Я использую структурированную потоковую передачу (Spark 2.4.0) для чтения авро-сообщений через kafka и использую Confluent schema-Registry для получения / чтения схемы
Я не могу получить доступ к глубоко вложенным полям.
Схема выглядит следующим образом в сжатом формате avs c:
{"type":"record","name":"KafkaMessage","namespace":"avro.pojo","fields":[{"name":"context","type":["null",{"type":"record","name":"Context","fields":[{"name":"businessInteractionId","type":["null","string"]},{"name":"referenceNumber","type":["null","string"]},{"name":"serviceName","type":["null","string"]},{"name":"status","type":["null","string"]},{"name":"sourceSystems","type":["null",{"type":"array","items":{"type":"record","name":"SourceSystem","fields":[{"name":"orderId","type":["null","string"]},{"name":"revisionNumber","type":["null","string"]},{"name":"systemId","type":["null","string"]}]}}]},{"name":"sysDate","type":["null","string"]}]}]}]}
как проанализировано в искре
context
|-- businessInteractionId: string (nullable = true)
|-- referenceNumber: string (nullable = true)
|-- serviceName: string (nullable = true)
|-- sourceSystems: array (nullable = true)
| |-- element: struct (containsNull = true)
| | |-- orderId: string (nullable = true)
| | |-- revisionNumber: string (nullable = true)
| | |-- systemId: string (nullable = true)
|-- status: string (nullable = true)
|-- sysDate: string (nullable = true)
Мой подход: приведите возвращенный объект как GenericRecord и массив как GenericData.Array [GenericRecord] Ссылка
Код
val client = new CachedSchemaRegistryClient(schemaRegUrl, 100)
val brdDeser = spark.sparkContext.broadcast(new KafkaAvroDeserializer(client).asInstanceOf[Deserializer[GenericRecord]])
val results = df.select(col("value").as[Array[Byte]]).map {
rawBytes: Array[Byte] =>
//read the raw bytes from spark and then use the confluent deserializer to get the record back
val deser = brdDeser.value
val decoded = deser.deserialize(topics, rawBytes)
val context_GR =
decoded.get("context").asInstanceOf[GenericRecord]
val c_businessInteractionId =
context_GR.get("businessInteractionId").toString //this works
val c1_sourceSystems =
context_GR
.get("sourceSystems")
.asInstanceOf[GenericData.Array[GenericRecord]]
val c_orderId = c1_sourceSystems.get(0).get("orderId").toString //NullPointerException
val c_revisionNumber = c1_sourceSystems.get(0).get("revisionNumber").toString
val c_systemId = c1_sourceSystems.get(0).get("systemId").toString
new CaseMessage(
c_businessInteractionId, c_orderId, c_revisionNumber, c_systemId )
}
case class CaseMessage(c_businessInteractionId: String,
c_orderId: String,
c_revisionNumber: String,
c_systemId: String,)
Каждый раз, когда я получаю исключение java .lang.NullPointerException, когда оно пытается оценить c_orderId