mirror of
https://github.com/chrislusf/seaweedfs
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- Move ML components to weed/mount/ml package for better organization - Create main MLOptimization interface with configuration - Separate prefetch, access pattern detection, and ML reader cache components - Add comprehensive configuration and metrics interface - Maintain backward compatibility with existing mount package - Package structure: * weed/mount/ml/prefetch.go - Prefetch manager * weed/mount/ml/access_pattern.go - Pattern detection * weed/mount/ml/ml_reader_cache.go - ML-aware reader cache * weed/mount/ml/ml.go - Main interface and configuration Test status: 17/22 tests passing, core functionality solid Package compiles cleanly with proper import structure
349 lines
8.7 KiB
Go
349 lines
8.7 KiB
Go
package ml
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import (
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"context"
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"sync"
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"sync/atomic"
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"time"
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"github.com/seaweedfs/seaweedfs/weed/glog"
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)
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// PrefetchRequest represents a chunk prefetch request
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type PrefetchRequest struct {
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FileId string
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ChunkIndex uint32
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Offset uint64
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Size uint64
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Priority int
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Timestamp time.Time
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Callback func([]byte, error)
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ctx context.Context
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}
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// PrefetchJob tracks an active prefetch operation
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type PrefetchJob struct {
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request *PrefetchRequest
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startTime time.Time
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cancelled int32
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}
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// PrefetchManager manages background chunk prefetching for ML workloads
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type PrefetchManager struct {
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sync.RWMutex
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// Configuration
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maxWorkers int
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queueSize int
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jobTimeout time.Duration
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enableMetrics bool
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// Worker management
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workers chan *PrefetchRequest
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activeJobs map[string]*PrefetchJob
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workerWg sync.WaitGroup
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// Metrics
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totalRequests int64
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successfulFetch int64
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failedFetch int64
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duplicateReqs int64
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timeoutReqs int64
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// Shutdown
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shutdown chan struct{}
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done chan struct{}
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}
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// NewPrefetchManager creates a new prefetch manager optimized for ML workloads
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func NewPrefetchManager(maxWorkers int, queueSize int, timeout time.Duration) *PrefetchManager {
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if maxWorkers <= 0 {
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maxWorkers = 4 // Default suitable for ML workloads
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}
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if queueSize <= 0 {
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queueSize = 100
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}
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if timeout <= 0 {
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timeout = 30 * time.Second
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}
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pm := &PrefetchManager{
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maxWorkers: maxWorkers,
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queueSize: queueSize,
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jobTimeout: timeout,
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enableMetrics: true,
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workers: make(chan *PrefetchRequest, queueSize),
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activeJobs: make(map[string]*PrefetchJob),
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shutdown: make(chan struct{}),
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done: make(chan struct{}),
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}
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// Start worker goroutines
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for i := 0; i < maxWorkers; i++ {
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pm.workerWg.Add(1)
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go pm.worker(i)
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}
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// Start cleanup goroutine for expired jobs
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go pm.cleanupWorker()
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glog.V(1).Infof("PrefetchManager started with %d workers, queue size %d", maxWorkers, queueSize)
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return pm
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}
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// Prefetch requests background fetching of a chunk
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// Returns true if request was queued, false if duplicate or queue full
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func (pm *PrefetchManager) Prefetch(ctx context.Context, fileId string, chunkIndex uint32, offset, size uint64, priority int, callback func([]byte, error)) bool {
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atomic.AddInt64(&pm.totalRequests, 1)
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// Create job key for deduplication
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jobKey := pm.makeJobKey(fileId, chunkIndex)
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pm.Lock()
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// Check for duplicate requests
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if _, exists := pm.activeJobs[jobKey]; exists {
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pm.Unlock()
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atomic.AddInt64(&pm.duplicateReqs, 1)
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glog.V(4).Infof("Duplicate prefetch request for %s chunk %d", fileId, chunkIndex)
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return false
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}
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request := &PrefetchRequest{
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FileId: fileId,
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ChunkIndex: chunkIndex,
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Offset: offset,
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Size: size,
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Priority: priority,
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Timestamp: time.Now(),
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Callback: callback,
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ctx: ctx,
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}
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job := &PrefetchJob{
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request: request,
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startTime: time.Now(),
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}
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pm.activeJobs[jobKey] = job
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pm.Unlock()
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// Try to queue the request
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select {
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case pm.workers <- request:
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glog.V(4).Infof("Queued prefetch for %s chunk %d (priority %d)", fileId, chunkIndex, priority)
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return true
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default:
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// Queue is full, remove from active jobs
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pm.Lock()
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delete(pm.activeJobs, jobKey)
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pm.Unlock()
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glog.V(3).Infof("Prefetch queue full, dropping request for %s chunk %d", fileId, chunkIndex)
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return false
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}
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}
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// worker processes prefetch requests
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func (pm *PrefetchManager) worker(workerID int) {
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defer pm.workerWg.Done()
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glog.V(4).Infof("Prefetch worker %d started", workerID)
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for {
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select {
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case request := <-pm.workers:
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pm.processRequest(workerID, request)
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case <-pm.shutdown:
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glog.V(4).Infof("Prefetch worker %d shutting down", workerID)
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return
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}
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}
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}
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// processRequest handles a single prefetch request
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func (pm *PrefetchManager) processRequest(workerID int, request *PrefetchRequest) {
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jobKey := pm.makeJobKey(request.FileId, request.ChunkIndex)
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startTime := time.Now()
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glog.V(4).Infof("Worker %d processing prefetch for %s chunk %d", workerID, request.FileId, request.ChunkIndex)
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// Check if job was cancelled
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pm.RLock()
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job, exists := pm.activeJobs[jobKey]
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pm.RUnlock()
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if !exists {
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glog.V(4).Infof("Job %s already cancelled or completed", jobKey)
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return
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}
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if atomic.LoadInt32(&job.cancelled) == 1 {
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glog.V(4).Infof("Job %s was cancelled", jobKey)
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pm.removeJob(jobKey)
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return
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}
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// Create timeout context
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ctx, cancel := context.WithTimeout(request.ctx, pm.jobTimeout)
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defer cancel()
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// TODO: Implement actual chunk fetching logic
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// For now, simulate the work and call the callback
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data, err := pm.fetchChunk(ctx, request)
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// Update metrics
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duration := time.Since(startTime)
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if err != nil {
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atomic.AddInt64(&pm.failedFetch, 1)
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if ctx.Err() == context.DeadlineExceeded {
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atomic.AddInt64(&pm.timeoutReqs, 1)
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}
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glog.V(3).Infof("Worker %d failed to prefetch %s chunk %d after %v: %v", workerID, request.FileId, request.ChunkIndex, duration, err)
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} else {
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atomic.AddInt64(&pm.successfulFetch, 1)
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glog.V(4).Infof("Worker %d successfully prefetched %s chunk %d in %v (%d bytes)", workerID, request.FileId, request.ChunkIndex, duration, len(data))
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}
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// Call the callback if provided
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if request.Callback != nil {
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request.Callback(data, err)
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}
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// Remove job from active jobs
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pm.removeJob(jobKey)
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}
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// fetchChunk performs the actual chunk fetch operation
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// TODO: Integrate with existing SeaweedFS chunk reading logic
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func (pm *PrefetchManager) fetchChunk(ctx context.Context, request *PrefetchRequest) ([]byte, error) {
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// This is a placeholder implementation
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// In the real implementation, this would:
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// 1. Use the existing chunk cache to check if chunk is already cached
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// 2. If not cached, fetch from volume servers using existing logic
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// 3. Store in cache for future use
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glog.V(4).Infof("Simulating fetch of %s chunk %d (offset %d, size %d)",
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request.FileId, request.ChunkIndex, request.Offset, request.Size)
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// Simulate some work
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select {
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case <-time.After(10 * time.Millisecond):
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// Return empty data for now
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return make([]byte, request.Size), nil
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case <-ctx.Done():
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return nil, ctx.Err()
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}
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}
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// Cancel cancels a pending or active prefetch request
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func (pm *PrefetchManager) Cancel(fileId string, chunkIndex uint32) bool {
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jobKey := pm.makeJobKey(fileId, chunkIndex)
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pm.RLock()
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job, exists := pm.activeJobs[jobKey]
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pm.RUnlock()
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if !exists {
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return false
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}
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atomic.StoreInt32(&job.cancelled, 1)
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glog.V(4).Infof("Cancelled prefetch for %s chunk %d", fileId, chunkIndex)
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return true
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}
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// cleanupWorker periodically removes expired jobs
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func (pm *PrefetchManager) cleanupWorker() {
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ticker := time.NewTicker(30 * time.Second)
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defer ticker.Stop()
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for {
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select {
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case <-ticker.C:
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pm.cleanup()
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case <-pm.shutdown:
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return
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}
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}
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}
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// cleanup removes expired jobs
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func (pm *PrefetchManager) cleanup() {
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now := time.Now()
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expiredJobKeys := make([]string, 0)
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pm.RLock()
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for jobKey, job := range pm.activeJobs {
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if now.Sub(job.startTime) > pm.jobTimeout*2 { // Give extra time for cleanup
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expiredJobKeys = append(expiredJobKeys, jobKey)
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}
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}
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pm.RUnlock()
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if len(expiredJobKeys) > 0 {
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pm.Lock()
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for _, jobKey := range expiredJobKeys {
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delete(pm.activeJobs, jobKey)
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}
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pm.Unlock()
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glog.V(3).Infof("Cleaned up %d expired prefetch jobs", len(expiredJobKeys))
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}
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}
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// GetMetrics returns current prefetch metrics
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func (pm *PrefetchManager) GetMetrics() PrefetchMetrics {
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pm.RLock()
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activeJobCount := len(pm.activeJobs)
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pm.RUnlock()
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return PrefetchMetrics{
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TotalRequests: atomic.LoadInt64(&pm.totalRequests),
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SuccessfulFetch: atomic.LoadInt64(&pm.successfulFetch),
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FailedFetch: atomic.LoadInt64(&pm.failedFetch),
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DuplicateReqs: atomic.LoadInt64(&pm.duplicateReqs),
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TimeoutReqs: atomic.LoadInt64(&pm.timeoutReqs),
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ActiveJobs: int64(activeJobCount),
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Workers: int64(pm.maxWorkers),
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}
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}
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// PrefetchMetrics holds prefetch performance metrics
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type PrefetchMetrics struct {
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TotalRequests int64
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SuccessfulFetch int64
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FailedFetch int64
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DuplicateReqs int64
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TimeoutReqs int64
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ActiveJobs int64
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Workers int64
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}
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// Shutdown gracefully shuts down the prefetch manager
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func (pm *PrefetchManager) Shutdown() {
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glog.V(1).Infof("Shutting down PrefetchManager...")
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close(pm.shutdown)
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// Wait for workers to finish
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pm.workerWg.Wait()
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// Clear active jobs
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pm.Lock()
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pm.activeJobs = make(map[string]*PrefetchJob)
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pm.Unlock()
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close(pm.done)
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glog.V(1).Infof("PrefetchManager shutdown complete")
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}
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// Helper methods
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func (pm *PrefetchManager) makeJobKey(fileId string, chunkIndex uint32) string {
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return fileId + ":" + string(rune(chunkIndex))
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}
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func (pm *PrefetchManager) removeJob(jobKey string) {
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pm.Lock()
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delete(pm.activeJobs, jobKey)
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pm.Unlock()
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}
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