy]);
// Load colorization mode from localStorage
const [colorizeMode, setColorizeMode] = useState<
'none' | 'linear' | 'logarithmic'
>(() => {
if (typeof window === 'undefined') return 'none';
try {
const stored = localStorage.getItem('cluster-arms-colorize-mode');
if (
stored === 'none' ||
stored === 'linear' ||
stored === 'logarithmic'
) {
return stored;
}
return 'none';
} catch {
return 'none';
}
});
// Save colorization mode to localStorage whenever it changes
useEffect(() => {
try {
localStorage.setItem('cluster-arms-colorize-mode', colorizeMode);
} catch {
// localStorage might not be available
}
}, [colorizeMode]);
// Handle cluster reset
const handleResetCluster = useCallback(
async (clearObservabilityCount: boolean) => {
if (!selectedSkill || !selectedCluster) return;
setIsResetting(true);
try {
await resetCluster(
selectedSkill.id,
selectedCluster.id,
clearObservabilityCount,
);
await refetch();
toast({
title: 'Partition reset successfully',
description: `${selectedCluster.name} has been reset and is regenerating configurations.`,
});
} catch (error) {
console.error('Failed to reset cluster:', error);
toast({
title: 'Failed to reset partition',
description:
error instanceof Error ? error.message : 'Please try again.',
variant: 'destructive',
});
} finally {
setIsResetting(false);
}
},
[selectedSkill, selectedCluster, refetch, toast],
);
// Helper function to get model and provider info for an arm
const getArmMetadata = useCallback(
(modelId: string) => {
const model = skillModels.find((m) => m.id === modelId);
if (!model) return { modelName: 'Unknown', providerName: 'Unknown' };
const apiKey = getAPIKeyById(model.ai_provider_id);
return {
modelName: model.model_name,
providerName: apiKey?.ai_provider || 'Unknown',
};
},
[skillModels, getAPIKeyById],
);
// Calculate weighted score for an arm based on evaluation weights
const getWeightedScore = useCallback(
(armId: string): { score: number; requestCount: number } => {
// Get all stats for this arm
const armStatsForArm = armStats.filter((stat) => stat.arm_id === armId);
if (armStatsForArm.length === 0 || evaluations.length === 0) {
return { score: 0, requestCount: 0 };
}
// Calculate total weight and weighted sum
let totalWeight = 0;
let weightedSum = 0;
let maxRequests = 0;
for (const stat of armStatsForArm) {
// Find the corresponding evaluation to get its weight
const evaluation = evaluations.find((e) => e.id === stat.evaluation_id);
if (!evaluation) continue;
totalWeight += evaluation.weight;
weightedSum += stat.mean * evaluation.weight;
// Track the maximum n across all evaluations (same requests evaluated multiple times)
maxRequests = Math.max(maxRequests, stat.n);
}
// If no valid evaluations found, return 0
if (totalWeight === 0) {
return { score: 0, requestCount: 0 };
}
// Calculate weighted average
const weightedScore = weightedSum / totalWeight;
return { score: weightedScore, requestCount: maxRequests };
},
[armStats, evaluations],
);
// Set skill ID and cluster ID when they change
useEffect(() => {
if (!selectedSkill) {
setSkillId(null);
setModelsSkillId(null);
setClustersSkillId(null);
setSkillEventsSkillId(null);
setEvaluationsSkillId(null);
return;
}
setSkillId(selectedSkill.id);
setModelsSkillId(selectedSkill.id);
setClustersSkillId(selectedSkill.id);
setSkillEventsSkillId(selectedSkill.id);
setEvaluationsSkillId(selectedSkill.id);
}, [
selectedSkill,
setSkillId,
setModelsSkillId,
setClustersSkillId,
setSkillEventsSkillId,
setEvaluationsSkillId,
]);
useEffect(() => {
if (!clusterId) {
setClusterId(null);
return;
}
setClusterId(clusterId);
}, [clusterId, setClusterId]);
// Helper function to get continuous performance-based border color (red to green)
const getPerformanceColor = useCallback(
(
mean: number,
requestCount: number,
mode: 'none' | 'linear' | 'logarithmic',
) => {
// If no colorization or no requests, return gray
if (mode === 'none' || requestCount === 0) {
return 'rgb(156, 163, 175)'; // Tailwind gray-400
}
// Clamp mean between 0 and 1
let normalized = Math.max(0, Math.min(1, mean));
// Apply logarithmic scaling if requested
// This emphasizes the lower end (below 0.7) to be more red
if (mode === 'logarithmic') {
// Use a power function to create logarithmic-like scaling
// Values below 0.7 get pushed toward 0 (red), values above stay similar
if (normalized < 0.7) {
// Map 0-0.7 to 0-0.15 using quartic curve (x^4) for extremely aggressive red emphasis
normalized = (normalized / 0.7) ** 4 * 0.15;
} else {
// Map 0.7-1.0 to 0.15-1.0 linearly
normalized = 0.15 + ((normalized - 0.7) / 0.3) * 0.85;
}
}
// Interpolate from red (0) to green (1)
// Red: rgb(239, 68, 68) - Tailwind red-500
// Green: rgb(34, 197, 94) - Tailwind green-500
const red = Math.round(239 - (239 - 34) * normalized);
const green = Math.round(68 + (197 - 68) * normalized);
const blue = Math.round(68 + (94 - 68) * normalized);
return `rgb(${red}, ${green}, ${blue})`;
},
[],
);
// Early return if no skill or agent selected
if (!selectedSkill || !selectedAgent) {
return (
<>
<PageHeader
title="Partition Configurations"
description="No partition selected. Please select a partition to view its configurations."
/>
<div className="p-6">
<div className="text-center text-muted-foreground">
No partition selected. Please select a partition to view its
configurations.
</div>
</div>
</>
);
}
// Show loading state if we have a cluster name in URL but clusters are still loading
if (
navigationState.selectedClusterName &&
!selectedCluster &&
clustersLoading
) {
return (
<>
<PageHeader
title="Partition Configurations"
description="Loading partition data..."
showBackButton={true}
onBack={goBack}
/>
<div className="p-6">
<div className="grid grid-cols-1 md:grid-cols-2 lg:grid-cols-3 xl:grid-cols-4 gap-4">
{Array.from({ length: 6 }).map(() => (
<Card key={nanoid()}>
<CardHeader>
<Skeleton className="h-6 w-24 mb-2" />
<Skeleton className="h-4 w-16" />
</CardHeader>
<CardContent>
<div className="space-y-3">
<div>
<Skeleton className="h-4 w-24 mb-2" />
<div className="space-y-1">
<div className="flex items-center justify-between">
<Skeleton className="h-3 w-16" />
<Skeleton className="h-5 w-20" />
</div>
<div className="flex items-center justify-between">
<Skeleton className="h-3 w-12" />
<Skeleton className="h-5 w-24" />
</div>
</div>
</div>
<div>
<Skeleton className="h-4 w-20 mb-2" />
<div className="space-y-1">
<div className="flex items-center justify-between">
<Skeleton className="h-3 w-20" />
<Skeleton className="h-3 w-12" />
</div>
<div className="flex items-center justify-between">
<Skeleton className="h-3 w-16" />
<Skeleton className="h-3 w-16" />
</div>
</div>
</div>
</div>
</CardContent>
</Card>
))}
</div>
</div>
</>
);
}
// Show error if cluster name is in URL but not found after loading
if (
navigationState.selectedClusterName &&
!selectedCluster &&
!clustersLoading
) {
return (
<>
<PageHeader
title="Partition Not Found"
description="The requested partition could not be found."
showBackButton={true}
onBack={goBack}
/>
<div className="p-6">
<div className="text-center text-muted-foreground">
Partition "{navigationState.selectedClusterName}" not found.
</div>
</div>
</>
);
}
return (
<>
<PageHeader
title={`Configurations for ${selectedCluster?.name || 'Partition'}`}
description={`View the performance of each configuration in this partition.`}
showBackButton={true}
onBack={goBack}
actions={
<div className="flex gap-2">
<DropdownMenu>
<DropdownMenuTrigger asChild>
<Button variant="ghost" size="icon" title="More options">
<MoreVertical className="h-4 w-4" />
</Button>
</DropdownMenuTrigger>
<DropdownMenuContent align="end">
<DropdownMenuItem
onClick={() => setIsResetClusterDialogOpen(true)}
disabled={isResetting}
>
<RotateCcwIcon className="h-4 w-4 mr-2" />
{isResetting ? 'Resetting...' : 'Reset Partition'}
</DropdownMenuItem>
</DropdownMenuContent>
</DropdownMenu>
</div>
}
/>
<div className="p-6 space-y-6">
{/* Partition Info */}
{selectedCluster && (
<Card>
<CardHeader>
<CardTitle className="flex items-center gap-2">
<BoxIcon className="h-5 w-5" />
Partition Information
</CardTitle>
<CardDescription>
Total requests:{' '}
{selectedCluster.observability_total_requests.toString()} (Since
reflection: {selectedCluster.total_steps.toString()})
</CardDescription>
</CardHeader>
<CardContent>
<div className="space-y-4">
<div className="flex justify-between items-start gap-4">
<div className="flex flex-col gap-2">
<div className="flex items-center gap-2">
<Tooltip>
<TooltipTrigger asChild>
<div className="flex items-center gap-2">
<DateTimePicker
date={endTime}
onDateChange={setEndTime}
/>
</div>
</TooltipTrigger>
<TooltipContent side="bottom">
<p>
Select the end time for the chart (rightmost data
point)
</p>
</TooltipContent>
</Tooltip>
<Tooltip>
<TooltipTrigger asChild>
<Button
variant="outline"
size="icon"
onClick={() => setEndTime(new Date())}
>
<Clock className="h-4 w-4" />
</Button>
</TooltipTrigger>
<TooltipContent side="bottom">
<p>Jump to current time</p>
</TooltipContent>
</Tooltip>
</div>
<div className="text-sm font-medium">
Performance Over Time
</div>
</div>
<Tooltip>
<TooltipTrigger asChild>
<ToggleGroup
type="single"
value={selectedInterval}
onValueChange={(value) => {
if (value) setSelectedInterval(value as TimeInterval);
}}
size="sm"
className="border rounded-lg gap-0 overflow-hidden"
>
{(Object.keys(INTERVAL_CONFIG) as TimeInterval[]).map(
(interval) => (
<ToggleGroupItem
key={interval}
value={interval}
aria-label={`Toggle ${INTERVAL_CONFIG[interval].label} interval`}
className="text-xs rounded-none"
>
{INTERVAL_CONFIG[interval].label}
</ToggleGroupItem>
),
)}
</ToggleGroup>
</TooltipTrigger>
<TooltipContent side="bottom">
<p>Select time interval for chart buckets</p>
</TooltipContent>
</Tooltip>
</div>
{isLoadingClusterEvaluationScores ? (
<Skeleton className="h-64 w-full" />
) : (
<ClusterPerformanceChart
evaluationScores={clusterEvaluationScores}
events={skillEvents.filter(
(e) =>
e.cluster_id === clusterId || e.cluster_id === null,
)}
size="large"
intervalMinutes={INTERVAL_CONFIG[selectedInterval].minutes}
windowHours={INTERVAL_CONFIG[selectedInterval].hours}
endTime={endTime}
/>
)}
</div>
</CardContent>
</Card>
)}
{/* Sort and Display Options */}
<div className="flex justify-end items-center gap-4">
<DropdownMenu>
<DropdownMenuTrigger asChild>
<Button variant="outline" size="sm">
<PaletteIcon className="h-4 w-4 mr-2" />
Colorize:{' '}
{colorizeMode === 'none'
? 'None'
: colorizeMode === 'linear'
? 'Linear'
: 'Logarithmic'}
</Button>
</DropdownMenuTrigger>
<DropdownMenuContent align="end">
<DropdownMenuItem onClick={() => setColorizeMode('none')}>
None
</DropdownMenuItem>
<DropdownMenuItem onClick={() => setColorizeMode('linear')}>
Linear
</DropdownMenuItem>
<DropdownMenuItem onClick={() => setColorizeMode('logarithmic')}>
Logarithmic
</DropdownMenuItem>
</DropdownMenuContent>
</DropdownMenu>
<DropdownMenu>
<DropdownMenuTrigger asChild>
<Button variant="outline" size="sm">
<ArrowUpDown className="h-4 w-4 mr-2" />
Sort by:{' '}
{sortBy === 'name'
? 'Name'
: sortBy === 'performance'
? 'Performance'
: 'Requests'}
</Button>
</DropdownMenuTrigger>
<DropdownMenuContent align="end">
<DropdownMenuItem onClick={() => setSortBy('name')}>
Name
</DropdownMenuItem>
<DropdownMenuItem onClick={() => setSortBy('performance')}>
Performance
</DropdownMenuItem>
<DropdownMenuItem onClick={() => setSortBy('requests')}>
Request Count
</DropdownMenuItem>
</DropdownMenuContent>
</DropdownMenu>
</div>
{/* Configurations Grid */}
<div className="grid grid-cols-1 md:grid-cols-2 lg:grid-cols-3 xl:grid-cols-4 gap-4">
{isLoading ? (
Array.from({ length: 6 }).map(() => (
<Card key={nanoid()}>
<CardHeader>
<Skeleton className="h-6 w-24 mb-2" />
<Skeleton className="h-4 w-16" />
</CardHeader>
<CardContent>
<div className="space-y-3">
<div>
<Skeleton className="h-4 w-24 mb-2" />
<div className="space-y-1">
<div className="flex items-center justify-between">
<Skeleton className="h-3 w-16" />
<Skeleton className="h-5 w-20" />
</div>
<div className="flex items-center justify-between">
<Skeleton className="h-3 w-12" />
<Skeleton className="h-5 w-24" />
</div>
</div>
</div>
<div>
<Skeleton className="h-4 w-20 mb-2" />
<div className="space-y-1">
<div className="flex items-center justify-between">
<Skeleton className="h-3 w-20" />
<Skeleton className="h-3 w-12" />
</div>
<div className="flex items-center justify-between">
<Skeleton className="h-3 w-16" />
<Skeleton className="h-3 w-16" />
</div>
</div>
</div>
</div>
</CardContent>
</Card>
))
) : error ? (
<div className="col-span-full">
<Card>
<CardContent className="pt-6 text-center">
<p className="text-destructive mb-4">
Failed to load configurations: {error.message}
</p>
<Button variant="outline" onClick={() => refetch()}>
<RefreshCwIcon className="h-4 w-4 mr-2" />
Retry
</Button>
</CardContent>
</Card>
</div>
) : arms.length === 0 ? (
<div className="col-span-full">
<Card>
<CardContent className="pt-6 text-center">
<BoxIcon className="h-12 w-12 text-muted-foreground mx-auto mb-4" />
<h3 className="text-lg font-semibold mb-2">
No configurations found
</h3>
<p className="text-muted-foreground">
This partition has no optimization configurations yet.
</p>
</CardContent>
</Card>
</div>
) : (
arms
.slice()
.sort((a, b) => {
if (sortBy === 'name') {
return a.name.localeCompare(b.name, undefined, {
numeric: true,
});
} else if (sortBy === 'performance') {
// Sort by weighted score (higher is better)
const scoreA = getWeightedScore(a.id).score;
const scoreB = getWeightedScore(b.id).score;
return scoreB - scoreA; // Descending
} else {
// requests - sort by total request count
const requestsA = getWeightedScore(a.id).requestCount;
const requestsB = getWeightedScore(b.id).requestCount;
return requestsB - requestsA; // Descending
}
})
.map((arm, index) => {
const { modelName, providerName } = getArmMetadata(
arm.params.model_id,
);
const { score: weightedScore, requestCount } = getWeightedScore(
arm.id,
);
return (
<Card
key={arm.id}
className="hover:shadow-lg hover:border-primary/50 transition-all cursor-pointer"
style={
colorizeMode !== 'none'
? {
borderLeft: `4px solid ${getPerformanceColor(
weightedScore,
requestCount,
colorizeMode,
)}`,
}
: undefined
}
onClick={() =>
selectedAgent &&
selectedSkill &&
selectedCluster &&
navigateToArmDetail(
selectedAgent.name,
selectedSkill.name,
selectedCluster.name,
arm.name,
)
}
>
<CardHeader>
<CardTitle className="text-lg leading-none mb-2">
{arm.name}
</CardTitle>
<CardDescription className="leading-none m-0">
Rank: {index + 1}
</CardDescription>
</CardHeader>
<CardContent>
<div className="space-y-3">
<div>
<div className="text-sm font-medium mb-2">
Configuration
</div>
<div className="space-y-1">
<div className="flex items-center justify-between text-xs">
<span className="text-muted-foreground">
Provider
</span>
<Badge variant="secondary">{providerName}</Badge>
</div>
<div className="flex items-center justify-between text-xs">
<span className="text-muted-foreground">
Model
</span>
<Badge variant="outline">{modelName}</Badge>
</div>
</div>
</div>
<div>
<div className="text-sm font-medium mb-2">
Performance
</div>
<div className="space-y-1">
<div className="flex items-center justify-between text-xs">
<span className="text-muted-foreground">
Score
</span>
<Badge variant="outline">
{requestCount > 0
? `${(weightedScore * 100).toFixed(1)}%`
: 'N/A'}
</Badge>
</div>
<div className="flex items-center justify-between text-xs">
<span className="text-muted-foreground">
Requests
</span>
<span>{requestCount}</span>
</div>
</div>
</div>
<div>
<div className="text-sm font-medium mb-2">
Parameters
</div>
<div className="space-y-1">
<div className="flex items-center justify-between text-xs">
<span className="text-muted-foreground">
Temp
</span>
<span>
{arm.params.temperature_min.toFixed(2)}-
{arm.params.temperature_max.toFixed(2)}
</span>
</div>
<div className="flex items-center justify-between text-xs">
<span className="text-muted-foreground">
Reasoning Effort
</span>
<span>
{arm.params.thinking_min.toFixed(2)}-
{arm.params.thinking_max.toFixed(2)}
</span>
</div>
</div>
</div>
</div>
</CardContent>
</Card>
);
})
)}
</div>
</div>
{/* Reset Cluster Dialog */}
<ResetClusterDialog
cluster={selectedCluster || null}
open={isResetClusterDialogOpen}
onOpenChange={setIsResetClusterDialogOpen}
onConfirm={handleResetCluster}
isResetting={isResetting}
/>
</>
);
}
|