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HOW TO BENCHMARK MINIO WITH WARP AND SPEEDTEST
Matt Sarrel Matt Sarrel @msarrel Cesar Celis Hernandez Cesar Celis Hernandez on
Operator's Guide 24 February 2022
Customers bring MinIO into their environments to gain high-performance
S3-compatible object storage that runs on any physical or virtual hardware and
Kubernetes. Our published benchmarks demonstrate that MinIO is the fastest
object storage available, but it can only run as fast the hardware and network
you give it. Performance is a big focus for our team, so we do everything we
can to help administrators get the most out of MinIO. In order to verify that
underlying infrastructure can support MinIO optimally, we provide two methods to
assess performance and identify potential bottlenecks: WARP and Speedtest.
Modern applications such as AI/ML, advanced analytics and databases require
high-performance object storage. MinIO’s combination of scalability and
high-performance puts every workload, no matter how demanding, within reach.
When performance is critical, you need to know that you’re achieving the best
performance possible. Results from WARP and Speedtest can be used to track
performance over time and proactively pinpoint potential problems before they
grow into serious issues.
WARP is an open-source full-featured S3 performance assessment software built to
conduct tests between WARP clients and object storage hosts. WARP measures GET
and PUT performance from multiple clients against a MinIO cluster. WARP has many
options, configured by command line or environmental variables, allowing you to
create tests that align with your workloads. Remember - it’s absolutely critical
to assess performance in a meaningful way and test using data and a workload
that represents the real world conditions in which your object storage operates.
In contrast, Speedtest is an easy-to-use automated performance test that
provides a streamlined experience and concise results. We introduced Speedtest
in November to provide MinIO administrators with the ability to run a
distributed performance assessment of their MinIO clusters with a single
command. Speedtest runs PUTS, then GETS, incrementally increasing load to
pinpoint maximum aggregate throughput. Tests can take anywhere from a few
seconds to several minutes to execute depending on your MinIO cluster.
There are some important differences between WARP and Speedtest. WARP is a
complete tool that tests performance of your MinIO cluster via operations
conducted by WARP clients. Client machines are conducting PUTS and GETS of
objects across the network to your distributed MinIO cluster. This makes WARP an
excellent mechanism for testing anticipated client-server performance. In
contrast, Speedtest runs on MinIO instances to conduct PUTS and GETS of objects
to other MinIO instances in the same cluster. As such, Speedtest tells you what
the server side of the performance equation is capable of.
WARP contains just about every test (GET, PUT, DELETE, LIST, STAT, RETENTION)
you might want to run against object storage, and test runs can include a custom
mix of object sizes to match your workloads. Speedtest runs through set test
parameters to pinpoint maximum throughput quickly. While WARP requires
additional software, Speedtest is included with MinIO and can be run from the mc
interface or MinIO Console. To aid in troubleshooting, customers can share
Speedtest results with MinIO engineers with a single click.
WARP: A COMPLETE OBJECT STORAGE BENCHMARKING TOOL
First, let’s take a look at WARP. WARP is a tool that allows you to thoroughly
benchmark MinIO, or any S3-compatible object storage, performance under a
variety of conditions. By default, WARP will perform a mixed test of read and
write over all disks utilized by MinIO running in distributed mode.
For this demo. we’re going to be running WARP to test MinIO running on AWS in
distributed mode. We’ve been doing this pretty often lately, so we can advise
potential and current customers of the highest-performing configurations we have
found by testing them.
WARP is located in a GitHub repository, where you will also find detailed
documentation.
We’re going to start by deploying MinIO in distributed mode. You can download
MinIO and install it in your environment by yourself, or you can follow this
tutorial to install MinIO on AWS EC2.
Either way, we are going to start with a distributed MinIO deployment:
Once MinIO is up and running you will be able to measure performance with WARP,
so let’s get started.
STEP 0: CREATE 4 INSTANCES (ALSO KNOWN AS NODES) WITH DISTRIBUTED MINIO.
Please read and follow steps provided in How to Install MinIO in Distributed
Mode on AWS EC2.
STEP 1: CREATE 4 MORE INSTANCES FOR WARP CLIENTS FOR A TOTAL OF 8 AWS INSTANCES.
For all Amazon UI or AWS CLI, please follow steps from the previous blog post to
deploy instances, but do not configure additional storage. The instances running
WARP must be powerful enough to quickly generate objects and measure PUT and GET
operations, but do not require the storage volume needed by a MinIO node.
STEP 2: ADD HOSTS IN /ETC/HOSTS FILE AT WARP CLIENTS.
1. Get the IP Addresses of the MinIO instances
2. Get the IP Addresses of the WARP clients
3. Add those address in the /etc/hosts file:
172.31.23.237 host1
172.31.26.78 host2
172.31.26.90 host3
172.31.19.110 host4
172.31.27.18 warp1
172.31.23.81 warp2
172.31.19.28 warp3
172.31.19.7 warp4
Notice that we recommend listing and working with hosts in consecutive order.
This simplifies launching WARP from the command line and makes it easier to
locate each WARP client and MinIO host.
STEP 3: INSTALL WARP ON THE CLIENTS AND RUN IT.
[root@ip-172-31-19-7 ec2-user]# wget
https://github.com/minio/warp/releases/download/v0.5.5/warp_0.5.5_Linux_arm64.tar.gz
--2022-02-08 20:06:04--
https://github.com/minio/warp/releases/download/v0.5.5/warp_0.5.5_Linux_arm64.tar.gz
Resolving github.com (github.com)... 192.30.255.112
Connecting to github.com (github.com)|192.30.255.112|:443... connected.
HTTP request sent, awaiting response... 302 Found
Location:
https://objects.githubusercontent.com/github-production-release-asset-2e65be/209657662/e6ff294d-a287-4298-aa06-2ef4fdcd578c?X-Amz-Algorithm=AWS4-HMAC-SHA256&X-Amz-Credential=AKIAIWNJYAX4CSVEH53A%2F20220208%2Fus-east-1%2Fs3%2Faws4_request&X-Amz-Date=20220208T200552Z&X-Amz-Expires=300&X-Amz-Signature=bf5cbb84597ebf85679a454c9e9d9b63494704b838e8fc666a0591ee82de37ee&X-Amz-SignedHeaders=host&actor_id=0&key_id=0&repo_id=209657662&response-content-disposition=attachment%3B%20filename%3Dwarp_0.5.5_Linux_arm64.tar.gz&response-content-type=application%2Foctet-stream
[following]
--2022-02-08 20:06:04--
https://objects.githubusercontent.com/github-production-release-asset-2e65be/209657662/e6ff294d-a287-4298-aa06-2ef4fdcd578c?X-Amz-Algorithm=AWS4-HMAC-SHA256&X-Amz-Credential=AKIAIWNJYAX4CSVEH53A%2F20220208%2Fus-east-1%2Fs3%2Faws4_request&X-Amz-Date=20220208T200552Z&X-Amz-Expires=300&X-Amz-Signature=bf5cbb84597ebf85679a454c9e9d9b63494704b838e8fc666a0591ee82de37ee&X-Amz-SignedHeaders=host&actor_id=0&key_id=0&repo_id=209657662&response-content-disposition=attachment%3B%20filename%3Dwarp_0.5.5_Linux_arm64.tar.gz&response-content-type=application%2Foctet-stream
Resolving objects.githubusercontent.com (objects.githubusercontent.com)...
185.199.110.133, 185.199.111.133, 185.199.108.133, ...
Connecting to objects.githubusercontent.com
(objects.githubusercontent.com)|185.199.110.133|:443... connected.
HTTP request sent, awaiting response... 200 OK
Length: 3943887 (3.8M) [application/octet-stream]
Saving to: 'warp_0.5.5_Linux_arm64.tar.gz'
100%[===========================================================================================================================================================================================================>]
3,943,887 --.-K/s in 0.06s
2022-02-08 20:06:04 (66.3 MB/s) - 'warp_0.5.5_Linux_arm64.tar.gz' saved
[3943887/3943887]
[root@ip-172-31-19-7 ec2-user]# tar -xzvf warp_0.5.5_Linux_arm64.tar.gz
LICENSE
README.md
warp_logo.png
warp
[root@ip-172-31-19-7 ec2-user]# ./warp client
warp: Listening on :7761
Notice that each WARP client is listening on port 7761
STEP 4: RUN WARP AND LAUNCH A MIXED BENCHMARK.
[root@ip-172-31-27-18 ec2-user]# WARP_ACCESS_KEY=minioadmin
WARP_SECRET_KEY=minioadmin ./warp mixed --warp-client warp{1...4}:7761 --host
host{1...4}:9000 --duration 120s --obj.size 64M --concurrent 64
warp: Benchmark data written to "warp-remote-2022-02-08[201339]-qymu.csv.zst"
Mixed operations.
Operation: DELETE, 10%, Concurrency: 256, Ran 1m54s.
* Throughput: 39.90 obj/s
Operation: GET, 45%, Concurrency: 256, Ran 1m54s.
* Throughput: 10903.28 MiB/s, 178.64 obj/s
Operation: PUT, 15%, Concurrency: 256, Ran 1m54s.
* Throughput: 3628.27 MiB/s, 59.45 obj/s
Operation: STAT, 30%, Concurrency: 256, Ran 1m54s.
* Throughput: 119.98 obj/s
Cluster Total: 14501.38 MiB/s, 397.44 obj/s over 1m55s.
warp: Cleanup done.
[root@ip-172-31-27-18 ec2-user]#
You’ve completed a basic mixed-mode performance test using WARP. While we used a
mixed-mode test to demonstrate WARP, you will typically obtain better results
that are more aligned to real-world usage) by breaking out individual operations
(GET, PUT, LIST) into their own test runs instead of running a mixed-mode test.
We encourage you to refer to the documentation to learn about executing more
test scenarios. For example, you can enable TLS and server-side encryption to
measure their impact in your environment. You can stress infrastructure more by
increasing the number of concurrent tests. You can use a random mix of object
sizes, or specify an object size that matches your current environment and
workload. You can configure tests to run for a defined period of time or to
auto-terminate as we did above.
WARP results are shown on-screen and saved to a local CSV file compressed using
zstandard.
SPEEDTEST FOR A QUICK AND EASY PERFORMANCE ASSESSMENT
In the event that you don’t want the full flexibility of WARP, we’ve built a
quick and easy way to measure MinIO performance using Speedtest. Speedtest is
most commonly run in autotune mode, incrementally increasing load to pinpoint
maximum aggregate throughput.
You can use mc to run Speedtest:
$ mc support perf object <alias>
[root@ip-172-31-77-115 ec2-user]# ./mc support perf object myminio
THROUGHPUT IOPS
PUT 2.4 GiB/s 38 objs/s
GET 4.6 GiB/s 73 objs/s
Speedtest: MinIO 2022-02-01T18:00:14Z, 4 servers, 16 drives, 64 MiB objects, 72
threads
Or, you can run Speedtest from MinIO Console, the browser-based GUI for
configuring, managing and reporting on MinIO clusters. Simply navigate to the
Support menu and click Performance, then click on the start button.
The performance test will run. When it is complete, aggregate GET and PUT
performance as well as performance of individual nodes is displayed.
For more details and examples for Speedtest, please see this tutorial.
WARP SPEED AHEAD!
Get started by downloading MinIO today. Join our Slack community and exchange
ideas with other MinIO users. If you have any specific questions about using
WARP, please reach out to us on our Slack channel (Matt Sarrel and Cesar Celis)
or send us an email at hello@minio.io.
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MULTI-CLOUD MONITORING AND ALERTING WITH PROMETHEUS AND GRAFANA
Matt Sarrel Mar 4, 2022
SMALL FILE ARCHIVES IN MINIO
Klaus Post Feb 16, 2022
HOW TO INSTALL MINIO IN DISTRIBUTED MODE ON AWS EC2
Cesar Celis Hernandez Feb 4, 2022
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