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dagster_pyspark_asset_with_spark_session_quickstart.py

python

A basic Dagster asset that initializes a PySpark session to create and p

15d ago25 linesdocs.dagster.io
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dagster_pyspark_asset_with_spark_session_quickstart.py
1from dagster import asset, Definitions
2from dagster_pyspark import PySparkResource
3from pyspark.sql import SparkSession
4
5@asset
6def my_pyspark_asset(pyspark: PySparkResource):
7    # The PySparkResource provides a spark_session property
8    spark = pyspark.spark_session
9    
10    # Standard PySpark code
11    df = spark.createDataFrame([(1, "a"), (2, "b")], ["id", "value"])
12    df.show()
13    return df.count()
14
15defs = Definitions(
16    assets=[my_pyspark_asset],
17    resources={
18        "pyspark": PySparkResource(
19            spark_conf={
20                "spark.master": "local[*]",
21                "spark.app.name": "dagster_pyspark_example",
22            }
23        )
24    },
25)