spark-avro | Avro Data Source for Apache Spark
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kandi X-RAY | spark-avro Summary
Avro Data Source for Apache Spark
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QUESTION
Dataframe df1 contains columns : a, b, c, d, e (Empty dataframe)
Dataframe df2 contains columns : b, c, d, e, _c4 (Contains Data)
I want to do a union on these two dataframes. I tried using
...ANSWER
Answered 2022-Apr-11 at 22:00unionByName
exists since spark 2.3
but the allowMissingColumns
only appeared in spark 3.1
, hence the error you obtain in 2.4
.
In spark 2.4
, you could try to implement the same behavior yourself. That is, transforming df2
so that it contains all the columns from df1
. If a column is not in df2
, we can set it to null. In scala, you could do it this way:
QUESTION
I'm using one of the Docker images of EMR on EKS (emr-6.5.0:20211119) and investigating how to work on Kafka with Spark Structured Programming (pyspark). As per the integration guide, I run a Python script as following.
...ANSWER
Answered 2022-Mar-07 at 21:10You would use --jars
to refer to local filesystem in-place of --packages
QUESTION
I am trying to migrate from Google-AdWords to google-ads-v10 API in spark 3.1.1 in EMR. I am facing some dependency issues due to conflicts with existing jars. Initially, we were facing a dependency related to Protobuf jar:
...ANSWER
Answered 2022-Mar-02 at 18:58I had a similar issue and I changed the assembly merge strategy to this:
QUESTION
We are trying to create avro record with confluent schema registry. The same record we want to publish to kafka cluster.
To attach schema id to each records (magic bytes) we need to use--
to_avro(Column data, Column subject, String schemaRegistryAddress)
To automate this we need to build project in pipeline & configure databricks jobs to use that jar.
Now the problem we are facing in notebooks we are able to find a methods with 3 parameters to it.
But the same library when we are using in our build downloaded from https://mvnrepository.com/artifact/org.apache.spark/spark-avro_2.12/3.1.2 its only having 2 overloaded methods of to_avro
Is databricks having some other maven repository for its shaded jars?
NOTEBOOK output
...ANSWER
Answered 2022-Feb-14 at 15:17No, these jars aren't published to any public repository. You may check if the databricks-connect
provides these jars (you can get their location with databricks-connect get-jar-dir
), but I really doubt in that.
Another approach is to mock it, for example, create a small library that will declare a function with specific signature, and use it for compilation only, don't include into the resulting jar.
QUESTION
In my application config i have defined the following properties:
...ANSWER
Answered 2022-Feb-16 at 13:12Acording to this answer: https://stackoverflow.com/a/51236918/16651073 tomcat falls back to default logging if it can resolve the location
Can you try to save the properties without the spaces.
Like this:
logging.file.name=application.logs
QUESTION
I'm trying to understand how Scala code works with Java in Java's IDE. I got this doubt while working with Spark Java where I saw Scala packages too in code and using respective classes and methods.
My understanding says, Scala code need Scala's compiler to convert into Java.class files and then from their onwards JDK do its part in JVM to convert into binaries and do actions. Please correct me if am wrong.
After that, In my spark Java project in eclipse, I couldnt see anywhere where scala compiler is being pointed.
This is my pom.xml
...ANSWER
Answered 2022-Jan-07 at 12:32Dependencies ship in class file form. That JavaConverters
class must indeed be compiled by scalac
. However, the maintainers of janino have done this on their hardware, shipped the compiled result to mavencentral's servers, which distributed it to all mirrors, which is how it ended up on your system's disk, which is why you do not need scalac
to use it.
QUESTION
I'm working with latest sbt.version=1.5.7
.
My assembly.sbt
is nothing more than addSbtPlugin("com.eed3si9n" % "sbt-assembly" % "1.1.0")
.
I have to work with a subprojects due to requirement need.
I am facing the Spark
dependencies with provided
scope similar to this post: How to work efficiently with SBT, Spark and "provided" dependencies?
As the above post said, I can manage to Compile / run
under the root project but fails when Compile / run
in the subproject.
Here's my build.sbt
detail:
ANSWER
Answered 2021-Dec-27 at 04:45Please try to add dependsOn
QUESTION
I tried to run my Spark/Scala code 2.3.0 on a Cloud Dataproc cluster 1.4 where there's Spark 2.4.8 installed. I faced an error concerning the reading of avro files. Here's my code :
...ANSWER
Answered 2021-Dec-21 at 01:12This is historic artifact of the fact that initially Spark Avro support was added by Databricks in their proprietary Spark Runtime as com.databricks.spark.avro
format, when Sark Avro support was added to open-source Spark as avro
format then, for backward compatibility, support of the com.databricks.spark.avro
format was retained if spark.sql.legacy.replaceDatabricksSparkAvro.enabled
property is set to true
:
If it is set to true, the data source provider com.databricks.spark.avro is mapped to the built-in but external Avro data source module for backward compatibility.
QUESTION
I am reading AVRO file stored on ADLS gen2 using Spark as following:
...ANSWER
Answered 2021-Nov-16 at 13:43To fully display all of the column you can use:
QUESTION
I have a data set of 2M entries with user,item,rating information. I want to filter out data so that it includes items that are rated by at least 2 users and users that rated at least 2 items. I can get one constraint done using a window function but not sure how to get both done.
input:
user product rating J p1 3 J p2 4 M p1 4 M p3 3 B p2 3 B p4 3 B p3 3 N p3 2 N p5 4here is sample data.
...ANSWER
Answered 2021-Nov-15 at 07:11How about the below?
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