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The Why and How of SSD Performance Benchmarking Esther Spanjer, SMART Modular Easen Ho, Calypso Systems

The Why and How of SSD Performance Benchmarking · 2020-05-13 · The Why and How of SSD Performance Benchmarking Esther Spanjer, SMART Modular Easen Ho, Calypso Systems

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Page 1: The Why and How of SSD Performance Benchmarking · 2020-05-13 · The Why and How of SSD Performance Benchmarking Esther Spanjer, SMART Modular Easen Ho, Calypso Systems

The Why and How of SSD Performance Benchmarking

Esther Spanjer, SMART Modular

Easen Ho, Calypso Systems

Page 2: The Why and How of SSD Performance Benchmarking · 2020-05-13 · The Why and How of SSD Performance Benchmarking Esther Spanjer, SMART Modular Easen Ho, Calypso Systems

The Why and How of SSD Performance Benchmarking © 2011 Storage Networking Industry Association. All Rights Reserved. 2 2

SNIA Legal Notice

The material contained in this tutorial is copyrighted by the SNIA. Member companies and individual members may use this material in presentations and literature under the following conditions:

Any slide or slides used must be reproduced in their entirety without modification The SNIA must be acknowledged as the source of any material used in the body of any document containing material from these presentations.

This presentation is a project of the SNIA Education Committee. Neither the author nor the presenter is an attorney and nothing in this presentation is intended to be, or should be construed as legal advice or an opinion of counsel. If you need legal advice or a legal opinion please contact your attorney. The information presented herein represents the author's personal opinion and current understanding of the relevant issues involved. The author, the presenter, and the SNIA do not assume any responsibility or liability for damages arising out of any reliance on or use of this information. NO WARRANTIES, EXPRESS OR IMPLIED. USE AT YOUR OWN RISK.

Page 3: The Why and How of SSD Performance Benchmarking · 2020-05-13 · The Why and How of SSD Performance Benchmarking Esther Spanjer, SMART Modular Easen Ho, Calypso Systems

The Why and How of SSD Performance Benchmarking © 2011 Storage Networking Industry Association. All Rights Reserved.

Abstract

A variety of parameters can influence the performance behavior of a solid state drive: current and previous workloads, fragmentation, block size, read/write mix, and queue depth to name a few SNIA’s Performance Test Specification allows for performance benchmarking that result in repeatable and consistent test results This presentation will provide an overview of the SNIA SSD Performance Test Specification for both client and enterprise SSDs

3

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The Why and How of SSD Performance Benchmarking © 2011 Storage Networking Industry Association. All Rights Reserved.

Definition of SSS

4

SSS = Solid State Storage

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The Why and How of SSD Performance Benchmarking © 2011 Storage Networking Industry Association. All Rights Reserved. 5

The Performance Landscape

Random or Sustained? Up to?

Random Precondition Sustained Speed?

IOPS? MB/s or Mb/s?

Block Size?

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Variables influencing Performance

• Platform • Test Hardware (CPU, interface, chipset, etc) • Software (OS, drivers)

• SSS Device Architecture • Flash geometry, cache, flash management algorithm, etc

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The Why and How of SSD Performance Benchmarking © 2011 Storage Networking Industry Association. All Rights Reserved. 7

Variables influencing Performance

• Platform • Test Hardware (CPU, interface, chipset, etc) • Software (OS, drivers)

• SSS Device Architecture • Flash geometry, cache, flash management algorithm, etc

• Workload 1. Write history & preconditioning: State of device before testing

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The need for Preconditioning

Santa Clara, CA USA August 2009

0

0.2

0.4

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0 50 100 150 200 250 300

Nor

mal

ized

IOP

S (I

OP

S/M

ax(I

OP

S))

Time (Minutes)

Performance States for Various SSDsNM (MLC) NS (SLC) JS (SLC) PSM (MLC) JM (MLC)

FOB Transition

Steady State (desirable test range)

Page 9: The Why and How of SSD Performance Benchmarking · 2020-05-13 · The Why and How of SSD Performance Benchmarking Esther Spanjer, SMART Modular Easen Ho, Calypso Systems

The Why and How of SSD Performance Benchmarking © 2011 Storage Networking Industry Association. All Rights Reserved.

0

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Time (Minutes)

4K Random to 128K Sequential Transition

Write History - 1

4K Steady State

F.O.B. (~1hr)

Random to Sequential Transition (~1.5hr)

128K Steady State

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Write History - 2

0

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128K Sequential to 4K Random Transition

4K Steady State

128K Steady State

F.O.B. ~10 hrs

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The Why and How of SSD Performance Benchmarking © 2011 Storage Networking Industry Association. All Rights Reserved. 11

Variables influencing Performance

• Platform • Test Hardware (CPU, interface, chipset, etc) • Software (OS, drivers)

• SSS Device Architecture • Flash geometry, cache, flash management algorithm, etc

• Workload 1. Write history & preconditioning: State of device before testing 2. Workload pattern: Read/write mix, transfer size,

sequential/random

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Workload Pattern

0.5

2

8

1024

0.0

500.0

1000.0

1500.0

2000.0

2500.0

3000.0

3500.0

4000.0

0/100 10/90 20/80 35/65 65/35 80/20 90/10 100/0 Bl

ock

Size

(KB)

IOPS

R/W Mix (%)

3D IOPS Surface Profile 0.0-500.0 500.0-1000.0 1000.0-1500.0 1500.0-2000.0

2000.0-2500.0 2500.0-3000.0 3000.0-3500.0 3500.0-4000.0

Performance depends on

Read/Write Mix Block Size Queue Depth (not shown)

Page 13: The Why and How of SSD Performance Benchmarking · 2020-05-13 · The Why and How of SSD Performance Benchmarking Esther Spanjer, SMART Modular Easen Ho, Calypso Systems

The Why and How of SSD Performance Benchmarking © 2011 Storage Networking Industry Association. All Rights Reserved. 13

Variables influencing Performance

• Platform • Test Hardware (CPU, interface, chipset, etc) • Software (OS, drivers)

• SSS Device Architecture • Flash geometry, cache, flash management algorithm, etc

• Workload 1. Write history & preconditioning: State of device before testing 2. Workload pattern: Read/write mix, transfer size,

sequential/random 3. Data Pattern: The actual bits in the data payload written to the

device

Page 14: The Why and How of SSD Performance Benchmarking · 2020-05-13 · The Why and How of SSD Performance Benchmarking Esther Spanjer, SMART Modular Easen Ho, Calypso Systems

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Dependency on data content - 1

0.52

8

32

128

512

0

5,000

10,000

15,000

20,000

25,000

30,000

35,000

0/10010/90

20/8035/65

65/3580/20

90/10100/0

Transfer Size (KB)

IOPS

R/W Mix %

3D IOPS Surface Profile (IOMETER 2008)

30,000 - 35,000

25,000 - 30,000

20,000 - 25,000

15,000 - 20,000

10,000 - 15,000

5,000 - 10,000

0 - 5,000

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0.52

8

32

128

512

0

5,000

10,000

15,000

20,000

25,000

30,000

35,000

0/10010/90

20/8035/65

65/3580/20

90/10100/0

Transfer Size (KB)

IOPS

R/W Mix %

3D IOPS Surface Profile (IOMETER 2008)

30,000 - 35,000

25,000 - 30,000

20,000 - 25,000

15,000 - 20,000

10,000 - 15,000

5,000 - 10,000

0 - 5,000

Dependency on data content - 2

15

0.51

24

816

3264

128256

512

1024

0

5,000

10,000

15,000

20,000

25,000

30,000

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0/10010/90

20/8035/65

65/3580/20

90/10100/0

Transfer Size (KB)

IOPS

R/W Mix %

3D IOPS Surface Profile (IOMETER 2006)

30,000 - 35,000

25,000 - 30,000

20,000 - 25,000

15,000 - 20,000

10,000 - 15,000

5,000 - 10,000

0 - 5,000

IOMeter 2006 High Entropy Data Content

IOMeter 2008 Low Entropy Data Content

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The Why and How of SSD Performance Benchmarking © 2011 Storage Networking Industry Association. All Rights Reserved. 16

The Need for Industry Standardization!

• SNIA Technical Working Group (TWG) • Created in early 2009

• Specification for tests procedures to enable comparative testing of SSS performance

• Agnostic – Does not favor any one technology • Relevant & Repeatable – Meaningful to end users • Practical – Complete with reasonable time and effort

• Performance Test Spec (PTS) 1.0 Client Released • PTS 1.0 Enterprise Released

• PTS 1.1 in progress, target release 4Q11

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Benchmark Types

17

• Test specific scenario (QD, block size, transfer rate)

• Good to determine corner case behavior

Synthetic IOMeter, VDBench

• Test performance of specific application (ignores QD, transfer size, etc.)

• Illustrates real world differences

Application-based

SysMark, PCMark

• Measures performance as drive is used (traces) • Most valid when similar applications are run

(no two user workloads are the same)

Trace-based Storage Bench

SNIA PTS focuses on synthetic based benchmark tools

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SSSI Reference Test Platform

18

Intel S5520HC

Single Intel W5580, 3.2GHz, Quad-core CPU

12GB, 1333MHz, ECC DDR3 RAM

LSI 9212-4e4i 6Gb/s SAS HBA

Intel ICH10R 3Gb/s SATA

8X Gen-II PCI-e

CentOS 5.5

Calypso RTP Backend V1.5

Calypso Test Suite (CTS) V6.5

Page 19: The Why and How of SSD Performance Benchmarking · 2020-05-13 · The Why and How of SSD Performance Benchmarking Esther Spanjer, SMART Modular Easen Ho, Calypso Systems

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Tests Contained In Draft V1.0 Spec.

The V1.0 Specification encompasses: A suite of basic SSS performance tests

Preconditioning and Steady State requirements

Standard test procedures

Standard test reporting requirements

19

Write Saturation

• Random Access • R/W: 100%

Writes • BS: 4K

Enterprise IOPS

• Random Access • R/W: • 100/0, 95/5, 65/35,

50/50, 35/65, 5/95, 0/100

• BS: • 1024K, 128K, 64K,

32K, 16K, 8K, 4K, 0.5K

Enterprise TP

• Sequential Access

• R/W: • 100/0, 0/100 • BS: • 1024K, 64K, 8K, 4K,

0.5K

Enterprise Latency

• Random Access • R/W: • 100/0, 65/35, 0/100

• BS: • 8K, 4K, 0.5K

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What Is NOT Covered In the Spec

Application workload tests

Matching to user workloads

Energy efficiency

Required test platform (HW/OS/Tools)

Certification

Device endurance, availability, data integrity

- Performance Test Specification v1.0 – Section 1.4

20

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Basic Test Flow

21

• Security Erase, Sanitize, Format Unit, other proprietary methods where indicated 1. Purge

• Set user selectable test parameters, such as Active Range, Data Pattern, Demand Intensity 2. Set Conditions

• Workload independent (WIPC) • Workload dependent (WDPC) 3. Pre-Condition

• Reiterate loops until Steady State is reached, or run to a prescribed maximum number of loops 4. Run Until SS

• Collect data from Steady State Measurement Window 5. Collect Data

• Use standard report formats and include required and optional elements 6. Generate Reports

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Key Concepts Used in the Spec.

A. Purge B. Pre-Condition

Workload independent Workload dependent

C. Active Range Pre-conditioning Test

D. Steady State Measurement window Data excursion condition Slope excursion condition

22

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A: Purge

As per the PTS V1.0 Specification, purge is defined as:

“ The process of returning an SSS device to a state in which subsequent writes execute, as closely as possible, as if the device

had never been used and does not contain any valid data”

Example implementation includes: ATA Security Erase, Sanitize, SCSI Format Unit

23

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B: Pre-Conditioning

Pre-Conditioning is a key requirement in getting repeatable, representative results Goal is to put drive into “Steady State”, using:

Workload independent – PTS v1.0 Section 3.3

Use a prescribed workload unrelated to the test loop Write 2X user capacity using SEQ/128KiB blocks

Workload dependent – PTS v1.0 Section 3.3

Run test workload itself as pre-conditioning (self pre-conditioning)

24

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C: Active Range

As per the PTS V1.0 Specification, Active Range is defined as:

“… ActiveRange is the range of LBA’s that may be accessed by the

preconditioning and/or test code...”

They are normally defined as % of the maximum LBA available to the user Note Pre-conditioning and Test can have different Active Ranges

25

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D: Steady State Definition

Premise is that reported data should be take only AFTER the test loop results shows the drive has reached and maintained “Steady State” The Measurement Window is the interval, measured in Rounds, when the test results have entered and maintained Steady State for 5 Rounds

26

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D: Steady State Definition

Steady State is reached only if BOTH of the following conditions are satisfied (assuming “y” is the variable being tracked): 1. Variation of y within the Measurement Windows is within

20% of the Average “ Max(y)-Min(y) within the Measurement Window is no more than 20% of the Ave(y)

within the Measurement Window; and ”

2. Trending of y within the Measurement Windows is within 10% of the Average

“ [Max(y) as defined by the linear curve fit of the data within the Measurement Window] – [Min(y) as defined by the best linear curve fit of the data within the Measurement Window] is within 10% of Ave(y) within the Measurement Window. “

27

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D: SS Measurement Window

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D: SS Measurement Window

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D: Steady State Definition

Compare [Data Excursion] with [20% of Average] [Slope Excursion] with [10% of Average]

Note This method is slightly more tolerant than +10% and –10% data excursion method and +5% and – 5% slope excursion method

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D: How Good is the Steady State

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Workload Schematics

32

Write Saturation

• Random Access

• R/W: 100% Writes

• BS: 4K

Enterprise IOPS

• Random Access • R/W: • 100/0, 95/5, 65/35,

50/50, 35/65, 5/95, 0/100

• BS: • 1024K, 128K, 64K,

32K, 16K, 8K, 4K, 0.5K

Enterprise TP

• Sequential Access

• R/W: • 100/0, 0/100 • BS: • 1024K, 64K, 8K, 4K,

0.5K

Enterprise Latency

• Random Access • R/W: • 100/0, 65/35, 0/100

• BS: • 8K, 4K, 0.5K

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IOPS RW/BS Sequence

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Enterprise IOPS RW/BS Sequence

34

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TP RW/BS Sequence

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Enterprise Latency RW/BS Sequence

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Example: Enterprise IOPS

DUT: 100GB-Class Enterprise SLC drive

Test Parameters: Active Range = [0,100%] Thread Count=2 Queue Depth (Outstanding IO/Thread)=16 DP=RND

37

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Enterprise IOPS Draft Formatted Report, 1/6

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Enterprise IOPS Draft Formatted Report, 2/6

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Enterprise IOPS Draft Formatted Report, 3/6

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Enterprise IOPS Draft Formatted Report, 4/6

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Enterprise IOPS Draft Formatted Report, 5/6

42

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Enterprise IOPS Draft Formatted Report, 6/6

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PTS Follow-On Work (PTS-E 1.1)

44

• See how the drive responds to host idle time amidst continuous access Idle Recovery

• See how drive handles switching between sustained access patterns

Cross Stimulus Recovery

• See how drive responds to increasing host demands Demand Intensity

• Get detailed response time statistics during specific stimulus Response Time Histogram

• Measures power efficiency of the device IOPS/W

• Captures or uses captured workloads traces and provide a consistent way to playback such traces

Trace-Based Workloads

• Synthetic composite workload for Enterprise environments similar to JEDEC workload for endurance testing

Enterprise Composite Synthetic Workload

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Q&A / Feedback

Please send any questions or comments on this presentation to SNIA: [email protected]

Many thanks to the following individuals

for their contributions to this tutorial. - SNIA Education Committee

Eden Kim Easen Ho Esther Spanjer