Commit 21aa8c3
committed
[SPARK-19365][CORE] Optimize RequestMessage serialization
## What changes were proposed in this pull request?
Right now Netty PRC serializes `RequestMessage` using Java serialization, and the size of a single message (e.g., RequestMessage(..., "hello")`) is almost 1KB.
This PR optimizes it by serializing `RequestMessage` manually (eliminate unnecessary information from most messages, e.g., class names of `RequestMessage`, `NettyRpcEndpointRef`, ...), and reduces the above message size to 100+ bytes.
## How was this patch tested?
Jenkins
I did a simple test to measure the improvement:
Before
```
$ bin/spark-shell --master local-cluster[1,4,1024]
...
scala> for (i <- 1 to 10) {
| val start = System.nanoTime
| val s = sc.parallelize(1 to 1000000, 10 * 1000).count()
| val end = System.nanoTime
| println(s"$i\t" + ((end - start)/1000/1000))
| }
1 6830
2 4353
3 3322
4 3107
5 3235
6 3139
7 3156
8 3166
9 3091
10 3029
```
After:
```
$ bin/spark-shell --master local-cluster[1,4,1024]
...
scala> for (i <- 1 to 10) {
| val start = System.nanoTime
| val s = sc.parallelize(1 to 1000000, 10 * 1000).count()
| val end = System.nanoTime
| println(s"$i\t" + ((end - start)/1000/1000))
| }
1 6431
2 3643
3 2913
4 2679
5 2760
6 2710
7 2747
8 2793
9 2679
10 2651
```
I also captured the TCP packets for this test. Before this patch, the total size of TCP packets is ~1.5GB. After it, it reduces to ~1.2GB.
Author: Shixiong Zhu <[email protected]>
Closes #16706 from zsxwing/rpc-opt.1 parent a7ab6f9 commit 21aa8c3
File tree
4 files changed
+132
-27
lines changed- core/src
- main/scala/org/apache/spark/rpc
- netty
- test/scala/org/apache/spark/rpc/netty
4 files changed
+132
-27
lines changedLines changed: 3 additions & 2 deletions
| Original file line number | Diff line number | Diff line change | |
|---|---|---|---|
| |||
25 | 25 | | |
26 | 26 | | |
27 | 27 | | |
28 | | - | |
| 28 | + | |
| 29 | + | |
29 | 30 | | |
30 | 31 | | |
31 | | - | |
| 32 | + | |
32 | 33 | | |
33 | 34 | | |
34 | 35 | | |
| |||
Lines changed: 96 additions & 23 deletions
| Original file line number | Diff line number | Diff line change | |
|---|---|---|---|
| |||
37 | 37 | | |
38 | 38 | | |
39 | 39 | | |
40 | | - | |
41 | | - | |
| 40 | + | |
| 41 | + | |
42 | 42 | | |
43 | 43 | | |
44 | 44 | | |
| |||
189 | 189 | | |
190 | 190 | | |
191 | 191 | | |
192 | | - | |
| 192 | + | |
193 | 193 | | |
194 | 194 | | |
195 | 195 | | |
| |||
224 | 224 | | |
225 | 225 | | |
226 | 226 | | |
227 | | - | |
| 227 | + | |
228 | 228 | | |
229 | 229 | | |
230 | 230 | | |
| |||
253 | 253 | | |
254 | 254 | | |
255 | 255 | | |
| 256 | + | |
| 257 | + | |
| 258 | + | |
| 259 | + | |
| 260 | + | |
| 261 | + | |
| 262 | + | |
256 | 263 | | |
257 | 264 | | |
258 | 265 | | |
| |||
480 | 487 | | |
481 | 488 | | |
482 | 489 | | |
483 | | - | |
484 | | - | |
485 | | - | |
| 490 | + | |
| 491 | + | |
486 | 492 | | |
487 | 493 | | |
488 | 494 | | |
489 | | - | |
490 | | - | |
491 | | - | |
492 | | - | |
| 495 | + | |
| 496 | + | |
493 | 497 | | |
494 | 498 | | |
495 | 499 | | |
| |||
501 | 505 | | |
502 | 506 | | |
503 | 507 | | |
504 | | - | |
| 508 | + | |
505 | 509 | | |
506 | 510 | | |
507 | | - | |
| 511 | + | |
508 | 512 | | |
509 | 513 | | |
510 | 514 | | |
511 | 515 | | |
512 | | - | |
| 516 | + | |
513 | 517 | | |
514 | 518 | | |
515 | | - | |
516 | | - | |
517 | | - | |
| 519 | + | |
518 | 520 | | |
519 | 521 | | |
520 | | - | |
| 522 | + | |
521 | 523 | | |
522 | 524 | | |
523 | 525 | | |
524 | | - | |
| 526 | + | |
| 527 | + | |
525 | 528 | | |
526 | 529 | | |
527 | 530 | | |
528 | 531 | | |
| 532 | + | |
| 533 | + | |
| 534 | + | |
| 535 | + | |
| 536 | + | |
529 | 537 | | |
530 | | - | |
531 | | - | |
| 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 | + | |
532 | 605 | | |
533 | 606 | | |
534 | 607 | | |
| |||
574 | 647 | | |
575 | 648 | | |
576 | 649 | | |
577 | | - | |
| 650 | + | |
578 | 651 | | |
579 | 652 | | |
580 | | - | |
| 653 | + | |
581 | 654 | | |
582 | 655 | | |
583 | 656 | | |
| |||
Lines changed: 32 additions & 1 deletion
| Original file line number | Diff line number | Diff line change | |
|---|---|---|---|
| |||
17 | 17 | | |
18 | 18 | | |
19 | 19 | | |
| 20 | + | |
| 21 | + | |
20 | 22 | | |
| 23 | + | |
21 | 24 | | |
22 | 25 | | |
23 | | - | |
| 26 | + | |
24 | 27 | | |
25 | 28 | | |
26 | 29 | | |
| |||
53 | 56 | | |
54 | 57 | | |
55 | 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 | + | |
56 | 87 | | |
Lines changed: 1 addition & 1 deletion
| Original file line number | Diff line number | Diff line change | |
|---|---|---|---|
| |||
34 | 34 | | |
35 | 35 | | |
36 | 36 | | |
37 | | - | |
| 37 | + | |
38 | 38 | | |
39 | 39 | | |
40 | 40 | | |
| |||
0 commit comments