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import { useState, useCallback, useRef, useEffect } from 'react'
import { apiClient } from '../api/client'
import type { SegmentationResult, JobStatus } from '../types'
// Polling interval in milliseconds
const POLLING_INTERVAL = 2000
/**
* Hook for running segmentation with async job polling.
*
* Instead of waiting for the full inference to complete (which can timeout
* on HuggingFace Spaces), this hook:
* 1. Creates a job that returns immediately with a job ID
* 2. Polls for job status/progress every 2 seconds
* 3. Returns results when the job completes
*
* This avoids the ~60s gateway timeout on HF Spaces while providing
* real-time progress updates to the user.
*/
export function useSegmentation() {
// Result state
const [result, setResult] = useState<SegmentationResult | null>(null)
const [error, setError] = useState<string | null>(null)
// Job tracking state
const [jobId, setJobId] = useState<string | null>(null)
const [jobStatus, setJobStatus] = useState<JobStatus | null>(null)
const [progress, setProgress] = useState(0)
const [progressMessage, setProgressMessage] = useState('')
const [elapsedSeconds, setElapsedSeconds] = useState<number | undefined>(
undefined
)
// Loading state - true from job creation until completion/failure
const [isLoading, setIsLoading] = useState(false)
// Refs for managing async operations
const currentJobRef = useRef<string | null>(null)
const pollingIntervalRef = useRef<number | null>(null)
const abortControllerRef = useRef<AbortController | null>(null)
/**
* Stop polling for job status
*/
const stopPolling = useCallback(() => {
if (pollingIntervalRef.current) {
clearInterval(pollingIntervalRef.current)
pollingIntervalRef.current = null
}
}, [])
/**
* Poll for job status and update state
*/
const pollJobStatus = useCallback(
async (id: string, signal: AbortSignal) => {
// Don't poll if this isn't the current job
if (id !== currentJobRef.current) {
stopPolling()
return
}
try {
const response = await apiClient.getJobStatus(id, signal)
// Ignore results if job changed
if (id !== currentJobRef.current) return
// Update progress state
setJobStatus(response.status)
setProgress(response.progress)
setProgressMessage(response.progressMessage)
setElapsedSeconds(response.elapsedSeconds)
// Handle completion
if (response.status === 'completed' && response.result) {
stopPolling()
setIsLoading(false)
setResult({
dwiUrl: response.result.dwiUrl,
predictionUrl: response.result.predictionUrl,
metrics: {
caseId: response.result.caseId,
diceScore: response.result.diceScore,
volumeMl: response.result.volumeMl,
elapsedSeconds: response.result.elapsedSeconds,
},
})
}
// Handle failure
if (response.status === 'failed') {
stopPolling()
setIsLoading(false)
setError(response.error || 'Job failed')
setResult(null)
}
} catch (err) {
// Ignore abort errors
if (err instanceof Error && err.name === 'AbortError') return
// Don't stop polling on transient network errors - retry next interval
console.warn('Polling error (will retry):', err)
}
},
[stopPolling]
)
/**
* Start segmentation job and begin polling
*/
const runSegmentation = useCallback(
async (caseId: string, fastMode = true) => {
// Cancel any existing job/polling
stopPolling()
abortControllerRef.current?.abort()
const abortController = new AbortController()
abortControllerRef.current = abortController
// Reset state
setError(null)
setResult(null)
setProgress(0)
setProgressMessage('Creating job...')
setJobStatus('pending')
setElapsedSeconds(undefined)
setIsLoading(true)
try {
// Create the job
const response = await apiClient.createSegmentJob(
caseId,
fastMode,
abortController.signal
)
// Store job reference
const newJobId = response.jobId
setJobId(newJobId)
currentJobRef.current = newJobId
setJobStatus(response.status)
setProgressMessage(response.message)
// Start polling
pollingIntervalRef.current = window.setInterval(() => {
pollJobStatus(newJobId, abortController.signal)
}, POLLING_INTERVAL)
// Do an initial poll immediately
await pollJobStatus(newJobId, abortController.signal)
} catch (err) {
// Ignore abort errors
if (err instanceof Error && err.name === 'AbortError') return
const message = err instanceof Error ? err.message : 'Failed to start job'
setError(message)
setIsLoading(false)
setJobStatus('failed')
}
},
[pollJobStatus, stopPolling]
)
/**
* Cancel the current job (stops polling, clears loading state)
*/
const cancelJob = useCallback(() => {
stopPolling()
abortControllerRef.current?.abort()
currentJobRef.current = null
setIsLoading(false)
setJobStatus(null)
setProgress(0)
setProgressMessage('')
}, [stopPolling])
// Cleanup on unmount
useEffect(() => {
return () => {
stopPolling()
abortControllerRef.current?.abort()
}
}, [stopPolling])
return {
// Result data
result,
error,
// Job status
jobId,
jobStatus,
progress,
progressMessage,
elapsedSeconds,
// Loading state
isLoading,
// Actions
runSegmentation,
cancelJob,
}
}
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