Skip to content

DolceLatte/MalwareDetector_on_pipeline

Folders and files

NameName
Last commit message
Last commit date

Latest commit

 

History

52 Commits
 
 
 
 
 
 
 
 
 
 
 
 

Repository files navigation

Malware_Detector

CNN๊ธฐ๋ฐ˜์˜ Malware Detector์„ ๊ฐœ๋ฐœํ•ฉ๋‹ˆ๋‹ค. ๊ฐœ๋ฐœ ์–ธ์–ด๋Š” ํŒŒ์ด์ฌ์ด๋ฉฐ ๋”ฅ๋Ÿฌ๋‹ ํ”„๋ ˆ์ž„์›Œํฌ Pytorch๋ฅผ ์‚ฌ์šฉํ•ด์„œ AI Model์„ ๊ตฌํ˜„ํ•ฉ๋‹ˆ๋‹ค. Flask๋ฅผ ์‚ฌ์šฉํ•ด์„œ Rest-ful Api๋ฅผ ๊ตฌ์ถ•ํ•˜๊ณ  Dockerizing์„ ํ†ตํ•ด ๋ฐฐํฌํ•ฉ๋‹ˆ๋‹ค.

jenkins : CI(Continuous Integration) tool
  • command
  • http://<server.ip>/job//build?token=<TOKEN_NAME> : ์Šคํฌ๋ฆฝํŠธ์„ค์ •์„ ํ†ตํ•ด์„œ ์›๊ฒฉ์—์„œ ๋นŒ๋“œ๋ฅผ ์ˆ˜ํ–‰ํ•˜๋„๋กํ•ฉ๋‹ˆ๋‹ค.
docker pull jenkins
docker run -d -p 8080:8080 -v /Users/kimjeongwoo/jenkins:/var/jenkins_home -v /var/run/docker.sock:/var/run/docker.sock -u root jenkins

แ„‰แ…ณแ„แ…ณแ„…แ…ตแ†ซแ„‰แ…ฃแ†บ 2021-03-21 19 24 50

แ„‰แ…ณแ„แ…ณแ„…แ…ตแ†ซแ„‰แ…ฃแ†บ 2021-03-21 19 30 12

DOCKER?

แ„‰แ…ณแ„แ…ณแ„…แ…ตแ†ซแ„‰แ…ฃแ†บ 2021-02-21 20 47 18
Docker๋Š” ์• ํ”Œ๋ฆฌ์ผ€์ด์…˜์„ ์‹ ์†ํ•˜๊ฒŒ ๊ตฌ์ถ•, ํ…Œ์ŠคํŠธ ๋ฐ ๋ฐฐํฌํ•  ์ˆ˜ ์žˆ์œผ๋ฉฐ, ์†Œํ”„ํŠธ์›จ์–ด๋ฅผ ์ปจํ…Œ์ด๋„ˆ๋ผ๋Š” ํ‘œ์ค€ํ™”๋œ ์œ ๋‹›์œผ๋กœ ํŒจํ‚ค์ง•ํ•  ์ˆ˜ ์žˆ์Šต๋‹ˆ๋‹ค.
Dockerfile์ž‘์„ฑ์„ ํ†ตํ•ด์„œ ์›ํ•˜๋Š” ์ด๋ฏธ์ง€๋ฅผ ๊ตฌ์ถ•ํ•˜๊ณ  Deploy ํ•  ์ˆ˜ ์žˆ์Šต๋‹ˆ๋‹ค.

  FROM pytorch/pytorch

  RUN mkdir /webapp
  WORKDIR /webapp

  COPY requirements.txt /webapp

  RUN pip install --no-cache-dir -r requirements.txt

  COPY app /webapp/app

  COPY file /webapp/file
  COPY detector_sectionInfo_allData.prm /webapp/

  COPY wsgi.py /webapp/

  ENV FILE /webapp/detector_sectionInfo_allData.prm

  CMD gunicorn --access-logfile - \
               -b 0.0.0.0:8080 -w 4 \
               --preload wsgi:app

๋ชฉํ‘œ :

์•…์„ฑ์ฝ”๋“œ ํƒ์ง€๋ฅผ ์œ„ํ•ด์„œ๋Š” Malware ์‹œ๊ทธ๋‹ˆ์ฒ˜ํŒจํ„ด์„ ์ฐพ์•„์•ผํ•ฉ๋‹ˆ๋‹ค. ํ•˜์ง€๋งŒ ์ด๋Š” ๋ณ€์„ฑ Malware์—์„œ๋Š” ๋ถ„์„ํ•ด๋‚ด๊ธฐ ๋งค์šฐ ์–ด๋ ต์Šต๋‹ˆ๋‹ค. ๋ณ€์„ฑ Malware์˜ ํƒ์ง€๋ฅผ ์œ„ํ•ด์„œ Structural Entropy์™€ ๊ฐ™์€ Feature๊ฐ€ ์กด์žฌํ•ฉ๋‹ˆ๋‹ค. File์˜ ํŠน์ง•์„ ๋‚˜ํƒ€๋‚ด๋Š” Structural Entropy์˜ ๋ถ„์„์„ ํ†ตํ•ด ๋ณ€์„ฑ Malware๋ฅผ ํšจ๊ณผ์ ์œผ๋กœ ํƒ์ง€ํ•ฉ๋‹ˆ๋‹ค. ๊ทธ๋Ÿฌ๋‚˜ CNN์„ ํ†ตํ•ด Structural Entropy๋ฅผ ๋ถ„์„ํ•˜๋ฉด ์ƒ๊ธฐ๋Š” ๋ฌธ์ œ๊ฐ€ ์žˆ์Šต๋‹ˆ๋‹ค.

แ„‰แ…ณแ„แ…ณแ„…แ…ตแ†ซแ„‰แ…ฃแ†บ 2021-02-21 21 11 24

์ด๋ฅผ ํŒŒ์ผ์˜ ๊ตฌ์กฐ์ •๋ณด๋ฅผ ํ†ตํ•ด์„œ ๊ฐœ์„ ์‹œ์ผœ ์•…์„ฑ์ฝ”๋“œ ํƒ์ง€๊ธฐ๋ฅผ ๊ตฌํ˜„ํ•ฉ๋‹ˆ๋‹ค.

About

Malware Detection with Convolution Neural Network

Topics

Resources

Stars

Watchers

Forks

Releases

No releases published

Packages

No packages published