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import React, { useState } from 'react'; | |
import { validateClassifications } from '../api/api'; | |
import { ValidationRequest, ValidationResponse } from '../types/api'; | |
const Validate: React.FC = () => { | |
const [text, setText] = useState(''); | |
const [categories, setCategories] = useState<string[]>([]); | |
const [validationResult, setValidationResult] = useState<ValidationResponse | null>(null); | |
const [loading, setLoading] = useState(false); | |
const [error, setError] = useState<string | null>(null); | |
const handleValidate = async () => { | |
if (!text) return; | |
setLoading(true); | |
setError(null); | |
try { | |
const texts = text.split('\n').filter(t => t.trim()); | |
const samples = texts.map(t => ({ | |
text: t, | |
assigned_category: '', // This would be filled with actual classifications | |
confidence: 0 | |
})); | |
const request: ValidationRequest = { | |
samples, | |
current_categories: categories, | |
text_columns: ['text'] | |
}; | |
const response = await validateClassifications(request); | |
setValidationResult(response); | |
} catch (err) { | |
setError('Failed to validate classifications'); | |
} finally { | |
setLoading(false); | |
} | |
}; | |
return ( | |
<div className="space-y-6"> | |
<div className="bg-white shadow sm:rounded-lg"> | |
<div className="px-4 py-5 sm:p-6"> | |
<h3 className="text-lg leading-6 font-medium text-gray-900">Validate Classifications</h3> | |
<div className="mt-2 max-w-xl text-sm text-gray-500"> | |
<p>Enter text samples (one per line) to validate their classifications.</p> | |
</div> | |
<div className="mt-5"> | |
<textarea | |
rows={4} | |
className="shadow-sm focus:ring-primary-500 focus:border-primary-500 block w-full sm:text-sm border-gray-300 rounded-md" | |
placeholder="Enter text samples..." | |
value={text} | |
onChange={(e) => setText(e.target.value)} | |
/> | |
</div> | |
<div className="mt-5"> | |
<button | |
type="button" | |
className="inline-flex items-center px-4 py-2 border border-transparent text-sm font-medium rounded-md shadow-sm text-white bg-primary-600 hover:bg-primary-700 focus:outline-none focus:ring-2 focus:ring-offset-2 focus:ring-primary-500" | |
onClick={handleValidate} | |
disabled={loading} | |
> | |
Validate | |
</button> | |
</div> | |
</div> | |
</div> | |
{loading && ( | |
<div className="flex justify-center"> | |
<div className="animate-spin rounded-full h-12 w-12 border-b-2 border-primary-500"></div> | |
</div> | |
)} | |
{error && ( | |
<div className="bg-red-50 border-l-4 border-red-400 p-4"> | |
<div className="flex"> | |
<div className="flex-shrink-0"> | |
<svg className="h-5 w-5 text-red-400" viewBox="0 0 20 20" fill="currentColor"> | |
<path fillRule="evenodd" d="M10 18a8 8 0 100-16 8 8 0 000 16zM8.707 7.293a1 1 0 00-1.414 1.414L8.586 10l-1.293 1.293a1 1 0 101.414 1.414L10 11.414l1.293 1.293a1 1 0 001.414-1.414L11.414 10l1.293-1.293a1 1 0 00-1.414-1.414L10 8.586 8.707 7.293z" clipRule="evenodd" /> | |
</svg> | |
</div> | |
<div className="ml-3"> | |
<p className="text-sm text-red-700">{error}</p> | |
</div> | |
</div> | |
</div> | |
)} | |
{validationResult && ( | |
<div className="bg-white shadow overflow-hidden sm:rounded-lg"> | |
<div className="px-4 py-5 sm:px-6"> | |
<h3 className="text-lg leading-6 font-medium text-gray-900">Validation Results</h3> | |
</div> | |
<div className="border-t border-gray-200"> | |
<dl> | |
{validationResult.accuracy_score !== undefined && ( | |
<div className="bg-gray-50 px-4 py-5 sm:grid sm:grid-cols-3 sm:gap-4 sm:px-6"> | |
<dt className="text-sm font-medium text-gray-500">Accuracy Score</dt> | |
<dd className="mt-1 text-sm text-gray-900 sm:mt-0 sm:col-span-2"> | |
{(validationResult.accuracy_score * 100).toFixed(2)}% | |
</dd> | |
</div> | |
)} | |
<div className="bg-white px-4 py-5 sm:grid sm:grid-cols-3 sm:gap-4 sm:px-6"> | |
<dt className="text-sm font-medium text-gray-500">Validation Report</dt> | |
<dd className="mt-1 text-sm text-gray-900 sm:mt-0 sm:col-span-2"> | |
{validationResult.validation_report} | |
</dd> | |
</div> | |
{validationResult.misclassifications && validationResult.misclassifications.length > 0 && ( | |
<div className="bg-gray-50 px-4 py-5 sm:grid sm:grid-cols-3 sm:gap-4 sm:px-6"> | |
<dt className="text-sm font-medium text-gray-500">Misclassifications</dt> | |
<dd className="mt-1 text-sm text-gray-900 sm:mt-0 sm:col-span-2"> | |
<ul className="border border-gray-200 rounded-md divide-y divide-gray-200"> | |
{validationResult.misclassifications.map((item, index) => ( | |
<li key={index} className="pl-3 pr-4 py-3 flex items-center justify-between text-sm"> | |
<div className="w-0 flex-1 flex items-center"> | |
<span className="ml-2 flex-1 w-0 truncate"> | |
{item.text} | |
</span> | |
</div> | |
<div className="ml-4 flex-shrink-0"> | |
<span className="text-gray-500"> | |
Current: {item.current_category} | |
</span> | |
</div> | |
</li> | |
))} | |
</ul> | |
</dd> | |
</div> | |
)} | |
{validationResult.suggested_improvements && validationResult.suggested_improvements.length > 0 && ( | |
<div className="bg-white px-4 py-5 sm:grid sm:grid-cols-3 sm:gap-4 sm:px-6"> | |
<dt className="text-sm font-medium text-gray-500">Suggested Improvements</dt> | |
<dd className="mt-1 text-sm text-gray-900 sm:mt-0 sm:col-span-2"> | |
<ul className="list-disc pl-5 space-y-1"> | |
{validationResult.suggested_improvements.map((improvement, index) => ( | |
<li key={index}>{improvement}</li> | |
))} | |
</ul> | |
</dd> | |
</div> | |
)} | |
</dl> | |
</div> | |
</div> | |
)} | |
</div> | |
); | |
}; | |
export default Validate; |