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Mesos: 
The 
Datacenter 
Opera1ng 
System 
David 
Greenberg 
Two 
Sigma
Who 
am 
I? 
• Architected 
project 
to 
build 
a 
massive 
Mesos 
cluster 
• Building 
custom 
framework 
and 
leveraging 
open 
source
The 
Plan 
What 
is 
Mesos? 
How 
can 
I 
use 
Mesos? 
How 
can 
I 
build 
on 
Mesos?
What 
is 
Mesos?
A 
long 
1me 
ago… 
Are 
you 
done 
with 
the 
machine? 
I 
need 
to 
load 
my 
cards. 
Lol 
no; 
maybe 
tomorrow.
1957 
Oh 
man! 
Let’s 
all 
share 
the 
computer, 
AT 
THE 
SAME 
TIME! 
John 
McCarthy 
Popularized 
Timesharing
A 
long 
1me 
ago… 
Are 
you 
done 
with 
the 
Hadoop 
cluster? 
I 
need 
to 
run 
my 
analy1cs 
job. 
Lol 
no; 
maybe 
tomorrow.
2010 
Oh 
man! 
Let’s 
all 
share 
the 
cluster, 
AT 
THE 
SAME 
TIME! 
Ben 
Hindman 
Popularized 
Mesos
Good 
ideas 
today 
mirror 
good 
ideas 
of 
yesteryear
Mesos: 
an 
Opera1ng 
System
Isola1on
Resource 
Sharing
Common 
Infrastructure 
• read(), 
write(), 
open() 
• bind(), 
connect() 
• apt-­‐get, 
yum 
• launchTask(), 
killTask(), 
statusUpdate() 
• Docker
Distributed 
System* 
Anatomy 
Workers 
Coordinator 
* 
Excluding 
peer-­‐to-­‐peer 
systems
Sta1c 
Par11oning 
Coordinator 
(Hadoop) 
Coordinator 
(Storm)
Mesos: 
a 
Level 
of 
Indirec1on 
Mesos 
(slaves) 
Coordinator 
Mesos 
(master) 
Coordinator
Mesos: 
a 
Level 
of 
Indirec1on 
Mesos 
(slaves) 
Coordinator 
Mesos 
(master) 
Coordinator
Mesos: 
a 
Level 
of 
Indirec1on 
Mesos 
(slaves) 
Coordinator 
Mesos 
(master) 
Coordinator
Mesos: 
a 
Level 
of 
Indirec1on 
Mesos 
(slaves) 
Coordinator 
Mesos 
(master) 
Coordinator
Mesos: 
a 
Level 
of 
Indirec1on 
Mesos 
(slaves) 
Coordinator 
Mesos 
(master) 
Coordinator
Coordina1ng 
Execu1on 
≈ 
Scheduling
s/Coordinator/Scheduler/ 
Mesos 
(slaves) 
Coordinator 
Mesos 
(master)
s/Coordinator/Scheduler/ 
Mesos 
(slaves) 
Scheduler 
Mesos 
(master)
Apache 
Hadoop 
Mesos 
(slaves) 
JobTracker 
(Scheduler) 
Mesos 
(master)
Distributed 
System 
≈ 
(Mesos) 
framework
a 
Mesos 
framework 
is 
a 
distributed 
system 
that 
has 
a 
coordinator
a 
Mesos 
framework 
is 
a 
distributed 
system 
that 
has 
a 
coordinator
a 
Mesos 
framework 
is 
a 
distributed 
system 
that 
has 
a 
scheduler 
a
a 
Mesos 
framework 
is 
an 
app 
for 
your 
cluster
How 
can 
I 
use 
Mesos?
Tons 
of 
Flexibility!
Jenkins 
• Con1nuous 
build 
server 
• Just 
install 
a 
plugin!
Hadoop 
• Mul1-­‐cluster 
isola1on 
• Fast 
startup 
• Just 
run 
the 
repacked 
Cloudera 
CDH 
4.2.1 
MR1 
distribu1on 
for 
Mesos
Marathon 
• PaaS 
on 
Mesos 
• init.d 
for 
the 
cluster 
• Docker 
support 
• Scales 
at 
the 
click 
of 
a 
budon 
• Manages 
edge 
routers 
-­‐ 
HAProxy
Chronos 
• Distributed 
cron 
• Supports 
job 
dependencies 
• REST 
API
Aurora 
• Advanced 
PaaS 
on 
Mesos 
• Powers 
Twider 
• Supports 
phased 
rollouts 
• Supports 
complex 
deployments
Spark 
• In 
memory 
Map 
Reduce, 
built 
for 
“Medium 
Data” 
• Supports 
SQL 
as 
well 
as 
Java, 
Python, 
and 
Scala 
• Designed 
for 
interac1ve 
analysis 
via 
REPL
How 
do 
I 
use 
these? 
• Free 
online 
interac1ve 
tutorials! 
– hdp://mesosphere.io/learn 
• Covers 
all 
of 
the 
previously 
men1oned 
and 
many 
more
How 
can 
I 
build 
on 
Mesos?
Cluster 
Manager 
Status 
Quo 
Applica?on/Human 
Specifica1on 
Cluster 
Manager 
The 
specifica1on 
includes 
as 
much 
informa1on 
as 
possible 
to 
assist 
the 
cluster 
manager 
in 
scheduling 
and 
execu1on
Cluster 
Manager 
Status 
Quo 
Applica?on/Human 
Cluster 
Manager 
Wait 
for 
task 
to 
be 
executed
Cluster 
Manager 
Status 
Quo 
Applica?on/Human 
Result 
Cluster 
Manager
Problems 
with 
Specifica1ons 
① Hard 
to 
specify 
certain 
desires 
or 
constraints 
② Hard 
to 
update 
specifica1ons 
dynamically 
as 
tasks 
execute 
and 
finish/fail
An 
Alterna1ve 
Model 
Scheduler 
Mesos 
request 
3 
CPUs 
2 
GB 
RAM 
• A 
request 
is 
purposely 
simplified 
subset 
of 
a 
specifica1on 
• It 
is 
just 
the 
required 
resources 
at 
that 
point 
in 
)me
What 
should 
you 
do 
if 
you 
can’t 
sa1sfy 
a 
request?
What 
should 
you 
do 
if 
you 
can’t 
sa1sfy 
a 
request? 
① 
Wait 
un?l 
you 
can 
…
What 
should 
you 
do 
if 
you 
can’t 
sa1sfy 
a 
request? 
① 
Wait 
un?l 
you 
can 
… 
② 
Offer 
best 
you 
can 
immediately
What 
should 
you 
do 
if 
you 
can’t 
sa1sfy 
a 
request? 
① 
Wait 
un?l 
you 
can 
… 
② 
Offer 
best 
you 
can 
immediately
Mesos 
Model 
Scheduler 
Mesos 
offer 
hostname 
4 
CPUs 
4 
GB 
RAM 
• Resources 
are 
allocated 
via 
resource 
offers 
• A 
resource 
offer 
represents 
a 
snapshot 
of 
available 
resources 
that 
a 
scheduler 
can 
use 
to 
run 
tasks
An 
Analogue: 
non-­‐blocking 
sockets 
Applica?on 
Kernel 
write(s, buffer, size);!
An 
Analogue: 
non-­‐blocking 
sockets 
Applica?on 
Kernel 
42 of 100 bytes written!!
Mesos 
Model 
offer 
hostname 
4 
CPUs 
4 
GB 
RAM 
offer 
hostname 
4 
CPUs 
4 
GB 
RAM 
offer 
hostname 
4 
CPUs 
4 
GB 
RAM 
Scheduler 
Mesos 
offer 
hostname 
4 
CPUs 
4 
GB 
RAM 
Scheduler 
uses 
the 
offers 
to 
decide 
what 
tasks 
to 
run
Mesos 
Model 
Scheduler 
Mesos 
Scheduler 
uses 
the 
offers 
to 
decide 
what 
tasks 
to 
run 
“Two-­‐level 
scheduling” 
task 
3 
CPUs 
2 
GB 
RAM
Two-­‐level 
Scheduling 
• Mesos: 
controls 
resource 
alloca+ons 
to 
schedulers 
• Schedulers: 
make 
decisions 
about 
what 
tasks 
to 
run 
given 
allocated 
resources
Two-­‐level 
Scheduling 
Elsewhere 
• Mesos 
influenced 
by 
opera1ng 
system 
supported 
user-­‐space 
scheduling 
– E.g. 
green 
threads, 
gorou1nes 
• Mesos 
is 
designed 
less 
like 
a 
“cluster 
manager” 
and 
more 
like 
an 
opera1ng 
system 
(or 
kernel)
Language 
Bindings
Should 
I 
build 
it 
on 
Mesos? 
• Theme 
of 
MesosCon: 
it’s 
easy 
to 
build 
frameworks 
• Open 
source 
and 
proprietary 
frameworks 
are 
being 
created 
all 
the 
1me 
– Two 
Sigma 
– Neplix 
– Twider 
– Hubspot
But 
should 
I 
really 
build 
it 
on 
Mesos? 
• Most 
users 
just 
use 
Marathon, 
Hadoop, 
Spark, 
and 
Chronos 
• Why 
did 
we 
build 
our 
own? 
– Exo1c 
workload
The 
Plan, 
redux 
What 
is 
Mesos? 
How 
can 
I 
use 
Mesos? 
How 
can 
I 
build 
on 
Mesos?
Ques1ons? 
Thank 
you

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