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Understanding
DPDK
Description of techniques used to achieve
high throughput on a commodity hardware
How fast SW has to work?
14.88 millions of 64 byte packets per second on 10G interface
1.8 GHz -> 1 cycle = 0,55 ns
1 packet -> 67.2 ns = 120 clock cycles
IFG
Pream
ble
DST
MAC
SRC
MAC
SRC
MAC
Type Payload CRC
84 Bytes
412 8 60
Comparative speed values
CPU to memory speed = 6-8 GBytes/s
PCI-Express x16 speed = 5 GBytes/s
Access to RAM = 200 ns
Access to L3 cache = 4 ns
Context switch ~= 1000 ns (3.2 GHz)
Packet processing in Linux
User space
Kernel space
NIC
App
Driver
RX/TX queues
Socket
Ring
buffers
Linux kernel overhead
System calls
Context switching on blocking I/O
Data copying from kernel to user space
Interrupt handling in kernel
Expense of sendto
Function Activity Time (ns)
sendto system call 96
sosend_dgram lock sock_buff, alloc mbuf, copy in 137
udp_output UDP header setup 57
ip_output route lookup, ip header setup 198
ether_otput MAC lookup, MAC header setup 162
ixgbe_xmit device programming 220
Total 950
Packet processing with DPDK
User space
Kernel space
NIC
App DPDK
Ring
buffers
UIO driver
RX/TX
queues
Kernel space
Updating a register in Linux
User space
HW
ioctl()
Register
syscall
VFS
copy_from_user()
iowrite()
Updating a register with DPDK
User space
HW
assign
Register
What is used inside DPDK?
Processor affinity (separate cores)
Huge pages (no swap, TLB)
UIO (no copying from kernel)
Polling (no interrupts overhead)
Lockless synchronization (avoid waiting)
Batch packets handling
SSE, NUMA awareness
Linux default scheduling
Core 0
Core 1
Core 2
Core 3
t1 t4t3t2
How to isolate a core for a process
To diagnose use top
“top” , press “f” , press “j”
Before boot use isolcpus
“isolcpus=2,4,6”
After boot - use cpuset
“cset shield -c 1-3”, “cset shield -k on”
Core 2Core 1
Run-to-completion model
RX/TX
thread
RX/TX
thread
Port 1 Port 2
Core 2Core 1
Pipeline model
RX
thread
TX
thread
Port 1 Port 2
Ring
Page tables tree
Linux paging model
cr3
Page
Page
Global
Directory
Page
Table
Page
Middle
Directory
TLB
TLB
Page
Table
RAM
OffsetVirtual page
Physical Page Offset
TLB characteristics
$ cpuid | grep -i tlb
size: 12–4,096 entries
hit time: 0.5–1 clock cycle
miss penalty: 10–100 clock cycles
miss rate: 0.01–1%
It is very expensive resource!
Solution - Hugepages
Benefit: optimized TLB usage, no swap
Hugepage size = 2M
Usage:
mount hugetlbfs /mnt/huge
mmap
Library - libhugetlbfs
Lockless ring design
Writer can preempt writer and reader
Reader can not preempt writer
Reader and writer can work simultaneously on
different cores
Barrier
CAS operation
Bulk queue/dequeue
Lockless ring (Single Producer)
1
cons_head
cons_tail
prod_head
prod_tail
prod_next 2
cons_head
cons_tail
prod_head
prod_next
prod_tail
3
cons_head
cons_tail
prod_head
prod_tail
Lockless ring (Single Consumer)
1
cons_head
cons_tail
prod_head
prod_tail
cons_next 2
cons_tail prod_head
prod_tail
cons_next
cons_head
3
cons_head
cons_tail
prod_head
prod_tail
Lockless ring (Multiple Producers)
1
cons_head
cons_tail
prod_head
prod_tail
prod_next1
prod_next2 3
cons_head
cons_tail
prod_head
2
cons_head
cons_tail
prod_head
prod_next2
prod_tail
prod_next1
4
cons_head
cons_tail
5
cons_head
cons_tail
prod_head
prod_tail
prod_tail
prod_head
prod_tail
prod_next1
prod_next2
prod_next1
prod_next2
Kernel space network driver
App
IP stack
Driver
NIC
Data
Desc
Config
Data
User space
Kernel space
Interrupts
UIO
“The most important devices can’t be handled
in user space, including, but not
limited to, network interfaces and block
devices.” - LDD3
UIO
User space
Kernel space
Interfacesysfs /dev/uioX
App
US driver epoll()
mmap()
UIO framework
driver
NIC User space
Access to device from user space
BAR0 (Mem)
BAR1
BAR2 (IO)
BAR5
BAR4
BAR3
Vendor Id
Device Id
Command
Revision Id
Status
...
Configuration
registers
I/O and memory
regions
/sys/class/uio/uioX/maps/mapX
/sys/class/uio/uioX/portio/portX
/dev/uioX -> mmap (offset)
/sys/bus/pci/devices
Host memory NIC memory
DMA RX
Update RDT
DMA descriptor(s)
RX queue RX FIFO
DMA packet
Descriptor ringMemory
DMA descriptors
Host memory NIC memory
DMA TX
Update TDT
DMA descriptor(s)
TX queue TX FIFO
DMA packet
Descriptor ringMemory
DMA descriptors
Receive from SW side
DD DD DDDD
RDT
DD
mbuf1
addr
DD
mbuf2
addr
RDT
RDH = 1
RDT = 5
RDBA = 0
RDLEN = 6
mbuf1
RDH
RDH
mbuf2
Transmit from SW side
DD DD DDDD
TDT
DD
mbuf1
addr
DD
mbuf2
addr
TDT
TDH = 1
TDT = 5
TDBA = 0
TDLEN = 6
mbuf1
TDH
TDH
mbuf2
NUMA
CPU 0
Cores
Memory
controller
I/O controller
Memory
PCI-E PCI-E
CPU 1
Cores
Memory
controller
I/O controller
Memory
PCI-E PCI-E
QPI
Socket 0 Socket 1
RSS (Receive Side Scaling)
Hash
function
Queue 0 CPU N
...
Queue N
Incoming traffic Indirection
table
Flow director
Queue 0 CPU N
...
Queue N
Incoming traffic
Filter table
Hash
function
Outgoing traffic
Drop Route
Virtualization - SR-IOV
NIC
VMM
VM1
VF driver
VM2
VF driver
PF driver
VF
Virtual bridge
VF PF
NIC
Slow path using bifurcated driver
Kernel DPDK
VF
Virtual bridge
PF Filter table
Slow path using TAP
User space
Kernel space
NIC
App DPDK
Ring
buffers
TAP device
RX/TX
queues
TCP/IP
stack
Slow path using KNI
User space
Kernel space
NIC
App DPDK
Ring
buffers
KNI device
RX/TX
queues
TCP/IP
stack
x86 HW
Application 1 - Traffic generator
User space
Streams generator
DUT
Traffic analyzer
x86 HW
Application 2 - Router
Kernel
User space
Routing table
Routing table cacheDUT1 DUT2
x86 HW
Application 3 - Middlebox
User space
DPIDUT1 DUT2
References
Device Drivers in User Space
Userspace I/O drivers in a realtime context
The Userspace I/O HOWTO
The anatomy of a PCI/PCI Express kernel driver
From Intel® Data Plane Development Kit to Wind River Network Acceleration
Platform
DPDK Design Tips (Part 1 - RSS)
Getting the Best of Both Worlds with Queue Splitting (Bifurcated Driver)
Design considerations for efficient network applications with Intel® multi-core
processor-based systems on Linux
Introduction to Intel Ethernet Flow Director
My blog
Learning Network Programming

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WSO2CON 2024 - Navigating API Complexity: REST, GraphQL, gRPC, Websocket, Web...
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Understanding DPDK

  • 1. Understanding DPDK Description of techniques used to achieve high throughput on a commodity hardware
  • 2. How fast SW has to work? 14.88 millions of 64 byte packets per second on 10G interface 1.8 GHz -> 1 cycle = 0,55 ns 1 packet -> 67.2 ns = 120 clock cycles IFG Pream ble DST MAC SRC MAC SRC MAC Type Payload CRC 84 Bytes 412 8 60
  • 3. Comparative speed values CPU to memory speed = 6-8 GBytes/s PCI-Express x16 speed = 5 GBytes/s Access to RAM = 200 ns Access to L3 cache = 4 ns Context switch ~= 1000 ns (3.2 GHz)
  • 4. Packet processing in Linux User space Kernel space NIC App Driver RX/TX queues Socket Ring buffers
  • 5. Linux kernel overhead System calls Context switching on blocking I/O Data copying from kernel to user space Interrupt handling in kernel
  • 6. Expense of sendto Function Activity Time (ns) sendto system call 96 sosend_dgram lock sock_buff, alloc mbuf, copy in 137 udp_output UDP header setup 57 ip_output route lookup, ip header setup 198 ether_otput MAC lookup, MAC header setup 162 ixgbe_xmit device programming 220 Total 950
  • 7. Packet processing with DPDK User space Kernel space NIC App DPDK Ring buffers UIO driver RX/TX queues
  • 8. Kernel space Updating a register in Linux User space HW ioctl() Register syscall VFS copy_from_user() iowrite()
  • 9. Updating a register with DPDK User space HW assign Register
  • 10. What is used inside DPDK? Processor affinity (separate cores) Huge pages (no swap, TLB) UIO (no copying from kernel) Polling (no interrupts overhead) Lockless synchronization (avoid waiting) Batch packets handling SSE, NUMA awareness
  • 11. Linux default scheduling Core 0 Core 1 Core 2 Core 3 t1 t4t3t2
  • 12. How to isolate a core for a process To diagnose use top “top” , press “f” , press “j” Before boot use isolcpus “isolcpus=2,4,6” After boot - use cpuset “cset shield -c 1-3”, “cset shield -k on”
  • 13. Core 2Core 1 Run-to-completion model RX/TX thread RX/TX thread Port 1 Port 2
  • 14. Core 2Core 1 Pipeline model RX thread TX thread Port 1 Port 2 Ring
  • 15. Page tables tree Linux paging model cr3 Page Page Global Directory Page Table Page Middle Directory
  • 17. TLB characteristics $ cpuid | grep -i tlb size: 12–4,096 entries hit time: 0.5–1 clock cycle miss penalty: 10–100 clock cycles miss rate: 0.01–1% It is very expensive resource!
  • 18. Solution - Hugepages Benefit: optimized TLB usage, no swap Hugepage size = 2M Usage: mount hugetlbfs /mnt/huge mmap Library - libhugetlbfs
  • 19. Lockless ring design Writer can preempt writer and reader Reader can not preempt writer Reader and writer can work simultaneously on different cores Barrier CAS operation Bulk queue/dequeue
  • 20. Lockless ring (Single Producer) 1 cons_head cons_tail prod_head prod_tail prod_next 2 cons_head cons_tail prod_head prod_next prod_tail 3 cons_head cons_tail prod_head prod_tail
  • 21. Lockless ring (Single Consumer) 1 cons_head cons_tail prod_head prod_tail cons_next 2 cons_tail prod_head prod_tail cons_next cons_head 3 cons_head cons_tail prod_head prod_tail
  • 22. Lockless ring (Multiple Producers) 1 cons_head cons_tail prod_head prod_tail prod_next1 prod_next2 3 cons_head cons_tail prod_head 2 cons_head cons_tail prod_head prod_next2 prod_tail prod_next1 4 cons_head cons_tail 5 cons_head cons_tail prod_head prod_tail prod_tail prod_head prod_tail prod_next1 prod_next2 prod_next1 prod_next2
  • 23. Kernel space network driver App IP stack Driver NIC Data Desc Config Data User space Kernel space Interrupts
  • 24. UIO “The most important devices can’t be handled in user space, including, but not limited to, network interfaces and block devices.” - LDD3
  • 25. UIO User space Kernel space Interfacesysfs /dev/uioX App US driver epoll() mmap() UIO framework driver
  • 26. NIC User space Access to device from user space BAR0 (Mem) BAR1 BAR2 (IO) BAR5 BAR4 BAR3 Vendor Id Device Id Command Revision Id Status ... Configuration registers I/O and memory regions /sys/class/uio/uioX/maps/mapX /sys/class/uio/uioX/portio/portX /dev/uioX -> mmap (offset) /sys/bus/pci/devices
  • 27. Host memory NIC memory DMA RX Update RDT DMA descriptor(s) RX queue RX FIFO DMA packet Descriptor ringMemory DMA descriptors
  • 28. Host memory NIC memory DMA TX Update TDT DMA descriptor(s) TX queue TX FIFO DMA packet Descriptor ringMemory DMA descriptors
  • 29. Receive from SW side DD DD DDDD RDT DD mbuf1 addr DD mbuf2 addr RDT RDH = 1 RDT = 5 RDBA = 0 RDLEN = 6 mbuf1 RDH RDH mbuf2
  • 30. Transmit from SW side DD DD DDDD TDT DD mbuf1 addr DD mbuf2 addr TDT TDH = 1 TDT = 5 TDBA = 0 TDLEN = 6 mbuf1 TDH TDH mbuf2
  • 31. NUMA CPU 0 Cores Memory controller I/O controller Memory PCI-E PCI-E CPU 1 Cores Memory controller I/O controller Memory PCI-E PCI-E QPI Socket 0 Socket 1
  • 32. RSS (Receive Side Scaling) Hash function Queue 0 CPU N ... Queue N Incoming traffic Indirection table
  • 33. Flow director Queue 0 CPU N ... Queue N Incoming traffic Filter table Hash function Outgoing traffic Drop Route
  • 34. Virtualization - SR-IOV NIC VMM VM1 VF driver VM2 VF driver PF driver VF Virtual bridge VF PF
  • 35. NIC Slow path using bifurcated driver Kernel DPDK VF Virtual bridge PF Filter table
  • 36. Slow path using TAP User space Kernel space NIC App DPDK Ring buffers TAP device RX/TX queues TCP/IP stack
  • 37. Slow path using KNI User space Kernel space NIC App DPDK Ring buffers KNI device RX/TX queues TCP/IP stack
  • 38. x86 HW Application 1 - Traffic generator User space Streams generator DUT Traffic analyzer
  • 39. x86 HW Application 2 - Router Kernel User space Routing table Routing table cacheDUT1 DUT2
  • 40. x86 HW Application 3 - Middlebox User space DPIDUT1 DUT2
  • 41. References Device Drivers in User Space Userspace I/O drivers in a realtime context The Userspace I/O HOWTO The anatomy of a PCI/PCI Express kernel driver From Intel® Data Plane Development Kit to Wind River Network Acceleration Platform DPDK Design Tips (Part 1 - RSS) Getting the Best of Both Worlds with Queue Splitting (Bifurcated Driver) Design considerations for efficient network applications with Intel® multi-core processor-based systems on Linux Introduction to Intel Ethernet Flow Director