The document discusses Amazon CodeGuru, which includes features for code reviewing and profiling Java and Kotlin applications. It outlines various use cases, workflows, and recommendations for improving software quality through machine learning. Additionally, it provides resources for demonstration and integration with GitHub and AWS services.

1. GURU ?
/ ,
SEOUL

2. • -
• AWSKRUG 🐳
• .
• Java, kotlin, Spring .
• .
( )
AWSKRUG

3. •
•
•
• CodeGuru Reviewer
•
• CodeGuru Profiler
• AI

4. • CodeGuru Reviewer, Profiler
• AI

5. ?
• (Software Quality Assurance)
•
•
•
( , “ ”)

6. Git
• git
•
• ( )
•
•

7. •
• , , .
• .
•
• (AWS API , ) .
•
• .
•
• .

8. • CASE 1. A
• CASE 2. B
• CASE 3. C
• CASE 4.
D

9. ?
?
…

10. Amazon CodeGuru

11. CodeGuru
•
•
•
•
•
•
•

12. CodeGuru
CodeGuru Profiler
CodeGuru Reviewer

13. CodeGuru Reviewer
•
•
• GitHub AWS CodeCommit
•
•
• ( X)

14. CodeGuru Reviewer
Pull
Request Approval
Merge
Reviewer
Code
Review
Branch
Make
changes
locally
Amazon CodeGuru Reviewer

15. CodeGuru Reviewer
• AWS : AWS API
• ( : ) ( : )
• :
• ( : ) ( : )
• :
• ( : )
• :
• ( : )
• :
• ( : )

16. CodeGuru Reviewer Workflow
Code
Repository
CodeGuru
Reviewer
3. Recommendation
4. Developer
Feedback
5. Improvement for better
recommendations
1. Repository
Association
Repo Admin2. Pull
Request
Developer

17. Amazon CodeGuru Reviewer – How it Works
Input:
Source Code
try (GZip gzip =
GZIPInputStream.create(
url.openStream())) {
use(gzip);
} catch (Exception e) {
handle();
}
/
Feature Extraction
gzip =
GZIPInputStream
.create(stream)
use(gzip)
ENTRY
EXIT
stream =
url.openStream()
gzip.close()
handle()
throw
Exception
ML
Machine Learning
Code
corpus
Output:
Recommendations
Possible Resource
Leak with
url.openStream().
Use try-with-resources

18. CodeGuru Reviewer
DEMOhttps://github.com/voyagerwoo/codeguru-test/pull/1

19. • .
• , .

20. "Amazon CodeGuru Reviewer
."
“ Amazon DynamoDB
. Amazon CodeGuru Reviewer
. .”
“Amazon CodeGuru Reviewer (DB ) try-with-resources
, . +1”

21. ?

22. APM
•
•
•
?

23. ?
Amazon CodeGuru Profiler

24. CodeGuru Profiler
•
• &
• CPU
•
•

25. •
•
•
•

26. CodeGuru
Profiler backend
Customer’s
application
Customer’s
application
Customer’s
application
Customer’s
application
Customer Application
CodeGuru Profiler – How it Works
Profiler
thread
Profiler
thread
Profiler
thread
Profiler
thread
Actionable recommendations
Console –
Recommendation reports
Console - Visualizations

27. CodeGuru Profiler
DEMO
https://github.com/aws-samples/aws-codeguru-profiler-sample-application

28. Chris Butterfield, SDE
CodeGuru CPU 55.97%
. 7.5 .
75% .
Rajesh Konatham, SDE
CPU .
40%, 67% .

29. CodeGuru
• PR CodeGuru Reviewer
• (CPU)
CodeGuru Profiler
• Java
• Preview
•
• us-east-1, us-east-2, us-west-2, ap-southeast-2, eu-west-1
•
2020 1 21

30. Tabnine
CodeGuru
Deep Code
Kite
Codota
SonarQube
Veracode
ES lint
CheckStyle
DeepScan
IntelliCode
(2020 1 13 ) .
. .

31. AI
• AI
•
•
•
•
• ( ) !

32. !