Created
March 9, 2024 07:35
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TestDelta Logic
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# %% | |
import os | |
# %% | |
os.system("pip3 install pyspark==3.3.2") | |
# %% | |
import findspark | |
findspark.init('/Users/deepakjayaprakash/Downloads/spark-3.3.2-bin-hadoop3/') | |
# %% | |
from pyspark.sql import SparkSession | |
# %% | |
import pyspark | |
print("PySpark version:", pyspark.__version__) | |
# %% | |
spark = SparkSession.builder.appName("test")\ | |
.config("spark.jars.packages", "io.delta:delta-core_2.12:2.2.0")\ | |
.config("spark.sql.extensions", "io.delta.sql.DeltaSparkSessionExtension")\ | |
.config("spark.sql.catalog.spark_catalog", "org.apache.spark.sql.delta.catalog.DeltaCatalog")\ | |
.getOrCreate() | |
# %% | |
from delta.tables import * | |
# %% | |
data = spark.range(0, 5) | |
data.write.format("delta").save("/tmp/delta-table2") | |
# %% | |
path="/Users/deepakjayaprakash/Desktop/test" | |
# %% | |
df=spark.createDataFrame([{"id":1,"name":'A'}]) | |
# %% | |
df.coalesce(1).write.format("delta").mode("overwrite").save(path) | |
# %% | |
targetDF=DeltaTable.forPath(spark,path) | |
# %% | |
df=spark.createDataFrame([{"id":1,"name":'A'},{"id":2,"name":'B'}]) | |
# %% | |
targetDF.alias("target").merge(df.alias("src"),"target.id==src.id").whenNotMatchedInsertAll().whenMatchedUpdateAll().execute() | |
# %% | |
DeltaTable.forPath(spark,path).toDF().show() | |
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