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Celery
Distributed task queue system
What is celery
● it’s a distributed task queue system
○ abstractions to put tasks in the task queue
○ abstractions to manage task results
○ services to run tasks from the task queue
○ monitoring tools
● can use almost any database or message
queue
● works best with a task queue but can use
other non-traditional transports like a sql db
or redis
Possible uses
● asynchronous processing
○ emails
○ image processing
○ transcoding
○ batch import / processing
○ that slow api you need to use
● scrapping
● processing large amount of data
What is celery
task queue
(“broker”)
result
backend
worker 1
worker 2
worker 1
worker 2
machine 1
machine 2
webserver
resize
picture
Usage
Usage
……
Configuration
Notable features
● events
● workflow
● rate limits
● time limits
● retry
● acks (reliable execution)
● routing
● task schedulers (like cron)
● various worker pools: process (fork),
threaded, eventlet, gevent
● extensible
Brokers & backends overview
● rabbitmq
● redis
● mongodb
● sql (sqlalchemy or django)
● beanstalk
The canvas
Workflow primitives:
● group
○ apply tasks in parallel
● chain
○ apply tasks in sequence
● chord
○ apply task after group or task completes
● map, starmap, chunks
○ abstractions over group
Rate limits
● can use “/h”, “/m”
Revokes & time limits
●
●
Similar projects & alternatives
● Kuyruk
● huey
● pyres
● rq

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Celery introduction

  • 2. What is celery ● it’s a distributed task queue system ○ abstractions to put tasks in the task queue ○ abstractions to manage task results ○ services to run tasks from the task queue ○ monitoring tools ● can use almost any database or message queue ● works best with a task queue but can use other non-traditional transports like a sql db or redis
  • 3. Possible uses ● asynchronous processing ○ emails ○ image processing ○ transcoding ○ batch import / processing ○ that slow api you need to use ● scrapping ● processing large amount of data
  • 4. What is celery task queue (“broker”) result backend worker 1 worker 2 worker 1 worker 2 machine 1 machine 2 webserver resize picture
  • 8. Notable features ● events ● workflow ● rate limits ● time limits ● retry ● acks (reliable execution) ● routing ● task schedulers (like cron) ● various worker pools: process (fork), threaded, eventlet, gevent ● extensible
  • 9. Brokers & backends overview ● rabbitmq ● redis ● mongodb ● sql (sqlalchemy or django) ● beanstalk
  • 10. The canvas Workflow primitives: ● group ○ apply tasks in parallel ● chain ○ apply tasks in sequence ● chord ○ apply task after group or task completes ● map, starmap, chunks ○ abstractions over group
  • 11. Rate limits ● can use “/h”, “/m”
  • 12. Revokes & time limits ● ●
  • 13. Similar projects & alternatives ● Kuyruk ● huey ● pyres ● rq