Figure 13
Scenario 1
Vanilla, not optimized, layer 3 forwarding
RT image, optimized, layer 3 forwarding
Vanilla, not optimized, layer 2 forwarding
RT image, optimized, layer 2 forwarding
Scenario 2
Vanilla, not optimized, layer 3 forwarding
RT image, optimized, layer 3 forwarding
Vanilla, not optimized, layer 2 forwarding
RT image, optimized, layer 2 forwarding
Steps to reproduce the taken measurements
OS images
These Images were used for the experiments
Vanilla
Linux machine 5.10.0-10-amd64 #1 SMP Debian 5.10.84-1 (2021-12-08) x86_64 GNU/Linux
RT
Linux machine 5.10.0-10-rt-amd64 #1 SMP PREEMPT_RT Debian 5.10.84-1 (2021-12-08) x86_64 GNU/Linux
Debian Bullseye amd64 default privileged from 2022-08-09T19-36-56
For more information see LXC image Server
Linux machine 4.19.0-17-amd64 #1 SMP Debian 4.19.194-3 (2021-07-18) x86_64 GNU/Linux
Linux machine 5.10.0-8-amd64 #1 SMP Debian 5.10.46-4 (2021-08-03) x86_64 GNU/Linux
Linux machine 5.10.0-8-amd64 #1 SMP Debian 5.10.46-4 (2021-08-03) x86_64 GNU/Linux
Setup
LOADGEN=moongen
apt-get update
apt-get install -y libssl-dev
git clone --branch dpdk-19.05 --recurse-submodules --jobs 4 https://github.com/emmericp/MoonGen "$LOADGEN"
cd $LOADGEN/
/root/$LOADGEN/build.sh
/root/$LOADGEN/bind-interfaces.sh
/root/$LOADGEN/setup-hugetlbfs.sh
LOADGEN=moongen
apt-get update
apt-get install -y libssl-dev
git clone --branch dpdk-19.05 --recurse-submodules --jobs 4 https://github.com/emmericp/MoonGen "$LOADGEN"
cd $LOADGEN/
/root/$LOADGEN/build.sh
/root/$LOADGEN/bind-interfaces.sh
/root/$LOADGEN/setup-hugetlbfs.sh
Bootparameter
Optimized with container
mce=ignore_ce tsc=reliable idle=poll nohz=on audit=0 nosmt console=ttyS0,115200
apparmor=0 amd_iommu=off nohz_full=24,25,26,8,9 rcu_nocbs=24,25,26,8,9
skew_tick=1 irqaffinity=0 intel_pstate=disable nmi_watchdog=0 nosoftlockup
rcu_nocb_poll random.trust_cpu=on intel_idle.max_cstate=0
systemd.unified_cgroup_hierarchy=1
Not Optimized with container
console=ttyS0,115200 apparmor=0 amd_iommu=off systemd.unified_cgroup_hierarchy=1
Install general dependencies
Container
for i in $(pgrep rcu[^c]) ; do taskset -pc 0 "$i" ; done
set -x
# Improving performance for the waiting time as we have no hard-drive to wait for
sysctl vm.dirty_ratio=5
sysctl vm.dirty_background_ratio=1
PACKAGES="pip lxc debootstrap python3-lxc ethtool"
DEBIAN_FRONTEND=noninteractive apt-get -y update --allow-releaseinfo-change
DEBIAN_FRONTEND=noninteractive apt-get -y install $PACKAGES
# disable apparmor. Apparmor otherwise blocks mounting the rootfs in the containers
aa-teardown
cd /root || exit
git clone https://github.com/tumi8/VirtualLXCBMC
cd virtuallxcbmc || exit
# install dependencies
python3 -m pip install -r requirements.txt
# compile project and move the executables to the right locations
python3 setup.py install
# starts the vbmc daemon in the background
vbmcd
Install DPDK Dependencies on DuT
GIT_REPO='https://github.com/libmoon/libmoon.git'
GIT_BRANCH='dpdk-19.05'
FORWARDER=libmoon
cd /root
git clone --branch "$GIT_BRANCH" --recurse-submodules --jobs 4 "$GIT_REPO" "$FORWARDER"
cd $FORWARDER/
# build and load igb_uio
cd deps/dpdk-kmods/linux/igb_uio
make
modprobe uio
insmod igb_uio.ko
cd /root/$FORWARDER/deps/dpdk/usertools/
EXTERNAL_INTERFACES="enp33s0f1 enp100s0f1"
IFS=" "
for device_long in $(echo "$EXTERNAL_INTERFACES"); do
device=$(echo "$device_long" | awk -F '_' '{ print $2 }')
python dpdk-devbind.py --bind=igb_uio "$device"
done
unset IFS
# create hugetable on the host. Those hugetables will be passed through to the container
bash /root/$FORWARDER/setup-hugetlbfs.sh
Configure Container and Management Interface
The following requirements apply before the next step:
- A DHCP server for setting the IP address of bridge and container/VM
- a SSH public key under /root/.ssh/authorized_keys (only for container)
- prepare_container.sh script on the DuT under /root (for container)
Optimized
ip link del lxcbr0;
ip link add name br0 type bridge;
sleep 1;
ip link set dev br0 address 52:54:00:00:01;
sleep 1;
ip link set br0 up;
ip link set ens2 master br0;
cat > "/etc/systemd/network/00-management.network" <<-EOF
[Match]
MACAddress=52:54:00:00:01
Name=br0
[Network]
DHCP=yes
[DHCP]
UseDomains=yes
EOF
systemctl restart systemd-networkd;
ip addr del "$(ip addr show dev ens2| awk -F ' *|:' '/inet /')" dev ens2;
apt update;
lxc-create -n container1 -t debian -- --arch amd64 --release bullseye
python3 /root/libmoon/deps/dpdk/usertools/dpdk-devbind.py
--bind=igb_uio
$(python /root/libmoon/deps/dpdk/usertools/dpdk-devbind.py
--status | grep enp33s0f1 | awk '')
python3 /root/libmoon/deps/dpdk/usertools/dpdk-devbind.py
--bind=igb_uio
$(python /root/libmoon/deps/dpdk/usertools/dpdk-devbind.py
--status | grep enp100s0f1 | awk '')
MAJOR_ID=${ls -la /dev/uio* | grep uio0 | awk '{print $5}' | sed 's/,//g'}
tee -a /var/lib/lxc/container1/config << END
lxc.net.0.type = veth
lxc.net.0.link = br0
lxc.net.0.name = eth0
lxc.net.0.hwaddr = 52:53:00:00:02
lxc.net.0.flags = up
lxc.mount.auto =
lxc.mount.auto = 'proc:rw sys:rw' 'proc:rw sys:rw'
lxc.cgroup2.devices.allow = 'c $MAJOR_ID:0 rwm' 'c $MAJOR_ID:1 rwm'
lxc.mount.entry = '/dev/uio0 dev/uio0 none bind,create=file' '/dev/uio1 dev/uio1 none bind,create=file'
lxc.mount.entry = '/dev/hugepages dev/hugepages none bind,create=dir 0 0'
'/dev/hugepages dev/hugepages none bind,create=dir 0 0'
lxc.cgroup2.cpuset.cpus = 24-26
lxc.cgroup2.memory.max = 14000000000
lxc.cgroup2.cpuset.cpus.partition = 'root'
END
lxc-start -n container1
# Requires the prepare_container.sh script on the path of this script for execution
cat "prepare_container.sh" | lxc-attach -n container1 -- sh
lxc-attach -n container1 -- /bin/bash -c 'mkdir /root/.ssh'
# For later access the SSH files need to be on the selected location
cat "/root/.ssh/authorized_keys" | lxc-attach -n container1 -- /bin/sh -c
'/bin/cat > /root/.ssh/authorized_keys'
lxc-attach -n container1 -- /bin/bash -c 'systemctl set-property system.slice AllowedCPUs=24;
systemctl set-property init.scope AllowedCPUs=24;'
vbmc add --username ADMIN --password password --port 6001 container1;vbmc start container1
lxc-stop -n container1
lxc-start -n container1
Not Optimized
ip link del lxcbr0;
ip link add name br0 type bridge;
sleep 1;
ip link set dev br0 address 52:54:00:00:01;
sleep 1;
ip link set br0 up;
ip link set ens2 master br0;
cat > "/etc/systemd/network/00-management.network" <<-EOF
[Match]
MACAddress=52:54:00:00:01
Name=br0
[Network]
DHCP=yes
[DHCP]
UseDomains=yes
EOF
systemctl restart systemd-networkd;
ip addr del "$(ip addr show dev ens2| awk -F ' *|:' '/inet /')" dev ens2;
apt update;
lxc-create -n container1 -t debian -- --arch amd64 --release bullseye
python3 /root/libmoon/deps/dpdk/usertools/dpdk-devbind.py
--bind=igb_uio
$(python /root/libmoon/deps/dpdk/usertools/dpdk-devbind.py
--status | grep enp33s0f1 | awk '')
python3 /root/libmoon/deps/dpdk/usertools/dpdk-devbind.py
--bind=igb_uio
$(python /root/libmoon/deps/dpdk/usertools/dpdk-devbind.py
--status | grep enp100s0f1 | awk '')
MAJOR_ID=${ls -la /dev/uio* | grep uio0 | awk '{print $5}' | sed 's/,//g'}
tee -a /var/lib/lxc/container1/config << END
lxc.net.0.type = veth
lxc.net.0.link = br0
lxc.net.0.name = eth0
lxc.net.0.hwaddr = 52:53:00:00:02
lxc.net.0.flags = up
lxc.mount.auto =
lxc.mount.auto = 'proc:rw sys:rw' 'proc:rw sys:rw'
lxc.cgroup2.devices.allow = 'c $MAJOR_ID:0 rwm' 'c $MAJOR_ID:1 rwm'
lxc.mount.entry = '/dev/uio0 dev/uio0 none bind,create=file'
'/dev/uio1 dev/uio1 none bind,create=file'
lxc.mount.entry = '/dev/hugepages dev/hugepages none bind,create=dir 0 0' '
/dev/hugepages dev/hugepages none bind,create=dir 0 0'
END
lxc-start -n container1
# Requires the prepare_container.sh script on the path of this script for execution
cat "prepare_container.sh" | lxc-attach -n container1 -- sh
lxc-attach -n container1 -- /bin/bash -c 'mkdir /root/.ssh'
# For later access the SSH files need to be on the selected location
cat "/root/.ssh/authorized_keys" | lxc-attach -n container1 -- /bin/sh -c
'/bin/cat > /root/.ssh/authorized_keys'
vbmc add --username ADMIN --password password --port 6001 container1; vbmc start container1
lxc-stop -n container1
lxc-start -n container1
#!/bin/bash
# Install DPDK on the containers
# exit on error
set -e
# log every command
set -x
#Installing required information
DEBIAN_FRONTEND=noninteractive apt-get update --allow-releaseinfo-change
apt-get install -y build-essential libpcap-dev \
libnet1-dev libyaml-0-2 libyaml-dev pkg-config zlib1g zlib1g-dev \
libcap-ng-dev libcap-ng0 make libmagic-dev \
libgeoip-dev liblua5.1-dev libhiredis-dev libevent-dev \
python3-yaml rustc cargo libpcre2-dev meson ninja-build \
python3-pyelftools libjansson-dev cbindgen intel-cmt-cat
cd /root
git clone https://github.com/gallenmu/dpdk-1 /root/dpdk-21.11
cd /root/dpdk-21.11
meson -Ddisable_drivers=gpu/*,baseband/*,event/*,vdpa/*,regex/*,compress/*,crypto/*,raw/*,dma/cnxk,dma/dpaa,dma/hisilicon,mempool/cnxk,mempool/dpaa,mempool/dpaa2,mempool/octeontx,mempool/octeontx2,net/a*,net/b*,net/c*,net/d*,net/ena,net/enetc,net/enetfec,net/enic,net/f*,net/h*,net/k*,net/l*,net/m*,net/n*,net/o*,net/p*,net/q*,net/s*,net/t*,net/v*,common/dpaax,common/cnxk,common/octeontx,common/octeontx2,common/sfc_efx,common/cpt -Dexamples=l3fwd,l2fwd,l2fwd-cat build
cd /root/dpdk-21.11/build
ninja install
sysctl vm.stat_interval=3600
sysctl -w kernel.watchdog=0
ipmitool -I lanplus -H [IP-Adresse>] -U ADMIN -P password power on
Experiment
1. Start Forwarder in the container on the DuT:
prefix=$(hostname)
/root/dpdk-21.11/build/examples/dpdk-l3fwd -l 24-25 -n 4 --file-prefix $prefix --socket-mem 0,0,0,512 -- -p 0x3 --config '(0,0,24),(1,0,25)' -P --eth-dest=1,54:51:01:00:00:00"
2. Wait for the forwarder to be finished with the start up, then start MoonGen on the LoadGen:
LOADGEN=moongen
/root/$LOADGEN/build/MoonGen /root/$LOADGEN/examples/moonsniff/traffic-gen.lua -x 64 --fix-packetrate [PACKET_RATE]
--packets [PACKET_RATE*1500] --warm-up 30 --flows 10 --burst 1 [PORT_TX] [PORT_RX]
3. After MoonGen on the LoadGen has been started, a few packets are send for warm-up. After those packets, we have a break in the execution of 30 seconds, which should be used to start the packet sniffer on the timestamper to record the measurements:
Timer: Capture Packets using MoonGen
TIMER=moongen
/root/$TIMER/build/MoonGen /root/$TIMER/examples/moonsniff/sniffer.lua [PORT_PRE] [PORT_POST] --capture --time 150 --snaplen 84
4. The timestamper stops automatically after 150 seconds and creates two PCAPs, a latencies-pre.pcap and latencies-post.pcap to the respective side of the evaluation
5. Repeat Steps 2 to 4 for each rate to be analyzed after saving the PCAPs at another place, because they will be overwritten otherwise.
Reproduce Figures and Data
Raw PCAP Data
All sampled RAW PCAP-Data for scenario1 are available under https://doi.org/10.14459/2023mp1718824.
All sampled RAW PCAP-Data for scenario2 are available under https://doi.org/10.14459/2024mp1736868.
Evaluation
apt update
DEBIAN_FRONTEND=noninteractive apt install -y postgresql
DEBIAN_FRONTEND=noninteractive apt install -y postgresql-client
DEBIAN_FRONTEND=noninteractive apt install -y parallel
DEBIAN_FRONTEND=noninteractive apt install -y python3-pip
DEBIAN_FRONTEND=noninteractive apt install -y texlive-full
DEBIAN_FRONTEND=noninteractive apt install -y lbzip2
DEBIAN_FRONTEND=noninteractive apt install -y rename
DEBIAN_FRONTEND=noninteractive apt install -y zstd
python3 -m pip install pypacker
python3 -m pip install netifaces
python3 -m pip install pylatex
python3 -m pip install matplotlib
python3 -m pip install pandas
python3 -m pip install pyyaml
mkdir /root/results
# Do not use too much as otherwise the evaluation will fail, require a significant amount of disk and memory space
NUM_CORES=4
# Used for the evaluator scripts
git clone https://github.com/AnonymContainer/containierized-low-latency/ /root/containierized-low-latency
# Download PCAPs to /root/results
cd /root/results
Will be available when Double Blind is not necessary anymore due to deanonymization on shared link.
env --chdir /var/lib/postgresql setpriv --init-groups --reuid postgres -- createuser -s root || true
# import and analyze to database
mkdir /root/results/data
cd /root/results/data
parallel -j $NUM_CORES "dropdb --if-exists root{ % }; createdb root{ % };
export PGDATABASE=root{ % };
~/containierized-low-latency/scripts/evaluator/dbscripts/import.sh {};
~/containierized-low-latency/scripts/evaluator/analysis.sh {}"
::: ../latencies-pre.pcap*.zst
# After this under the folder /root/results/data all required CSVs are available
# When using the precompiled CSV data, decompress them first and then put them into /root/results/data for generation of Figures
# Copy required files for plotting
cp -r ~/containierized-low-latency/scripts/evaluator/plotter/* ~/results
cd ~/results
mkdir figures
python3 plotcreator.py figures data .
make -i
# All compiled figures are now available under ~/results/figures
Precompiled CSV Data and Figures
Scenario 1: The precompiled Figures and CSVs for scenario1 are available for this measurement in the Repository.
Scenario 2: The precompiled Figures for scenario2 are available for this measurement in the Repository and the precompiled CSVs are available under the following Repository.