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Web server log files anomaly detection in Apache Flink and Spark with a user interface

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anomaly-detection

Anomaly detection in Apache Spark and Flink with Machine Learning Libraries

Installation

Cloning the repository

git clone https://github.com/etkinpinar/anomaly-detection
cd anomaly-detection

Apache Spark

Running Spark container

cd spark
docker-compose up -d

Installing numpy into masternode via pip

docker exec masternode pip install numpy

Apache Flink

Running Flink container

cd ../flink
docker-compose up --scale taskmanager=2 -d

User-interface

cd ../web-ui
pip install flask
python main.py

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Web server log files anomaly detection in Apache Flink and Spark with a user interface

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  • Python 45.1%
  • HTML 32.3%
  • Scala 22.6%