-
Notifications
You must be signed in to change notification settings - Fork 83
/
0.aws-batch-distributed-training-p5.yaml
699 lines (681 loc) · 23.3 KB
/
0.aws-batch-distributed-training-p5.yaml
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
657
658
659
660
661
662
663
664
665
666
667
668
669
670
671
672
673
674
675
676
677
678
679
680
681
682
683
684
685
686
687
688
689
690
691
692
693
694
695
696
697
698
699
# Copyright Amazon.com, Inc. or its affiliates. All Rights Reserved.
# SPDX-License-Identifier: MIT-0
AWSTemplateFormatVersion: '2010-09-09'
Description: >
Setup for P5 instances on AWS Batch with CEs, JQ, ECR and Job Definition.
Author: Sean Smith - seaam@
Parameters:
VPCStackParameter:
Type: String
Description: Private subnets will be retrieved for the compute environment
Default: 'aws-batch-vpc'
CapacityBlockId:
Description: ID of the Capacity Block
Type: String
Default: ''
Metadata:
AWS::CloudFormation::Interface:
ParameterGroups:
- Label:
default: General configuration
Parameters:
- VPCStackParameter
- Label:
default: AWS Batch Configuration
Parameters:
- CapacityBlockId
ParameterLabels:
VPCStackParameter:
default: Name of the VPC Stack
CapacityBlockId:
default: Capacity Block ID
Resources:
###################
## EC2 Resources ##
###################
DistributedDeepLearningLT:
Type: AWS::EC2::LaunchTemplate
Properties:
LaunchTemplateData:
InstanceMarketOptions:
MarketType: "capacity-block"
CapacityReservationSpecification:
CapacityReservationTarget:
CapacityReservationId: !Ref CapacityBlockId
NetworkInterfaces:
- Description: EFA Interface
Groups: !Split
- ','
- Fn::ImportValue: !Sub ${VPCStackParameter}-SecurityGroup
NetworkCardIndex: 0
DeviceIndex: 0
DeleteOnTermination: true
InterfaceType: efa
- Description: EFA Interface
Groups: !Split
- ','
- Fn::ImportValue: !Sub ${VPCStackParameter}-SecurityGroup
NetworkCardIndex: 1
DeviceIndex: 0
DeleteOnTermination: true
InterfaceType: efa
- Description: EFA Interface
Groups: !Split
- ','
- Fn::ImportValue: !Sub ${VPCStackParameter}-SecurityGroup
NetworkCardIndex: 2
DeviceIndex: 0
DeleteOnTermination: true
InterfaceType: efa
- Description: EFA Interface
Groups: !Split
- ','
- Fn::ImportValue: !Sub ${VPCStackParameter}-SecurityGroup
NetworkCardIndex: 3
DeviceIndex: 0
DeleteOnTermination: true
InterfaceType: efa
- Description: EFA Interface
Groups: !Split
- ','
- Fn::ImportValue: !Sub ${VPCStackParameter}-SecurityGroup
NetworkCardIndex: 4
DeviceIndex: 0
DeleteOnTermination: true
InterfaceType: efa
- Description: EFA Interface
Groups: !Split
- ','
- Fn::ImportValue: !Sub ${VPCStackParameter}-SecurityGroup
NetworkCardIndex: 5
DeviceIndex: 0
DeleteOnTermination: true
InterfaceType: efa
- Description: EFA Interface
Groups: !Split
- ','
- Fn::ImportValue: !Sub ${VPCStackParameter}-SecurityGroup
NetworkCardIndex: 6
DeviceIndex: 0
DeleteOnTermination: true
InterfaceType: efa
- Description: EFA Interface
Groups: !Split
- ','
- Fn::ImportValue: !Sub ${VPCStackParameter}-SecurityGroup
NetworkCardIndex: 7
DeviceIndex: 0
DeleteOnTermination: true
InterfaceType: efa
- Description: EFA Interface
Groups: !Split
- ','
- Fn::ImportValue: !Sub ${VPCStackParameter}-SecurityGroup
NetworkCardIndex: 8
DeviceIndex: 0
DeleteOnTermination: true
InterfaceType: efa
- Description: EFA Interface
Groups: !Split
- ','
- Fn::ImportValue: !Sub ${VPCStackParameter}-SecurityGroup
NetworkCardIndex: 9
DeviceIndex: 0
DeleteOnTermination: true
InterfaceType: efa
- Description: EFA Interface
Groups: !Split
- ','
- Fn::ImportValue: !Sub ${VPCStackParameter}-SecurityGroup
NetworkCardIndex: 10
DeviceIndex: 0
DeleteOnTermination: true
InterfaceType: efa
- Description: EFA Interface
Groups: !Split
- ','
- Fn::ImportValue: !Sub ${VPCStackParameter}-SecurityGroup
NetworkCardIndex: 11
DeviceIndex: 0
DeleteOnTermination: true
InterfaceType: efa
- Description: EFA Interface
Groups: !Split
- ','
- Fn::ImportValue: !Sub ${VPCStackParameter}-SecurityGroup
NetworkCardIndex: 12
DeviceIndex: 0
DeleteOnTermination: true
InterfaceType: efa
- Description: EFA Interface
Groups: !Split
- ','
- Fn::ImportValue: !Sub ${VPCStackParameter}-SecurityGroup
NetworkCardIndex: 13
DeviceIndex: 0
DeleteOnTermination: true
InterfaceType: efa
- Description: EFA Interface
Groups: !Split
- ','
- Fn::ImportValue: !Sub ${VPCStackParameter}-SecurityGroup
NetworkCardIndex: 14
DeviceIndex: 0
DeleteOnTermination: true
InterfaceType: efa
- Description: EFA Interface
Groups: !Split
- ','
- Fn::ImportValue: !Sub ${VPCStackParameter}-SecurityGroup
NetworkCardIndex: 15
DeviceIndex: 0
DeleteOnTermination: true
InterfaceType: efa
- Description: EFA Interface
Groups: !Split
- ','
- Fn::ImportValue: !Sub ${VPCStackParameter}-SecurityGroup
NetworkCardIndex: 16
DeviceIndex: 0
DeleteOnTermination: true
InterfaceType: efa
- Description: EFA Interface
Groups: !Split
- ','
- Fn::ImportValue: !Sub ${VPCStackParameter}-SecurityGroup
NetworkCardIndex: 17
DeviceIndex: 0
DeleteOnTermination: true
InterfaceType: efa
- Description: EFA Interface
Groups: !Split
- ','
- Fn::ImportValue: !Sub ${VPCStackParameter}-SecurityGroup
NetworkCardIndex: 18
DeviceIndex: 0
DeleteOnTermination: true
InterfaceType: efa
- Description: EFA Interface
Groups: !Split
- ','
- Fn::ImportValue: !Sub ${VPCStackParameter}-SecurityGroup
NetworkCardIndex: 19
DeviceIndex: 0
DeleteOnTermination: true
InterfaceType: efa
- Description: EFA Interface
Groups: !Split
- ','
- Fn::ImportValue: !Sub ${VPCStackParameter}-SecurityGroup
NetworkCardIndex: 20
DeviceIndex: 0
DeleteOnTermination: true
InterfaceType: efa
- Description: EFA Interface
Groups: !Split
- ','
- Fn::ImportValue: !Sub ${VPCStackParameter}-SecurityGroup
NetworkCardIndex: 21
DeviceIndex: 0
DeleteOnTermination: true
InterfaceType: efa
- Description: EFA Interface
Groups: !Split
- ','
- Fn::ImportValue: !Sub ${VPCStackParameter}-SecurityGroup
NetworkCardIndex: 22
DeviceIndex: 0
DeleteOnTermination: true
InterfaceType: efa
- Description: EFA Interface
Groups: !Split
- ','
- Fn::ImportValue: !Sub ${VPCStackParameter}-SecurityGroup
NetworkCardIndex: 23
DeviceIndex: 0
DeleteOnTermination: true
InterfaceType: efa
- Description: EFA Interface
Groups: !Split
- ','
- Fn::ImportValue: !Sub ${VPCStackParameter}-SecurityGroup
NetworkCardIndex: 24
DeviceIndex: 0
DeleteOnTermination: true
InterfaceType: efa
- Description: EFA Interface
Groups: !Split
- ','
- Fn::ImportValue: !Sub ${VPCStackParameter}-SecurityGroup
NetworkCardIndex: 25
DeviceIndex: 0
DeleteOnTermination: true
InterfaceType: efa
- Description: EFA Interface
Groups: !Split
- ','
- Fn::ImportValue: !Sub ${VPCStackParameter}-SecurityGroup
NetworkCardIndex: 26
DeviceIndex: 0
DeleteOnTermination: true
InterfaceType: efa
- Description: EFA Interface
Groups: !Split
- ','
- Fn::ImportValue: !Sub ${VPCStackParameter}-SecurityGroup
NetworkCardIndex: 27
DeviceIndex: 0
DeleteOnTermination: true
InterfaceType: efa
- Description: EFA Interface
Groups: !Split
- ','
- Fn::ImportValue: !Sub ${VPCStackParameter}-SecurityGroup
NetworkCardIndex: 28
DeviceIndex: 0
DeleteOnTermination: true
InterfaceType: efa
- Description: EFA Interface
Groups: !Split
- ','
- Fn::ImportValue: !Sub ${VPCStackParameter}-SecurityGroup
NetworkCardIndex: 29
DeviceIndex: 0
DeleteOnTermination: true
InterfaceType: efa
- Description: EFA Interface
Groups: !Split
- ','
- Fn::ImportValue: !Sub ${VPCStackParameter}-SecurityGroup
NetworkCardIndex: 30
DeviceIndex: 0
DeleteOnTermination: true
InterfaceType: efa
- Description: EFA Interface
Groups: !Split
- ','
- Fn::ImportValue: !Sub ${VPCStackParameter}-SecurityGroup
NetworkCardIndex: 31
DeviceIndex: 0
DeleteOnTermination: true
InterfaceType: efa
########################
## Batch Architecture ##
########################
##
## IAM Roles for AWS Batch
##
# Configure IAM roles for Batch
BatchInstanceRole:
Type: AWS::IAM::Role
Properties:
AssumeRolePolicyDocument:
Version: 2012-10-17
Statement:
-
Effect: Allow
Principal:
Service:
- batch.amazonaws.com
Action:
- sts:AssumeRole
ManagedPolicyArns:
- arn:aws:iam::aws:policy/service-role/AWSBatchServiceRole
ECSTaskServiceRole:
Type: AWS::IAM::Role
Properties:
AssumeRolePolicyDocument:
Version: 2012-10-17
Statement:
-
Effect: Allow
Principal:
Service:
- ec2.amazonaws.com
Action:
- sts:AssumeRole
ManagedPolicyArns:
- arn:aws:iam::aws:policy/service-role/AmazonEC2ContainerServiceforEC2Role
ECSTaskInstanceProfile:
Type: AWS::IAM::InstanceProfile
Properties:
Path: /
Roles:
- !Ref ECSTaskServiceRole
InstanceProfileName: !Join [ "", [ "ECSTaskInstanceProfileIAM-", !Ref AWS::StackName ] ]
##
## Compute Environment and Job Definition
##
# Build the AWS Batch CEs
DistributedDeepLearningCE:
Type: AWS::Batch::ComputeEnvironment
Properties:
Type: MANAGED
ServiceRole: !Ref BatchInstanceRole
ComputeResources:
AllocationStrategy: BEST_FIT
MaxvCpus: 100000
DesiredvCpus: 0
MinvCpus: 0
Subnets: !Split
- ','
- Fn::ImportValue: !Sub ${VPCStackParameter}-PrivateSubnet
Type: EC2
InstanceRole: !Ref ECSTaskInstanceProfile
LaunchTemplate:
LaunchTemplateId: !Ref DistributedDeepLearningLT
Version: $Latest
InstanceTypes:
- p5.48xlarge
State: ENABLED
Tags:
Name: Batch Deep Learning
# Job Queue
DistributedDeepLearningJQ:
Type: AWS::Batch::JobQueue
Properties:
ComputeEnvironmentOrder:
- ComputeEnvironment: !Ref DistributedDeepLearningCE
Order: 1
Priority: 1
State: "ENABLED"
##
## ECR and AWS Batch Job definition
##
NCCLTestRepository:
Type: AWS::ECR::Repository
NCCLTest:
Type: AWS::Batch::JobDefinition
Properties:
Type: multinode
NodeProperties:
MainNode: 0
NumNodes: 2
NodeRangeProperties:
- TargetNodes: '0:'
Container:
InstanceType: p5.48xlarge
Image: public.ecr.aws/hpc-cloud/nccl-tests:latest
Command:
- /opt/amazon/openmpi/bin/mpirun
- --allow-run-as-root
- --tag-output
- -np
- "8"
- -N
- "8"
- --bind-to
- none
- -x
- PATH
- -x
- LD_LIBRARY_PATH
- -x
- FI_PROVIDER=efa
- -x
- FI_EFA_USE_DEVICE_RDMA=1
- -x
- FI_EFA_FORK_SAFE=1
- -x
- NCCL_DEBUG=INFO
- -x
- NCCL_BUFFSIZE=8388608
- -x
- NCCL_P2P_NET_CHUNKSIZE=524288
- -x
- NCCL_TUNER_PLUGIN=/opt/aws-ofi-nccl/install/lib/libnccl-ofi-tuner.so
- --mca
- pml
- ^cm,ucx
- --mca
- btl
- tcp,self
- --mca
- btl_tcp_if_exclude
- lo,docker0,veth_def_agent
- /opt/nccl-tests/build/all_reduce_perf
- -b
- "8"
- -e
- "16G"
- -f
- "2"
- -g
- "1"
- -c
- "1"
- -n
- "100"
Environment:
- Name: LD_LIBRARY_PATH
Value: /opt/amazon/openmpi/lib:/opt/nccl/build/lib:/opt/amazon/efa/lib:/opt/aws-ofi-nccl/install/lib:/usr/local/nvidia/lib:$LD_LIBRARY_PATH
- Name: PATH
Value: $PATH:/opt/amazon/efa/bin:/usr/bin
ResourceRequirements:
- Type: VCPU
Value: 192
- Type: GPU
Value: 8
- Type: MEMORY
Value: 1049000
Ulimits:
- Name: memlock
HardLimit: -1
SoftLimit: -1
- Name: stack
HardLimit: 67108864
SoftLimit: 67108864
- Name: nofile
HardLimit: 1024000
SoftLimit: 1024000
LinuxParameters:
SharedMemorySize: 49152
Devices:
- HostPath: /dev/infiniband/uverbs0
ContainerPath: /dev/infiniband/uverbs0
Permissions:
- READ
- WRITE
- MKNOD
- HostPath: /dev/infiniband/uverbs1
ContainerPath: /dev/infiniband/uverbs1
Permissions:
- READ
- WRITE
- MKNOD
- HostPath: /dev/infiniband/uverbs2
ContainerPath: /dev/infiniband/uverbs2
Permissions:
- READ
- WRITE
- MKNOD
- HostPath: /dev/infiniband/uverbs3
ContainerPath: /dev/infiniband/uverbs3
Permissions:
- READ
- WRITE
- MKNOD
- HostPath: /dev/infiniband/uverbs4
ContainerPath: /dev/infiniband/uverbs4
Permissions:
- READ
- WRITE
- MKNOD
- HostPath: /dev/infiniband/uverbs5
ContainerPath: /dev/infiniband/uverbs5
Permissions:
- READ
- WRITE
- MKNOD
- HostPath: /dev/infiniband/uverbs6
ContainerPath: /dev/infiniband/uverbs6
Permissions:
- READ
- WRITE
- MKNOD
- HostPath: /dev/infiniband/uverbs7
ContainerPath: /dev/infiniband/uverbs7
Permissions:
- READ
- WRITE
- MKNOD
- HostPath: /dev/infiniband/uverbs8
ContainerPath: /dev/infiniband/uverbs8
Permissions:
- READ
- WRITE
- MKNOD
- HostPath: /dev/infiniband/uverbs9
ContainerPath: /dev/infiniband/uverbs9
Permissions:
- READ
- WRITE
- MKNOD
- HostPath: /dev/infiniband/uverbs10
ContainerPath: /dev/infiniband/uverbs10
Permissions:
- READ
- WRITE
- MKNOD
- HostPath: /dev/infiniband/uverbs11
ContainerPath: /dev/infiniband/uverbs11
Permissions:
- READ
- WRITE
- MKNOD
- HostPath: /dev/infiniband/uverbs12
ContainerPath: /dev/infiniband/uverbs12
Permissions:
- READ
- WRITE
- MKNOD
- HostPath: /dev/infiniband/uverbs13
ContainerPath: /dev/infiniband/uverbs13
Permissions:
- READ
- WRITE
- MKNOD
- HostPath: /dev/infiniband/uverbs14
ContainerPath: /dev/infiniband/uverbs14
Permissions:
- READ
- WRITE
- MKNOD
- HostPath: /dev/infiniband/uverbs15
ContainerPath: /dev/infiniband/uverbs15
Permissions:
- READ
- WRITE
- MKNOD
- HostPath: /dev/infiniband/uverbs16
ContainerPath: /dev/infiniband/uverbs16
Permissions:
- READ
- WRITE
- MKNOD
- HostPath: /dev/infiniband/uverbs17
ContainerPath: /dev/infiniband/uverbs17
Permissions:
- READ
- WRITE
- MKNOD
- HostPath: /dev/infiniband/uverbs18
ContainerPath: /dev/infiniband/uverbs18
Permissions:
- READ
- WRITE
- MKNOD
- HostPath: /dev/infiniband/uverbs19
ContainerPath: /dev/infiniband/uverbs19
Permissions:
- READ
- WRITE
- MKNOD
- HostPath: /dev/infiniband/uverbs20
ContainerPath: /dev/infiniband/uverbs20
Permissions:
- READ
- WRITE
- MKNOD
- HostPath: /dev/infiniband/uverbs21
ContainerPath: /dev/infiniband/uverbs21
Permissions:
- READ
- WRITE
- MKNOD
- HostPath: /dev/infiniband/uverbs22
ContainerPath: /dev/infiniband/uverbs22
Permissions:
- READ
- WRITE
- MKNOD
- HostPath: /dev/infiniband/uverbs23
ContainerPath: /dev/infiniband/uverbs23
Permissions:
- READ
- WRITE
- MKNOD
- HostPath: /dev/infiniband/uverbs24
ContainerPath: /dev/infiniband/uverbs24
Permissions:
- READ
- WRITE
- MKNOD
- HostPath: /dev/infiniband/uverbs25
ContainerPath: /dev/infiniband/uverbs25
Permissions:
- READ
- WRITE
- MKNOD
- HostPath: /dev/infiniband/uverbs26
ContainerPath: /dev/infiniband/uverbs26
Permissions:
- READ
- WRITE
- MKNOD
- HostPath: /dev/infiniband/uverbs27
ContainerPath: /dev/infiniband/uverbs27
Permissions:
- READ
- WRITE
- MKNOD
- HostPath: /dev/infiniband/uverbs28
ContainerPath: /dev/infiniband/uverbs28
Permissions:
- READ
- WRITE
- MKNOD
- HostPath: /dev/infiniband/uverbs29
ContainerPath: /dev/infiniband/uverbs29
Permissions:
- READ
- WRITE
- MKNOD
- HostPath: /dev/infiniband/uverbs30
ContainerPath: /dev/infiniband/uverbs30
Permissions:
- READ
- WRITE
- MKNOD
- HostPath: /dev/infiniband/uverbs31
ContainerPath: /dev/infiniband/uverbs31
Permissions:
- READ
- WRITE
- MKNOD
PropagateTags: true
RetryStrategy:
Attempts: 1
Outputs:
ECRRepository:
Description: ECR Repository for the containers
Value: !Ref NCCLTestRepository
ECRRepositoryUrl:
Description: ECR Repository for the containers
Value: !Join ['', [!Ref 'AWS::AccountId','.dkr.ecr.', !Ref 'AWS::Region', '.amazonaws.com/', !Ref NCCLTestRepository ] ]
JobDefinitionMultiInstance:
Description: Job definition for Multi-node Parallel Jobs
Value: !Ref NCCLTest
DistributedDeepLearningJQ:
Description: Job Queue
Value: !Ref DistributedDeepLearningJQ