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October 5, 2022 13:08
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from pyspark.sql import SparkSession, Row, DataFrame | |
from pyspark.context import SparkContext | |
from pyspark import SparkConf | |
import time | |
import os | |
import python_pachyderm | |
conf = SparkConf() | |
minio = False | |
if minio: | |
conf.set('spark.hadoop.fs.s3a.endpoint', "http://localhost:9000") | |
else: | |
conf.set('spark.hadoop.fs.s3a.endpoint', "http://192.168.49.2:30600") | |
# conf.set('spark.hadoop.fs.s3a.endpoint', "http://localhost:30600") | |
conf.set('spark.hadoop.fs.s3a.impl', "org.apache.hadoop.fs.s3a.S3AFileSystem") | |
conf.set('spark.hadoop.fs.s3a.committer.name', 'magic') | |
if minio: | |
conf.set('spark.hadoop.fs.s3a.access.key', 'admin') | |
conf.set('spark.hadoop.fs.s3a.secret.key', 'password') | |
else: | |
conf.set('spark.hadoop.fs.s3a.access.key', 'anything_matching') | |
conf.set('spark.hadoop.fs.s3a.secret.key', 'anything_matching') | |
conf.set('spark.hadoop.fs.s3a.path.style.access', 'true') | |
conf.set('spark.hadoop.fs.s3a.connection.ssl.enabled', 'false') | |
conf.set("spark.hadoop.fs.s3a.change.detection.mode", 'none') | |
conf.set("spark.hadoop.fs.s3a.change.detection.version.required", 'false') | |
sc = SparkContext(conf=conf) | |
sc.setLogLevel("ERROR") | |
# sc.setLogLevel("DEBUG") | |
sc.setSystemProperty("com.amazonaws.services.s3.disablePutObjectMD5Validation", "true") | |
# confirm config is applied to this session | |
spark = SparkSession.builder.getOrCreate() | |
conf = spark.sparkContext.getConf() | |
sc = spark.sparkContext | |
conf = sc.getConf() | |
print(sc.getConf().getAll()) | |
# create some example data | |
# big = "INFINITEIMPROBABILITY"*1024*100 | |
big = "INFINITEIMPROBABILITY"*1024*100 | |
zs = [ Row(a=big, b=big,) for _ in range(1000) ] | |
df = spark.createDataFrame(zs) | |
# df.show() | |
df.repartition(200) | |
repo = "spark-s3g-demo2" | |
branch = "master" | |
client = python_pachyderm.Client() | |
with client.commit(repo, branch) as commit: | |
print(f"Opening commit {commit} for spark job") | |
path = "example-data-17" | |
if minio: | |
url = f"s3a://foo/{path}" | |
else: | |
url = f"s3a://{branch}.{repo}/{path}" | |
df.coalesce(1).write.format("parquet").mode("overwrite").save(url) | |
print(f"Closing {commit}") |
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