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Brent Payne
Head of Machine Learning
@ Cursive Labs
I S E C R E T LY H AT E Y O U , A W S L A M B D A
AWS Lambda, WTF
2
1.5 GB runtime memory space
60s runtime
6 MB Input
T H E R E A R E M O R E L I M I T S T H A N T H I S
AWS Lambda, Limits
3
L O G S C A L E R O C K S
Runtime
4
L O G S C A L E R O C K S
Runtime
Practically Everything
5
C H U N K S I Z E B O U N D E D B Y R A R E E V E N T S
Maximum Runtime
6
C H U N K S I Z E B O U N D E D B Y R A R E E V E N T S
Maximum Runtime
Haunts Me
7
I N S M A L L B AT C H E S
Big Data
Photo: Jodie Wilson, https://www.flickr.com/photos/jumpyjodes/160552669/
8
M O S T E F F I C I E N T S I Z E
Inefficient
6000 events
9
M O S T E F F I C I E N T S I Z E , A C T U A L S I Z E
Inefficient
6000 events
2000 events
L A M B D A E X C E P T I O N A L C A S E H A N D L I N G
Lambda Waterfall
2000 event chunk
A W S A C T U A L LY R E C O M M E N D S T H I S
Lambda Waterfall
2000 event chunk
512 event chunks
12
E L E P H A N T S A L L T H E WAY D O W N
Lambda Waterfall
2000 event chunk
512 event chunks
I hate you Lambda

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AWS Lambda, WTF : I secretly hate you

  • 1. Brent Payne Head of Machine Learning @ Cursive Labs I S E C R E T LY H AT E Y O U , A W S L A M B D A AWS Lambda, WTF
  • 2. 2 1.5 GB runtime memory space 60s runtime 6 MB Input T H E R E A R E M O R E L I M I T S T H A N T H I S AWS Lambda, Limits
  • 3. 3 L O G S C A L E R O C K S Runtime
  • 4. 4 L O G S C A L E R O C K S Runtime Practically Everything
  • 5. 5 C H U N K S I Z E B O U N D E D B Y R A R E E V E N T S Maximum Runtime
  • 6. 6 C H U N K S I Z E B O U N D E D B Y R A R E E V E N T S Maximum Runtime Haunts Me
  • 7. 7 I N S M A L L B AT C H E S Big Data Photo: Jodie Wilson, https://www.flickr.com/photos/jumpyjodes/160552669/
  • 8. 8 M O S T E F F I C I E N T S I Z E Inefficient 6000 events
  • 9. 9 M O S T E F F I C I E N T S I Z E , A C T U A L S I Z E Inefficient 6000 events 2000 events
  • 10. L A M B D A E X C E P T I O N A L C A S E H A N D L I N G Lambda Waterfall 2000 event chunk
  • 11. A W S A C T U A L LY R E C O M M E N D S T H I S Lambda Waterfall 2000 event chunk 512 event chunks
  • 12. 12 E L E P H A N T S A L L T H E WAY D O W N Lambda Waterfall 2000 event chunk 512 event chunks I hate you Lambda