31
A match made in Userspace heaven: ISA-L, DPDK Framework, & SPDK Virtual Block Devices Greg Tucker, ISA-L Technical Lead Prital Shah, ISA-L Product Manager

A match made in Userspace heaven...A match made in Userspace heaven: ISA-L, DPDK Framework, & SPDK Virtual Block Devices Greg Tucker, ISA-L Technical Lead Prital Shah, ISA-L Product

  • Upload
    others

  • View
    2

  • Download
    0

Embed Size (px)

Citation preview

Page 1: A match made in Userspace heaven...A match made in Userspace heaven: ISA-L, DPDK Framework, & SPDK Virtual Block Devices Greg Tucker, ISA-L Technical Lead Prital Shah, ISA-L Product

A match made in Userspace heaven: ISA-L, DPDK Framework, & SPDK Virtual Block DevicesGreg Tucker, ISA-L Technical Lead

Prital Shah, ISA-L Product Manager

Page 2: A match made in Userspace heaven...A match made in Userspace heaven: ISA-L, DPDK Framework, & SPDK Virtual Block Devices Greg Tucker, ISA-L Technical Lead Prital Shah, ISA-L Product

AgendaISA-L Update

ISA-L Compression

DPDK Acceleration Framework

SPDK VBDEV Crypto POC

SPDK BDEV Examples

2

Page 3: A match made in Userspace heaven...A match made in Userspace heaven: ISA-L, DPDK Framework, & SPDK Virtual Block Devices Greg Tucker, ISA-L Technical Lead Prital Shah, ISA-L Product

3

Page 4: A match made in Userspace heaven...A match made in Userspace heaven: ISA-L, DPDK Framework, & SPDK Virtual Block Devices Greg Tucker, ISA-L Technical Lead Prital Shah, ISA-L Product

Intelligent Storage Acceleration Library(ISA-L)

Pure assembly library

Operating System Agnostic

Future Proof & Backward Compatible

Free and Open Source

Performance

Linux

MAC

WIN

BSD

Page 5: A match made in Userspace heaven...A match made in Userspace heaven: ISA-L, DPDK Framework, & SPDK Virtual Block Devices Greg Tucker, ISA-L Technical Lead Prital Shah, ISA-L Product

ISA-L Functions & Integration

Data Integrity

Hashing

Compression Fast deflate

Released

1H‘18

Multi hash

Integration

Swift

Ceph

Multi-buffer hash HDFS

DPDK FW

Spark SQL

SHA1

Data Protection

Crypto 128, 256 bit

RS-EC encode/decode

Fast inflate

AES_GCM

RAID5,6

AES_XTS AES_CBC

Rolling hash

SHA256 SHA512 MD5 MH_SHA1 MH_SHA256MH_SHA1+ murmur

Level 0 : Static Huffman

Level 1,2,3Fully Dynamic

GATK

CRC 16 bit 32 bit 64 bit

Page 6: A match made in Userspace heaven...A match made in Userspace heaven: ISA-L, DPDK Framework, & SPDK Virtual Block Devices Greg Tucker, ISA-L Technical Lead Prital Shah, ISA-L Product

ISA-L Architecture Updates

Data Integrity

Hashing

Compression Fast deflate

Multi hash

Integration

Swift

Ceph

Multi-buffer hash HDFS

DPDK FW

Spark SQL

SHA1

Data Protection

Crypto 128, 256 bit

RS-EC encode/decode

Fast inflate

AES_GCM

RAID5,6

AES_XTS AES_CBC

Rolling hash

SHA256 SHA512 MD5 MH_SHA1 MH_SHA256MH_SHA1+ murmur

Level 0 : Static Huffman

Level 1,2,3Fully Dynamic

GATK

CRC 16 bit 32 bit 64 bit

Released

1H‘18

Arch updates

Page 7: A match made in Userspace heaven...A match made in Userspace heaven: ISA-L, DPDK Framework, & SPDK Virtual Block Devices Greg Tucker, ISA-L Technical Lead Prital Shah, ISA-L Product

ISA-L New Functions

Data Integrity

Hashing

Compression Fast deflate

Multi hash

Integration

Swift

Ceph

Multi-buffer hash HDFS

DPDK FW

Spark SQL

SHA1

Data Protection

Crypto 128, 256 bit

RS-EC encode/decode

Fast inflate

AES_GCM

RAID5,6

AES_XTS AES_CBC

Rolling hash

SHA256 SHA512 MD5 MH_SHA1 MH_SHA256MH_SHA1+ murmur

Level 0 : Static Huffman

Level 1,2,3Fully Dynamic

GATK

CRC 16 bit 32 bit 64 bit

Released

1H‘18

New functions

T10 diff + Copy

Page 8: A match made in Userspace heaven...A match made in Userspace heaven: ISA-L, DPDK Framework, & SPDK Virtual Block Devices Greg Tucker, ISA-L Technical Lead Prital Shah, ISA-L Product

ISA-L Future Improvements

Data Integrity

Hashing

Compression Fast deflate

Multi hash

Integration

Swift

Ceph

Multi-buffer hash HDFS

DPDK FW

Spark SQL

SHA1

Data Protection

Crypto 128, 256 bit

RS-EC encode/decode

Fast inflate

AES_GCM

RAID5,6

AES_XTS AES_CBC

Rolling hash

SHA256 SHA512 MD5 MH_SHA1 MH_SHA256MH_SHA1+ murmur

Level 0 : Static Huffman

Level 1,2,3Fully Dynamic

GATK

CRC 16 bit 32 bit 64 bit

Released

1H‘18

Future Work

Page 9: A match made in Userspace heaven...A match made in Userspace heaven: ISA-L, DPDK Framework, & SPDK Virtual Block Devices Greg Tucker, ISA-L Technical Lead Prital Shah, ISA-L Product

9

Page 10: A match made in Userspace heaven...A match made in Userspace heaven: ISA-L, DPDK Framework, & SPDK Virtual Block Devices Greg Tucker, ISA-L Technical Lead Prital Shah, ISA-L Product

ISA-L Data Compression – Fast Deflate

DEFLATE (aka zlib, gzip, pkzip, etc)• Lossless compression• Ubiquitous adoption

Fast Compression • Novel, fully zlib-compatible implementation• Level 0-3 optimized for throughput

Optimized Decompression• Any level - Fully compatible with zlib and gzip archives

Compression of silesia corpus§ Software and workloads used in performance tests may have been optimized for performance only on Intel microprocessors. Performance tests, such as SYSmark and MobileMark, are measured using specific computer systems,components, software, operations and functions. Any change to any of those factors may cause the results to vary. You should consult other information and performance tests to assist you in fully evaluating your contemplated purchases,including the performance of that product when combined with other products.§ Configurations: see slide 50.§ For more information go to www.intel.com/benchmarks

Page 11: A match made in Userspace heaven...A match made in Userspace heaven: ISA-L, DPDK Framework, & SPDK Virtual Block Devices Greg Tucker, ISA-L Technical Lead Prital Shah, ISA-L Product

11

isal_2.22.0 -0

brotli_2017-12-12 -0

lz4_1.8.0 snappy_1.1.4

zlib_1.2.11 -1

zstd_1.3.3 -1

1

1.5

2

2.5

3

3.5

0 50 100 150 200 250 300 350

Compression Speed vs RatioCalgary Corpus - Intel® Xeon® Platinum 8180 2.5GHz

Throughput in MB/s

Co

mp

ress

ion

Ra

tio

(ori

gin

al/

com

pre

sse

d)

§ Software and workloads used in performance tests may have been optimized for performance only on Intel microprocessors. Performance tests, such as SYSmark and MobileMark, are measured using specific computer systems,components, software, operations and functions. Any change to any of those factors may cause the results to vary. You should consult other information and performance tests to assist you in fully evaluating your contemplated purchases,including the performance of that product when combined with other products.§ Configurations: see slide 50.§ For more information go to www.intel.com/benchmarks

Be

tte

r co

mp

ress

ion

Faster

Page 12: A match made in Userspace heaven...A match made in Userspace heaven: ISA-L, DPDK Framework, & SPDK Virtual Block Devices Greg Tucker, ISA-L Technical Lead Prital Shah, ISA-L Product

Co

mp

ress

ion

Ra

tio

(ori

gin

al/

com

pre

sse

d)

Throughput in MB/sAll results collected by Intel Corporation.Performance tests and ratings are measured using specific computer systems and/or components and reflect the approximate performance of Intel products as measured by those tests. Any difference in system hardware or software designor configuration may affect actual performance. Buyers should consult other sources of information to evaluate the performance of systems or components they are considering purchasing. For more information on performance tests and onthe performance of Intel products, visit Intel Performance Benchmark Limitations (http://www.intel.com/performance/resources/benchmark_limitations.htm).Software and workloads used in performance tests may have been optimized for performance only on Intel microprocessors. Performance tests, such as SYSmark and MobileMark, are measured using specific computer systems, components,software, operations and functions. Any change to any of those factors may cause the results to vary. You should consult other information and performance tests to assist you in fully evaluating your contemplated purchases, including theperformance of that product when combined with other products. For more information go to http://www.intel.com/performance

zlib_1.2.11 -9

zlib_1.2.11 -1

isal_2.22.0 -1

isal_2.22.0 -0

isal_2.22.0 -z9

1

1.5

2

2.5

3

3.5

0 100 200 300 400 500 600

Decompression Throughput vs Compression RatioSilesia Corpus - Intel® Xeon® Platnum 8180 2.5GHz

Faster

Be

tte

r co

mp

ress

ion 2.2 X

Page 13: A match made in Userspace heaven...A match made in Userspace heaven: ISA-L, DPDK Framework, & SPDK Virtual Block Devices Greg Tucker, ISA-L Technical Lead Prital Shah, ISA-L Product

13

Page 14: A match made in Userspace heaven...A match made in Userspace heaven: ISA-L, DPDK Framework, & SPDK Virtual Block Devices Greg Tucker, ISA-L Technical Lead Prital Shah, ISA-L Product

14

Storage Workload AccelerationSoftware and Hardware-based Approaches and Trade-offs

Software-based Approaches Fixed-function, Reconfigurable Approaches

ISA-L (SIMD) ASIC (QAT) FPGA GPGPU

Application Flexibility

Ea

se o

f P

rog

ram

min

g

Distance from CPU Core

La

ten

cy, G

ran

ula

rity

On-core

On-chip

QPI-attach

PCIe-attach

Fixed-function

Reconfigurable

CPU

Page 15: A match made in Userspace heaven...A match made in Userspace heaven: ISA-L, DPDK Framework, & SPDK Virtual Block Devices Greg Tucker, ISA-L Technical Lead Prital Shah, ISA-L Product

DPDK Framework

Generic APIs

Application is abstracted from the underlying SW and HW with DPDK

Preserve Platform and Application software investment

Optimized platform software ingredients (e.g. vSwitch) to take advantage of HW and SW ingredients

Flexible and outstanding performing data plane

Accelerators (Intel® QAT)

DPDK Framework

Application

Smart NIC Integrated FPGA

UPI

Optimized Platform Software

Application Abstracted from Platform

Optimized Software on CPU ISA (e.g. AES, AVX)

DPDK Support for Accelerators

Page 16: A match made in Userspace heaven...A match made in Userspace heaven: ISA-L, DPDK Framework, & SPDK Virtual Block Devices Greg Tucker, ISA-L Technical Lead Prital Shah, ISA-L Product

16

Compression

Application

Algorithm Definitions

Operation APIs

Session APIs

Burst APIs Stats APIsCapabilities

APIs

rte_compressdev APIs

QAT ISA-L Zlib

Compression PMDs

Similar to cryptodev, a new API (compressdev) will be created to support hardware and software accelerators for compression.

For hardware, this will support Intel® QuickAssist Technology.

For software, this will support compression capabilities that exist within the Intel® Storage Acceleration Library (ISA-L), and also a zlibimplementation.

The first version is planned for release 18.05.

Page 17: A match made in Userspace heaven...A match made in Userspace heaven: ISA-L, DPDK Framework, & SPDK Virtual Block Devices Greg Tucker, ISA-L Technical Lead Prital Shah, ISA-L Product

SPDK Encrypt BDEV

SPDK

NVMe

NVMe-oFTarget

NVMe Driver

BDEV

NVMeBD

SSD for Datacenter

Work in progress – patch in review

AES_CBC 128, 3DES

Multi-buffer AES-NI PMD or QATBDEV

Crypto vpdev

DPDK cryptodev

Released

In progress

NVMe-oFInitiator

BDEV

NVMeoFBD

NVMe-oFTarget

Page 18: A match made in Userspace heaven...A match made in Userspace heaven: ISA-L, DPDK Framework, & SPDK Virtual Block Devices Greg Tucker, ISA-L Technical Lead Prital Shah, ISA-L Product

18

Page 19: A match made in Userspace heaven...A match made in Userspace heaven: ISA-L, DPDK Framework, & SPDK Virtual Block Devices Greg Tucker, ISA-L Technical Lead Prital Shah, ISA-L Product

SPDK Virtual BDEVPerfect place to add storage algorithms

SPDK

NVMe

NVMe-oFTarget

NVMe Driver

BDEV

NVMeBD SSD for

Datacenter

BDEV enables stackable SW

BDEV provides abstraction for storage solutions to be inserted

Storage Services can be:

• Encryption

• Compression

• Dedup

• Analytics

BDEV

Storage Algo

StorageServices

Released

Pathfinding

3rd Party

NVMe-oFInitiator

BDEV

NVMeoFBD

NVMe-oFTarget

Page 20: A match made in Userspace heaven...A match made in Userspace heaven: ISA-L, DPDK Framework, & SPDK Virtual Block Devices Greg Tucker, ISA-L Technical Lead Prital Shah, ISA-L Product

SPDK Cryptographic Hash BDEV

SPDK

NVMe

NVMe-oFTarget

NVMe Driver

BDEV

NVMeBD SSD for

Datacenter

Employ ISA-L Multi-buffer hashing

BDEV

HashDedup/

Data integrity

Released

Proposed

3rd Party

NVMe-oFInitiator

BDEV

NVMeoFBD

NVMe-oFTarget

Intel® Xeon® Platinum 8180 Processor @ 2.5 GHz 1 Socket

ISA-L

Cycle/Byte Performance

(lower is better)

Single Core Throughput

(higher is better)

CRC 64bit 0.20 12 GB/s

Rolling Hash 64 bit 2.54 985 MB/s

Multihash SHA-1 0.41 5.8 GB/s

Multihash SHA-1+Murmur 0.63 3.8 GB/s

Multihash SHA-256 0.82 2.9 GB/s

Multibuffer SHA-1 0.45 5.4 GB/s

Multibuffer SHA-256 0.88 2.7 GB/s

Multibuffer SHA-512 1.07 2.2 GB/s

Multibuffer MD5 0.25 9.7 GB/s

Page 21: A match made in Userspace heaven...A match made in Userspace heaven: ISA-L, DPDK Framework, & SPDK Virtual Block Devices Greg Tucker, ISA-L Technical Lead Prital Shah, ISA-L Product

SPDK RAID BDEV

SPDK

NVMe

NVMe-oFTarget

NVMe Driver

BDEV

NVMeBD

SSD for Datacenter

Employ ISA-L RAID calculations

BDEV

RAID

Released

Proposed

Intel® Xeon® Platinum 8180 Processor @ 2.5 GHz 1 Socket

ISA-L (cold tests) ISA-L (warm tests)

Cycle/Byte Performance

(lower is better)

Single Core Throughput

(higher is better)

Cycle/Byte Performance

(lower is better)

Single Core Throughput

(higher is better)

RAID5 XOR 0.11 23.2 GB/s 0.03 88 GB/s

RAID6 PQ 0.11 22.4 GB/s 0.05 47 GB/s

NVMe Driver

BDEV

NVMeBD

Page 22: A match made in Userspace heaven...A match made in Userspace heaven: ISA-L, DPDK Framework, & SPDK Virtual Block Devices Greg Tucker, ISA-L Technical Lead Prital Shah, ISA-L Product

SPDK Erasure code BDEV

SPDK

NVMe

NVMe-oFTarget

NVMe Driver

BDEV

NVMeBD

SSD for Datacenter

Employ ISA-L erasure coding

BDEV

EC

Released

Proposed

NVMe-oFInitiator

BDEV

NVMeoFBD

NVMe-oFTarget

Intel® Xeon® Platinum 8180 Processor @ 2.5 GHz 1 Socket

ISA-L

Cycle/Byte Performance

(lower is better)

Single Core Throughput

(higher is better)

Reed Solomon EC (10+4) 0.19 12.6 GB/s

Page 23: A match made in Userspace heaven...A match made in Userspace heaven: ISA-L, DPDK Framework, & SPDK Virtual Block Devices Greg Tucker, ISA-L Technical Lead Prital Shah, ISA-L Product

SPDK Data Compression Example

SPDK

SSD for Datacenter

Employ ISA-L Fast Deflate

blobfs

Compress extent

Released

Proposed

Intel® Xeon® Platinum 8180 Processor @ 2.5 GHz 1 Socket

ISA-L

Cycle/Byte Performance

(lower is better)

Single Core Throughput

(higher is better)

Compression ratio

(lower is better)

Deflate - 1 7.18 348 MB/s 36.85 %

Inflate - 1 5.27 475 MB/s “

NVMe Driver

BDEV

NVMeBD

blobstore

ApplicationCompress

Page 24: A match made in Userspace heaven...A match made in Userspace heaven: ISA-L, DPDK Framework, & SPDK Virtual Block Devices Greg Tucker, ISA-L Technical Lead Prital Shah, ISA-L Product

SPDK Encrypt BDEV

SPDK

NVMe

NVMe-oFTarget

NVMe Driver

BDEV

NVMeBD SSD for

Datacenter

Employ ISA-L Block Ciphers

BDEV

Block Cipher Key Manage

Released

Proposed

NVMe-oFInitiator

BDEV

NVMeoFBD

NVMe-oFTarget

Intel® Xeon® Platinum 8180 Processor @ 2.5 GHz 1 Socket

ISA-L

Cycle/Byte Performance

(lower is better)

Single Core Throughput

(higher is better)

AES-XTS 128 0.69 3.5 GB/s

AES-XTS 256 0.92 2.6 GB/s

AES-CBC 128 Decode 0.66 3.6 GB/s

AES-CBC 192 Decode 0.77 3.1 GB/s

AES-CBC 256 Decode 0.89 2.7 GB/s

AES-GCM 128 0.69 3.5 GB/s

AES-GCM 256 0.90 2.7 GB/s

Page 25: A match made in Userspace heaven...A match made in Userspace heaven: ISA-L, DPDK Framework, & SPDK Virtual Block Devices Greg Tucker, ISA-L Technical Lead Prital Shah, ISA-L Product

25

Summary

Don’t be afraid to touch data!

• ISA-L has the throughput to hit many storage use cases.

• Data compression not a huge obstacle. Options with SW or HW acceleration.

• VBDEVs are a great place to put storage algorithms.

For more info on ISA-L see https://github.com/01org/isa-l/wiki

Page 26: A match made in Userspace heaven...A match made in Userspace heaven: ISA-L, DPDK Framework, & SPDK Virtual Block Devices Greg Tucker, ISA-L Technical Lead Prital Shah, ISA-L Product

26

Backup

Page 27: A match made in Userspace heaven...A match made in Userspace heaven: ISA-L, DPDK Framework, & SPDK Virtual Block Devices Greg Tucker, ISA-L Technical Lead Prital Shah, ISA-L Product

Units of Measurement

Cycles/Byte

Throughput (MB/s, GB/s)

Calgary Corpus Weighted Ave

Compression Ratio

Intel® ISA-L Performance Overview

CPU Gen over Gen Performance

Intel® Xeon® processor generation over generation performance metrics

Functional Library Comparisons(performance vs. other libraries available)

ISA-L 2.22

OpenSSL 1.0.2n

zlib 1.2.11

27

Page 28: A match made in Userspace heaven...A match made in Userspace heaven: ISA-L, DPDK Framework, & SPDK Virtual Block Devices Greg Tucker, ISA-L Technical Lead Prital Shah, ISA-L Product

Intel® ISA-L Performance OverviewPlatform configuration details

BIOS Configuration

P-States: Disabled

Turbo: Disabled

Speed Step: Disabled

C-States: Disabled

Power Performance Tuning: Disabled

ENERGY_PERF_BIAS_CFG: PERF

Isochronous: Disabled

Memory Power Savings: Disabled

28

Intel® AtomTM Processor C3000

C3958, 16C, 2.0 GHz, C0

Ostrich Bay CRB

2x16 GB DDR4 2400 MT/s ECC RDIMM

Intel® Xeon® Processor Scalable Family

Platinum 8180 Processor, 28C, 2.5 GHz, H0

Neon City CRB

6x16 GB DDR4 2666 MT/s ECC RDIMM

Intel® Xeon® Processor E5-2600v4

E5-2650v4, 12C, 2.2 GHz, M0

Aztec City CRB

4x8 GB DDR4 2400 MT/s ECC RDIMM

Intel® Xeon® Processor D-1500

D-1541, 8C, 2.1 GHz, V2

Camelback Mountain CRB

2x8 GB DDR4 2400 MT/s ECC RDIMM

Intel® Xeon® Processor D-2183IT

D-2183IT, 16C, 2.2 GHz, M1

Yuba City CRB

4x8 GB DDR4 2400 MT/s ECC RDIMM

Intel® AtomTM Processor C2000

C2750, 8C, 2.4 GHz, B0

Mohon Peak CRB

2x8 GB DDR3 1600 MT/s ECC RDIMM

Page 29: A match made in Userspace heaven...A match made in Userspace heaven: ISA-L, DPDK Framework, & SPDK Virtual Block Devices Greg Tucker, ISA-L Technical Lead Prital Shah, ISA-L Product

Loop to Reduce Timer Latencies and Transients

Start timer

Iterate over data set

Stop timer

Report total bytes processed/time

Turbo Off for Repeatability

Cold Cache Tests

Pick large data set by default (larger than last-level cache)

Ensures memory fetch/put included

Intel® ISA-L Performance Tests

29

Page 30: A match made in Userspace heaven...A match made in Userspace heaven: ISA-L, DPDK Framework, & SPDK Virtual Block Devices Greg Tucker, ISA-L Technical Lead Prital Shah, ISA-L Product

Intel technologies’ features and benefits depend on system configuration and may require enabled hardware, software or service activation. Learn more at intel.com, or from the OEM or retailer.

Some results have been estimated or simulated using internal Intel analysis or architecture simulation or modeling, and provided to you for informational purposes. Any differences in your system hardware, software or configuration may affect your actual performance..

Intel processors of the same SKU may vary in frequency or power as a result of natural variability in the production process.

Intel does not control or audit third-party benchmark data or the web sites referenced in this document. You should visit the referenced web site and confirm whether referenced data are accurate.

Optimization Notice: Intel's compilers may or may not optimize to the same degree for non-Intel microprocessors for optimizations that are not unique to Intel microprocessors. These optimizations include SSE2, SSE3, and SSSE3 instruction sets and other optimizations. Intel does not guarantee the availability, functionality, or effectiveness of any optimization on microprocessors not manufactured by Intel. Microprocessor-dependent optimizations in this product are intended for use with Intel microprocessors. Certain optimizations not specific to Intel microarchitecture are reserved for Intel microprocessors. Please refer to the applicable product User and Reference Guides for more information regarding the specific instruction sets covered by this notice. Notice Revision #20110804.

The benchmark results may need to be revised as additional testing is conducted. The results depend on the specific platform configurations and workloads utilized in the testing, and may not be applicable to any particular user's components, computer system or workloads. The results are not necessarily representative of other benchmarks and other benchmark results may show greater or lesser impact from mitigations.

Software and workloads used in performance tests may have been optimized for performance only on Intel microprocessors.Performance tests, such as SYSmark and MobileMark, are measured using specific computer systems, components, software, operations and functions. Any change to any of those factors may cause the results to vary. You should consult other information and performance tests to assist you in fully evaluating your contemplated purchases, including the performance of that product when combined with other products. For more complete information visit www.intel.com/benchmarks.

Results have been estimated or simulated using internal Intel analysis or architecture simulation or modeling, and provided to you for informational purposes. Any differences in your system hardware, software or configuration may affect your actual performance.

Intel technologies' features and benefits depend on system configuration and may require enabled hardware, software or service activation. Performance varies depending on system configuration. No computer system can be absolutely secure. Check with your system manufacturer or retailer or learn more at www.intel.com.

The cost reduction scenarios described are intended to enable you to get a better understanding of how the purchase of a given Intel based product, combined with a number of situation-specific variables, might affect future costs and savings. Circumstances will vary and there may be unaccounted-for costs related to the use and deployment of a given product. Nothing in this document should be interpreted as either a promise of or contract for a given level of costs or cost reduction.

No computer system can be absolutely secure.

© 2018 Intel Corporation. Intel, the Intel logo, Xeon and Xeon logos are trademarks of Intel Corporation in the U.S. and/or other countries.

*Other names and brands may be claimed as the property of others.

Notices and Disclaimers

30

Page 31: A match made in Userspace heaven...A match made in Userspace heaven: ISA-L, DPDK Framework, & SPDK Virtual Block Devices Greg Tucker, ISA-L Technical Lead Prital Shah, ISA-L Product