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Quick Overview
Pumba is a chaos testing tool for Docker environments. It allows users to simulate various network conditions, resource constraints, and failure scenarios to test the resilience and reliability of containerized applications. Pumba helps identify potential issues and weaknesses in distributed systems running on Docker.
Pros
- Easy to use and integrate into CI/CD pipelines
- Supports a wide range of chaos experiments, including network emulation, resource limits, and container manipulation
- Highly configurable with command-line options and YAML-based experiment definitions
- Active development and community support
Cons
- Limited to Docker environments, not suitable for other container runtimes or non-containerized applications
- May require careful configuration to avoid unintended consequences in production environments
- Documentation could be more comprehensive, especially for advanced use cases
- Limited built-in reporting and analysis features
Getting Started
To get started with Pumba, follow these steps:
-
Install Pumba:
docker pull gaiaadm/pumba
-
Run a simple chaos experiment (e.g., kill a container after 30 seconds):
docker run -it --rm -v /var/run/docker.sock:/var/run/docker.sock gaiaadm/pumba pumba kill --signal SIGKILL --interval 30s re2:^myapp
-
Create a YAML configuration file for more complex experiments:
version: "0.1" name: network-delay-experiment description: Add 100ms delay to all network traffic tasks: - name: add-delay containers: - re2:^myapp commands: - netem --duration 5m delay 100
-
Run the experiment using the YAML file:
docker run -it --rm -v /var/run/docker.sock:/var/run/docker.sock -v $(pwd)/experiment.yaml:/experiment.yaml gaiaadm/pumba pumba --log-level info chaos --config /experiment.yaml
For more advanced usage and configuration options, refer to the official Pumba documentation on GitHub.
Competitor Comparisons
:alarm_clock: :fire: A TCP proxy to simulate network and system conditions for chaos and resiliency testing
Pros of Toxiproxy
- Written in Go, offering better performance and cross-platform compatibility
- Provides a more extensive set of network fault injection capabilities
- Offers both a CLI and an HTTP API for easier integration into various workflows
Cons of Toxiproxy
- Primarily focused on network-level fault injection, lacking container-specific features
- Less suitable for Docker-centric environments compared to Pumba
- May require additional setup for use in containerized environments
Code Comparison
Toxiproxy (Go):
proxy := toxiproxy.NewProxy("mysql", "localhost:3306", "localhost:33306")
toxic := toxiproxy.NewLatencyToxic("latency", toxiproxy.Downstream, 1000)
proxy.AddToxic(toxic)
Pumba (Shell):
pumba netem --duration 10m delay --time 1000 re2:^mysql
Both tools aim to introduce network faults for testing purposes, but Toxiproxy offers a more programmatic approach with its Go API, while Pumba provides a simpler command-line interface tailored for Docker environments. Toxiproxy excels in fine-grained network fault injection, whereas Pumba offers broader container manipulation capabilities beyond just network simulation.
Simulating shitty network connections so you can build better systems.
Pros of Comcast
- Simpler setup and usage, focusing specifically on network condition simulation
- Lightweight and easy to install, with fewer dependencies
- Cross-platform support (Linux, macOS, and Windows)
Cons of Comcast
- Limited functionality compared to Pumba, focusing only on network chaos
- Less active development and community support
- Lacks container-specific features and Docker integration
Code Comparison
Comcast (network delay simulation):
comcast --device=eth0 --latency=250 --target-bw=1000 --default-bw=1000000 --packet-loss=10%
Pumba (network delay simulation):
pumba netem --interface eth0 delay --time 250 --jitter 30 --correlation 20 --distribution normal
Summary
Comcast is a simpler tool focused solely on network condition simulation, offering cross-platform support and easy setup. However, it lacks the broader chaos engineering capabilities and container-specific features provided by Pumba. Pumba offers a more comprehensive suite of chaos engineering tools, including network emulation, but with a focus on Docker environments. The choice between the two depends on the specific requirements of your testing environment and the breadth of chaos engineering scenarios you need to simulate.
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Pumba: chaos testing tool for Docker
Pumba is a chaos testing command line tool for Docker containers. Pumba disturbs your containers by crashing containerized application, emulating network failures and stress-testing container resources (cpu, memory, fs, io, and others).
Prerequisites
Important:: Minimal required Docker version v18.06.0
.
Demo
Usage
You can download Pumba binary for your OS from release page.
$ pumba help
Pumba version [VERSION](./blob/master/VERSION)
NAME:
Pumba - Pumba is a resilience testing tool, that helps applications tolerate random Docker container failures: process, network and performance.
USAGE:
pumba [global options] command [command options] containers (name, list of names, RE2 regex)
VERSION:
[VERSION](./blob/master/VERSION) - `git rev-parse HEAD --short` and `build time`
COMMANDS:
kill kill specified containers
netem emulate the properties of wide area networks
pause pause all processes
stop stop containers
rm remove containers
help, h Shows a list of commands or help for one command
GLOBAL OPTIONS:
--host value, -H value daemon socket to connect to (default: "unix:///var/run/docker.sock") [$DOCKER_HOST]
--tls use TLS; implied by --tlsverify
--tlsverify use TLS and verify the remote [$DOCKER_TLS_VERIFY]
--tlscacert value trust certs signed only by this CA (default: "/etc/ssl/docker/ca.pem")
--tlscert value client certificate for TLS authentication (default: "/etc/ssl/docker/cert.pem")
--tlskey value client key for TLS authentication (default: "/etc/ssl/docker/key.pem")
--log-level value, -l value set log level (debug, info, warning(*), error, fatal, panic) (default: "warning") [$LOG_LEVEL]
--json produce log in JSON format: Logstash and Splunk friendly
--slackhook value web hook url; send Pumba log events to Slack
--slackchannel value Slack channel (default #pumba) (default: "#pumba")
--interval value, -i value recurrent interval for chaos command; use with optional unit suffix: 'ms/s/m/h'
--label value filter containers by labels, e.g '--label key=value' (multiple labels supported)
--random, -r randomly select single matching container from list of target containers
--dry-run does not create chaos, only logs planned chaos commands
--help, -h show help
--version, -v print the version
Kill Container command
pumba kill -h
NAME:
pumba kill - kill specified containers
USAGE:
pumba [global options] kill [command options] containers (name, list of names, RE2 regex)
DESCRIPTION:
send termination signal to the main process inside target container(s)
OPTIONS:
--signal value, -s value termination signal, that will be sent by Pumba to the main process inside target container(s) (default: "SIGKILL")
--limit value, -l value limit to number of container to kill (0: kill all matching) (default: 0)
Pause Container command
pumba pause -h
NAME:
pumba pause - pause all processes
USAGE:
pumba pause [command options] containers (name, list of names, RE2 regex)
DESCRIPTION:
pause all running processes within target containers
OPTIONS:
--duration value, -d value pause duration: should be smaller than recurrent interval; use with optional unit suffix: 'ms/s/m/h'
Stop Container command
pumba stop -h
NAME:
pumba stop - stop containers
USAGE:
pumba stop [command options] containers (name, list of names, RE2 regex)
DESCRIPTION:
stop the main process inside target containers, sending SIGTERM, and then SIGKILL after a grace period
OPTIONS:
--time value, -t value seconds to wait for stop before killing container (default 10) (default: 10)
Remove (rm) Container command
pumba rm -h
NAME:
pumba rm - remove containers
USAGE:
pumba rm [command options] containers (name, list of names, RE2 regex)
DESCRIPTION:
remove target containers, with links and voluems
OPTIONS:
--force, -f force the removal of a running container (with SIGKILL, default: true)
--links, -l remove container links (default: false)
--volumes, -v remove volumes associated with the container (default: true)
Network Emulation (netem) command
pumba netem -h
NAME:
Pumba netem - delay, loss, duplicate and re-order (run 'netem') packets, to emulate different network problems
USAGE:
Pumba netem command [command options] [arguments...]
COMMANDS:
delay delay egress traffic
loss
duplicate
corrupt
rate limit egress traffic
OPTIONS:
--duration value, -d value network emulation duration; should be smaller than recurrent interval; use with optional unit suffix: 'ms/s/m/h'
--interface value, -i value network interface to apply delay on (default: "eth0")
--target value, -t value target IP filter; comma separated. netem will impact only on traffic to target IP(s)
--tc-image value Docker image with tc (iproute2 package); try 'gaiadocker/iproute2'
--help, -h show help
Network Emulation Delay sub-command
pumba netem delay -h
NAME:
Pumba netem delay - delay egress traffic
USAGE:
Pumba netem delay [command options] containers (name, list of names, RE2 regex)
DESCRIPTION:
delay egress traffic for specified containers; networks show variability so it is possible to add random variation; delay variation isn't purely random, so to emulate that there is a correlation
OPTIONS:
--time value, -t value delay time; in milliseconds (default: 100)
--jitter value, -j value random delay variation (jitter); in milliseconds; example: 100ms ± 10ms (default: 10)
--correlation value, -c value delay correlation; in percentage (default: 20)
--distribution value, -d value delay distribution, can be one of {<empty> | uniform | normal | pareto | paretonormal}
Network Emulation Loss sub-commands
pumba netem loss -h
NAME:
Pumba netem loss - adds packet losses
USAGE:
Pumba netem loss [command options] containers (name, list of names, RE2 regex)
DESCRIPTION:
adds packet losses, based on independent (Bernoulli) probability model
see: http://www.voiptroubleshooter.com/indepth/burstloss.html
OPTIONS:
--percent value, -p value packet loss percentage (default: 0)
--correlation value, -c value loss correlation; in percentage (default: 0)
pumba netem loss-state -h
NAME:
Pumba netem loss-state - adds packet losses, based on 4-state Markov probability model
USAGE:
Pumba netem loss-state [command options] containers (name, list of names, RE2 regex)
DESCRIPTION:
adds a packet losses, based on 4-state Markov probability model
state (1) â packet received successfully
state (2) â packet received within a burst
state (3) â packet lost within a burst
state (4) â isolated packet lost within a gap
see: http://www.voiptroubleshooter.com/indepth/burstloss.html
OPTIONS:
--p13 value probability to go from state (1) to state (3) (default: 0)
--p31 value probability to go from state (3) to state (1) (default: 100)
--p32 value probability to go from state (3) to state (2) (default: 0)
--p23 value probability to go from state (2) to state (3) (default: 100)
--p14 value probability to go from state (1) to state (4) (default: 0)
pumba netem loss-gemodel -h
NAME:
Pumba netem loss-gemodel - adds packet losses, according to the Gilbert-Elliot loss model
USAGE:
Pumba netem loss-gemodel [command options] containers (name, list of names, RE2 regex)
DESCRIPTION:
adds packet losses, according to the Gilbert-Elliot loss model
see: http://www.voiptroubleshooter.com/indepth/burstloss.html
OPTIONS:
--pg value, -p value transition probability into the bad state (default: 0)
--pb value, -r value transition probability into the good state (default: 100)
--one-h value loss probability in the bad state (default: 100)
--one-k value loss probability in the good state (default: 0)
pumba netem rate -h
NAME:
Pumba netem rate - rate limit egress traffic
USAGE:
Pumba netem rate [command options] containers (name, list of names, RE2 regex)
DESCRIPTION:
rate limit egress traffic for specified containers
OPTIONS:
--rate value, -r value delay outgoing packets; in common units (default: "100kbit")
--packetoverhead value, -p value per packet overhead; in bytes (default: 0)
--cellsize value, -s value cell size of the simulated link layer scheme (default: 0)
--celloverhead value, -c value per cell overhead; in bytes (default: 0)
Network Emulation Duplicate sub-commands
pumba netem duplicate -h
NAME:
Pumba netem duplicate - adds duplicate packets
USAGE:
Pumba netem duplicate [command options] containers (name, list of names, RE2 regex)
DESCRIPTION:
adds duplicate packets, based on independent (Bernoulli) probability model
see: http://www.voiptroubleshooter.com/indepth/burstloss.html
OPTIONS:
--percent value, -p value packet duplicate percentage (default: 0)
--correlation value, -c value duplicate correlation; in percentage (default: 0)
Network Emulation Corrupt sub-commands
pumba netem corrupt -h
NAME:
Pumba netem corrupt - adds corrupt packets
USAGE:
Pumba netem corrupt [command options] containers (name, list of names, RE2 regex)
DESCRIPTION:
adds corrupt packets, based on independent (Bernoulli) probability model
see: http://www.voiptroubleshooter.com/indepth/burstloss.html
OPTIONS:
--percent value, -p value packet corrupt percentage (default: 0)
--correlation value, -c value corrupt correlation; in percentage (default: 0)
Examples
# add 3 seconds delay for all outgoing packets on device `eth0` (default) of `mydb` Docker container for 5 minutes
pumba netem --duration 5m delay --time 3000 mydb
# add a delay of 3000ms ± 30ms, with the next random element depending 20% on the last one,
# for all outgoing packets on device `eth1` of all Docker container, with name start with `test`
# for 5 minutes
pumba netem --duration 5m --interface eth1 delay \
--time 3000 \
--jitter 30 \
--correlation 20 \
"re2:^test"
# add a delay of 3000ms ± 40ms, where variation in delay is described by `normal` distribution,
# for all outgoing packets on device `eth0` of randomly chosen Docker container from the list
# for 5 minutes
pumba --random netem --duration 5m \
delay \
--time 3000 \
--jitter 40 \
--distribution normal \
container1 container2 container3
# Corrupt 10% of the packets from the `mydb` Docker container for 5 minutes
pumba netem --duration 5m corrupt --percent 10 mydb
tc
tool
Pumba uses tc
Linux tool for network emulation. You have two options:
- Make sure that container, you want to disturb, has
tc
tool available and properly installed (installiproute2
package) - Use
--tc-image
option, with anynetem
command, to specify external Docker image withtc
tool available. Pumba will create a new container from this image, addingNET_ADMIN
capability to it and reusing target container network stack. You can try to use gaiadocker/iproute2 image (it's just Alpine Linux 3.3 withiproute2
package installed)
Note: For Alpine Linux based image, you need to install iproute2
package and also to create a symlink pointing to distribution files ln -s /usr/lib/tc /lib/tc
.
Stress testing Docker containers
Pumba can inject stress-ng testing tool into a target container(s) cgroup
and control stress test run.
NAME:
pumba stress - stress test a specified containers
USAGE:
pumba stress [command options] containers (name, list of names, or RE2 regex if prefixed with "re2:")
DESCRIPTION:
stress test target container(s)
OPTIONS:
--duration value, -d value stress duration: must be shorter than recurrent interval; use with optional unit suffix: 'ms/s/m/h'
--stress-image value Docker image with stress-ng tool, cgroup-bin and docker packages, and dockhack script (default: "alexeiled/stress-ng:latest-ubuntu")
--pull-image pull stress-image form Docker registry
--stressors value stress-ng stressors; see https://kernel.ubuntu.com/~cking/stress-ng/ (default: "--cpu 4 --timeout 60s")
stress-ng image requirements
Pumba uses alexeiled/stress-ng:latest-ubuntu stress-ng
Ubuntu-based Docker image with statically linked stress-ng
tool.
You can provide your own image, but it must include the following tools:
stress-ng
tool (in$PATH
)- Bash shell
dockhack
helper Bash script (in$PATH
)docker
client CLI tool (runnable withoutsudo
)cgexec
tool, available fromcgroups-tools
or/andcgroup-bin
packages
Running inside Docker container
If you choose to use Pumba Docker image on Linux, use the following command:
# run 10 Docker containers named test_(index)
for i in `seq 1 10`; do docker run -d --name test_$i --rm alpine tail -f /dev/null; done
# once in a 10 seconds, try to kill (with `SIGKILL` signal) all containers named **test(something)**
# on same Docker host, where Pumba container is running
$ docker run -it --rm -v /var/run/docker.sock:/var/run/docker.sock gaiaadm/pumba --interval=10s --random --log-level=info kill --signal=SIGKILL "re2:^test"
Note: from version 0.6
Pumba Docker image is a scratch
Docker image, that contains only single pumba
binary file and ENTRYPOINT
set to the pumba
command.
Note: For Windows and OS X you will need to use --host
argument, since there is no unix socket /var/run/docker.sock
to mount.
Running Pumba on Kubernetes cluster
If you are running Kubernetes, you can take advantage of DaemonSets to automatically deploy the Pumba on selected K8s nodes, using nodeSelector
or nodeAffinity
, see Assigning Pods to Nodes.
You'll then be able to deploy the DaemonSet with the command:
kubectl create -f deploy/pumba_kube.yml
K8s automatically assigns labels to Docker container, and you can use Pumba --label
filter to create chaos for specific Pods and Namespaces.
K8s auto-assigned container labels, than can be used by Pumba:
"io.kubernetes.container.name": "test-container"
"io.kubernetes.pod.name": "test-pod"
"io.kubernetes.pod.namespace": "test-namespace"
It's possible to run multiple Pumba commands in the same DaemonSet using multiple Pumba containers, see deploy/pumba_kube.yml
example.
If you are not running Kubernetes >= 1.1.0 or do not want to use DaemonSets, you can also run the Pumba as a regular docker container on each node you want to make chaos (see above)
Note: running pumba netem
commands on minikube clusters will not work, because the sch_netem kernel module is missing in the minikube VM!
Build instructions
You can build Pumba with or without Go installed on your machine.
Build using local Go environment
In order to build Pumba, you need to have Go 1.6+ setup on your machine.
Here is the approximate list of commands you will need to run:
# create required folder
cd $GOPATH
mkdir github.com/alexei-led && cd github.com/alexei-led
# clone pumba
git clone git@github.com:alexei-led/pumba.git
cd pumba
# build pumba binary
make
# run tests and create HTML coverage report
make test-coverage
# create pumba binaries for multiple platforms
make release
Build using Docker
You do not have to install and configure Go in order to build and test Pumba project. Pumba uses Docker multistage build to create final tiny Docker image.
First of all clone Pumba git repository:
git clone git@github.com:alexei-led/pumba.git
cd pumba
Now create a new Pumba Docker image.
DOCKER_BUILDKIT=1 docker build -t pumba -f docker/Dockerfile .
License
Code is under the Apache License v2.
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