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Ceph Storage on SSD for Container JANGSEON RYU NAVER
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Page 1: Ceph Storage on SSD for Container - DCSLAB, Hanyang …dcslab.hanyang.ac.kr/nvramos/nvramos17/presentation/s5.pdf · What is Ceph Storage? • Open Source Distributed Storage Solution

Ceph Storage on SSD for ContainerJANGSEON RYU

NAVER

Page 2: Ceph Storage on SSD for Container - DCSLAB, Hanyang …dcslab.hanyang.ac.kr/nvramos/nvramos17/presentation/s5.pdf · What is Ceph Storage? • Open Source Distributed Storage Solution

• What is Container?

• Persistent Storage

• What is Ceph Storage?

• Write Process in Ceph

• Performance Test

Agenda

Page 3: Ceph Storage on SSD for Container - DCSLAB, Hanyang …dcslab.hanyang.ac.kr/nvramos/nvramos17/presentation/s5.pdf · What is Ceph Storage? • Open Source Distributed Storage Solution

What is Container ?

Page 4: Ceph Storage on SSD for Container - DCSLAB, Hanyang …dcslab.hanyang.ac.kr/nvramos/nvramos17/presentation/s5.pdf · What is Ceph Storage? • Open Source Distributed Storage Solution

What is Container?

• VM vs Container• OS Level Virtualization• Performance• Run Everywhere – Portable• Scalable – lightweight• Environment Consistency• Easy to manage Image• Easy to deploy

Docker Container Virtual Machine

Reference : https://www.docker.com/what-container

Page 5: Ceph Storage on SSD for Container - DCSLAB, Hanyang …dcslab.hanyang.ac.kr/nvramos/nvramos17/presentation/s5.pdf · What is Ceph Storage? • Open Source Distributed Storage Solution

What is Container?

• VM vs Container• OS Level Virtualization• Performance• Run Everywhere – Portable• Scalable – lightweight• Environment Consistency• Easy to manage Image• Easy to deploy

namespace

cgroup

isolation

resourcelimiting

CPU MEM DISK NWT

Reference : https://www.slideshare.net/PhilEstes/docker-london-container-security

Page 6: Ceph Storage on SSD for Container - DCSLAB, Hanyang …dcslab.hanyang.ac.kr/nvramos/nvramos17/presentation/s5.pdf · What is Ceph Storage? • Open Source Distributed Storage Solution

What is Container?

• VM vs Container• OS Level Virtualization• Performance• Run Everywhere – Portable• Scalable – lightweight• Environment Consistency• Easy to manage Image• Easy to deploy

Reference : https://www.theregister.co.uk/2014/08/18/docker_kicks_kvms_butt_in_ibm_tests/

Page 7: Ceph Storage on SSD for Container - DCSLAB, Hanyang …dcslab.hanyang.ac.kr/nvramos/nvramos17/presentation/s5.pdf · What is Ceph Storage? • Open Source Distributed Storage Solution

What is Container?

• VM vs Container• OS Level Virtualization• Performance• Run Everywhere – Portable• Scalable – lightweight• Environment Consistency• Easy to manage Image• Easy to deploy

Reference : https://www.ibm.com/blogs/bluemix/2015/08/c-ports-docker-containers-across-multiple-clouds-datacenters/

PM / VM / Cloud

Page 8: Ceph Storage on SSD for Container - DCSLAB, Hanyang …dcslab.hanyang.ac.kr/nvramos/nvramos17/presentation/s5.pdf · What is Ceph Storage? • Open Source Distributed Storage Solution

What is Container?

• VM vs Container• OS Level Virtualization• Performance• Run Everywhere – Portable• Scalable – lightweight• Environment Consistency• Easy to manage Image• Easy to deploy

App A

Libs

Original Image

A’

Changed Image Deployment

A’App A

Libs

change update

Page 9: Ceph Storage on SSD for Container - DCSLAB, Hanyang …dcslab.hanyang.ac.kr/nvramos/nvramos17/presentation/s5.pdf · What is Ceph Storage? • Open Source Distributed Storage Solution

What is Container?

• VM vs Container• OS Level Virtualization• Performance• Run Everywhere – Portable• Scalable – lightweight• Environment Consistency• Easy to manage Image• Easy to deploy

Reference : http://www.devopsschool.com/slides/docker/docker-web-development/index.html#/17

Page 10: Ceph Storage on SSD for Container - DCSLAB, Hanyang …dcslab.hanyang.ac.kr/nvramos/nvramos17/presentation/s5.pdf · What is Ceph Storage? • Open Source Distributed Storage Solution

What is Container?

• VM vs Container• OS Level Virtualization• Performance• Run Everywhere – Portable• Scalable – lightweight• Environment Consistency• Easy to manage Image• Easy to deploy

Reference : https://www.slideshare.net/insideHPC/docker-for-hpc-in-a-nutshell

Page 11: Ceph Storage on SSD for Container - DCSLAB, Hanyang …dcslab.hanyang.ac.kr/nvramos/nvramos17/presentation/s5.pdf · What is Ceph Storage? • Open Source Distributed Storage Solution

Persistent Storage

Page 12: Ceph Storage on SSD for Container - DCSLAB, Hanyang …dcslab.hanyang.ac.kr/nvramos/nvramos17/presentation/s5.pdf · What is Ceph Storage? • Open Source Distributed Storage Solution

Stateless vs Stateful Container

• Nothing to write on disk• Web (Front-end)• Easy to scale in/out• Container is ephemeral • If delete, will be lost data

Stateless

Easy to scale out

• Needs storage to write• Database• Logs • CI config / repo data • Secret Keys

Stateful

Hard to scale out

Page 13: Ceph Storage on SSD for Container - DCSLAB, Hanyang …dcslab.hanyang.ac.kr/nvramos/nvramos17/presentation/s5.pdf · What is Ceph Storage? • Open Source Distributed Storage Solution

Ephemeral vs Persistent

Ephemeral Storage

• Data Lost• Local Storage• Stateless Container

Persistent Storage

• Data Save• Network Storage• Stateful Container

VS

Reference : https://www.infoworld.com/article/3106416/cloud-computing/containerizing-stateful-applications.html

Page 14: Ceph Storage on SSD for Container - DCSLAB, Hanyang …dcslab.hanyang.ac.kr/nvramos/nvramos17/presentation/s5.pdf · What is Ceph Storage? • Open Source Distributed Storage Solution

Needs for Persistent Storage

Our mission is to provide “Persistence Storage Service”while maintaining “Agility” & “Automation” of Docker Container

Page 15: Ceph Storage on SSD for Container - DCSLAB, Hanyang …dcslab.hanyang.ac.kr/nvramos/nvramos17/presentation/s5.pdf · What is Ceph Storage? • Open Source Distributed Storage Solution

macvlan

IPVS IPVSvrrp

Docker swarm cluster

ECMP enabled

BGP/ECMP

internetconsul

consul consul

Dynamic DNS

AA

MON MON MON OSD

OSD OSD OSD OSD

OSD OSD OSD OSD

OSD OSD OSD OSD

OSD OSD OSD OSD

KEYSTONE

CINDER

Manage Volume

PLUGIN

Get Auth-Token

Request

Attach Volume/dev/rbd0

PLUGIN

DEVIEW 2016 : https://www.slideshare.net/deview/221-docker-orchestration

OpenStack 2017 : https://www.slideshare.net/JangseonRyu/on-demandblockstoragefordocker-77895159

OSD

Container in NAVER

Page 16: Ceph Storage on SSD for Container - DCSLAB, Hanyang …dcslab.hanyang.ac.kr/nvramos/nvramos17/presentation/s5.pdf · What is Ceph Storage? • Open Source Distributed Storage Solution

What is Ceph Storage?

Page 17: Ceph Storage on SSD for Container - DCSLAB, Hanyang …dcslab.hanyang.ac.kr/nvramos/nvramos17/presentation/s5.pdf · What is Ceph Storage? • Open Source Distributed Storage Solution

What is Ceph Storage?

• Open Source Distributed Storage Solution• Massive Scalable / Efficient Scale-Out• Unified Storage• Runs on commodity hardware• Integrations into Linux Kernel

/ QEMU/KVM Driver / OpenStack• Self-managing / Self-healing• Peer-to-Peer Storage Nodes• RESTful API • No metadata bottleneck (no lookup)• CRUSH algorithm determines data placement• Replicated / Erasure Coding• Architecture

Vender NO Lock-in

Page 18: Ceph Storage on SSD for Container - DCSLAB, Hanyang …dcslab.hanyang.ac.kr/nvramos/nvramos17/presentation/s5.pdf · What is Ceph Storage? • Open Source Distributed Storage Solution

What is Ceph Storage?

• Open Source Distributed Storage Solution• Massive Scalable / Efficient Scale-Out• Unified Storage• Runs on commodity hardware• Integrations into Linux Kernel

/ QEMU/KVM Driver / OpenStack• Self-managing / Self-healing• Peer-to-Peer Storage Nodes• RESTful API • No metadata bottleneck (no lookup)• CRUSH algorithm determines data placement• Replicated / Erasure Coding• Architecture

Up-to 16 Exa

Page 19: Ceph Storage on SSD for Container - DCSLAB, Hanyang …dcslab.hanyang.ac.kr/nvramos/nvramos17/presentation/s5.pdf · What is Ceph Storage? • Open Source Distributed Storage Solution

What is Ceph Storage?

• Open Source Distributed Storage Solution• Massive Scalable / Efficient Scale-Out• Unified Storage• Runs on commodity hardware• Integrations into Linux Kernel

/ QEMU/KVM Driver / OpenStack• Self-managing / Self-healing• Peer-to-Peer Storage Nodes• RESTful API • No metadata bottleneck (no lookup)• CRUSH algorithm determines data placement• Replicated / Erasure Coding• Architecture Reference : https://en.wikipedia.org/wiki/Ceph_(software)

Page 20: Ceph Storage on SSD for Container - DCSLAB, Hanyang …dcslab.hanyang.ac.kr/nvramos/nvramos17/presentation/s5.pdf · What is Ceph Storage? • Open Source Distributed Storage Solution

What is Ceph Storage?

• Open Source Distributed Storage Solution• Massive Scalable / Efficient Scale-Out• Unified Storage• Runs on commodity hardware• Integrations into Linux Kernel

/ QEMU/KVM Driver / OpenStack• Self-managing / Self-healing• Peer-to-Peer Storage Nodes• RESTful API • No metadata bottleneck (no lookup)• CRUSH algorithm determines data placement• Replicated / Erasure Coding• Architecture

Low TCO

Page 21: Ceph Storage on SSD for Container - DCSLAB, Hanyang …dcslab.hanyang.ac.kr/nvramos/nvramos17/presentation/s5.pdf · What is Ceph Storage? • Open Source Distributed Storage Solution

What is Ceph Storage?

• Open Source Distributed Storage Solution• Massive Scalable / Efficient Scale-Out• Unified Storage• Runs on commodity hardware• Integrations into Linux Kernel

/ QEMU/KVM Driver / OpenStack• Self-managing / Self-healing• Peer-to-Peer Storage Nodes• RESTful API • No metadata bottleneck (no lookup)• CRUSH algorithm determines data placement• Replicated / Erasure Coding• Architecture

KVM integrated with RBD

Supportedabovekernel2.6

Page 22: Ceph Storage on SSD for Container - DCSLAB, Hanyang …dcslab.hanyang.ac.kr/nvramos/nvramos17/presentation/s5.pdf · What is Ceph Storage? • Open Source Distributed Storage Solution

What is Ceph Storage?

• Open Source Distributed Storage Solution• Massive Scalable / Efficient Scale-Out• Unified Storage• Runs on commodity hardware• Integrations into Linux Kernel

/ QEMU/KVM Driver / OpenStack• Self-managing / Self-healing• Peer-to-Peer Storage Nodes• RESTful API • No metadata bottleneck (no lookup)• CRUSH algorithm determines data placement• Replicated / Erasure Coding• Architecture

Page 23: Ceph Storage on SSD for Container - DCSLAB, Hanyang …dcslab.hanyang.ac.kr/nvramos/nvramos17/presentation/s5.pdf · What is Ceph Storage? • Open Source Distributed Storage Solution

What is Ceph Storage?

• Open Source Distributed Storage Solution• Massive Scalable / Efficient Scale-Out• Unified Storage• Runs on commodity hardware• Integrations into Linux Kernel

/ QEMU/KVM Driver / OpenStack• Self-managing / Self-healing• Peer-to-Peer Storage Nodes• RESTful API • No metadata bottleneck (no lookup)• CRUSH algorithm determines data placement• Replicated / Erasure Coding• Architecture

Client Metadataquery

Storage

Storage

Storage

Write

Traditional

CephClient

Storage

CRUSH

MetadataStorageMetadata

StorageMetadata

StorageMetadata

StorageMetadata

StorageMetadata

bottleneck

Page 24: Ceph Storage on SSD for Container - DCSLAB, Hanyang …dcslab.hanyang.ac.kr/nvramos/nvramos17/presentation/s5.pdf · What is Ceph Storage? • Open Source Distributed Storage Solution

What is Ceph Storage?

• Open Source Distributed Storage Solution• Massive Scalable / Efficient Scale-Out• Unified Storage• Runs on commodity hardware• Integrations into Linux Kernel

/ QEMU/KVM Driver / OpenStack• Self-managing / Self-healing• Peer-to-Peer Storage Nodes• RESTful API • No metadata bottleneck (no lookup)• CRUSH algorithm determines data placement• Replicated / Erasure Coding• Architecture

• Very high durability• 200 % overhead• Quick recovery

• Cost-Effective• 50 % overhead• Expensive Recovery

Object

COPY

COPY COPY

Replicated Pool

Object

Erasure Coded Pool

1 2 3 4 X Y

Page 25: Ceph Storage on SSD for Container - DCSLAB, Hanyang …dcslab.hanyang.ac.kr/nvramos/nvramos17/presentation/s5.pdf · What is Ceph Storage? • Open Source Distributed Storage Solution

What is Ceph Storage?

• Open Source Distributed Storage Solution• Massive Scalable / Efficient Scale-Out• Unified Storage• Runs on commodity hardware• Integrations into Linux Kernel

/ QEMU/KVM Driver / OpenStack• Self-managing / Self-healing• Peer-to-Peer Storage Nodes• RESTful API • No metadata bottleneck (no lookup)• CRUSH algorithm determines data placement• Replicated / Erasure Coding• Architecture

Public Network

Cluster Network

OSD Node OSD Node OSD NodeOSD Node

MonitorMonitorMonitor

Client

P

S

T

Page 26: Ceph Storage on SSD for Container - DCSLAB, Hanyang …dcslab.hanyang.ac.kr/nvramos/nvramos17/presentation/s5.pdf · What is Ceph Storage? • Open Source Distributed Storage Solution

Write Process in Ceph

Page 27: Ceph Storage on SSD for Container - DCSLAB, Hanyang …dcslab.hanyang.ac.kr/nvramos/nvramos17/presentation/s5.pdf · What is Ceph Storage? • Open Source Distributed Storage Solution

◼ Strong Consistency◼ CAP Theorem : CP system

(Consistency / network Partition)Client

Primary OSD

Secondary OSD Tertiary OSD

② ②③ ③

Write Flow

② Primary OSD sends data to replica OSDs, write data to local disk.

④ Primary OSD signals completion to client.

③ Replica OSDs write data to local disk, signal completion to primary.

① Client writes data to primary osd.

Page 28: Ceph Storage on SSD for Container - DCSLAB, Hanyang …dcslab.hanyang.ac.kr/nvramos/nvramos17/presentation/s5.pdf · What is Ceph Storage? • Open Source Distributed Storage Solution

◼ All of Data Disks are SATA.◼ 7.2k rpm SATA : ~ 75 ~ 100 IOPS

① Client writes data to primary osd.

② Primary OSD sends data to replica OSDs, write data to local disk.

③’ Write data to local disk, Send ack to primary.

③’’ Slow write data to local disk,Send ack to primary.

④ Slow send ack to client.

Client

Primary OSD

Secondary OSD Tertiary OSD

② ②③’ ③’’

SATAHigh Disk Usage

Slow Requests

Page 29: Ceph Storage on SSD for Container - DCSLAB, Hanyang …dcslab.hanyang.ac.kr/nvramos/nvramos17/presentation/s5.pdf · What is Ceph Storage? • Open Source Distributed Storage Solution

Client

Primary OSD

② ②③ ③

Journal FileStore

Secondary OSD

Journal FileStore

Tertiary OSD

Journal FileStore

Primary OSD

Journal

SSD

O_DIRECTO_DSYNC

FileStore

SATA

Buffered IOs

XFS

Journal on SSD

Page 30: Ceph Storage on SSD for Container - DCSLAB, Hanyang …dcslab.hanyang.ac.kr/nvramos/nvramos17/presentation/s5.pdf · What is Ceph Storage? • Open Source Distributed Storage Solution

Performance Test

Page 31: Ceph Storage on SSD for Container - DCSLAB, Hanyang …dcslab.hanyang.ac.kr/nvramos/nvramos17/presentation/s5.pdf · What is Ceph Storage? • Open Source Distributed Storage Solution

NetworkSwitch (10G)

Clients

Ceph

Public Networks Cluster Networks

KRBD- /dev/rbd0 - mkfs / mount- fio

Ceph- FileStore- Luminous (12.2.0)

Server- Intel® Xeon CPU L5640 2.27 GHz- 16 GB Memory- 480GB SAS 10K x 5- 480GB SAS SSD x 1- Centos 7

Test Environment

Page 32: Ceph Storage on SSD for Container - DCSLAB, Hanyang …dcslab.hanyang.ac.kr/nvramos/nvramos17/presentation/s5.pdf · What is Ceph Storage? • Open Source Distributed Storage Solution

Expect Result : 4K Rand Write

SAS

SAS

SAS

SAS

SAS

SAS

SAS

SAS

SAS

SAS : 10,000 rpm / 600 IOPSPer Node : SAS * 3 = 600 * 3 = 1,800 IOPSTotal : Node * 3 = 1,800 * 3 = 5,400 IOPSReplicas 3 = 5,400 / 3 = 1,800 IOPS

600

1800

2094

34.360

500

1000

1500

2000

2500

IOPS Latency

NoSSD forJournal

2094 IOPS/s

Case #1. Only Use SAS DISK

Page 33: Ceph Storage on SSD for Container - DCSLAB, Hanyang …dcslab.hanyang.ac.kr/nvramos/nvramos17/presentation/s5.pdf · What is Ceph Storage? • Open Source Distributed Storage Solution

Expect

SAS

SAS

SAS

SSD : 15,000 IOPSTotal : Node * 3 = 15,000* 3 = 45,000 IOPSReplicas 3 = 45,000 / 3 = 15,000 IOPS

SSD

600

15k

SAS

SAS

SAS

SSD

SAS

SAS

SAS

SSD

2094 à 2273

2273

31.650

500

1000

1500

2000

2500

IOPS Latency

SSDfor Journal

Case #2. Use SSD for Journal

Result : 4K Rand Write

Page 34: Ceph Storage on SSD for Container - DCSLAB, Hanyang …dcslab.hanyang.ac.kr/nvramos/nvramos17/presentation/s5.pdf · What is Ceph Storage? • Open Source Distributed Storage Solution

# ceph --admin-daemon /var/run/ceph/ceph-osd.2.asok config show | grep queue_max…"filestore_queue_max_bytes": " 104857600", "filestore_queue_max_ops": ”50", ß default value…

Client

FileStore Queue

SAS

# ceph --admin-daemon /var/run/ceph/ceph-osd.2.asok perf dump | grep -A 15 throttle-filestore_ops"throttle-filestore_ops": { "val": 50, ß limitation"max": 50, …

Block IOFlush

50

Analysis

Page 35: Ceph Storage on SSD for Container - DCSLAB, Hanyang …dcslab.hanyang.ac.kr/nvramos/nvramos17/presentation/s5.pdf · What is Ceph Storage? • Open Source Distributed Storage Solution

Tuning Result

filestore_queue_max_ops = 500000filestore_queue_max_bytes = 42949672960journal_max_write_bytes = 42949672960journal_max_write_entries = 5000000

2094 à 2899 (38%)

2899

174.760

500

1000

1500

2000

2500

3000

3500

IOPS Latency

TuningQueueMax

Case #3. Tuning FileStore

Page 36: Ceph Storage on SSD for Container - DCSLAB, Hanyang …dcslab.hanyang.ac.kr/nvramos/nvramos17/presentation/s5.pdf · What is Ceph Storage? • Open Source Distributed Storage Solution

# ceph --admin-daemon /var/run/ceph/ceph-osd.2.asok config show | grep wbthrottle_xfs"filestore_wbthrottle_xfs_bytes_hard_limit": "419430400", "filestore_wbthrottle_xfs_bytes_start_flusher": "41943040", "filestore_wbthrottle_xfs_inodes_hard_limit": "5000", "filestore_wbthrottle_xfs_inodes_start_flusher": "500", ”filestore_wbthrottle_xfs_ios_hard_limit": "5000", "filestore_wbthrottle_xfs_ios_start_flusher": "500",

#ceph --admin-daemon/var/run/ceph/ceph-osd.2.asokperf dump|grep -A6WBThrottle"WBThrottle":{"bytes_dirtied":21049344,"bytes_wb":197390336,"ios_dirtied":5017, ß limitation"ios_wb":40920,"inodes_dirtied":1195,"inodes_wb":20602

Client

FileStore Queue

SAS

Block IOFlush

500,000

Analysis

Page 37: Ceph Storage on SSD for Container - DCSLAB, Hanyang …dcslab.hanyang.ac.kr/nvramos/nvramos17/presentation/s5.pdf · What is Ceph Storage? • Open Source Distributed Storage Solution

Tuning Result

"filestore_wbthrottle_enable": "false",or"filestore_wbthrottle_xfs_bytes_hard_limit": "4194304000",

"filestore_wbthrottle_xfs_bytes_start_flusher": "419430400", "filestore_wbthrottle_xfs_inodes_hard_limit": "500000", "filestore_wbthrottle_xfs_inodes_start_flusher": "5000", "filestore_wbthrottle_xfs_ios_hard_limit": "500000", "filestore_wbthrottle_xfs_ios_start_flusher": "5000",

2,094 à 14,264 (x7)

14264

40.650

2000

4000

6000

8000

10000

12000

14000

16000

IOPS Latency

TuningWBThrottle

Case #4. Tuning WBThrottle

Page 38: Ceph Storage on SSD for Container - DCSLAB, Hanyang …dcslab.hanyang.ac.kr/nvramos/nvramos17/presentation/s5.pdf · What is Ceph Storage? • Open Source Distributed Storage Solution

After35secs,Performance(IPOS)dropsbelow100~200IOPS…

ClientSAS

Block IO

Flush

OSDJournal

FileStore

SSD

O_DIRECTO_DSYNC

Buffered IOs

Page Cache

vm.dirty_background_ratio :10%vm.dirty_ratio :20%

vm.dirty_ratio :50%

Analysis

Page 39: Ceph Storage on SSD for Container - DCSLAB, Hanyang …dcslab.hanyang.ac.kr/nvramos/nvramos17/presentation/s5.pdf · What is Ceph Storage? • Open Source Distributed Storage Solution

Client OSDEnable Throttle

2,000 IOPS

Client OSD

SAS

Disable Throttle SSD

15,000 IOPS

Bottleneck

SAS

SSD• Slow performance• No effect with SSD

• Fast performance• Danger using

High Page Cache• Crash Ceph Storage

Problems of Throttle

Page 40: Ceph Storage on SSD for Container - DCSLAB, Hanyang …dcslab.hanyang.ac.kr/nvramos/nvramos17/presentation/s5.pdf · What is Ceph Storage? • Open Source Distributed Storage Solution

Client OSD

SAS

DynamicThrottle SSD

• Burst (~ 60 secs)• Throttle From 80%

15,000 IOPS500 IOPS

filestore_queue_max_opsfilestore_queue_max_bytes

filestore_expected_throughput_opsfilestore_expected_throughput_bytes

filestore_queue_low_threshholdfilestore_queue_high_threshholdfilestore_queue_high_delay_multiplefilestore_queue_max_delay_multiple

Reference : http://blog.wjin.org/posts/ceph-dynamic-throttle.html

r=current_op /max_opshigh_delay_per_count =high_multiple /expected_throughput_opsmax_delay_per_count =max_multiple /expected_throughput_opss0=high_delay_per_count /(high_threshhold - low_threshhold)s1=(max_delay_per_count - high_delay_per_count)/(1-high_threshhold)ifr<low_threshhold:delay=0

elif r<high_threshhold:delay=(r- low_threshhold)*s0

else:delay=high_delay_per_count +((r- high_threshhold)*s1)

Dynamic Throttle

Page 41: Ceph Storage on SSD for Container - DCSLAB, Hanyang …dcslab.hanyang.ac.kr/nvramos/nvramos17/presentation/s5.pdf · What is Ceph Storage? • Open Source Distributed Storage Solution

◼ High performance improvements with SSD : 2,094 à 14,264 (x7)

◼ Must need Throttling for stable storage operation : Dynamic Throttle

◼ Need to tune OS(page cache, io scheduler), Ceph config

Conculsion

Page 42: Ceph Storage on SSD for Container - DCSLAB, Hanyang …dcslab.hanyang.ac.kr/nvramos/nvramos17/presentation/s5.pdf · What is Ceph Storage? • Open Source Distributed Storage Solution

QnA


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