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hops_featurestore_integration_test's Introduction

Hopsworks Feature Store Integration Test

Usage

  • First, build a VM with featurestore support,
  • then create a project with the featurestore service enabled.
  • run ./run.sh ports to find which exported port hopsworks is running on
  • check inside the project what id it got and what id it's featurestore got
  • create the sample datasets by running the notebook in ./sample_data/
  • build the fat-jar by running cd feature_engineering_spark; sbt assembly
  • upload the fat-jar to the project's Resources folder
  • create a new dataset in the project called sample_data
  • upload the sample datasets (e.g alerts.csv, hipo.csv, kyc.csv, police_reports.csv etc) to sample_data
  • create the sample jobs by running:
$ ./feature_engineering_spark/create_jobs.sh <PORT> <PROJECTNAME> <PROJECTID>

e.g:

$ ./feature_engineering_spark/create_jobs.sh 55354 hopsworksdemo 8
  • create the sample featuregroups by running:
$ ./feature_engineering_spark/create_fgs.sh <PORT> <PROJECTNAME> <PROJECTID> <FEATURESTOREID> <JOBIDINIT>

Where is the id of the first job (it is assumed that the rest of the jobs follow with consecutive id's, if you created a fresh VM/project this will be 1) e.g:

$ ./feature_engineering_spark/create_fgs.sh 55354 "hopsworksdemo" 8 3 1

Model

It will create the following feature groups

model

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