Click here to load reader
View
285
Download
2
Tags:
Embed Size (px)
1Gluster FSA distributed file system for today and tomorrow's BigDataRoberto FRANK Franchini
@robfrankie @CELI_NLP
CELI 2015
Roma, 2728 Marzo 2015Roma, 2728 Marzo 2015
15 years of experience, proud to be a programmer
Writes software for information extraction, nlp, opinion mining
(@scale ), and a lot of other buzzwords
Implements scalable architectures
Plays with servers (don't say that to my sysadmin)
Member of the JUG-Torino coordination team
whoami(1)whoami(1)
CELI 2014 2
Company
CELI 2015 3
Identify a distributed and scalable file
system
for today and tomorrow's
Big Data
CELI 2015 4
The problem
Once upon a time
CELI 2015 5
Once upon a timeOnce upon a time
CELI 2015 6
Once upon a time
2008: One nfs share
1,5TB ought to be enough for anybody
Once upon a time
CELI 2015 7
Once upon a timeOnce upon a time
CELI 2015 8
Once upon a time
2010: Herd of shares
(1,5TB x N) ought to be enough for anybody
Once upon a time
CELI 2015 9
Once upon a time
DIY Hand Made Distributed File System:
HMDFS (tm)
Nobody could stop the data flood
It was the time for
something new
Once upon a time
CELI 2015 10
What we do with GFS
Can be enlarged on demand
No dedicated HW
OpenSource is preferred and trusted
No specialized API
No specialized Kernel
POSIX compliance
Zillions of big and small files
No NAS or SAN ()
Requirements
CELI 2015 11
What we do with GFS
More than 10GB of Lucene inverted indexes to be stored
on a daily basis (more than 200GB/month)
Search stored indexes to extract different sets of
documents for different customers
Analytics on large sets of documents (years of data)
To do what?
CELI 2015 12
FeaturesGlusterFs
CELI 2015 13
Features
Clustered Scale-out General Purpose Storage Platform
POSIX-y Distributed File System
Built on commodity systems
x86_64 Linux ++
POSIX filesystems underneath (XFS, EXT4)
No central metadata Server (NO SPOF)
Modular architecture for scale and functionality
GlusterFs
CELI 2015 14
Features
Large Scale File Server
Media/Content Distribution Network (CDN)
Backup / Archive / Disaster Recovery (DR)
HDFS replacement in Hadoop ecosystem
High Performance Computing (HPC)
IaaS storage layer
Database offload (blobs)
Unified Object Store + File Access
Common use cases
CELI 2015 15
Features
ACL and Quota support
Fault-tolerance
Peer to peer
Self-healing
Fast setup up
Enlarge/Shrink on demand
Snapshot
On cloud, on premise (phisical or virtual)
Features
CELI 2015 16
Architecture
CELI 2015 17
Architecture
Peer / Node
Cluster servers (glusterfs server)
Runs the gluster daemons and participates in volumes
Node
CELI 2015 18
Architecture
Brick
A filesystem mountpoint on GusterFS nodes
A unit of storage used as a capacity building block
Brick
CELI 2015 19
ArchitectureFrom disks to bricks
CELI 2015 20
3TB
3TB
3TB
3TB
3TB
Gluster Server
3TB
3TB
3TB
3TB
3TB
Gluster Server
LVM volume
Gluster Server
LVM volume
LVM volume
LVM volume
ArchitectureFrom disks to bricks
CELI 2015 21
3TB
3TB
3TB
3TB
3TB
Gluster Server
3TB
3TB
3TB
3TB
3TB
RAID 6Physicalvolume
Gluster Server
SingleBrick
Gluster Server
ArchitectureFrom disks to bricks
CELI 2015 22
3TB
3TB
3TB
3TB
3TB
Gluster Server
3TB
3TB
3TB
3TB
3TB
/b1
/b3
/b5
/bN
/b7
Gluster Server
/b2
/b4
/b6
/bM
/b8
Bricks on a nodeBricks on a node
CELI 2015 23
Architecture
Logic between bricks or subvolume that generate a
subvolume with certain characteristic
Distribute, replica, stripe are special translators to generate
simil-RAID configuration
Perfomance translators: read ahead, write behind
Translators
CELI 2015 24
Architecture
Bricks combined and passed through translators
Ultimately, what's presented to the end user
Volume
CELI 2015 25
Architecture
brick
translator subvolume
translator subvolume
transator subvolume
translator volume
Volume
CELI 2015 26
VolumeVolume
CELI 2015 27
Gluster Server 1
/brick 14
/brick 13
/brick 12
/brick 11
Gluster Server 2
/brick 24
/brick 23
/brick 22
/brick 21
Gluster Server 3
/brick 34
/brick 33
/brick 32
/brick 31
Client
/bigdata
volume
replicate
distribute
VolumeVolume
CELI 2015 28
Volume types
CELI 2015 29
Distributed
The default configuration
Files evenly spread across bricks
Similar to file-level RAID 0
Server/Disk failure could be catastrophic
Distributed
CELI 2014 30
DistributedDistributed
CELI 2015 31
Replicated
Files written synchronously to replica peers
Files read synchronously,
but ultimately serviced by the first responder
Similar to file-level RAID 1
Replicated
CELI 2015 32
ReplicatedReplicated
CELI 2015 33
Distributed + replicated
Distribued + replicated
Similar to file-level RAID 10
Most used layout
Distributed + replicated
CELI 2015 34
Distributed replicatedDistributed + replicated
CELI 2015 35
Striped
Individual files split among bricks (sparse files)Similar to block-level RAID 0
Limited Use CasesHPC Pre/Post Processing
File size exceeds brick size
Striped
CELI 2015 36
StripedStriped
CELI 2015 37
Moving parts
CELI 2015 38
Components
glusterdManagement daemonOne instance on each GlusterFS serverInterfaced through gluster CLI
glusterfsdGlusterFS brick daemonOne process for each brick on each serverManaged by glusterd
Components
CELI 2015 39
Components
glusterfsVolume service daemonOne process for each volume serviceNFS server, FUSE client, Self-Heal, Quota, ...
mount.glusterfsFUSE native client mount extension
glusterGluster Console Manager (CLI)
Components
CELI 2015 40
Components
sudo fdisk /dev/sdbsudo mkfs.xfs -i size=512 /dev/sdb1sudo mkdir -p /srv/sdb1sudo mount /dev/sdb1 /srv/sdb1sudo mkdir -p /srv/sdb1/brickecho "/dev/sdb1 /srv/sdb1 xfs defaults 0 0" | sudo tee -a /etc/fstab
sudo apt-get install glusterfs-server
Quick start
CELI 2015 41
Components
sudo gluster peer probe node02
sudo gluster volume create testvol replica 2 node01:/srv/sdb1/brick node02:/srv/sdb1/brick
sudo gluster volume start testvol
sudo mkdir /mnt/glustersudo mount -t glusterfs node01:/testvol /mnt/gluster
Quick start
CELI 2015 42
Clients
CELI 2015 43
Clients: native
FUSE kernel module allows the filesystem to be built and
operated entirely in userspace
Specify mount to any GlusterFS server
Native Client fetches volfile from mount server, then
communicates directly with all nodes to access data
Recommended for high concurrency and high write
performance
Load is inherently balanced across distributed volumes
Clients: native
CELI 2015 44
Clients:NFS
Standard NFS v3 clients
Standard automounter is supported
Mount to any server, or use a load balancer
GlusterFS NFS server includes Network Lock Manager
(NLM) to synchronize locks across clients
Better performance for reading many small files from a
single client
Load balancing must be managed externally
Clients: NFS
CELI 2015 45
Clients: libgfapi
Introduced with GlusterFS 3.4
User-space library for accessing data in GlusterFS
Filesystem-like API
Runs in application process
no FUSE, no copies, no context switches
...but same volfiles, translators, etc.
Clients: libgfapi
CELI 2015 46
Clients: SMB/CIFS
In GlusterFS 3.4 Samba + libgfapi
No need for local native client mount & re-export
Significant performance improvements with FUSE removed
from the equation
Must be setup on each server you wish to connect to via
CIFS
CTDB is required for Samba clustering
Clients: SMB/CIFS
CELI 2014 47
Clients: HDFS
Access data within and outside of Hadoop
No HDFS name node single point of failure / bottleneck
Seamless replacement for HDFS
Scales with the massive growth of big data
Clients: HDFS
CELI 2015 48
Scalability
CELI 2015 49
Under the hood
El