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Micro Service Architecture 탐방기
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MSA 아키텍처에 관한 이야기입니다.
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LIST OF EXPERIMENTS: 1. Implement simple vector addition in Tensor Flow. 2. Implement a regression model in Keras. 3. Implement a perception in TensorFlow/Keras Environment. 4. Implement a Feed Forward Network in TensorFlow/Keras. 5. Implement an image classifier using CNN in TensorFlow/Keras. 6. Improve the deep Learning model by fine tuning hyper parameters. 7. Implement a Transfer Learning concept in image classification. 8. Using a pre trained model on Keras for transfer learning. 9. Perform Sentimental Analysis using RNN. 10. Implement an LSTM based Auto encoding inTensorflow/Keras. 11. Image generation using GAN. ADDITIONAL EXPERIMENTS 12. Train a deep Learning model to classify a given image using pre trained model. 13. Recommendation system from sales data using Deep Learning. 14. Implement Object detection using CNN. 15. Implement any simple Reinforcement Algorithm for an NLP problem.
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CCS335 _ Neural Networks and Deep Learning Laboratory_Lab Complete Record
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Thermal Engineering Unit - I & II . ppt
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CCS335 _ Neural Networks and Deep Learning Laboratory_Lab Complete Record
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1.
Micro Service Architecture
탐방기 이용희
2.
3.
https://www.facebook.com/yonghee.lee.90
4.
5.
6.
7.
Micro Service Architecture 적용하고
8.
고생해
9.
보니
10.
이런
11.
것들이
12.
중요하더라
13.
14.
Agenda MSA
15.
16.
왜?
17.
MSA에
18.
관심을
19.
가지시나요?
20.
21.
Micro
22.
Services
23.
Architecture
24.
Google
25.
Trend
26.
혹시
27.
뒤쳐질까
28.
두려워서?
29.
고민하던
30.
문제를
31.
해결할
32.
수
33.
있지
34.
않을까?
35.
36.
Micro Service Architecture? 빨리
37.
개발하고,
38.
빨리
39.
적용하여
40.
Time
41.
to
42.
Market
43.
을
44.
달성하게
45.
할
46.
수
47.
있도록
48.
소프트웨어의
49.
구조를
50.
단순하게
51.
하는
52.
방법
53.
중
54.
하나
55.
56.
Micro Service Architecture? 작은
57.
기능
58.
요소
59.
들을
60.
61.
서비스
62.
단위로
63.
묶어서
64.
배포
65.
66.
MSA 의 9가지
특징 • Componentization
67.
via
68.
Services
69.
• Organized
70.
around
71.
Business
72.
Capabilities
73.
• Products
74.
not
75.
Projects
76.
• Smart
77.
endpoints
78.
and
79.
dumb
80.
pipes
81.
• Decentralized
82.
Governance
83.
• Decentralized
84.
Data
85.
Management
86.
• Infrastructure
87.
Automation
88.
• Design
89.
for
90.
failure
91.
• Evolutionary
92.
Design
93.
94.
MSA 의 9가지
특징 • Componentization
95.
via
96.
Services
97.
• Organized
98.
around
99.
Business
100.
Capabilities
101.
• Products
102.
not
103.
Projects
104.
• Smart
105.
endpoints
106.
and
107.
dumb
108.
pipes
109.
• Decentralized
110.
Governance
111.
• Decentralized
112.
Data
113.
Management
114.
• Infrastructure
115.
Automation
116.
• Design
117.
for
118.
failure
119.
• Evolutionary
120.
Design
121.
대형
122.
시스템을
123.
개발할
124.
때
125.
126.
127.
기술적
128.
계층에
129.
따라
130.
조직을
131.
구성하는
132.
것에
133.
비해,
134.
135.
136.
MSA에서의
137.
접근
138.
방식은
139.
140.
“비즈니스
141.
수행
142.
능력”에
143.
따라
144.
구분된
145.
서비스
146.
단위로
147.
148.
조직을
149.
구성함
150.
151.
Any
152.
organization
153.
that
154.
designs
155.
a
156.
system
157.
(defined
158.
broadly)
159.
will
160.
produce
161.
a
162.
design
163.
whose
164.
structure
165.
is
166.
a
167.
copy
168.
of
169.
the
170.
organization's
171.
communication
172.
structure.
173.
--
174.
Melvyn
175.
Conway,
176.
1967
177.
178.
179.
분업화를
180.
통한
181.
전문화
182.
재사용을
183.
통한
184.
생산성
185.
향상
186.
기업의
187.
본원적인
188.
189.
2대
190.
활동
191.
원칙!
192.
193.
비즈니스
194.
환경
195.
변화에
196.
능동적으로
197.
대응하기
198.
위해!
199.
200.
201.
진짜
202.
귀한
203.
몸
204.
Oracle
205.
DBA님들
206.
207.
208.
각
209.
서비스
210.
팀에
211.
212.
기술
213.
구조를
214.
선택하고
215.
결정할
216.
수
217.
있는
218.
219.
권한이
220.
있어야
221.
함
222.
223.
MSA 의 9가지
특징 • Componentization
224.
via
225.
Services
226.
• Organized
227.
around
228.
Business
229.
Capabilities
230.
• Products
231.
not
232.
Projects
233.
• Smart
234.
endpoints
235.
and
236.
dumb
237.
pipes
238.
• Decentralized
239.
Governance
240.
• Decentralized
241.
Data
242.
Management
243.
• Infrastructure
244.
Automation
245.
• Design
246.
for
247.
failure
248.
• Evolutionary
249.
Design
250.
단일
251.
플랫폼에
252.
의한
253.
표준화를
254.
통한
255.
중앙통제모델이
256.
아닌,
257.
각
258.
서비스팀에서
259.
독자적인
260.
거버넌스를
261.
수행하도록
262.
함
263.
264.
단일
265.
플랫폼에
266.
의한
267.
표준화를
268.
통해
269.
270.
전문성을
271.
확보하고
272.
“사람"에의
273.
의존성을
274.
제거
275.
Monolithic Architecture 의
장점 모니터링이
276.
쉽다
277.
SPOF
278.
279.
Polyglot
280.
or
281.
Multilingual
282.
각
283.
서비스파트에서
284.
제공하는
285.
서비스와
286.
287.
제일
288.
잘
289.
어울리는
290.
언어를
291.
선택해서
292.
사용
293.
294.
다른
295.
언어도
296.
자바만큼
297.
잘
298.
할
299.
수
300.
있는
301.
사람
302.
손!
303.
304.
305.
SI
306.
환경에서
307.
고객님으로
308.
부터
309.
이
310.
모든
311.
권한을
312.
부여
313.
받을
314.
수
315.
있을까?
316.
317.
318.
319.
http://deanwampler.github.io/polyglotprogramming/papers/PolyglotPolyParadigm.pdf
320.
321.
Any
322.
JVM
323.
language
324.
can
325.
be
326.
supported
327.
so
328.
each
329.
team
330.
can
331.
use
332.
the
333.
language
334.
best
335.
suited
336.
to
337.
them.
338.
339.
The
340.
Groovy
341.
JVM
342.
language
343.
was
344.
chosen
345.
as
346.
our
347.
first
348.
supported
349.
language.
350.
The
351.
existence
352.
of
353.
first-class
354.
functions
355.
(closures),
356.
list/dictionary
357.
syntax,
358.
performance
359.
and
360.
debugability
361.
were
362.
all
363.
aspects
364.
of
365.
our
366.
decision.
367.
Moreover,
368.
Groovy
369.
provides
370.
syntax
371.
comfortable
372.
to
373.
a
374.
wide
375.
range
376.
of
377.
developers,
378.
which
379.
helps
380.
to
381.
reduce
382.
the
383.
learning
384.
curve
385.
for
386.
the
387.
first
388.
language
389.
on
390.
the
391.
platform.
392.
393.
394.
MSA 의 9가지
특징 • Componentization
395.
via
396.
Services
397.
• Organized
398.
around
399.
Business
400.
Capabilities
401.
• Products
402.
not
403.
Projects
404.
• Smart
405.
endpoints
406.
and
407.
dumb
408.
pipes
409.
• Decentralized
410.
Governance
411.
• Decentralized
412.
Data
413.
Management
414.
• Infrastructure
415.
Automation
416.
• Design
417.
for
418.
failure
419.
• Evolutionary
420.
Design
421.
각
422.
서비스
423.
영역에서
424.
425.
자신이
426.
제공하는
427.
서비스의
428.
context에
429.
따라
430.
431.
도메인
432.
영역을
433.
분리(논리적
434.
분리)하고,
435.
데이터의
436.
성격에
437.
맞는
438.
적정한
439.
DB를
440.
선택함(물리적
441.
분리)
442.
443.
444.
Domain
445.
Driven
446.
Design
447.
–
448.
Bounded
449.
Context
450.
451.
452.
회원은
453.
주소를
454.
여러
455.
개
456.
가질
457.
수
458.
있고,
459.
460.
주소가
461.
같은
462.
다른
463.
회원이
464.
존재할
465.
수
466.
있으므로
467.
468.
주소는
469.
회원의
470.
부가정보다.(도메인
471.
핵심
472.
정보가
473.
아님)
474.
회원 주소 배송
475.
하나의
476.
배송
477.
정보는
478.
반드시
479.
하나의
480.
주소를
481.
가져야
482.
함.
483.
배송
484.
한건에
485.
여러
486.
개의
487.
주소를
488.
가질
489.
수
490.
없음.
491.
배송은
492.
주소로
493.
식별이
494.
가능한
495.
도메인
496.
핵심정보
497.
회원 주소 배송
498.
회원의
499.
주소가
500.
변경된다면
501.
회원
502.
정보는
503.
즉시
504.
반영(FK)되어야
505.
하지만
506.
과거
507.
배송
508.
이력
509.
정보가
510.
변경이
511.
되면
512.
안됨
513.
514.
515.
상품
516.
주문배송
517.
-
518.
재고
519.
-
520.
결제
521.
결제가
522.
실패하면
523.
재고가
524.
하나
525.
줄어
526.
들었던
527.
transaction을
528.
rollback
529.
해야
530.
하는데…⋯
531.
532.
서비스간 트랜잭션 처리 •
서비스 context
533.
의 영역을 아주
잘 정의 해서 사용한다
534.
• XA를 사용한다
535.
• compensation
536.
transaction
537.
을 사용한다
538.
문을
539.
열고,
540.
코끼리를
541.
넣고,
542.
문을
543.
닫는다
544.
코끼리
545.
보다
546.
큰
547.
냉장고를
548.
만들어서
549.
코끼리를
550.
넣는다.
551.
코끼리를
552.
미분해서
553.
냉장고에
554.
넣고,
555.
냉장고
556.
속에서
557.
적분한다.
558.
559.
560.
실패를
561.
통해서
562.
경험을
563.
축적해
564.
나가야
565.
하는데,
566.
어느
567.
정도의
568.
사소한
569.
장애를
570.
감수하더라도,
571.
572.
지속적으로
573.
시스템을
574.
개선해
575.
나갈
576.
수
577.
있는
578.
579.
권한을
580.
보장
581.
받는
582.
것이
583.
사실상
584.
불가능
585.
586.
서비스간 트랜잭션 처리 •
서비스 context
587.
의 영역을 아주
잘 정의 해서 사용한다
588.
• XA를 사용한다
589.
• compensation
590.
transaction
591.
을 사용 API
592.
를
593.
조합하는
594.
주체는
595.
어디?
596.
597.
MSA
598.
는
599.
서비스
600.
간의
601.
협조를
602.
중요하게
603.
생각합니다.
604.
M.F
605.
606.
는
607.
여러
608.
개의
609.
간단한
610.
기능(function)이
611.
모여
612.
하나의
613.
서비스를
614.
구성한다고
615.
얘기합니다.
616.
여러
617.
개의
618.
기능을
619.
모으는
620.
녀석을
621.
따로
622.
모아
623.
추상화를
624.
할
625.
수
626.
있다면
627.
밖에서
628.
보이는
629.
그림은
630.
아주
631.
깔끔한
632.
모습이
633.
될
634.
수
635.
있습니다.
636.
성능
637.
SPOF
638.
복잡성
639.
증가
640.
641.
복잡함을
642.
해결하기
643.
위해
644.
시작했는데,
645.
왠지
646.
더
647.
복잡해
648.
지는
649.
것
650.
같다!!
651.
652.
653.
Trade off
654.
모니터링
655.
Governing
656.
추상화
657.
성능
658.
복잡도
659.
증가
660.
SPOF
661.
Scale
662.
코드
663.
중복
664.
방지
665.
Fault
666.
Tolerance
667.
Layer
668.
669.
https://github.com/Net1lix/eureka/wiki/Eureka-‐at-‐a-‐glance API
670.
의
671.
버전
672.
관리,
673.
로드
674.
밸런싱,
675.
서비스
676.
repository
677.
에
678.
대한
679.
고민은
680.
681.
Netflix
682.
의
683.
Eureka
684.
가
685.
좋은
686.
해답이
687.
될
688.
수
689.
있습니다.
690.
691.
MSA 의 9가지
특징 • Componentization
692.
via
693.
Services
694.
• Organized
695.
around
696.
Business
697.
Capabilities
698.
• Products
699.
not
700.
Projects
701.
• Smart
702.
endpoints
703.
and
704.
dumb
705.
pipes
706.
• Decentralized
707.
Governance
708.
• Decentralized
709.
Data
710.
Management
711.
• Infrastructure
712.
Automation
713.
• Design
714.
for
715.
failure
716.
• Evolutionary
717.
Design
718.
장애
719.
없는
720.
시스템은
721.
없다!
722.
723.
724.
725.
726.
727.
728.
729.
http://techblog.netflix.com/2012/02/fault-tolerance-in-high-volume.html
730.
Email
731.
732.
Notifiyer
733.
SMS
734.
735.
Notifiyer
736.
737.
738.
참고한 자료 • http://martinfowler.com/articles/microservices.html
739.
• http://techblog.netflix.com/
740.
• https://github.com/Netflix/Hystrix/wiki
741.
• https://github.com/Netflix/eureka/wiki/Eureka-at-a-glance
742.
• http://deanwampler.github.io/
743.
• http://bcho.tistory.com/
744.
• Domain
745.
Driven
746.
Design
747.
질문은
748.
받지
749.
않으렵니다.
750.
굳이
751.
하신다면…⋯..
752.
Editor's Notes
불규칙하며 혼란스러워 보이는 현상을 배후에서 지배하는 규칙도 찾아낼 수 있다. 복잡성의 과학은 이제까지의 과학이 이해하지 못했던 불규칙적인 자연의 복잡성을 연구하여 그 안의 숨은 질서를 찾아내는 학문으로, 복잡성의 과학을 대표하는 혼돈 이론에도 프랙털로 표현될 수 있는 질서가 나타난다.
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