/tuning-spark-app2

Primary LanguagePython

Apache Spark & Trip Record Data Analysis

https://www.nyc.gov/site/tlc/about/tlc-trip-record-data.page

verify local spark

pip install -r requirements.txt
pyspark --version

spark-submit --help
http://localhost:4040/jobs/

build spark docker images [spark & history server]

docker build -t owshq-spark:3.5 -f Dockerfile.spark . 
docker build -t owshq-spark-history-server:3.5 -f Dockerfile.history .

create .env file for variables

.env

run spark cluster & history server on docker

docker-compose up -d
docker ps

docker logs spark-master
docker logs spark-worker-1
docker logs spark-worker-2
docker logs spark-history-server

run spark job on spark cluster

docker exec -it spark-master /opt/bitnami/spark/bin/spark-submit \
  --master spark://spark-master:7077 \
  --deploy-mode client \
  /opt/bitnami/spark/jobs/etl-rides-fhvhv-basic.py

docker exec -it spark-master /opt/bitnami/spark/bin/spark-submit \
  --master spark://spark-master:7077 \
  --deploy-mode client \
  /opt/bitnami/spark/jobs/etl-rides-fhvhv.py

access spark history server

http://localhost:8080/
http://localhost:18080/

destroy spark cluster & history server

docker-compose down