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hiejulia/Distributed-system-project

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Distributed-system-project : Kafki

Project description

Distributed logging, messaging and data connector cluster on top of Kafka

  • Publish and subcribe to streams of records, similar to message queue
  • Store streams of records in a fault tolerant way
  • Process streams of records
  • APIs : Producer, Consumer, Streams, Connector
  • Migrate data sources built on top of Kafka
  • Cloud native kafka

Run the project

Install necessary softwares

  • Java 8
  • Maven / Gradle
  • kafka
    • stream API
      • Changelog topic
      • event schema
    • aggregate
    • connect
      • transfer,sync data from DB -> ElasticSearch, HDFS,etc with Kafka
    • orchestration vs choreography
  • Flink
  • microservices
  • large scale event processing
  • Apache Airflow
  • DB : RockDB

Install Kafka source code

  • Download Kafka source code : git clone https://github.com/<your github id>/kafka.git
  • Build Kafka source code
  • Run Zookeeper
  • Testing Kafka setup Create a new topic named "test" with a single partition and only one replica:

bin/kafka-topics.sh --create --zookeeper localhost:2181 --replication-factor 1 --partitions 1 --topic test We can now see that topic if we run the list topic command:

bin/kafka-topics.sh --list --zookeeper localhost:2181 test Run the producer and then type a few messages into the console to send to the server.

bin/kafka-console-producer.sh --broker-list localhost:9092 --topic test This is a message This is another message Kafka also has a command line consumer that will dump out messages to standard output.

bin/kafka-console-consumer.sh --bootstrap-server localhost:9092 --topic test --from-beginning This is a message This is another message If you have each of the above commands running in a different terminal then you should now be able to type messages into the producer terminal and see them appear in the consumer terminal.

Cloud native Kafka

Network

  • Socket and streams
  • Bandwidth problems
  • Communication between distributed applications
    • TCP - UDP
    • Multicasting
  • HPC cluster computing
    • Parallel system architecture
    • Massively parallel processor MPP
    • Symmetric multiprocesssor SMP
  • Ethernet
  • Wireless networks
  • OSI model
  • RPC
  • Clusters - High performance computing cluster
  • Shard service
  • Cache shard
  • Hot sharding system
  • Multi threading
  • P

Multi tenant distributed system

  • Scheduling
  • Hardware bottleneck
  • CPU performance
  • Algorithm efficiency
  • Kernel scheduling
  • I/O and CPU cache

Distributed databases

  • Distributed and decentralized databases
  • Replication
  • Horizontal/vertical partition
  • Hybrid set up
  • Distributed DBMS architecture
  • Distributed transaction
  • Replicated data

Distributed algorithms

  • Atomic operations
  • Guarded actions
  • Nondeterminism
  • Fairness
  • Theorem 4.1
  • Chandy-Lamport algorithm
  • Lai-Yang algorithm
  • All- to - All broadcasting
  • Termination-detection algorithm
  • Dijkstra-scholten algorithm
  • Wave algorithm
  • Graph algorithm
  • Coordination algorithms

Thread

Distributed fault tolerance

Security

  • 2 way SSL
  • SECaaS

Big data

  • Data replication
  • Sequential update mechanism
  • Process synchronization

Distributed system architecture

  • Functions and event processing
  • Master election
  • Batch computational pattern
  • Work queue system

AWS

  • Distributed application on AWS

Debug distributed applications

  • AppDynamics
  • Distributed debugging

Real world system

  • Distributed discrete event simulation
  • Sensor network
  • Social and peer to peer network
  • Security in distributed environment

TODO

  • DB update -> Kafka connect with Debezium
  • Distributed kafka connect
  • Cloud native Kafka architecture
  • Kafka with Schema registry

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