200.2. Predict Future Resource Needs
Weight: 2
Description: Candidates should be able to monitor resource usage to predict future resource needs.
Key Knowledge Areas:
Use monitoring and measurement tools to monitor IT infrastructure usage.
Predict capacity break point of a configuration
Observe growth rate of capacity usage
Graph the trend of capacity usage
Awareness of monitoring solutions such as Icinga2, Nagios, collectd, MRTG and Cacti
The following is a partial list of the used files, terms and utilities:
diagnose
predict growth
resource exhaustion
Predicting The future is one of the hardest works ever, can you remember "Dorithy and the witches of the OZ"? :) Many System Administrators wish if they had some thing like Glass Ball. They wish they could realize what kind of problems might happen next day, in order to avoid it today. But unfortunately that is impossible. So forget about that and lets talk about real environment. In computer science predicting future is possible just by archiving and processing what has happened in past.Mathematical science and statistics can analyze old data and graph trends to predict future.
there are some tools to help us:
Icinga2
Nagios
collectd
MRTG
Cacti
We can spend a whole course for each of these tools, but for LPI exam we are wanted to know about their existence. At beginning we spend some time on collectd to show atlead one solution and see how does it look like. And then we just Introduce other solutions.
Collectd, a Unix daemon that collects statistics related to system performance and also provides means for storing the values in different formats like RRD (Round Robin Database) files. The statistics gathered by Collectd help to detect the current performance blocks and predict system load in future.
collectd is installed by default in many distributions how ever it can be easily installed from repositories in redhat or debian systems, here we use CentOS7 system:
[[email protected] ~]# yum install collectd
To configure what to monitor, modify collect.conf file:
[[email protected] ~]# rpm -ql collectd | grep etc/etc/collectd.conf/etc/collectd.d[[email protected] etc]# ls -l | grep collectd-rw-r--r--. 1 root root 42077 May 17 04:46 collectd.confdrwxr-xr-x. 2 root root 6 May 17 04:46 collectd.d[[email protected] etc]# wc -l collectd.conf1820 collectd.conf
and that is a huge configuration file consist of different sections . Which are not part of our exam!(File has been abstracted) :
############################################################################### Global ##----------------------------------------------------------------------------## Global settings for the daemon. ################################################################################Hostname "localhost"#FQDNLookup true#BaseDir "/var/lib/collectd"#PIDFile "/var/run/collectd.pid"#PluginDir "/usr/lib64/collectd"#TypesDB "/usr/share/collectd/types.db"#----------------------------------------------------------------------------## When enabled, plugins are loaded automatically with the default options ## when an appropriate <Plugin ...> block is encountered. ## Disabled by default. ##----------------------------------------------------------------------------##AutoLoadPlugin false#----------------------------------------------------------------------------## When enabled, internal statistics are collected, using "collectd" as the ## plugin name. ## Disabled by default. ##----------------------------------------------------------------------------##CollectInternalStats false#----------------------------------------------------------------------------## Interval at which to query values. This may be overwritten on a per-plugin ## base by using the 'Interval' option of the LoadPlugin block: ## <LoadPlugin foo> ## Interval 60 ## </LoadPlugin> ##----------------------------------------------------------------------------##Interval 10#MaxReadInterval 86400#Timeout 2#ReadThreads 5#WriteThreads 5# Limit the size of the write queue. Default is no limit. Setting up a limit is# recommended for servers handling a high volume of traffic.#WriteQueueLimitHigh 1000000#WriteQueueLimitLow 800000############################################################################### Logging ##----------------------------------------------------------------------------## Plugins which provide logging functions should be loaded first, so log ## messages generated when loading or configuring other plugins can be ## accessed. ###############################################################################LoadPlugin syslog#LoadPlugin logfile#LoadPlugin log_logstash#<Plugin logfile># LogLevel info# File STDOUT# Timestamp true# PrintSeverity false#</Plugin>#<Plugin log_logstash># LogLevel info# File "/var/log/collectd.json.log"#</Plugin>#<Plugin syslog># LogLevel info#</Plugin>############################################################################### LoadPlugin section ##----------------------------------------------------------------------------## Lines beginning with a single `#' belong to plugins which have been built ## but are disabled by default. ## ## Lines beginning with `##' belong to plugins which have not been built due ## to missing dependencies or because they have been deactivated explicitly. ###############################################################################.......LoadPlugin cpu#LoadPlugin cpufreq#LoadPlugin cpusleep#LoadPlugin df#LoadPlugin disk#LoadPlugin dnsLoadPlugin interface#LoadPlugin ipc#LoadPlugin ipmi#LoadPlugin iptables#LoadPlugin ipvs#LoadPlugin irq#LoadPlugin javaLoadPlugin load##LoadPlugin lpar#LoadPlugin lua#LoadPlugin lvm#LoadPlugin madwifi#LoadPlugin mbmon#LoadPlugin mcelog#LoadPlugin md#LoadPlugin memcachec#LoadPlugin memcachedLoadPlugin memory##LoadPlugin mic#LoadPlugin modbus#LoadPlugin mqtt#LoadPlugin multimeter#LoadPlugin mysql##LoadPlugin netapp#LoadPlugin netlinkLoadPlugin network#LoadPlugin nfs#LoadPlugin rrdtool.............############################################################################### Plugin configuration ##----------------------------------------------------------------------------## In this section configuration stubs for each plugin are provided. A desc- ## ription of those options is available in the collectd.conf(5) manual page. ###############################################################################......#<Plugin apache># <Instance "local"># URL "http://localhost/status?auto"# User "www-user"# Password "secret"# CACert "/etc/ssl/ca.crt"# </Instance>#</Plugin>#<Plugin rrdtool># DataDir "/var/lib/collectd/rrd"# CreateFilesAsync false# CacheTimeout 120# CacheFlush 900# WritesPerSecond 50#</Plugin>.....############################################################################### Filter configuration ##----------------------------------------------------------------------------## The following configures collectd's filtering mechanism. Before changing ## anything in this section, please read the `FILTER CONFIGURATION' section ## in the collectd.conf(5) manual page. ################################################################################ Load required matches:#LoadPlugin match_empty_counter#LoadPlugin match_hashed#LoadPlugin match_regex#LoadPlugin match_value#LoadPlugin match_timediff.......############################################################################## Threshold configuration ##----------------------------------------------------------------------------## The following outlines how to configure collectd's threshold checking ## plugin. The plugin and possible configuration options are documented in ## the collectd-threshold(5) manual page. ################################################################################LoadPlugin "threshold"#<Plugin threshold># <Type "foo"># WarningMin 0.00# WarningMax 1000.00# FailureMin 0.00# FailureMax 1200.00# Invert false# Instance "bar"# </Type>## <Plugin "interface"># Instance "eth0"# <Type "if_octets"># FailureMax 10000000# DataSource "rx"# </Type># </Plugin>## <Host "hostname"># <Type "cpu"># Instance "idle"# FailureMin 10# </Type>.....
In order to monitor specific item we can enable it by removing comment sign in Load Plugin and plugin configuration sections. What we have done here is enabling network module .
Lets restart the service :
[[email protected] etc]# systemctl restart collectd.service
Now we have to give collectd enough time to gather information about network and other modules which have been enabled.Unfortunately collectd doesn't come with an interface for viewing collected data by default, so we need some extra works to install and a web interface for that.
Collectd-web is a web front-end monitoring tool based on RRDtool (Round-Robin Database Tool), which interprets and graphical outputs the data collected by the Collectd service on Linux systems.
So first lets install and enable rrdtool module:
[[email protected] ~]# yum install collectd-rrdtool.x86_64 rrdtool rrdtool-devel rrdtool-perl perl-HTML-Parser perl-JSON perl-CGI
and modify this parts of collectd.conf file:
......LoadPlugin rrdtool.....<Plugin rrdtool>DataDir "/var/lib/collectd/rrd"# CreateFilesAsync false# CacheTimeout 120# CacheFlush 900# WritesPerSecond 50</Plugin>......
installing git "
[[email protected] ~]# yum install git
and Cloning collectd-web from the its repository:
[[email protected] opt]# ls -l | grep collectddrwxr-xr-x. 7 root root 251 Oct 15 19:29 collectd-web[[email protected] opt]# cd collectd-web/[[email protected] collectd-web]# lsAUTHORS CHANGELOG COPYING index.html media runserver.pycgi-bin check_deps.sh docs iphone README.rst
We use Collectd-web CGI scripts which interprets and generates the graphical html page statistics. First we need to make it executable for further use :
[[email protected] collectd-web]# chmod +x cgi-bin/graphdefs.cgi
By default, collectd-web is configured to run on the loopback address 127.0.0.1. You will need to edit the runserver.py script and change 127.0.0.1 to 0.0.0.0, in order to bind on all network interface IP Adresses and access the collectd-web interface from a remote machine.
[[email protected] collectd-web]# vim runserver.py[[email protected] collectd-web]# cat runserver.py#!/usr/bin/env pythonimport CGIHTTPServerimport BaseHTTPServerfrom optparse import OptionParserclass Handler(CGIHTTPServer.CGIHTTPRequestHandler):cgi_directories = ["/cgi-bin"]PORT = 8888def main():parser = OptionParser()opts, args = parser.parse_args()if args:httpd = BaseHTTPServer.HTTPServer((args[0], int(args[1])), Handler)print "Collectd-web server running at http://%s:%s/" % (args[0], args[1])else:httpd = BaseHTTPServer.HTTPServer(("0.0.0.0", PORT), Handler)print "Collectd-web server running at http://%s:%s/" % ("127.0.0.1", PORT)httpd.serve_forever()if __name__ == "__main__":main()
Next we need to create /etc/collectd directory and collection.conf file inside that, this specifies where collectd-web can read data from:
[[email protected] collectd-web]# cd /etc/[[email protected] etc]# mkdir collectd[[email protected] etc]# cd collectd[[email protected] collectd]# touch collection.conf[[email protected] collectd]# vim collection.conf[[email protected] collectd]# cat collection.confDataDir: "/var/lib/collectd/rrd/"
After modifying the Python server script, we can start the server by running runserver.py :
[[email protected] collectd-web]# ./runserver.py &
If we have firewall up and running , add required port for collect-web insterface.Here we are using CentOS so we should deal with firewalld:
[[email protected] ~]# firewall-cmd --zone=public --permanent --add-port=8888/tcpsuccess[[email protected] ~]# firewall-cmd --reloadsuccess
Finally, we can access the collectd-web interface at the URL http://our-server-ip:8888 in our web browser:
How does it work? Collectd uses data sets which are defines in types.db:
[[email protected] ~]# ls /usr/share/collectd/types.db[[email protected] ~]# cat /usr/share/collectd/types.db | grep cpucpu value:DERIVE:0:Ucpu_affinity value:GAUGE:0:1cpufreq value:GAUGE:0:Ups_cputime user:DERIVE:0:U, syst:DERIVE:0:Uvcpu value:GAUGE:0:Uvirt_cpu_total value:DERIVE:0:Uvirt_vcpu value:DERIVE:0:U
to gather data in a special format(Round Robin DataBase ) in /var/lib/directory/rrd directory which we previously enabled in collectd.conf:
[[email protected] ~]# cat /etc/collectd.conf | grep rrd#LoadPlugin rrdcachedLoadPlugin rrdtool#<Plugin rrdcached># DaemonAddress "unix:/tmp/rrdcached.sock"# DataDir "/var/lib/collectd/rrd"<Plugin rrdtool># DataDir "/var/lib/collectd/rrd"[[email protected] ~]# tree /var/lib/collectd/rrd/var/lib/collectd/rrd└── centos7-2.example.com├── cpu-0│ ├── cpu-idle.rrd│ ├── cpu-interrupt.rrd│ ├── cpu-nice.rrd│ ├── cpu-softirq.rrd│ ├── cpu-steal.rrd│ ├── cpu-system.rrd│ ├── cpu-user.rrd│ └── cpu-wait.rrd├── cpu-1│ ├── cpu-idle.rrd│ ├── cpu-interrupt.rrd│ ├── cpu-nice.rrd│ ├── cpu-softirq.rrd│ ├── cpu-steal.rrd│ ├── cpu-system.rrd│ ├── cpu-user.rrd│ └── cpu-wait.rrd├── cpu-2│ ├── cpu-idle.rrd│ ├── cpu-interrupt.rrd│ ├── cpu-nice.rrd│ ├── cpu-softirq.rrd│ ├── cpu-steal.rrd│ ├── cpu-system.rrd│ ├── cpu-user.rrd│ └── cpu-wait.rrd├── cpu-3│ ├── cpu-idle.rrd│ ├── cpu-interrupt.rrd│ ├── cpu-nice.rrd│ ├── cpu-softirq.rrd│ ├── cpu-steal.rrd│ ├── cpu-system.rrd│ ├── cpu-user.rrd│ └── cpu-wait.rrd├── interface-ens33│ ├── if_dropped.rrd│ ├── if_errors.rrd│ ├── if_octets.rrd│ └── if_packets.rrd├── interface-lo│ ├── if_dropped.rrd│ ├── if_errors.rrd│ ├── if_octets.rrd│ └── if_packets.rrd├── interface-virbr0│ ├── if_dropped.rrd│ ├── if_errors.rrd│ ├── if_octets.rrd│ └── if_packets.rrd├── interface-virbr0-nic│ ├── if_dropped.rrd│ ├── if_errors.rrd│ ├── if_octets.rrd│ └── if_packets.rrd├── load│ └── load.rrd└── memory├── memory-buffered.rrd├── memory-cached.rrd├── memory-free.rrd├── memory-slab_recl.rrd├── memory-slab_unrecl.rrd└── memory-used.rrd11 directories, 55 files
Okey do not forget that the installation process is not part of LPIC exam and based on your distribution and version the installation steps might be different from what we have done here.
There are some monitoring tools which are available both in open source (in core versions ) as well as enterprise versions or are incorporated with other products from enterprise perspective. they offer support and additional functionality.
Nagios has been available from late 90s, early 2000. It is really a collection of production of products.
Nagios Core : freely available open source core monitoring system.
Collectd-nagios plugin : Query information form the collectd daemon and then create some beautiful graphs in nagios monitoring dashboard.
Nagios XI : Full enterprise package.
nagios Log Server
Nagios Network analyzer
Nagiod Fusion
...
web site: https://www.nagios.com
Multi Router Traffic Grapher (MRTG) is a network admins tool that offer enterprise extentions to mrtg including Scrutinizer , FlowPro and replicator.
MRTG monitors network traffic loads, reads that traffic and create the statistics from the informations from routers and switches and creates logs for later use. It is written in perl. It works in Unix, Linux and windows
web site: https://www.mrtg.com/
Cacti is a complete network graphing solution designed to harness the power of RRDTool's data storage and graphing functionality. Cacti provides a fast poller, advanced graph templating, multiple data acquisition methods, and user management features out of the box. All of this is wrapped in an intuitive, easy to use interface that makes sense for LAN-sized installations up to complex networks with thousands of devices.
Cacti can be used in conjunction with collectd due to the fact both use rrdTools.
web site: https://www.cacti.net/
and to summarize, take a look at comparison chart below:
| Cacti | Collectd | Icinga | Nagios |
IP SLA Report | Yes | No | Via Plugin | Via Pugin |
Logical Grouping | Yes | No | Yes | Yes |
Trending | Yes | No | Yes | Yes |
Trend Prediction | Yes | No | No | No |
Auto Discovery | Yes | Push Model ,Multicast possible | Via Plugin | Via Plugin |
Agentless | Yes | Supported | Supported | Supported |
SNMP | Yes | Yes | Via Plugin | Via Plugin |
Syslog | Yes | Yes | Via Plugin | Via PLugin |
Plugins | Yes | Yes | Yes | Yes |
Triggers / Alerts | Yes | Yes | Yes | Yes |
WebApp | Full Controll | Viewing | Full Control | Yes |
Distributed Monitoring | Yes | Yes | Yes | Yes |
Inventory | Yes | No | Via Plugin | Via PLugin |
Platform | PHP | C | C | C |
Data Storage Method | RRD tool,MySQL | RRD tool | MySQL,PostgreSQL,Oracle Database | Flat File, SQL, MySQL |
License | Commercial | GPL V2 | GPL | GPL |
Maps | Yes | No | Via Plugin | Yes |
Access Control | Yes | Apache acl | Yes | Yes |
Do not forget, Capacity Calculation, Predicting future needs and have a good sense of IT environment need years of experience.
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sources:
https://www.tecmint.com/install-collectd-and-collectd-web-to-monitor-server-resources-in-linux/
