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From
Ceilometer to
Telemetry
Not so alarming!

A Julien Danjou & Nick Barcet presentation
for
OpenStack in action! 4
on the 5th December 2013
Speakers
Nick Barcet
VP Products @ eNovance
Co-founded the Ceilometer project at the Folsom
summit and led the project through incubation
Julien Danjou
Ceilometer Lead Dev @
eNovance
Has been a core Ceilometer contributor from the
outset, taking over the PTL reins for Havana
State of the project

•  Officially named OpenStack Telemetry
•  Havana is the first integrated release
•  Community growth
o 
o 

Grizzly: 30 contributors, 267 commits
Havana: 57 contributors, 434 commits
What was done during
the Havana cycle?
UDP transport

•  Faster, stateless
•  Lighter (msgpack encoding)
but…

•  No delivery guaranteed
•  Not signed
▶ Use case: gathering metrics for alarms
Improved API

•  Group samples by fields when requesting
• 
• 

statistics (?groupby[]=user_id)
Limit the number of items returned (?limit=42)
Provides links to other resources in the API
Send your own samples
Users or operators
can send samples
➔ Leverage the
statistics
➔ Usable for alarming

POST	
  /v2/meters/mymeter	
  
	
  
[{	
  
	
  	
  "counter_type":	
  "gauge",	
  
	
  	
  "counter_unit":	
  "megabyte",	
  
	
  	
  "counter_volume":	
  142.0,	
  
	
  	
  "user_id":	
  
"efd87807-­‐12d2-­‐4b38-­‐9c70-­‐5f5c2ac427ff",	
  
	
  	
  "project_id":	
  "35b17138-­‐b364-­‐4e6a-­‐
a131-­‐8f3099c5be68",	
  
	
  	
  "resource_id":	
  
"bd9431c1-­‐8d69-­‐4ad3-­‐803a-­‐8d4a6b89fd36",	
  
	
  	
  "resource_metadata":	
  {	
  
	
  	
  	
  	
  	
  	
  "name1":	
  "value1",	
  
	
  	
  	
  	
  	
  	
  "name2":	
  "value2"	
  
	
  	
  },	
  
	
  	
  "source":	
  "mypaasplatform",	
  
	
  	
  "timestamp":	
  "2013-­‐09-­‐10T20:34:13.711330"	
  
}]	
  
New storage backends
Database TTL
Previously:
No way to purge data.
Ceilometer produces a lot of data
(gigabytes per day)
Now:
ceilometer-expirer will drop data older
than the configured time-to-live delay
Hyper-V

➔  Disk, network and CPU usage
New meters

•  API endpoints
o 

Meters the requests made to API server (Neutron,
Glance, Nova, Swift, etc)

•  Neutron bandwidth
o 
o 

Meter the bandwidth consumed by each project
Traffic labeled as configured by operator
(based on source/destination)
Neutron Traffic Labels
Internet
label: Ext
label: Compute

VM

VM

label: Object

VM

Swift

Swift

Swift
Alarms

Regularly watch for meters statistics
values and triggers actions based
on threshold crossings.
Alarms architecture
Ceilometer API
R
P
C

H
T
T
P
Ceilometer alarm
evaluator

Webhook, SMS, email…

B
u
s
Trigger

Trigger

Ceilometer
Ceilometer
alarm notifier
Ceilometer
alarm notifier
alarm notifier
Alarm types

•  Threshold alarmsTriggered once a value crosses a

threshold“Call a Webhook as soon as CPU usage goes above
80%”

•  Combination alarmsTriggered once all alarms in that

alarm are triggered“Call a Webhook as soon as alarm “foo” and
alarm “bar” are triggered”
Alarms API
POST /v2/alarms
{
"alarm_actions": [ "http://site:8000/alarm"],
"insufficient_data_actions": ["http://site:8000/nodata"],
"ok_actions": ["http://site:8000/ok"],
"comparison_operator": "gt",
"description": "An alarm",
"evaluation_periods": 2,
"matching_metadata": {"key_name": "key_value"},
"meter_name": "storage.objects",
"name": "SwiftObjectAlarm",
"period": 240,
"statistic": "avg",
"threshold": 200.0
}

GET /v2/alarms/foobar
PUT /v2/alarms/foobar
DELETE /v2/alarms/foobar
Heat & auto-scaling

API service

Heat Engine
injects user
metadata

triggers alarm
my_stack
Instance

monitors instances

Alarm
evaluator
Compute
Agent

Ceilometer

creates alarms
Heat & auto-scaling

Heat Engine
injects user
metadata

my_stack
Instance
Instance
Instance

API
Alarms

scales out
stack

Compute

Ceilometer

alarming
Heat & auto-scaling

Heat Engine
injects user
metadata

my_stack
Instance
Instance
Instance
Instance
Instance

API
Alarms

scales out
stack

Compute

Ceilometer

alarming
Events storage
(Almost) all OpenStack components send notifications on
events: let’s store them.
➔  Useful to be able to re-generate samples
➔  Useful to generate new sample we did not think about
➔  Allow to have a double-entry accounting
➔  Audit ability
Not yet complete, to be continued in Icehouse
Exciting ideas for
Icehouse we’re going to
hack on.
General improvements

•  Split the collector in two logical pieces
•  Rely on notification for samples rather than
• 
• 
• 

RPC
Bring SQLAlchemy and MongoDB driver
almost on parity
Support for hardware polling
Support Ironic
API improvements

•  Complex filtering and query DSL
•  /v2/samples(a.k.a. /v2/meter without the
x	
  OR	
  y	
  AND	
  z	
  

• 
• 
• 

meter)
Return rate rather than absolute value
More statistics functions (rate of change,
moving-window averages…)
Bulk requests
Alarming
•  Exclude low sample counts
Allow time constrained alarms

• 
Distributed polling
Leveraging Tooz and Taskflow to distribute
tasks among workers (agents).
★ Ability to distribute the polling
★ Replace alarm evaluator custom distributor
OpenStack
Telemetry

Ceilometer

#openstack-ceilometer @ Freenode

The end.
Backup slides
Heat & auto-scaling

my_stack
Instance

API service
Meter store

queries
stats

reports
samples

Compute
Agent

provides
alarm rules

Alarm
evaluator

Ceilometer

Heat Engine

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OpenStack in Action 4! Nick Barcet & Julien Danjou - From ceilometer to telemetry not so alarming!

  • 1. From Ceilometer to Telemetry Not so alarming! A Julien Danjou & Nick Barcet presentation for OpenStack in action! 4 on the 5th December 2013
  • 2. Speakers Nick Barcet VP Products @ eNovance Co-founded the Ceilometer project at the Folsom summit and led the project through incubation Julien Danjou Ceilometer Lead Dev @ eNovance Has been a core Ceilometer contributor from the outset, taking over the PTL reins for Havana
  • 3. State of the project •  Officially named OpenStack Telemetry •  Havana is the first integrated release •  Community growth o  o  Grizzly: 30 contributors, 267 commits Havana: 57 contributors, 434 commits
  • 4. What was done during the Havana cycle?
  • 5. UDP transport •  Faster, stateless •  Lighter (msgpack encoding) but… •  No delivery guaranteed •  Not signed ▶ Use case: gathering metrics for alarms
  • 6. Improved API •  Group samples by fields when requesting •  •  statistics (?groupby[]=user_id) Limit the number of items returned (?limit=42) Provides links to other resources in the API
  • 7. Send your own samples Users or operators can send samples ➔ Leverage the statistics ➔ Usable for alarming POST  /v2/meters/mymeter     [{      "counter_type":  "gauge",      "counter_unit":  "megabyte",      "counter_volume":  142.0,      "user_id":   "efd87807-­‐12d2-­‐4b38-­‐9c70-­‐5f5c2ac427ff",      "project_id":  "35b17138-­‐b364-­‐4e6a-­‐ a131-­‐8f3099c5be68",      "resource_id":   "bd9431c1-­‐8d69-­‐4ad3-­‐803a-­‐8d4a6b89fd36",      "resource_metadata":  {              "name1":  "value1",              "name2":  "value2"      },      "source":  "mypaasplatform",      "timestamp":  "2013-­‐09-­‐10T20:34:13.711330"   }]  
  • 9. Database TTL Previously: No way to purge data. Ceilometer produces a lot of data (gigabytes per day) Now: ceilometer-expirer will drop data older than the configured time-to-live delay
  • 11. New meters •  API endpoints o  Meters the requests made to API server (Neutron, Glance, Nova, Swift, etc) •  Neutron bandwidth o  o  Meter the bandwidth consumed by each project Traffic labeled as configured by operator (based on source/destination)
  • 12. Neutron Traffic Labels Internet label: Ext label: Compute VM VM label: Object VM Swift Swift Swift
  • 13. Alarms Regularly watch for meters statistics values and triggers actions based on threshold crossings.
  • 14. Alarms architecture Ceilometer API R P C H T T P Ceilometer alarm evaluator Webhook, SMS, email… B u s Trigger Trigger Ceilometer Ceilometer alarm notifier Ceilometer alarm notifier alarm notifier
  • 15. Alarm types •  Threshold alarmsTriggered once a value crosses a threshold“Call a Webhook as soon as CPU usage goes above 80%” •  Combination alarmsTriggered once all alarms in that alarm are triggered“Call a Webhook as soon as alarm “foo” and alarm “bar” are triggered”
  • 16. Alarms API POST /v2/alarms { "alarm_actions": [ "http://site:8000/alarm"], "insufficient_data_actions": ["http://site:8000/nodata"], "ok_actions": ["http://site:8000/ok"], "comparison_operator": "gt", "description": "An alarm", "evaluation_periods": 2, "matching_metadata": {"key_name": "key_value"}, "meter_name": "storage.objects", "name": "SwiftObjectAlarm", "period": 240, "statistic": "avg", "threshold": 200.0 } GET /v2/alarms/foobar PUT /v2/alarms/foobar DELETE /v2/alarms/foobar
  • 17. Heat & auto-scaling API service Heat Engine injects user metadata triggers alarm my_stack Instance monitors instances Alarm evaluator Compute Agent Ceilometer creates alarms
  • 18. Heat & auto-scaling Heat Engine injects user metadata my_stack Instance Instance Instance API Alarms scales out stack Compute Ceilometer alarming
  • 19. Heat & auto-scaling Heat Engine injects user metadata my_stack Instance Instance Instance Instance Instance API Alarms scales out stack Compute Ceilometer alarming
  • 20. Events storage (Almost) all OpenStack components send notifications on events: let’s store them. ➔  Useful to be able to re-generate samples ➔  Useful to generate new sample we did not think about ➔  Allow to have a double-entry accounting ➔  Audit ability Not yet complete, to be continued in Icehouse
  • 21. Exciting ideas for Icehouse we’re going to hack on.
  • 22. General improvements •  Split the collector in two logical pieces •  Rely on notification for samples rather than •  •  •  RPC Bring SQLAlchemy and MongoDB driver almost on parity Support for hardware polling Support Ironic
  • 23. API improvements •  Complex filtering and query DSL •  /v2/samples(a.k.a. /v2/meter without the x  OR  y  AND  z   •  •  •  meter) Return rate rather than absolute value More statistics functions (rate of change, moving-window averages…) Bulk requests
  • 24. Alarming •  Exclude low sample counts Allow time constrained alarms • 
  • 25. Distributed polling Leveraging Tooz and Taskflow to distribute tasks among workers (agents). ★ Ability to distribute the polling ★ Replace alarm evaluator custom distributor
  • 28. Heat & auto-scaling my_stack Instance API service Meter store queries stats reports samples Compute Agent provides alarm rules Alarm evaluator Ceilometer Heat Engine