Streaming Benchmark

•

0 j'aime•339 vues

Vinaya M S

Insight Data Engineering Project

Données & analyses

Streaming Benchmark
Vinaya M S
Insight Data Science

m4.large: 3
r3.large: 4
r3.large: 4
r3.large: 1

How many tweets are processed/second?
Insert read_ts Insert write_ts
100
tweets/second
Subset of 100
tweets/second

Latency:
∑ (𝑤𝑟𝑖𝑡𝑒() − 𝑟𝑒𝑎𝑑())./0102
34./056786 / total_tweets_processed
winStart: window start time; winEnd: window End time

• Total number of tweets processed in storm
are more.
•~41000 in 160sec (Flink: ~18500 in 160sec)
•Noticed low throughput and high latency in
storm.
•This is not true always. Performance tuning
is required.

Few tunings I considered
§Number of compute bolts
§Consumer bolts.
§Java heap size. Plays an important role
§Tried 2 of the groupings.

About Me
3 years experience
MS, Computer Science
Enjoy:
Table Tennis
Cooking

Flink:
Each task slot in task manager can run one pipeline of parallel task.

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