SlideShare a Scribd company logo
1 of 48
Download to read offline
Performance Challenges
In
Software Networking
Stephen Hemminger
@networkplumber
Who am I?
● Principal Architect
Brocade vRouter
(Vyatta)
● Fellow
Linux Foundation
● Sequent
Unix SMP networking
● DPDK
– #3 contributor
● Linux
– 10+ year contributor
– Maintainer
● Bridge
● iproute
Agenda
● Myths
● Requirements
● Benchmarks
● Reality
Myths
● Software networking can never do:
– 1Gbit
● 2008 – Linux, FreeBSD, ...
– 10Gbit
● 2013 – DPDK, Netmap, ...
– 40Gbit
● 2015 – DPDK, ...
– 100Gbit
● 2016?
Hardware vs Software
● Clock rate
● TCAM size
● TCAM miss
● Bus transactions
● Clock rate
● Cache size
● Cache misses per packet
● PCI bus operations
Optimization cycle
AnalyzeOptimize
Measure
SDN Measurement
Forwarding
RFC2544
Scaling
Imix, BGP, Firewall, ...
Application
BGP convergence
Availablity
SDN Workload
Performance
Test Environment
Benchmark vs Reality
● Benchmark
– random flows
– 10 or less rules
– 128GB memory
– 32 or more CPU
● Reality
– Burstyflows
– 1000's of rules
– 2GB VM
– 2-4 CPU
System effects
● Data/Control resource sharing
– CPU cache
– Background noise
● Power consumption
● Memory footprint
● Virtualization overhead
● Platform differences
Basics
memory is ~70+ ns away (i.e. 2.0 GHz = 140+ cycles)
Source: Intel® 64 and IA-32 Architectures: Optimization Reference Manual
Sandy Bridge
Ivy Bridge
Haswell Skylake
(bytes/cycle) 4 4 4
L1 Peak Bandwidth 2x16 2x32 load
1x32 store
2x32 load
1x32 store
L2 data access (cycles) 12 11 12
L2 peak Bandwidth 1x32 64 64
Shared L3 access (cycles) 26-31 34 44
L3 peak bandwidth 32 - 32
Data hit in L2 cache 43 – clean hit
60 – modified
Time Budget
● 10Gbit 64 byte packet
– 67.2ns = 201 cycles @ 3Ghz
● Cache
– L3 = 8 ns
– L2 = 4.3
● Atomic operations
– Lock = 8.25 ns
– Lock/Unlock = 16.1
Network stack challenges at increasing speeds – LCA 2015
Jesper Dangaard Brouer
Magic Exlir?
Fast vs Slow
● New software
– Lockless
– Single function
– Tight layering
– Cache aware
● Legacy software
– Interrupts
– Shared resources
– System calls
– VM exit
Performance Tradeoffs
● Bulk operations
● Lock-less Algorithms
● Tight integration
● Polling
● Caching
➔ Latency
➔ Update speed
Consistency
➔ Inflexible
➔ CPU utilization
Power management
➔ Memory utilization
Update overhead
CPU pipeline
Cache flow
Rx
Device
Network
Function
Tx
Device
Rx
Poll
Tx
Kick
Tx
Descriptor
Rx
Descriptor
Function Table
Accesses
Worst case 7+ cache miss per packet!
Packet
Data
Cache Ping/Pong
● Cache line shared between
cores
– Statistics
– Session state
NFV bucket brigade
Packet batching
New developments
● DPDK
– Multi-architecture
– NIC support
– Packet pipeline
– ACL
– LPM
– ...
● Linux
– Batched Tx
– Lockless queue
disciplines
– Memory allocator
performance
Conclusions
● Software networking is
function of:
– Algorithims
– Low level CPU utilization
– Cache behavior
Questions?
Thank you
Stephen Hemminger
stephen@networkplumber.org
@networkplumber
Next Generation Software Networking
● Openvswitch + DPDK
● Brocade – vRouter
● 6Wind
● FD.io – VPP
● Juniper - Opencontrail
● Huawei - Fusionsphere
Performance Challenges
In
Software Networking
Stephen Hemminger
@networkplumber
Who am I?
● Principal Architect
Brocade vRouter
(Vyatta)
● Fellow
Linux Foundation
● Sequent
Unix SMP networking
● DPDK
– #3 contributor
● Linux
– 10+ year contributor
– Maintainer
●
Bridge
●
iproute
Agenda
● Myths
● Requirements
● Benchmarks
● Reality
Myths
● Software networking can never do:
– 1Gbit
● 2008 – Linux, FreeBSD, ...
– 10Gbit
● 2013 – DPDK, Netmap, ...
– 40Gbit
● 2015 – DPDK, ...
– 100Gbit
● 2016?
Hardware vs Software
● Clock rate
● TCAM size
● TCAM miss
● Bus transactions
● Clock rate
● Cache size
● Cache misses per packet
● PCI bus operations
Optimization cycle
AnalyzeOptimize
Measure
SDN Measurement
Forwarding
RFC2544
Scaling
Imix, BGP, Firewall, ...
Application
BGP convergence
Availablity
SDN Workload
Performance
Test Environment
Benchmark vs Reality
● Benchmark
– random flows
– 10 or less rules
– 128GB memory
– 32 or more CPU
● Reality
– Burstyflows
– 1000's of rules
– 2GB VM
– 2-4 CPU
System effects
● Data/Control resource sharing
– CPU cache
– Background noise
● Power consumption
● Memory footprint
● Virtualization overhead
● Platform differences
Basics
memory is ~70+ ns away (i.e. 2.0 GHz = 140+ cycles)
Source: Intel® 64 and IA-32 Architectures: Optimization Reference Manual
Sandy Bridge
Ivy Bridge
Haswell Skylake
(bytes/cycle) 4 4 4
L1 Peak Bandwidth 2x16 2x32 load
1x32 store
2x32 load
1x32 store
L2 data access (cycles) 12 11 12
L2 peak Bandwidth 1x32 64 64
Shared L3 access (cycles) 26-31 34 44
L3 peak bandwidth 32 - 32
Data hit in L2 cache 43 – clean hit
60 – modified
Time Budget
● 10Gbit 64 byte packet
– 67.2ns = 201 cycles @ 3Ghz
● Cache
– L3 = 8 ns
– L2 = 4.3
● Atomic operations
– Lock = 8.25 ns
– Lock/Unlock = 16.1
Network stack challenges at increasing speeds – LCA 2015
Jesper Dangaard Brouer
Magic Exlir?
Fast vs Slow
● New software
– Lockless
– Single function
– Tight layering
– Cache aware
● Legacy software
– Interrupts
– Shared resources
– System calls
– VM exit
Performance Tradeoffs
● Bulk operations
● Lock-less Algorithms
● Tight integration
● Polling
● Caching
➔ Latency
➔ Update speed
Consistency
➔ Inflexible
➔ CPU utilization
Power management
➔ Memory utilization
Update overhead
CPU pipeline
Cache flow
Rx
Device
Network
Function
Tx
Device
Rx
Poll
Tx
Kick
Tx
Descriptor
Rx
Descriptor
Function Table
Accesses
Worst case 7+ cache miss per packet!
Packet
Data
Cache Ping/Pong
● Cache line shared between
cores
– Statistics
– Session state
NFV bucket brigade
Packet batching
New developments
● DPDK
– Multi-architecture
– NIC support
– Packet pipeline
– ACL
– LPM
– ...
● Linux
– Batched Tx
– Lockless queue
disciplines
– Memory allocator
performance
Conclusions
● Software networking is
function of:
– Algorithims
– Low level CPU utilization
– Cache behavior
Questions?
Thank you
Stephen Hemminger
stephen@networkplumber.org
@networkplumber
Next Generation Software Networking
● Openvswitch + DPDK
● Brocade – vRouter
● 6Wind
● FD.io – VPP
● Juniper - Opencontrail
● Huawei - Fusionsphere

More Related Content

What's hot

Introduction to DPDK
Introduction to DPDKIntroduction to DPDK
Introduction to DPDKKernel TLV
 
DPDK Summit 2015 - HP - Al Sanders
DPDK Summit 2015 - HP - Al SandersDPDK Summit 2015 - HP - Al Sanders
DPDK Summit 2015 - HP - Al SandersJim St. Leger
 
DPDK summit 2015: It's kind of fun to do the impossible with DPDK
DPDK summit 2015: It's kind of fun  to do the impossible with DPDKDPDK summit 2015: It's kind of fun  to do the impossible with DPDK
DPDK summit 2015: It's kind of fun to do the impossible with DPDKLagopus SDN/OpenFlow switch
 
DPDK Summit - 08 Sept 2014 - Futurewei - Jun Xu - Revisit the IP Stack in Lin...
DPDK Summit - 08 Sept 2014 - Futurewei - Jun Xu - Revisit the IP Stack in Lin...DPDK Summit - 08 Sept 2014 - Futurewei - Jun Xu - Revisit the IP Stack in Lin...
DPDK Summit - 08 Sept 2014 - Futurewei - Jun Xu - Revisit the IP Stack in Lin...Jim St. Leger
 
OVS and DPDK - T.F. Herbert, K. Traynor, M. Gray
OVS and DPDK - T.F. Herbert, K. Traynor, M. GrayOVS and DPDK - T.F. Herbert, K. Traynor, M. Gray
OVS and DPDK - T.F. Herbert, K. Traynor, M. Grayharryvanhaaren
 
DPDK in Containers Hands-on Lab
DPDK in Containers Hands-on LabDPDK in Containers Hands-on Lab
DPDK in Containers Hands-on LabMichelle Holley
 
DPDK Summit 2015 - RIFT.io - Tim Mortsolf
DPDK Summit 2015 - RIFT.io - Tim MortsolfDPDK Summit 2015 - RIFT.io - Tim Mortsolf
DPDK Summit 2015 - RIFT.io - Tim MortsolfJim St. Leger
 
DPDK Summit 2015 - NTT - Yoshihiro Nakajima
DPDK Summit 2015 - NTT - Yoshihiro NakajimaDPDK Summit 2015 - NTT - Yoshihiro Nakajima
DPDK Summit 2015 - NTT - Yoshihiro NakajimaJim St. Leger
 
How to Speak Intel DPDK KNI for Web Services.
How to Speak Intel DPDK KNI for Web Services.How to Speak Intel DPDK KNI for Web Services.
How to Speak Intel DPDK KNI for Web Services.Naoto MATSUMOTO
 
Recent advance in netmap/VALE(mSwitch)
Recent advance in netmap/VALE(mSwitch)Recent advance in netmap/VALE(mSwitch)
Recent advance in netmap/VALE(mSwitch)micchie
 
Spy hard, challenges of 100G deep packet inspection on x86 platform
Spy hard, challenges of 100G deep packet inspection on x86 platformSpy hard, challenges of 100G deep packet inspection on x86 platform
Spy hard, challenges of 100G deep packet inspection on x86 platformRedge Technologies
 
Network Programming: Data Plane Development Kit (DPDK)
Network Programming: Data Plane Development Kit (DPDK)Network Programming: Data Plane Development Kit (DPDK)
Network Programming: Data Plane Development Kit (DPDK)Andriy Berestovskyy
 
DPDK Summit 2015 - Aspera - Charles Shiflett
DPDK Summit 2015 - Aspera - Charles ShiflettDPDK Summit 2015 - Aspera - Charles Shiflett
DPDK Summit 2015 - Aspera - Charles ShiflettJim St. Leger
 
Symmetric Crypto for DPDK - Declan Doherty
Symmetric Crypto for DPDK - Declan DohertySymmetric Crypto for DPDK - Declan Doherty
Symmetric Crypto for DPDK - Declan Dohertyharryvanhaaren
 
Disruptive IP Networking with Intel DPDK on Linux
Disruptive IP Networking with Intel DPDK on LinuxDisruptive IP Networking with Intel DPDK on Linux
Disruptive IP Networking with Intel DPDK on LinuxNaoto MATSUMOTO
 
Lagopus presentation on 14th Annual ON*VECTOR International Photonics Workshop
Lagopus presentation on 14th Annual ON*VECTOR International Photonics WorkshopLagopus presentation on 14th Annual ON*VECTOR International Photonics Workshop
Lagopus presentation on 14th Annual ON*VECTOR International Photonics WorkshopLagopus SDN/OpenFlow switch
 
Accelerating Neutron with Intel DPDK
Accelerating Neutron with Intel DPDKAccelerating Neutron with Intel DPDK
Accelerating Neutron with Intel DPDKAlexander Shalimov
 

What's hot (20)

Introduction to DPDK
Introduction to DPDKIntroduction to DPDK
Introduction to DPDK
 
Userspace networking
Userspace networkingUserspace networking
Userspace networking
 
DPDK Summit 2015 - HP - Al Sanders
DPDK Summit 2015 - HP - Al SandersDPDK Summit 2015 - HP - Al Sanders
DPDK Summit 2015 - HP - Al Sanders
 
DPDK summit 2015: It's kind of fun to do the impossible with DPDK
DPDK summit 2015: It's kind of fun  to do the impossible with DPDKDPDK summit 2015: It's kind of fun  to do the impossible with DPDK
DPDK summit 2015: It's kind of fun to do the impossible with DPDK
 
DPDK Summit - 08 Sept 2014 - Futurewei - Jun Xu - Revisit the IP Stack in Lin...
DPDK Summit - 08 Sept 2014 - Futurewei - Jun Xu - Revisit the IP Stack in Lin...DPDK Summit - 08 Sept 2014 - Futurewei - Jun Xu - Revisit the IP Stack in Lin...
DPDK Summit - 08 Sept 2014 - Futurewei - Jun Xu - Revisit the IP Stack in Lin...
 
OVS and DPDK - T.F. Herbert, K. Traynor, M. Gray
OVS and DPDK - T.F. Herbert, K. Traynor, M. GrayOVS and DPDK - T.F. Herbert, K. Traynor, M. Gray
OVS and DPDK - T.F. Herbert, K. Traynor, M. Gray
 
DPDK in Containers Hands-on Lab
DPDK in Containers Hands-on LabDPDK in Containers Hands-on Lab
DPDK in Containers Hands-on Lab
 
DPDK Summit 2015 - RIFT.io - Tim Mortsolf
DPDK Summit 2015 - RIFT.io - Tim MortsolfDPDK Summit 2015 - RIFT.io - Tim Mortsolf
DPDK Summit 2015 - RIFT.io - Tim Mortsolf
 
DPDK Summit 2015 - NTT - Yoshihiro Nakajima
DPDK Summit 2015 - NTT - Yoshihiro NakajimaDPDK Summit 2015 - NTT - Yoshihiro Nakajima
DPDK Summit 2015 - NTT - Yoshihiro Nakajima
 
How to Speak Intel DPDK KNI for Web Services.
How to Speak Intel DPDK KNI for Web Services.How to Speak Intel DPDK KNI for Web Services.
How to Speak Intel DPDK KNI for Web Services.
 
DPDK In Depth
DPDK In DepthDPDK In Depth
DPDK In Depth
 
Recent advance in netmap/VALE(mSwitch)
Recent advance in netmap/VALE(mSwitch)Recent advance in netmap/VALE(mSwitch)
Recent advance in netmap/VALE(mSwitch)
 
DPDK KNI interface
DPDK KNI interfaceDPDK KNI interface
DPDK KNI interface
 
Spy hard, challenges of 100G deep packet inspection on x86 platform
Spy hard, challenges of 100G deep packet inspection on x86 platformSpy hard, challenges of 100G deep packet inspection on x86 platform
Spy hard, challenges of 100G deep packet inspection on x86 platform
 
Network Programming: Data Plane Development Kit (DPDK)
Network Programming: Data Plane Development Kit (DPDK)Network Programming: Data Plane Development Kit (DPDK)
Network Programming: Data Plane Development Kit (DPDK)
 
DPDK Summit 2015 - Aspera - Charles Shiflett
DPDK Summit 2015 - Aspera - Charles ShiflettDPDK Summit 2015 - Aspera - Charles Shiflett
DPDK Summit 2015 - Aspera - Charles Shiflett
 
Symmetric Crypto for DPDK - Declan Doherty
Symmetric Crypto for DPDK - Declan DohertySymmetric Crypto for DPDK - Declan Doherty
Symmetric Crypto for DPDK - Declan Doherty
 
Disruptive IP Networking with Intel DPDK on Linux
Disruptive IP Networking with Intel DPDK on LinuxDisruptive IP Networking with Intel DPDK on Linux
Disruptive IP Networking with Intel DPDK on Linux
 
Lagopus presentation on 14th Annual ON*VECTOR International Photonics Workshop
Lagopus presentation on 14th Annual ON*VECTOR International Photonics WorkshopLagopus presentation on 14th Annual ON*VECTOR International Photonics Workshop
Lagopus presentation on 14th Annual ON*VECTOR International Photonics Workshop
 
Accelerating Neutron with Intel DPDK
Accelerating Neutron with Intel DPDKAccelerating Neutron with Intel DPDK
Accelerating Neutron with Intel DPDK
 

Similar to Performance challenges in software networking

[OpenStack Days Korea 2016] Track3 - OpenStack on 64-bit ARM with X-Gene
[OpenStack Days Korea 2016] Track3 - OpenStack on 64-bit ARM with X-Gene[OpenStack Days Korea 2016] Track3 - OpenStack on 64-bit ARM with X-Gene
[OpenStack Days Korea 2016] Track3 - OpenStack on 64-bit ARM with X-GeneOpenStack Korea Community
 
Tackling Network Bottlenecks with Hardware Accelerations: Cloud vs. On-Premise
Tackling Network Bottlenecks with Hardware Accelerations: Cloud vs. On-PremiseTackling Network Bottlenecks with Hardware Accelerations: Cloud vs. On-Premise
Tackling Network Bottlenecks with Hardware Accelerations: Cloud vs. On-PremiseDatabricks
 
A Dataflow Processing Chip for Training Deep Neural Networks
A Dataflow Processing Chip for Training Deep Neural NetworksA Dataflow Processing Chip for Training Deep Neural Networks
A Dataflow Processing Chip for Training Deep Neural Networksinside-BigData.com
 
High performace network of Cloud Native Taiwan User Group
High performace network of Cloud Native Taiwan User GroupHigh performace network of Cloud Native Taiwan User Group
High performace network of Cloud Native Taiwan User GroupHungWei Chiu
 
Oow 2008 yahoo_pie-db
Oow 2008 yahoo_pie-dbOow 2008 yahoo_pie-db
Oow 2008 yahoo_pie-dbbohanchen
 
Boosting spark performance: An Overview of Techniques
Boosting spark performance: An Overview of TechniquesBoosting spark performance: An Overview of Techniques
Boosting spark performance: An Overview of TechniquesAhsan Javed Awan
 
Software Network Data Plane - Satisfying the need for speed - FD.io - VPP and...
Software Network Data Plane - Satisfying the need for speed - FD.io - VPP and...Software Network Data Plane - Satisfying the need for speed - FD.io - VPP and...
Software Network Data Plane - Satisfying the need for speed - FD.io - VPP and...Haidee McMahon
 
Netflix Open Source Meetup Season 4 Episode 2
Netflix Open Source Meetup Season 4 Episode 2Netflix Open Source Meetup Season 4 Episode 2
Netflix Open Source Meetup Season 4 Episode 2aspyker
 
Machine learning at Scale with Apache Spark
Machine learning at Scale with Apache SparkMachine learning at Scale with Apache Spark
Machine learning at Scale with Apache SparkMartin Zapletal
 
Fast data in times of crisis with GPU accelerated database QikkDB | Business ...
Fast data in times of crisis with GPU accelerated database QikkDB | Business ...Fast data in times of crisis with GPU accelerated database QikkDB | Business ...
Fast data in times of crisis with GPU accelerated database QikkDB | Business ...Matej Misik
 
OSMC 2022 | Let’s build a private cloud – how hard can it be? by Kevin Honka
OSMC 2022 | Let’s build a private cloud – how hard can it be? by Kevin HonkaOSMC 2022 | Let’s build a private cloud – how hard can it be? by Kevin Honka
OSMC 2022 | Let’s build a private cloud – how hard can it be? by Kevin HonkaNETWAYS
 
Kubernetes @ Squarespace (SRE Portland Meetup October 2017)
Kubernetes @ Squarespace (SRE Portland Meetup October 2017)Kubernetes @ Squarespace (SRE Portland Meetup October 2017)
Kubernetes @ Squarespace (SRE Portland Meetup October 2017)Kevin Lynch
 
LEGaTO Heterogeneous Hardware
LEGaTO Heterogeneous HardwareLEGaTO Heterogeneous Hardware
LEGaTO Heterogeneous HardwareLEGATO project
 
ODSA Proof of Concept SmartNIC Speeds & Feeds
ODSA Proof of Concept SmartNIC Speeds & FeedsODSA Proof of Concept SmartNIC Speeds & Feeds
ODSA Proof of Concept SmartNIC Speeds & FeedsODSA Workgroup
 
PLNOG16: Obsługa 100M pps na platformie PC , Przemysław Frasunek, Paweł Mała...
PLNOG16: Obsługa 100M pps na platformie PC, Przemysław Frasunek, Paweł Mała...PLNOG16: Obsługa 100M pps na platformie PC, Przemysław Frasunek, Paweł Mała...
PLNOG16: Obsługa 100M pps na platformie PC , Przemysław Frasunek, Paweł Mała...PROIDEA
 
Streaming datasets for personalization
Streaming datasets for personalizationStreaming datasets for personalization
Streaming datasets for personalizationShriya Arora
 
Going Real-Time: Creating Frequently-Updating Datasets for Personalization: S...
Going Real-Time: Creating Frequently-Updating Datasets for Personalization: S...Going Real-Time: Creating Frequently-Updating Datasets for Personalization: S...
Going Real-Time: Creating Frequently-Updating Datasets for Personalization: S...Spark Summit
 
Tối ưu hiệu năng đáp ứng các yêu cầu của hệ thống 4G core
Tối ưu hiệu năng đáp ứng các yêu cầu của hệ thống 4G coreTối ưu hiệu năng đáp ứng các yêu cầu của hệ thống 4G core
Tối ưu hiệu năng đáp ứng các yêu cầu của hệ thống 4G coreVietnam Open Infrastructure User Group
 
Dataplane networking acceleration with OpenDataplane / Максим Уваров (Linaro)
Dataplane networking acceleration with OpenDataplane / Максим Уваров (Linaro)Dataplane networking acceleration with OpenDataplane / Максим Уваров (Linaro)
Dataplane networking acceleration with OpenDataplane / Максим Уваров (Linaro)Ontico
 

Similar to Performance challenges in software networking (20)

[OpenStack Days Korea 2016] Track3 - OpenStack on 64-bit ARM with X-Gene
[OpenStack Days Korea 2016] Track3 - OpenStack on 64-bit ARM with X-Gene[OpenStack Days Korea 2016] Track3 - OpenStack on 64-bit ARM with X-Gene
[OpenStack Days Korea 2016] Track3 - OpenStack on 64-bit ARM with X-Gene
 
Tackling Network Bottlenecks with Hardware Accelerations: Cloud vs. On-Premise
Tackling Network Bottlenecks with Hardware Accelerations: Cloud vs. On-PremiseTackling Network Bottlenecks with Hardware Accelerations: Cloud vs. On-Premise
Tackling Network Bottlenecks with Hardware Accelerations: Cloud vs. On-Premise
 
A Dataflow Processing Chip for Training Deep Neural Networks
A Dataflow Processing Chip for Training Deep Neural NetworksA Dataflow Processing Chip for Training Deep Neural Networks
A Dataflow Processing Chip for Training Deep Neural Networks
 
High performace network of Cloud Native Taiwan User Group
High performace network of Cloud Native Taiwan User GroupHigh performace network of Cloud Native Taiwan User Group
High performace network of Cloud Native Taiwan User Group
 
Oow 2008 yahoo_pie-db
Oow 2008 yahoo_pie-dbOow 2008 yahoo_pie-db
Oow 2008 yahoo_pie-db
 
Boosting spark performance: An Overview of Techniques
Boosting spark performance: An Overview of TechniquesBoosting spark performance: An Overview of Techniques
Boosting spark performance: An Overview of Techniques
 
Current Trends in HPC
Current Trends in HPCCurrent Trends in HPC
Current Trends in HPC
 
Software Network Data Plane - Satisfying the need for speed - FD.io - VPP and...
Software Network Data Plane - Satisfying the need for speed - FD.io - VPP and...Software Network Data Plane - Satisfying the need for speed - FD.io - VPP and...
Software Network Data Plane - Satisfying the need for speed - FD.io - VPP and...
 
Netflix Open Source Meetup Season 4 Episode 2
Netflix Open Source Meetup Season 4 Episode 2Netflix Open Source Meetup Season 4 Episode 2
Netflix Open Source Meetup Season 4 Episode 2
 
Machine learning at Scale with Apache Spark
Machine learning at Scale with Apache SparkMachine learning at Scale with Apache Spark
Machine learning at Scale with Apache Spark
 
Fast data in times of crisis with GPU accelerated database QikkDB | Business ...
Fast data in times of crisis with GPU accelerated database QikkDB | Business ...Fast data in times of crisis with GPU accelerated database QikkDB | Business ...
Fast data in times of crisis with GPU accelerated database QikkDB | Business ...
 
OSMC 2022 | Let’s build a private cloud – how hard can it be? by Kevin Honka
OSMC 2022 | Let’s build a private cloud – how hard can it be? by Kevin HonkaOSMC 2022 | Let’s build a private cloud – how hard can it be? by Kevin Honka
OSMC 2022 | Let’s build a private cloud – how hard can it be? by Kevin Honka
 
Kubernetes @ Squarespace (SRE Portland Meetup October 2017)
Kubernetes @ Squarespace (SRE Portland Meetup October 2017)Kubernetes @ Squarespace (SRE Portland Meetup October 2017)
Kubernetes @ Squarespace (SRE Portland Meetup October 2017)
 
LEGaTO Heterogeneous Hardware
LEGaTO Heterogeneous HardwareLEGaTO Heterogeneous Hardware
LEGaTO Heterogeneous Hardware
 
ODSA Proof of Concept SmartNIC Speeds & Feeds
ODSA Proof of Concept SmartNIC Speeds & FeedsODSA Proof of Concept SmartNIC Speeds & Feeds
ODSA Proof of Concept SmartNIC Speeds & Feeds
 
PLNOG16: Obsługa 100M pps na platformie PC , Przemysław Frasunek, Paweł Mała...
PLNOG16: Obsługa 100M pps na platformie PC, Przemysław Frasunek, Paweł Mała...PLNOG16: Obsługa 100M pps na platformie PC, Przemysław Frasunek, Paweł Mała...
PLNOG16: Obsługa 100M pps na platformie PC , Przemysław Frasunek, Paweł Mała...
 
Streaming datasets for personalization
Streaming datasets for personalizationStreaming datasets for personalization
Streaming datasets for personalization
 
Going Real-Time: Creating Frequently-Updating Datasets for Personalization: S...
Going Real-Time: Creating Frequently-Updating Datasets for Personalization: S...Going Real-Time: Creating Frequently-Updating Datasets for Personalization: S...
Going Real-Time: Creating Frequently-Updating Datasets for Personalization: S...
 
Tối ưu hiệu năng đáp ứng các yêu cầu của hệ thống 4G core
Tối ưu hiệu năng đáp ứng các yêu cầu của hệ thống 4G coreTối ưu hiệu năng đáp ứng các yêu cầu của hệ thống 4G core
Tối ưu hiệu năng đáp ứng các yêu cầu của hệ thống 4G core
 
Dataplane networking acceleration with OpenDataplane / Максим Уваров (Linaro)
Dataplane networking acceleration with OpenDataplane / Максим Уваров (Linaro)Dataplane networking acceleration with OpenDataplane / Максим Уваров (Linaro)
Dataplane networking acceleration with OpenDataplane / Максим Уваров (Linaro)
 

More from Stephen Hemminger

More from Stephen Hemminger (11)

Staging driver sins
Staging driver sinsStaging driver sins
Staging driver sins
 
Netem -emulating real networks in the lab
Netem -emulating real networks in the labNetem -emulating real networks in the lab
Netem -emulating real networks in the lab
 
Untold story
Untold storyUntold story
Untold story
 
Llnw bufferbloat
Llnw bufferbloatLlnw bufferbloat
Llnw bufferbloat
 
Bufferbloat is alll Wet!
Bufferbloat is alll Wet!Bufferbloat is alll Wet!
Bufferbloat is alll Wet!
 
Linux Bridging: Teaching an old dog new tricks
Linux Bridging: Teaching an old dog new tricksLinux Bridging: Teaching an old dog new tricks
Linux Bridging: Teaching an old dog new tricks
 
Taking the Fear Out of Contributing
Taking the Fear Out of ContributingTaking the Fear Out of Contributing
Taking the Fear Out of Contributing
 
Virtual Network Performance Challenge
Virtual Network Performance ChallengeVirtual Network Performance Challenge
Virtual Network Performance Challenge
 
A Baker's dozen of TCP
A Baker's dozen of TCPA Baker's dozen of TCP
A Baker's dozen of TCP
 
Virtual net performance
Virtual net performanceVirtual net performance
Virtual net performance
 
Online tools
Online toolsOnline tools
Online tools
 

Recently uploaded

Artificial intelligence in the post-deep learning era
Artificial intelligence in the post-deep learning eraArtificial intelligence in the post-deep learning era
Artificial intelligence in the post-deep learning eraDeakin University
 
Benefits Of Flutter Compared To Other Frameworks
Benefits Of Flutter Compared To Other FrameworksBenefits Of Flutter Compared To Other Frameworks
Benefits Of Flutter Compared To Other FrameworksSoftradix Technologies
 
WhatsApp 9892124323 ✓Call Girls In Kalyan ( Mumbai ) secure service
WhatsApp 9892124323 ✓Call Girls In Kalyan ( Mumbai ) secure serviceWhatsApp 9892124323 ✓Call Girls In Kalyan ( Mumbai ) secure service
WhatsApp 9892124323 ✓Call Girls In Kalyan ( Mumbai ) secure servicePooja Nehwal
 
Transforming Data Streams with Kafka Connect: An Introduction to Single Messa...
Transforming Data Streams with Kafka Connect: An Introduction to Single Messa...Transforming Data Streams with Kafka Connect: An Introduction to Single Messa...
Transforming Data Streams with Kafka Connect: An Introduction to Single Messa...HostedbyConfluent
 
SIEMENS: RAPUNZEL – A Tale About Knowledge Graph
SIEMENS: RAPUNZEL – A Tale About Knowledge GraphSIEMENS: RAPUNZEL – A Tale About Knowledge Graph
SIEMENS: RAPUNZEL – A Tale About Knowledge GraphNeo4j
 
GenCyber Cyber Security Day Presentation
GenCyber Cyber Security Day PresentationGenCyber Cyber Security Day Presentation
GenCyber Cyber Security Day PresentationMichael W. Hawkins
 
FULL ENJOY 🔝 8264348440 🔝 Call Girls in Diplomatic Enclave | Delhi
FULL ENJOY 🔝 8264348440 🔝 Call Girls in Diplomatic Enclave | DelhiFULL ENJOY 🔝 8264348440 🔝 Call Girls in Diplomatic Enclave | Delhi
FULL ENJOY 🔝 8264348440 🔝 Call Girls in Diplomatic Enclave | Delhisoniya singh
 
Integration and Automation in Practice: CI/CD in Mule Integration and Automat...
Integration and Automation in Practice: CI/CD in Mule Integration and Automat...Integration and Automation in Practice: CI/CD in Mule Integration and Automat...
Integration and Automation in Practice: CI/CD in Mule Integration and Automat...Patryk Bandurski
 
My Hashitalk Indonesia April 2024 Presentation
My Hashitalk Indonesia April 2024 PresentationMy Hashitalk Indonesia April 2024 Presentation
My Hashitalk Indonesia April 2024 PresentationRidwan Fadjar
 
08448380779 Call Girls In Friends Colony Women Seeking Men
08448380779 Call Girls In Friends Colony Women Seeking Men08448380779 Call Girls In Friends Colony Women Seeking Men
08448380779 Call Girls In Friends Colony Women Seeking MenDelhi Call girls
 
How to convert PDF to text with Nanonets
How to convert PDF to text with NanonetsHow to convert PDF to text with Nanonets
How to convert PDF to text with Nanonetsnaman860154
 
Maximizing Board Effectiveness 2024 Webinar.pptx
Maximizing Board Effectiveness 2024 Webinar.pptxMaximizing Board Effectiveness 2024 Webinar.pptx
Maximizing Board Effectiveness 2024 Webinar.pptxOnBoard
 
Install Stable Diffusion in windows machine
Install Stable Diffusion in windows machineInstall Stable Diffusion in windows machine
Install Stable Diffusion in windows machinePadma Pradeep
 
Slack Application Development 101 Slides
Slack Application Development 101 SlidesSlack Application Development 101 Slides
Slack Application Development 101 Slidespraypatel2
 
#StandardsGoals for 2024: What’s new for BISAC - Tech Forum 2024
#StandardsGoals for 2024: What’s new for BISAC - Tech Forum 2024#StandardsGoals for 2024: What’s new for BISAC - Tech Forum 2024
#StandardsGoals for 2024: What’s new for BISAC - Tech Forum 2024BookNet Canada
 
Azure Monitor & Application Insight to monitor Infrastructure & Application
Azure Monitor & Application Insight to monitor Infrastructure & ApplicationAzure Monitor & Application Insight to monitor Infrastructure & Application
Azure Monitor & Application Insight to monitor Infrastructure & ApplicationAndikSusilo4
 
CloudStudio User manual (basic edition):
CloudStudio User manual (basic edition):CloudStudio User manual (basic edition):
CloudStudio User manual (basic edition):comworks
 
How to Remove Document Management Hurdles with X-Docs?
How to Remove Document Management Hurdles with X-Docs?How to Remove Document Management Hurdles with X-Docs?
How to Remove Document Management Hurdles with X-Docs?XfilesPro
 

Recently uploaded (20)

Artificial intelligence in the post-deep learning era
Artificial intelligence in the post-deep learning eraArtificial intelligence in the post-deep learning era
Artificial intelligence in the post-deep learning era
 
Benefits Of Flutter Compared To Other Frameworks
Benefits Of Flutter Compared To Other FrameworksBenefits Of Flutter Compared To Other Frameworks
Benefits Of Flutter Compared To Other Frameworks
 
WhatsApp 9892124323 ✓Call Girls In Kalyan ( Mumbai ) secure service
WhatsApp 9892124323 ✓Call Girls In Kalyan ( Mumbai ) secure serviceWhatsApp 9892124323 ✓Call Girls In Kalyan ( Mumbai ) secure service
WhatsApp 9892124323 ✓Call Girls In Kalyan ( Mumbai ) secure service
 
The transition to renewables in India.pdf
The transition to renewables in India.pdfThe transition to renewables in India.pdf
The transition to renewables in India.pdf
 
Transforming Data Streams with Kafka Connect: An Introduction to Single Messa...
Transforming Data Streams with Kafka Connect: An Introduction to Single Messa...Transforming Data Streams with Kafka Connect: An Introduction to Single Messa...
Transforming Data Streams with Kafka Connect: An Introduction to Single Messa...
 
SIEMENS: RAPUNZEL – A Tale About Knowledge Graph
SIEMENS: RAPUNZEL – A Tale About Knowledge GraphSIEMENS: RAPUNZEL – A Tale About Knowledge Graph
SIEMENS: RAPUNZEL – A Tale About Knowledge Graph
 
GenCyber Cyber Security Day Presentation
GenCyber Cyber Security Day PresentationGenCyber Cyber Security Day Presentation
GenCyber Cyber Security Day Presentation
 
E-Vehicle_Hacking_by_Parul Sharma_null_owasp.pptx
E-Vehicle_Hacking_by_Parul Sharma_null_owasp.pptxE-Vehicle_Hacking_by_Parul Sharma_null_owasp.pptx
E-Vehicle_Hacking_by_Parul Sharma_null_owasp.pptx
 
FULL ENJOY 🔝 8264348440 🔝 Call Girls in Diplomatic Enclave | Delhi
FULL ENJOY 🔝 8264348440 🔝 Call Girls in Diplomatic Enclave | DelhiFULL ENJOY 🔝 8264348440 🔝 Call Girls in Diplomatic Enclave | Delhi
FULL ENJOY 🔝 8264348440 🔝 Call Girls in Diplomatic Enclave | Delhi
 
Integration and Automation in Practice: CI/CD in Mule Integration and Automat...
Integration and Automation in Practice: CI/CD in Mule Integration and Automat...Integration and Automation in Practice: CI/CD in Mule Integration and Automat...
Integration and Automation in Practice: CI/CD in Mule Integration and Automat...
 
My Hashitalk Indonesia April 2024 Presentation
My Hashitalk Indonesia April 2024 PresentationMy Hashitalk Indonesia April 2024 Presentation
My Hashitalk Indonesia April 2024 Presentation
 
08448380779 Call Girls In Friends Colony Women Seeking Men
08448380779 Call Girls In Friends Colony Women Seeking Men08448380779 Call Girls In Friends Colony Women Seeking Men
08448380779 Call Girls In Friends Colony Women Seeking Men
 
How to convert PDF to text with Nanonets
How to convert PDF to text with NanonetsHow to convert PDF to text with Nanonets
How to convert PDF to text with Nanonets
 
Maximizing Board Effectiveness 2024 Webinar.pptx
Maximizing Board Effectiveness 2024 Webinar.pptxMaximizing Board Effectiveness 2024 Webinar.pptx
Maximizing Board Effectiveness 2024 Webinar.pptx
 
Install Stable Diffusion in windows machine
Install Stable Diffusion in windows machineInstall Stable Diffusion in windows machine
Install Stable Diffusion in windows machine
 
Slack Application Development 101 Slides
Slack Application Development 101 SlidesSlack Application Development 101 Slides
Slack Application Development 101 Slides
 
#StandardsGoals for 2024: What’s new for BISAC - Tech Forum 2024
#StandardsGoals for 2024: What’s new for BISAC - Tech Forum 2024#StandardsGoals for 2024: What’s new for BISAC - Tech Forum 2024
#StandardsGoals for 2024: What’s new for BISAC - Tech Forum 2024
 
Azure Monitor & Application Insight to monitor Infrastructure & Application
Azure Monitor & Application Insight to monitor Infrastructure & ApplicationAzure Monitor & Application Insight to monitor Infrastructure & Application
Azure Monitor & Application Insight to monitor Infrastructure & Application
 
CloudStudio User manual (basic edition):
CloudStudio User manual (basic edition):CloudStudio User manual (basic edition):
CloudStudio User manual (basic edition):
 
How to Remove Document Management Hurdles with X-Docs?
How to Remove Document Management Hurdles with X-Docs?How to Remove Document Management Hurdles with X-Docs?
How to Remove Document Management Hurdles with X-Docs?
 

Performance challenges in software networking