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Real-Time Analytics
with Apache Storm
Tae-woo Kim
tu_k@naver.com
1
The Progress of Study
1. Theory, Setup and Basic Storm
2. Storm with Twitter Streams
3. Beyond Storm Basics
4. Storm Project and Hackathon
2
Practice 3. Streaming Join
3
MyNamesSpout
MyLikesSpout
ExclamationBolt
Run a program
4
5
Practice 3-1. Exclamation
Topology
โ€œmy-namesโ€
โ€œmy-likesโ€
โ€œexclaim1โ€ โ€œexclaim2โ€ โ€œreport-boltโ€
Componet ID๋กœ ๋ฐ์ดํ„ฐ ์ŠคํŠธ๋ฆผ์„ ๊ตฌ๋ถ„
6
ExclaimationTopology.java
Result
7
Lesson 4. Storm Project and
Hackathon
8
Team A
9
Sentimental Analysis
+
Geography
Team B
10
Ebola Sorted Topics
Critical Issues
Used Tools
11
Team Awesome
12
Plan of Study
1. Real-Time Analysis with Apache Storm
2. Open CV
13

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Streaming join & lesson 4.

Editor's Notes

  1. ์œ ๋‹ค์‹œํ‹ฐ์—์„œ ์Šคํ†ฐ์„ ์ด์šฉํ•œ ์‹ค์‹œ๊ฐ„ ๋ถ„์„ ๊ฐ•์˜๋ฅผ ๋“ฃ๊ณ  ์žˆ๋Š” ๊น€ํƒœ์šฐ์ž…๋‹ˆ๋‹ค.
  2. ์Šคํ„ฐ๋”” ์ง„ํ–‰์‚ฌํ•ญ์ž…๋‹ˆ๋‹ค. ์ด๋ฒˆ ์‹œ๊ฐ„์—๋Š” ๋ ˆ์Šจ 3์˜ ๋งˆ์ง€๋ง‰ ์‹ค์Šต์˜ˆ์ œ์™€ ๋ ˆ์Šจ 4. ์Šคํ†ฐ ํ”„๋กœ์ ํŠธ ์•ค ํ•ด์ปคํ†ค์„ ๋“ฃ๊ณ  ๊ณต๋ถ€ํ•œ ๋‚ด์šฉ์„ ๋ฐœํ‘œํ•˜๋„๋ก ํ•˜๊ฒ ์Šต๋‹ˆ๋‹ค.
  3. ๋จผ์ € ์ง€๋‚œ ์‹œ๊ฐ„์— ๋ฐœํ‘œ๋ฅผ ๋ชปํ–ˆ๋˜ ๋ ˆ์Šจ 3์˜ ๋งˆ์ง€๋ง‰ ์˜ˆ์ œ๋ฅผ ์šฐ์„  ๋ฐœํ‘œํ•˜๊ฒ ์Šต๋‹ˆ๋‹ค. ๋งˆ์ง€๋ง‰ ์˜ˆ์ œ์˜ ์ œ๋ชฉ์€ ์ŠคํŠธ๋ฆฌ๋ฐ ์กฐ์ธ์ž…๋‹ˆ๋‹ค. ์—ฌ๋Ÿฌ ๊ฐœ์˜ ์ŠคํŒŒ์šฐํŠธ์—์„œ ๋‚˜์˜จ ๋ฐ์ดํ„ฐ ์ŠคํŠธ๋ฆผ์„ ํ•˜๋‚˜์˜ ๋ณผํŠธ์—์„œ ์ฒ˜๋ฆฌํ•˜๋Š” ๊ฒฝ์šฐ์ž…๋‹ˆ๋‹ค. ๋งˆ์ด๋„ค์ž„์Šค์ŠคํŒŒ์šฐํŠธ์—๋Š” ์ด๋ฆ„์ด ์žˆ๊ณ  ๋งˆ์ด๋ผ์ดํฌ์ŠคํŒŒ์šฐํŠธ์—๋Š” ์ด๋ฆ„ # ์ข‹์•„ํ•˜๋Š” ๊ฒƒ ํ˜•ํƒœ์˜ ์ŠคํŠธ๋ง์ด ์žˆ์Šต๋‹ˆ๋‹ค. ์ด์™€๊ฐ™์€ ๋ฐ์ดํ„ฐ๊ฐ€ ๋Š๋‚Œํ‘œ ์„ธ๊ฐœ๋ฅผ ๋ถ™์—ฌ์ฃผ๋Š” ๊ธฐ๋Šฅ์„ ํ•˜๋Š” ์ต์Šคํฌ๋ ˆ์ด๋ฉ”์ด์…˜๋ณผํŠธ๋กœ ์ „๋‹ฌ๋ฉ๋‹ˆ๋‹ค.
  4. ์ด์™€ ๊ฐ™์€ ํ† ํด๋กœ์ง€๋ฅผ ์‹คํ–‰ํ•˜๋ฉด ๋‹ค์Œ๊ณผ ๊ฐ™์€ ํ™”๋ฉด์„ ํ™•์ธ ํ•  ์ˆ˜ ์žˆ์Šต๋‹ˆ๋‹ค. Lewis # Udacity!!!, Justine # Dogs!!! ์™€ ๊ฐ™์ด ๋งˆ์ด๋ผ์ดํฌ์ŠคํŒŒ์šฐํŠธ์—์„œ ๋‚˜์˜จ ๋ฐ์ดํ„ฐ๋“ค์ด ์ต์Šคํฌ๋ ˆ์ด๋ฉ”์ด์…˜๋ณผํŠธ๋ฅผ ๊ฑฐ์ณ ์ถœ๋ ฅ๋˜๋Š” ๊ฒƒ์„ ํ™•์ธํ•  ์ˆ˜ ์žˆ์Šต๋‹ˆ๋‹ค.
  5. ๋‹ค์Œ์€ ์ด์ „์— ๊ตฌ์„ฑํ•œ ํ† ํด๋กœ์ง€๋ฅผ ๋ณ€๊ฒฝํ•˜์—ฌ ์ƒˆ๋กœ์šด ๊ฒฐ๊ณผ๋ฅผ ์ถœ๋ ฅํ•˜๋Š” ํ† ํด๋กœ์ง€๋ฅผ ๊ตฌ์„ฑํ•˜๊ฒŒ ๋ฉ๋‹ˆ๋‹ค. ์ด์™€ ๊ฐ™์€ ์ŠคํŠธ๋ฆฌ๋ฐ ์กฐ์ธ ๊ตฌ์„ฑ์—์„œ ์ต์Šคํด๋ ˆ์ด๋ฉ”์ด์…˜๋ณผํŠธ๋Š” ๋“ค์–ด์˜ค๋Š” ๋ฐ์ดํ„ฐ์— ๋”ฐ๋ผ ์„œ๋กœ ๋‹ค๋ฅธ ๋™์ž‘์„ ์ˆ˜ํ–‰ํ•ฉ๋‹ˆ๋‹ค. ์ด๋ฅผ ์œ„ํ•ด์„œ๋Š” ๋ฐ์ดํ„ฐ์˜ ์ถœ์ฒ˜๋ฅผ ์•Œ ์ˆ˜์žˆ๋Š” Component ID ๋ฐ›์•„์™€ ๋น„๊ตํ•˜์—ฌ ๊ฐ๊ฐ ๋‹ค๋ฅธ ๋ฐฉ์‹์œผ๋กœ ๋ฐ์ดํ„ฐ๋ฅผ ์ฒ˜๋ฆฌํ•  ์ˆ˜ ์žˆ์Šต๋‹ˆ๋‹ค.
  6. ์—ฌ๊ธฐ ์ฝ”๋“œ๋ฅผ ๋ณด์‹œ๋ฉด, execute() ๋ฉ”์†Œ๋“œ๋Š” ์ต์Šคํฌ๋ ˆ์ด๋ฉ”์ด์…˜๋ณผํŠธ์˜ ๋™์ž‘์„ ์ •์˜ํ•ฉ๋‹ˆ๋‹ค. ์ŠคํŠธ๋ง ํƒ€์ž…์˜ ๋ณ€์ˆ˜ ์ปดํฌ๋„ŒํŠธ์•„์ด๋””๋Š” ๋“ค์–ด์˜ค๋Š” ํŠœํ”Œ์˜ ๊ทผ์›์ง€์˜ ์ด๋ฆ„์„ ์ €์žฅํ•ฉ๋‹ˆ๋‹ค. ๊ทธ๋ฆฌ๊ณ  equal ๋ฉ”์†Œ๋“œ๋ฅผ ํ†ตํ•ด์„œ ๋น„๊ต๋ฅผ ํ•˜์—ฌ ์„œ๋กœ ๋‹ค๋ฅด๊ฒŒ ๋ฐ์ดํ„ฐ๋ฅผ ์ฒ˜๋ฆฌํ•ฉ๋‹ˆ๋‹ค. My-likes ๋ผ๋Š” ์ŠคํŒŒ์šฐํŠธ์—์„œ ์˜ค๋Š” ๋ฐ์ดํ„ฐ๋Š” ์ด๋ฆ„๊ณผ ์ข‹์•„ํ•˜๋Š” ๊ฒƒ์„ ์ถ”์ถœํ•˜์—ฌ ํ•ด์‰ฌ๋งต ์ž๋ฃŒ๊ตฌ์กฐ์— ์ €์žฅํ•˜๊ณ  My-names ๋ผ๋Š” ์ŠคํŒŒ์šฐํŠธ์—์„œ ์˜จ ๋ฐ์ดํ„ฐ๋Š” ํ•ด์‰ฌ๋งต ์ž๋ฃŒ๊ตฌ์กฐ์—์„œ ์ด๋ฆ„๊ณผ ์ผ์น˜ํ•˜๋Š” ๋ฐ์ดํ„ฐ๋ฅผ ๊บผ๋‚ด ์ƒˆ๋กœ์šด ๋ฌธ์žฅ์„ ๋งŒ๋“ญ๋‹ˆ๋‹ค. ๋งˆ์ง€๋ง‰์œผ๋กœ exclaim1 ์ด๋ผ๋Š” ๊ณณ์—์„œ ์˜จ ๋ฐ์ดํ„ฐ๋Š” ๋Š๋‚Œํ‘œ ์„ธ๊ฐœ๋ฅผ ์ด์–ด ๋ถ™์ด๋Š” ์ž‘์—…์„ ์ˆ˜ํ–‰ํ•ฉ๋‹ˆ๋‹ค. ์ด๋Ÿฌํ•œ ์ž‘์—…์„ ์ˆ˜ํ–‰ํ•˜๊ณ  ๋ฐ์ดํ„ฐ๋ฅผ ๋‚ด๋ณด๋ƒ…๋‹ˆ๋‹ค.
  7. ๋‚ด๋ณด๋‚ธ ๊ฒฐ๊ณผ๋Š” report-bolt๋ฅผ ํ†ตํ•ด์„œ ๋‹ค์Œ๊ณผ ๊ฐ™์ด ์‹œ๊ฐ์ฒ˜๋ฆฌ๊ฐ€ ๋ฉ๋‹ˆ๋‹ค.
  8. ๋‹ค์Œ์€ ํ•ด๋‹น ๊ฐ•์˜์˜ ๋งˆ์ง€๋ง‰ ๋ ˆ์Šจ์ธ ๋ ˆ์Šจ4 ์Šคํ†ฐ ํ”„๋กœ์ ํŠธ ์•ค ํ•ด์ปคํ†ค์— ๋Œ€ํ•ด์„œ ๊ฐ„๋‹จํžˆ ๋ง์”€๋“œ๋ฆฌ๊ฒ ์Šต๋‹ˆ๋‹ค. ๋ ˆ์Šจ์˜ ์ œ๋ชฉ์ฒ˜๋Ÿผ ๋ ˆ์Šจ 4๋Š” ๋ช‡๊ฐ€์ง€ ์Šคํ†ฐ ํ”„๋กœ์ ํŠธ์— ๋Œ€ํ•ด์„œ ์„ค๋ช…ํ•˜๊ณ  ์žˆ์Šต๋‹ˆ๋‹ค. ํ•ด์ปคํ†ค์ด๋ž€ ๋‹จ์–ด๋Š” ํ•ดํ‚น๊ณผ ๋งˆ๋ผํ†ค์˜ ํ•ฉ์„ฑ์–ด์ž…๋‹ˆ๋‹ค. ์ด๋Š” ๋‚œ์ด๋„ ๋†’์€ ํ”„๋กœ๊ทธ๋ž˜๋ฐ์ด๋ž€ ๋œป์œผ๋กœ ํ•ด์„ํ•  ์ˆ˜ ์žˆ์Šต๋‹ˆ๋‹ค. ๋˜ํ•œ ํ•ด์ปคํ†ค์ด๋ž€ ์ด๋ฆ„์„ ์‚ฌ์šฉํ•˜๋Š” ๊ฒฝ์ง„๋Œ€ํšŒ๋„ ๋งŽ์ด ์žˆ์Šต๋‹ˆ๋‹ค.
  9. ํ•ด๋‹น ๋ ˆ์Šจ์—์„œ๋Š” ๋‘ ๊ฐœ์˜ ํŒ€์„ ๋ณด์—ฌ์ค๋‹ˆ๋‹ค. ์šฐ์„  ํŒ€ ์—์ด๋Š” ํŠธ์œ—์— ๋Œ€ํ•ด ๊ฐ์ •์„ ๋ถ„์„ํ•˜๊ณ  ์ง€๋ฆฌํ•™์„ ๋”ํ•œ ํ”„๋กœ์ ํŠธ๋ฅผ ์ˆ˜ํ–‰ํ•˜๊ณ 
  10. ํŒ€ ๋น„๋Š” ์—๋ณผ๋ผ ๊ด€๋ จ ํ† ํ”ฝ์ด๋‚˜ ์ค‘์š”ํ•œ ์ด์Šˆ, ์ •์น˜์  ๋ฐœ์–ธ๋“ฑ์„ ๋ณด์—ฌ์ฃผ๋Š” ํ”„๋กœ์ ํŠธ๋ฅผ ๊ตฌํ˜„ ํ•˜๊ณ ์ž ํ•ฉ๋‹ˆ๋‹ค.
  11. ๊ทธ๋ฆฌ๊ณ  ํ•ด๋‹น ๊ฐ•์˜์˜ ์‹ค์Šต ์˜ˆ์ œ๋“ค์„ ์ง„ํ–‰ํ•˜๋ฉด์„œ ์‚ฌ์šฉํ•œ ๋‹ค์–‘ํ•œ ํˆด๋“ค์„ ์†Œ๊ฐœํ•˜๊ณ  ์žˆ์Šต๋‹ˆ๋‹ค. ํŒŒ์ด์ฌ ๊ธฐ๋ฐ˜์œผ๋กœ ์›น์„œ๋ฒ„๋ฅผ ๊ตฌ๋™ํ•  ์ˆ˜ ์žˆ๋Š” ํ”Œ๋ผ์Šคํฌ ์‹œ๊ฐํ™”๋ฅผ ์œ„ํ•œ D3 ๊ฐ€์ƒ๋จธ์‹ ์„ ์œ„ํ•œ ๋ฒ„์ถ”์–ผ๋ฐ•์Šค ํ‚ค ๋ฒจ๋ฅ˜ ๊ฐ’์œผ๋กœ ๋ฐ์ดํ„ฐ๋ฅผ ์ €์žฅํ•˜๋Š” ๋ ˆ๋””์Šค ์›๊ฒฉ์œผ๋กœ ๊ฐ€์ƒ๋จธ์‹ ์— ์ ‘์†ํ•  ์ˆ˜ ์žˆ๋Š” vagrant ํŠธ์œ„ํ„ฐ๋ฅผ ๋‹ค๋ฃจ๊ธฐ ์œ„ํ•œ ์ž๋ฐ”๋ผ์ด๋ธŒ๋Ÿฌ๋ฆฌ ํŠธ์œ„ํ„ฐ4์ œ์ด๋ฅผ ์†Œ๊ฐœํ•ฉ๋‹ˆ๋‹ค.
  12. ๊ทธ๋ฆฌ๊ณ  ํŒ€ A๊ฐ€ ๊ตฌํ˜„ํ•œ ํ”„๋กœ์ ํŠธ๋ฅผ ๋ณด์—ฌ์ค๋‹ˆ๋‹ค. ์ด ํ™”๋ฉด์€ D3๋ฅผ ํ†ตํ•ด์„œ ์‹œ๊ฐํ™”ํ•œ ๋ฏธ๊ตญ์˜ ๋ชจ์Šต์ž…๋‹ˆ๋‹ค. ๋‚˜๋ˆ ์ง„ ๊ตฌ์—ญ์€ ๋ฏธ๊ตญ์˜ ๋„์‹œ๋ฅผ ํ‘œํ˜„ํ•˜๊ณ  ์žˆ์Šต๋‹ˆ๋‹ค. ํŒ€ awesome์—์„œ ์ˆ˜ํ–‰ํ•œ ํ”„๋กœ์ ํŠธ๋Š” ํŠธ์œ—์„ ํ†ตํ•ด ๊ฐ์ •์„ ๋ถ„์„ํ•˜๊ณ  ์ง€๋„๋กœ ํ‘œํ˜„ํ•˜๋Š” ๊ฒƒ์ž…๋‹ˆ๋‹ค. ํŠธ์œ—์— ์žˆ๋Š” ์ด๋ชจํ‹ฐ์ฝ˜์„ ์ถ”์ถœํ•˜์—ฌ ๊ฐ์ •์„ ๋ถ„์„ํ•˜๊ณ  ๋ถ„์„ํ•œ ๊ฒฐ๊ณผ๋ฅผ ์ด์ฒ˜๋Ÿผ ์ง€๋„๋กœ ํ‘œํ˜„ํ•ฉ๋‹ˆ๋‹ค. ํ‘ธ๋ฅธ์ƒ‰์ด ๊ธ์ •์ ์ธ ๊ฐ์ •์„ ์˜๋ฏธํ•˜๊ฒŒ ๋ฉ๋‹ˆ๋‹ค.
  13. ์ด๋ ‡๊ฒŒ ํ•ด์„œ ์œ ๋‹ค์‹œํ‹ฐ์˜ ์Šคํ†ฐ์„ ์ด์šฉํ•œ ์‹ค์‹œ๊ฐ„ ๋ถ„์„๊ฐ•์˜๋ฅผ ์ „๋ถ€ ์ˆ˜๊ฐ•ํ–ˆ์Šต๋‹ˆ๋‹ค. ๊ทธ๋ฆฌ๊ณ  ๋‹ค์Œ์ฃผ ๋ถ€ํ„ฐ๋Š” ์ง„ํ–‰์ค‘์ธ ํ”„๋กœ์ ํŠธ๋ฅผ ์œ„ํ•ด Open CV๋ฅผ ๊ณต๋ถ€ํ•  ์˜ˆ์ •์ž…๋‹ˆ๋‹ค. ์ž์„ธํ•œ ๊ณ„ํš์€ ๋‹ค์Œ์‹œ๊ฐ„์— ๋ฐœํ‘œํ•˜๋„๋ก ํ•˜๊ฒ ์Šต๋‹ˆ๋‹ค. ์ด์ƒ์ž…๋‹ˆ๋‹ค.