Github user CodingCat commented on a diff in the pull request:

    https://github.com/apache/spark/pull/17246#discussion_r105523893
  
    --- Diff: docs/structured-streaming-kafka-integration.md ---
    @@ -373,11 +375,204 @@ The following configurations are optional:
     </tr>
     </table>
     
    +## Producing Data to Kafka
    +
    +### Writing Streaming Queries to Kafka
    +
    +<div class="codetabs">
    +<div data-lang="scala" markdown="1">
    +{% highlight scala %}
    +
    +// Write key-value data from a DataFrame to a specific Kafka topic 
specified in an option
    +val s1 = df1
    +  .selectExpr("CAST(key AS STRING)", "CAST(value AS STRING)")
    +  .writeStream
    +  .format("kafka")
    +  .option("kafka.bootstrap.servers", "host1:port1,host2:port2")
    +  .option("topic", "topic1")
    +  .start()
    +
    +// Write key-value data from a DataFrame to Kafka using a topic specified 
in the data
    +val s2 = df2
    +  .selectExpr("topic", "CAST(key AS STRING)", "CAST(value AS STRING)")
    +  .writeStream
    +  .format("kafka")
    +  .option("kafka.bootstrap.servers", "host1:port1,host2:port2")
    +  .start()
    +
    +{% endhighlight %}
    +</div>
    +<div data-lang="java" markdown="1">
    +{% highlight java %}
    +
    +// Write key-value data from a DataFrame to a specific Kafka topic 
specified in an option
    +StreamingQuery s1 = df1
    +  .selectExpr("CAST(key AS STRING)", "CAST(value AS STRING)")
    +  .writeStream()
    +  .format("kafka")
    +  .option("kafka.bootstrap.servers", "host1:port1,host2:port2")
    +  .option("topic", "topic1")
    +  .start()
    +
    +// Write key-value data from a DataFrame to Kafka using a topic specified 
in the data
    +StreamingQuery s2 = df1
    +  .selectExpr("topic", "CAST(key AS STRING)", "CAST(value AS STRING)")
    +  .writeStream()
    +  .format("kafka")
    +  .option("kafka.bootstrap.servers", "host1:port1,host2:port2")
    +  .start()
    +
    +{% endhighlight %}
    +</div>
    +<div data-lang="python" markdown="1">
    +{% highlight python %}
    +
    +# Write key-value data from a DataFrame to a specific Kafka topic 
specified in an option
    +s1 = df1 \
    +  .selectExpr("CAST(key AS STRING)", "CAST(value AS STRING)") \
    +  .writeStream \
    +  .format("kafka") \
    +  .option("kafka.bootstrap.servers", "host1:port1,host2:port2") \
    +  .option("topic", "topic1") \
    +  .start()
    +
    +# Write key-value data from a DataFrame to Kafka using a topic specified 
in the data
    +s2 = df2 \
    +  .selectExpr("topic", "CAST(key AS STRING)", "CAST(value AS STRING)") \
    +  .writeStream \
    +  .format("kafka") \
    +  .option("kafka.bootstrap.servers", "host1:port1,host2:port2") \
    +  .start()
    +
    +{% endhighlight %}
    +</div>
    +</div>
    +
    +### Writing Batch Queries to Kafka
    +
    +<div class="codetabs">
    +<div data-lang="scala" markdown="1">
    +{% highlight scala %}
    +
    +// Write key-value data from a DataFrame to a specific Kafka topic 
specified in an option
    +df1.selectExpr("CAST(key AS STRING)", "CAST(value AS STRING)")
    +  .write
    +  .format("kafka")
    +  .option("kafka.bootstrap.servers", "host1:port1,host2:port2")
    +  .option("topic", "topic1")
    +  .save()
    +
    +// Write key-value data from a DataFrame to Kafka using a topic specified 
in the data
    +df2.selectExpr("topic", "CAST(key AS STRING)", "CAST(value AS STRING)")
    +  .write
    +  .format("kafka")
    +  .option("kafka.bootstrap.servers", "host1:port1,host2:port2")
    +  .save()
    +
    +{% endhighlight %}
    +</div>
    +<div data-lang="java" markdown="1">
    +{% highlight java %}
    +
    +// Write key-value data from a DataFrame to a specific Kafka topic 
specified in an option
    +df1.selectExpr("CAST(key AS STRING)", "CAST(value AS STRING)")
    +  .write()
    +  .format("kafka")
    +  .option("kafka.bootstrap.servers", "host1:port1,host2:port2")
    +  .option("topic", "topic1")
    +  .save()
    +
    +// Write key-value data from a DataFrame to Kafka using a topic specified 
in the data
    +df1.selectExpr("topic", "CAST(key AS STRING)", "CAST(value AS STRING)")
    +  .write()
    +  .format("kafka")
    +  .option("kafka.bootstrap.servers", "host1:port1,host2:port2")
    +  .save()
    +
    +{% endhighlight %}
    +</div>
    +<div data-lang="python" markdown="1">
    +{% highlight python %}
    +
    +# Write key-value data from a DataFrame to a specific Kafka topic 
specified in an option
    +df1.selectExpr("CAST(key AS STRING)", "CAST(value AS STRING)") \
    +  .write \
    +  .format("kafka") \
    +  .option("kafka.bootstrap.servers", "host1:port1,host2:port2") \
    +  .option("topic", "topic1") \
    +  .save()
    --- End diff --
    
    is it save() atomic?


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