问题
In Spark's WebUI (port 8080) and on the environment tab there is a setting of the below:
user.timezone Zulu
Do you know how/where I can override this to UTC?
Env details:
- Spark 2.1.1
- jre-1.8.0-openjdk.x86_64
- no jdk
- EC2 Amazon Linux
EDIT (someone answered the below then deleted): https://www.timeanddate.com/time/zones/z
回答1:
Change your system timezone and check it I hope it will works
回答2:
Now you can use:
spark.conf.set("spark.sql.session.timeZone", "UTC")
Since https://issues.apache.org/jira/browse/SPARK-18936 in 2.2.0
EDIT:
Additionally I set my default TimeZone to UTC to avoid implicit conversions
TimeZone.setDefault(TimeZone.getTimeZone("UTC"))
Otherwise you will get implicit conversions from your default Timezone to UTC when no Timezone information is present in the Timestamp you're converting
Example:
val rawJson = """ {"some_date_field": "2018-09-14 16:05:37"} """
val dsRaw = sparkJob.spark.createDataset(Seq(rawJson))
val output =
dsRaw
.select(
from_json(
col("value"),
new StructType(
Array(
StructField("some_date_field", DataTypes.TimestampType)
)
)
).as("parsed")
).select("parsed.*")
If my default TimeZone is Europe/Dublin which is GMT+1 and Spark sql session timezone is set to UTC, Spark will assume that "2018-09-14 16:05:37" is in Europe/Dublin TimeZone and do a conversion (result will be "2018-09-14 15:05:37")
回答3:
In some cases you will also want to set the JVM timezone. For example, when loading data into a TimestampType column, it will interpret the string in the local JVM timezone. To set the JVM timezone you will need to add extra JVM options for the driver and executor:
spark = pyspark.sql.SparkSession \
.Builder()\
.appName('test') \
.master('local') \
.config('spark.driver.extraJavaOptions', '-Duser.timezone=GMT') \
.config('spark.executor.extraJavaOptions', '-Duser.timezone=GMT') \
.config('spark.sql.session.timeZone', 'UTC') \
.getOrCreate()
We do this in our local unit test environment, since our local time is not GMT.
Useful reference: https://en.wikipedia.org/wiki/List_of_tz_database_time_zones
来源:https://stackoverflow.com/questions/49644232/apache-spark-how-to-set-timezone-to-utc-currently-defaulted-to-zulu