-
Notifications
You must be signed in to change notification settings - Fork 1.2k
/
bulk_processor.go
656 lines (577 loc) · 19.1 KB
/
bulk_processor.go
1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
28
29
30
31
32
33
34
35
36
37
38
39
40
41
42
43
44
45
46
47
48
49
50
51
52
53
54
55
56
57
58
59
60
61
62
63
64
65
66
67
68
69
70
71
72
73
74
75
76
77
78
79
80
81
82
83
84
85
86
87
88
89
90
91
92
93
94
95
96
97
98
99
100
101
102
103
104
105
106
107
108
109
110
111
112
113
114
115
116
117
118
119
120
121
122
123
124
125
126
127
128
129
130
131
132
133
134
135
136
137
138
139
140
141
142
143
144
145
146
147
148
149
150
151
152
153
154
155
156
157
158
159
160
161
162
163
164
165
166
167
168
169
170
171
172
173
174
175
176
177
178
179
180
181
182
183
184
185
186
187
188
189
190
191
192
193
194
195
196
197
198
199
200
201
202
203
204
205
206
207
208
209
210
211
212
213
214
215
216
217
218
219
220
221
222
223
224
225
226
227
228
229
230
231
232
233
234
235
236
237
238
239
240
241
242
243
244
245
246
247
248
249
250
251
252
253
254
255
256
257
258
259
260
261
262
263
264
265
266
267
268
269
270
271
272
273
274
275
276
277
278
279
280
281
282
283
284
285
286
287
288
289
290
291
292
293
294
295
296
297
298
299
300
301
302
303
304
305
306
307
308
309
310
311
312
313
314
315
316
317
318
319
320
321
322
323
324
325
326
327
328
329
330
331
332
333
334
335
336
337
338
339
340
341
342
343
344
345
346
347
348
349
350
351
352
353
354
355
356
357
358
359
360
361
362
363
364
365
366
367
368
369
370
371
372
373
374
375
376
377
378
379
380
381
382
383
384
385
386
387
388
389
390
391
392
393
394
395
396
397
398
399
400
401
402
403
404
405
406
407
408
409
410
411
412
413
414
415
416
417
418
419
420
421
422
423
424
425
426
427
428
429
430
431
432
433
434
435
436
437
438
439
440
441
442
443
444
445
446
447
448
449
450
451
452
453
454
455
456
457
458
459
460
461
462
463
464
465
466
467
468
469
470
471
472
473
474
475
476
477
478
479
480
481
482
483
484
485
486
487
488
489
490
491
492
493
494
495
496
497
498
499
500
501
502
503
504
505
506
507
508
509
510
511
512
513
514
515
516
517
518
519
520
521
522
523
524
525
526
527
528
529
530
531
532
533
534
535
536
537
538
539
540
541
542
543
544
545
546
547
548
549
550
551
552
553
554
555
556
557
558
559
560
561
562
563
564
565
566
567
568
569
570
571
572
573
574
575
576
577
578
579
580
581
582
583
584
585
586
587
588
589
590
591
592
593
594
595
596
597
598
599
600
601
602
603
604
605
606
607
608
609
610
611
612
613
614
615
616
617
618
619
620
621
622
623
624
625
626
627
628
629
630
631
632
633
634
635
636
637
638
639
640
641
642
643
644
645
646
647
648
649
650
651
652
653
654
655
656
// Copyright 2012-present Oliver Eilhard. All rights reserved.
// Use of this source code is governed by a MIT-license.
// See http://olivere.mit-license.org/license.txt for details.
package elastic
import (
"context"
"errors"
"net"
"sync"
"sync/atomic"
"time"
)
var (
// ErrBulkItemRetry is returned in BulkProcessor from a worker when
// a response item needs to be retried.
ErrBulkItemRetry = errors.New("elastic: uncommitted bulk response items")
defaultRetryItemStatusCodes = []int{408, 429, 503, 507}
)
// BulkProcessorService allows to easily process bulk requests. It allows setting
// policies when to flush new bulk requests, e.g. based on a number of actions,
// on the size of the actions, and/or to flush periodically. It also allows
// to control the number of concurrent bulk requests allowed to be executed
// in parallel.
//
// BulkProcessorService, by default, commits either every 1000 requests or when the
// (estimated) size of the bulk requests exceeds 5 MB. However, it does not
// commit periodically. BulkProcessorService also does retry by default, using
// an exponential backoff algorithm. It also will automatically re-enqueue items
// returned with a status of 408, 429, 503 or 507. You can change this
// behavior with RetryItemStatusCodes.
//
// The caller is responsible for setting the index and type on every
// bulk request added to BulkProcessorService.
//
// BulkProcessorService takes ideas from the BulkProcessor of the
// Elasticsearch Java API as documented in
// https://www.elastic.co/guide/en/elasticsearch/client/java-api/current/java-docs-bulk-processor.html.
type BulkProcessorService struct {
c *Client
beforeFn BulkBeforeFunc
afterFn BulkAfterFunc
name string // name of processor
numWorkers int // # of workers (>= 1)
bulkActions int // # of requests after which to commit
bulkSize int // # of bytes after which to commit
flushInterval time.Duration // periodic flush interval
wantStats bool // indicates whether to gather statistics
backoff Backoff // a custom Backoff to use for errors
retryItemStatusCodes []int // array of status codes for bulk response line items that may be retried
}
// NewBulkProcessorService creates a new BulkProcessorService.
func NewBulkProcessorService(client *Client) *BulkProcessorService {
return &BulkProcessorService{
c: client,
numWorkers: 1,
bulkActions: 1000,
bulkSize: 5 << 20, // 5 MB
backoff: NewExponentialBackoff(
time.Duration(200)*time.Millisecond,
time.Duration(10000)*time.Millisecond,
),
retryItemStatusCodes: defaultRetryItemStatusCodes,
}
}
// BulkBeforeFunc defines the signature of callbacks that are executed
// before a commit to Elasticsearch.
type BulkBeforeFunc func(executionId int64, requests []BulkableRequest)
// BulkAfterFunc defines the signature of callbacks that are executed
// after a commit to Elasticsearch. The err parameter signals an error.
type BulkAfterFunc func(executionId int64, requests []BulkableRequest, response *BulkResponse, err error)
// Before specifies a function to be executed before bulk requests get committed
// to Elasticsearch.
func (s *BulkProcessorService) Before(fn BulkBeforeFunc) *BulkProcessorService {
s.beforeFn = fn
return s
}
// After specifies a function to be executed when bulk requests have been
// committed to Elasticsearch. The After callback executes both when the
// commit was successful as well as on failures.
func (s *BulkProcessorService) After(fn BulkAfterFunc) *BulkProcessorService {
s.afterFn = fn
return s
}
// Name is an optional name to identify this bulk processor.
func (s *BulkProcessorService) Name(name string) *BulkProcessorService {
s.name = name
return s
}
// Workers is the number of concurrent workers allowed to be
// executed. Defaults to 1 and must be greater or equal to 1.
func (s *BulkProcessorService) Workers(num int) *BulkProcessorService {
s.numWorkers = num
return s
}
// BulkActions specifies when to flush based on the number of actions
// currently added. Defaults to 1000 and can be set to -1 to be disabled.
func (s *BulkProcessorService) BulkActions(bulkActions int) *BulkProcessorService {
s.bulkActions = bulkActions
return s
}
// BulkSize specifies when to flush based on the size (in bytes) of the actions
// currently added. Defaults to 5 MB and can be set to -1 to be disabled.
func (s *BulkProcessorService) BulkSize(bulkSize int) *BulkProcessorService {
s.bulkSize = bulkSize
return s
}
// FlushInterval specifies when to flush at the end of the given interval.
// This is disabled by default. If you want the bulk processor to
// operate completely asynchronously, set both BulkActions and BulkSize to
// -1 and set the FlushInterval to a meaningful interval.
func (s *BulkProcessorService) FlushInterval(interval time.Duration) *BulkProcessorService {
s.flushInterval = interval
return s
}
// Stats tells bulk processor to gather stats while running.
// Use Stats to return the stats. This is disabled by default.
func (s *BulkProcessorService) Stats(wantStats bool) *BulkProcessorService {
s.wantStats = wantStats
return s
}
// Backoff sets the backoff strategy to use for errors.
func (s *BulkProcessorService) Backoff(backoff Backoff) *BulkProcessorService {
s.backoff = backoff
return s
}
// RetryItemStatusCodes sets an array of status codes that indicate that a bulk
// response line item should be retried.
func (s *BulkProcessorService) RetryItemStatusCodes(retryItemStatusCodes ...int) *BulkProcessorService {
s.retryItemStatusCodes = retryItemStatusCodes
return s
}
// Do creates a new BulkProcessor and starts it.
// Consider the BulkProcessor as a running instance that accepts bulk requests
// and commits them to Elasticsearch, spreading the work across one or more
// workers.
//
// You can interoperate with the BulkProcessor returned by Do, e.g. Start and
// Stop (or Close) it.
//
// Context is an optional context that is passed into the bulk request
// service calls. In contrast to other operations, this context is used in
// a long running process. You could use it to pass e.g. loggers, but you
// shouldn't use it for cancellation.
//
// Calling Do several times returns new BulkProcessors. You probably don't
// want to do this. BulkProcessorService implements just a builder pattern.
func (s *BulkProcessorService) Do(ctx context.Context) (*BulkProcessor, error) {
retryItemStatusCodes := make(map[int]struct{})
for _, code := range s.retryItemStatusCodes {
retryItemStatusCodes[code] = struct{}{}
}
p := newBulkProcessor(
s.c,
s.beforeFn,
s.afterFn,
s.name,
s.numWorkers,
s.bulkActions,
s.bulkSize,
s.flushInterval,
s.wantStats,
s.backoff,
retryItemStatusCodes)
err := p.Start(ctx)
if err != nil {
return nil, err
}
return p, nil
}
// -- Bulk Processor Statistics --
// BulkProcessorStats contains various statistics of a bulk processor
// while it is running. Use the Stats func to return it while running.
type BulkProcessorStats struct {
Flushed int64 // number of times the flush interval has been invoked
Committed int64 // # of times workers committed bulk requests
Indexed int64 // # of requests indexed
Created int64 // # of requests that ES reported as creates (201)
Updated int64 // # of requests that ES reported as updates
Deleted int64 // # of requests that ES reported as deletes
Succeeded int64 // # of requests that ES reported as successful
Failed int64 // # of requests that ES reported as failed
Workers []*BulkProcessorWorkerStats // stats for each worker
}
// BulkProcessorWorkerStats represents per-worker statistics.
type BulkProcessorWorkerStats struct {
Queued int64 // # of requests queued in this worker
LastDuration time.Duration // duration of last commit
}
// newBulkProcessorStats initializes and returns a BulkProcessorStats struct.
func newBulkProcessorStats(workers int) *BulkProcessorStats {
stats := &BulkProcessorStats{
Workers: make([]*BulkProcessorWorkerStats, workers),
}
for i := 0; i < workers; i++ {
stats.Workers[i] = &BulkProcessorWorkerStats{}
}
return stats
}
func (st *BulkProcessorStats) dup() *BulkProcessorStats {
dst := new(BulkProcessorStats)
dst.Flushed = st.Flushed
dst.Committed = st.Committed
dst.Indexed = st.Indexed
dst.Created = st.Created
dst.Updated = st.Updated
dst.Deleted = st.Deleted
dst.Succeeded = st.Succeeded
dst.Failed = st.Failed
for _, src := range st.Workers {
dst.Workers = append(dst.Workers, src.dup())
}
return dst
}
func (st *BulkProcessorWorkerStats) dup() *BulkProcessorWorkerStats {
dst := new(BulkProcessorWorkerStats)
dst.Queued = st.Queued
dst.LastDuration = st.LastDuration
return dst
}
// -- Bulk Processor --
// BulkProcessor encapsulates a task that accepts bulk requests and
// orchestrates committing them to Elasticsearch via one or more workers.
//
// BulkProcessor is returned by setting up a BulkProcessorService and
// calling the Do method.
type BulkProcessor struct {
c *Client
beforeFn BulkBeforeFunc
afterFn BulkAfterFunc
name string
bulkActions int
bulkSize int
numWorkers int
executionId int64
requestsC chan BulkableRequest
workerWg sync.WaitGroup
workers []*bulkWorker
flushInterval time.Duration
flusherStopC chan struct{}
wantStats bool
retryItemStatusCodes map[int]struct{}
backoff Backoff
startedMu sync.Mutex // guards the following block
started bool
statsMu sync.Mutex // guards the following block
stats *BulkProcessorStats
stopReconnC chan struct{} // channel to signal stop reconnection attempts
}
func newBulkProcessor(
client *Client,
beforeFn BulkBeforeFunc,
afterFn BulkAfterFunc,
name string,
numWorkers int,
bulkActions int,
bulkSize int,
flushInterval time.Duration,
wantStats bool,
backoff Backoff,
retryItemStatusCodes map[int]struct{}) *BulkProcessor {
return &BulkProcessor{
c: client,
beforeFn: beforeFn,
afterFn: afterFn,
name: name,
numWorkers: numWorkers,
bulkActions: bulkActions,
bulkSize: bulkSize,
flushInterval: flushInterval,
wantStats: wantStats,
retryItemStatusCodes: retryItemStatusCodes,
backoff: backoff,
}
}
// Start starts the bulk processor. If the processor is already started,
// nil is returned.
func (p *BulkProcessor) Start(ctx context.Context) error {
p.startedMu.Lock()
defer p.startedMu.Unlock()
if p.started {
return nil
}
// We must have at least one worker.
if p.numWorkers < 1 {
p.numWorkers = 1
}
p.requestsC = make(chan BulkableRequest)
p.executionId = 0
p.stats = newBulkProcessorStats(p.numWorkers)
p.stopReconnC = make(chan struct{})
// Create and start up workers.
p.workers = make([]*bulkWorker, p.numWorkers)
for i := 0; i < p.numWorkers; i++ {
p.workerWg.Add(1)
p.workers[i] = newBulkWorker(p, i)
go p.workers[i].work(ctx)
}
// Start the ticker for flush (if enabled)
if int64(p.flushInterval) > 0 {
p.flusherStopC = make(chan struct{})
go p.flusher(p.flushInterval)
}
p.started = true
return nil
}
// Stop is an alias for Close.
func (p *BulkProcessor) Stop() error {
return p.Close()
}
// Close stops the bulk processor previously started with Do.
// If it is already stopped, this is a no-op and nil is returned.
//
// By implementing Close, BulkProcessor implements the io.Closer interface.
func (p *BulkProcessor) Close() error {
p.startedMu.Lock()
defer p.startedMu.Unlock()
// Already stopped? Do nothing.
if !p.started {
return nil
}
// Tell connection checkers to stop
if p.stopReconnC != nil {
close(p.stopReconnC)
p.stopReconnC = nil
}
// Stop flusher (if enabled)
if p.flusherStopC != nil {
p.flusherStopC <- struct{}{}
<-p.flusherStopC
close(p.flusherStopC)
p.flusherStopC = nil
}
// Stop all workers.
close(p.requestsC)
p.workerWg.Wait()
p.started = false
return nil
}
// Stats returns the latest bulk processor statistics.
// Collecting stats must be enabled first by calling Stats(true) on
// the service that created this processor.
func (p *BulkProcessor) Stats() BulkProcessorStats {
p.statsMu.Lock()
defer p.statsMu.Unlock()
return *p.stats.dup()
}
// Add adds a single request to commit by the BulkProcessorService.
//
// The caller is responsible for setting the index and type on the request.
func (p *BulkProcessor) Add(request BulkableRequest) {
p.requestsC <- request
}
// Flush manually asks all workers to commit their outstanding requests.
// It returns only when all workers acknowledge completion.
func (p *BulkProcessor) Flush() error {
p.statsMu.Lock()
p.stats.Flushed++
p.statsMu.Unlock()
for _, w := range p.workers {
w.flushC <- struct{}{}
<-w.flushAckC // wait for completion
}
return nil
}
// flusher is a single goroutine that periodically asks all workers to
// commit their outstanding bulk requests. It is only started if
// FlushInterval is greater than 0.
func (p *BulkProcessor) flusher(interval time.Duration) {
ticker := time.NewTicker(interval)
defer ticker.Stop()
for {
select {
case <-ticker.C: // Periodic flush
p.Flush() // TODO swallow errors here?
case <-p.flusherStopC:
p.flusherStopC <- struct{}{}
return
}
}
}
// -- Bulk Worker --
// bulkWorker encapsulates a single worker, running in a goroutine,
// receiving bulk requests and eventually committing them to Elasticsearch.
// It is strongly bound to a BulkProcessor.
type bulkWorker struct {
p *BulkProcessor
i int
bulkActions int
bulkSize int
service *BulkService
flushC chan struct{}
flushAckC chan struct{}
}
// newBulkWorker creates a new bulkWorker instance.
func newBulkWorker(p *BulkProcessor, i int) *bulkWorker {
return &bulkWorker{
p: p,
i: i,
bulkActions: p.bulkActions,
bulkSize: p.bulkSize,
service: NewBulkService(p.c),
flushC: make(chan struct{}),
flushAckC: make(chan struct{}),
}
}
// work waits for bulk requests and manual flush calls on the respective
// channels and is invoked as a goroutine when the bulk processor is started.
func (w *bulkWorker) work(ctx context.Context) {
defer func() {
w.p.workerWg.Done()
close(w.flushAckC)
close(w.flushC)
}()
var stop bool
for !stop {
var err error
select {
case req, open := <-w.p.requestsC:
if open {
// Received a new request
if _, err = req.Source(); err == nil {
w.service.Add(req)
if w.commitRequired() {
err = w.commit(ctx)
}
}
} else {
// Channel closed: Stop.
stop = true
if w.service.NumberOfActions() > 0 {
err = w.commit(ctx)
}
}
case <-w.flushC:
// Commit outstanding requests
if w.service.NumberOfActions() > 0 {
err = w.commit(ctx)
}
w.flushAckC <- struct{}{}
}
if err != nil {
w.p.c.errorf("elastic: bulk processor %q was unable to perform work: %v", w.p.name, err)
if !stop {
waitForActive := func() {
// Add back pressure to prevent Add calls from filling up the request queue
ready := make(chan struct{})
go w.waitForActiveConnection(ready)
<-ready
}
if _, ok := err.(net.Error); ok {
waitForActive()
} else if IsConnErr(err) {
waitForActive()
}
}
}
}
}
// commit commits the bulk requests in the given service,
// invoking callbacks as specified.
func (w *bulkWorker) commit(ctx context.Context) error {
var res *BulkResponse
// commitFunc will commit bulk requests and, on failure, be retried
// via exponential backoff
commitFunc := func() error {
var err error
// Save requests because they will be reset in service.Do
reqs := w.service.requests
res, err = w.service.Do(ctx)
if err == nil {
// Overall bulk request was OK. But each bulk response item also has a status
if w.p.retryItemStatusCodes != nil && len(w.p.retryItemStatusCodes) > 0 {
// Check res.Items since some might be soft failures
if res.Items != nil && res.Errors {
// res.Items will be 1 to 1 with reqs in same order
for i, item := range res.Items {
for _, result := range item {
if _, found := w.p.retryItemStatusCodes[result.Status]; found {
w.service.Add(reqs[i])
if err == nil {
err = ErrBulkItemRetry
}
}
}
}
}
}
}
return err
}
// notifyFunc will be called if retry fails
notifyFunc := func(err error) {
w.p.c.errorf("elastic: bulk processor %q failed but may retry: %v", w.p.name, err)
}
id := atomic.AddInt64(&w.p.executionId, 1)
// Update # documents in queue before eventual retries
w.p.statsMu.Lock()
if w.p.wantStats {
w.p.stats.Workers[w.i].Queued = int64(len(w.service.requests))
}
w.p.statsMu.Unlock()
// Save requests because they will be reset in commitFunc
reqs := w.service.requests
// Invoke before callback
if w.p.beforeFn != nil {
w.p.beforeFn(id, reqs)
}
// Commit bulk requests
err := RetryNotify(commitFunc, w.p.backoff, notifyFunc)
w.updateStats(res)
if err != nil {
w.p.c.errorf("elastic: bulk processor %q failed: %v", w.p.name, err)
}
// Invoke after callback
if w.p.afterFn != nil {
w.p.afterFn(id, reqs, res, err)
}
return err
}
func (w *bulkWorker) waitForActiveConnection(ready chan<- struct{}) {
defer close(ready)
t := time.NewTicker(5 * time.Second)
defer t.Stop()
client := w.p.c
stopReconnC := w.p.stopReconnC
w.p.c.errorf("elastic: bulk processor %q is waiting for an active connection", w.p.name)
// loop until a health check finds at least 1 active connection or the reconnection channel is closed
for {
select {
case _, ok := <-stopReconnC:
if !ok {
w.p.c.errorf("elastic: bulk processor %q active connection check interrupted", w.p.name)
return
}
case <-t.C:
client.healthcheck(context.Background(), 3*time.Second, true)
if client.mustActiveConn() == nil {
// found an active connection
// exit and signal done to the WaitGroup
return
}
}
}
}
func (w *bulkWorker) updateStats(res *BulkResponse) {
// Update stats
if res != nil {
w.p.statsMu.Lock()
if w.p.wantStats {
w.p.stats.Committed++
if res != nil {
w.p.stats.Indexed += int64(len(res.Indexed()))
w.p.stats.Created += int64(len(res.Created()))
w.p.stats.Updated += int64(len(res.Updated()))
w.p.stats.Deleted += int64(len(res.Deleted()))
w.p.stats.Succeeded += int64(len(res.Succeeded()))
w.p.stats.Failed += int64(len(res.Failed()))
}
w.p.stats.Workers[w.i].Queued = int64(len(w.service.requests))
w.p.stats.Workers[w.i].LastDuration = time.Duration(int64(res.Took)) * time.Millisecond
}
w.p.statsMu.Unlock()
}
}
// commitRequired returns true if the service has to commit its
// bulk requests. This can be either because the number of actions
// or the estimated size in bytes is larger than specified in the
// BulkProcessorService.
func (w *bulkWorker) commitRequired() bool {
if w.bulkActions >= 0 && w.service.NumberOfActions() >= w.bulkActions {
return true
}
if w.bulkSize >= 0 && w.service.EstimatedSizeInBytes() >= int64(w.bulkSize) {
return true
}
return false
}