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synpase-wasp's Introduction

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This is the minimum repository for running spark jobs on azure synapse.

Steps

Create conda environment from environment.yml

conda env create --file environment.yml

Create a conda pack

conda pack -f -o dist/wasp_conda_env.tar.gz --ignore-editable-packages

Run Locally

spark-submit --master "local[3]" --archives dist/wasp_conda_env.tar.gz  wasp/jobs/participant.py

Run on synapse

  1. Upload the package wasp_conda_env.tar.gz to ABS
  2. Upload the spark job wasp/jobs/pariticipant.py to ABS
  3. Create a spark job defintion under synapse with main file as pariticipant.py
  4. Run the submit via CLI as
az synapse spark job submit --workspace-name <> --spark-pool-name <> --executor-size Small --executors 2 --language PySpark --main-definition-file abfss://<>/participant.py --name <job_name> --archives abfss://<>/wasp_conda_env.tar.gz

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