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cvsa-legacy/packages/ml_panel/src/components/SamplingPanel.tsx

235 lines
6.9 KiB
TypeScript

import { useState } from "react";
import { useMutation, useQuery } from "@tanstack/react-query";
import { Button } from "@/components/ui/button";
import { Card, CardContent, CardDescription, CardHeader, CardTitle } from "@/components/ui/card";
import { Input } from "@/components/ui/input";
import { Label } from "@/components/ui/label";
import {
Select,
SelectContent,
SelectItem,
SelectTrigger,
SelectValue
} from "@/components/ui/select";
import { Textarea } from "@/components/ui/textarea";
import { Badge } from "@/components/ui/badge";
import { Tabs, TabsContent, TabsList, TabsTrigger } from "@/components/ui/tabs";
import { Alert, AlertDescription } from "@/components/ui/alert";
import { Database, Play, TestTube, Settings, BarChart3 } from "lucide-react";
import { apiClient } from "@/lib/api";
import type { SamplingResponse, DatasetCreateResponse } from "@/types/api";
interface SamplingConfig {
strategy: string;
limit?: number;
}
export function SamplingPanel() {
const [samplingConfig, setSamplingConfig] = useState<SamplingConfig>({
strategy: "all",
limit: undefined,
});
const [embeddingModel, setEmbeddingModel] = useState<string>("");
const [description, setDescription] = useState<string>("");
// Test sampling mutation
const testSamplingMutation = useMutation({
mutationFn: (config: SamplingConfig) => apiClient.sampleDataset(config),
onSuccess: (data: SamplingResponse) => {
console.log("Sampling test successful:", data);
},
onError: (error: Error) => {
console.error("Sampling test failed:", error);
}
});
// Create dataset with sampling mutation
const createDatasetMutation = useMutation({
mutationFn: (config: {
sampling: SamplingConfig;
embedding_model: string;
description?: string;
}) => apiClient.createDatasetWithSampling(config),
onSuccess: (data: DatasetCreateResponse) => {
console.log("Dataset created successfully:", data);
},
onError: (error: Error) => {
console.error("Dataset creation failed:", error);
}
});
const handleStrategyChange = (strategy: string) => {
setSamplingConfig((prev) => ({ ...prev, strategy }));
};
const handleLimitChange = (limit: string) => {
setSamplingConfig((prev) => ({
...prev,
limit: limit ? parseInt(limit) : undefined
}));
};
const handleTestSampling = () => {
testSamplingMutation.mutate(samplingConfig);
};
const handleCreateDataset = () => {
if (!embeddingModel) {
alert("Please select an embedding model");
return;
}
createDatasetMutation.mutate({
sampling: samplingConfig,
embedding_model: embeddingModel,
description: description || undefined
});
};
const getStrategyDescription = (strategy: string) => {
switch (strategy) {
case "all":
return "Sample all labeled videos";
case "random":
return "Randomly sample specified number of labeled videos";
default:
return "Unknown strategy";
}
};
return (
<div className="space-y-6">
<Tabs defaultValue="configure" className="w-full">
<TabsList className="w-full mb-4">
<TabsTrigger value="configure">
<Settings className="h-4 w-4 mr-2" />
Configure Sampling
</TabsTrigger>
<TabsTrigger value="test">
<TestTube className="h-4 w-4 mr-2" />
Test Sampling
</TabsTrigger>
</TabsList>
<TabsContent value="configure" className="space-y-4">
<Card>
<CardHeader>
<CardTitle>Sampling Strategy Configuration</CardTitle>
<CardDescription>Select data sampling strategy and parameters</CardDescription>
</CardHeader>
<CardContent className="space-y-4">
<div className="grid grid-cols-2 gap-4">
<div className="space-y-2">
<Label htmlFor="strategy">Sampling Strategy</Label>
<Select
value={samplingConfig.strategy}
onValueChange={handleStrategyChange}
>
<SelectTrigger>
<SelectValue placeholder="Select strategy" />
</SelectTrigger>
<SelectContent>
<SelectItem value="all">All Labeled Videos</SelectItem>
<SelectItem value="random">Random Sampling</SelectItem>
</SelectContent>
</Select>
<p className="text-sm text-muted-foreground">
{getStrategyDescription(samplingConfig.strategy)}
</p>
</div>
{samplingConfig.strategy === "random" && (
<div className="space-y-2">
<Label htmlFor="limit">Sample Count</Label>
<Input
id="limit"
type="number"
placeholder="e.g., 1000"
value={samplingConfig.limit || ""}
onChange={(e) => handleLimitChange(e.target.value)}
/>
</div>
)}
</div>
</CardContent>
</Card>
</TabsContent>
<TabsContent value="test" className="space-y-4">
<Card>
<CardHeader>
<CardTitle>Test Sampling</CardTitle>
<CardDescription>
Test sampling strategy and view data statistics for sampling
</CardDescription>
</CardHeader>
<CardContent className="space-y-4">
<div className="flex space-x-4">
<Button
onClick={handleTestSampling}
disabled={testSamplingMutation.isPending}
className="flex-1"
>
<Play className="h-4 w-4 mr-2" />
{testSamplingMutation.isPending ? "Testing..." : "Start Test"}
</Button>
</div>
{testSamplingMutation.isSuccess && testSamplingMutation.data && (
<Alert>
<BarChart3 className="h-4 w-4" />
<AlertDescription>
<div className="space-y-2">
<div className="flex items-center justify-between">
<span>Total available data:</span>
<Badge variant="outline">
{(
testSamplingMutation.data as SamplingResponse
).total_available.toLocaleString()}
</Badge>
</div>
<div className="flex items-center justify-between">
<span>Will sample:</span>
<Badge>
{(
testSamplingMutation.data as SamplingResponse
).sampled_count.toLocaleString()}
</Badge>
</div>
<div className="flex items-center justify-between">
<span>Sampling ratio:</span>
<Badge variant="secondary">
{(
((
testSamplingMutation.data as SamplingResponse
).sampled_count /
(
testSamplingMutation.data as SamplingResponse
).total_available) *
100
).toFixed(1)}
%
</Badge>
</div>
</div>
</AlertDescription>
</Alert>
)}
{testSamplingMutation.isError && (
<Alert variant="destructive">
<AlertDescription>
Test failed: {(testSamplingMutation.error as Error).message}
</AlertDescription>
</Alert>
)}
</CardContent>
</Card>
</TabsContent>
</Tabs>
</div>
);
}