Created
March 28, 2019 06:15
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renaming Array struct columns
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case class ElementCaseClass(contrast_ratio: Double, error_text: String, error_x_position: Long, error_x_size: Long) | |
val dataset = Seq( | |
(Array( | |
ElementCaseClass(1.0d, "error1", 1L, 2L), | |
ElementCaseClass(2.0d, "error2", 100L, 101L), | |
ElementCaseClass(3.0d, "error3", 1000L, 1001L) | |
)) | |
).toDF("elements") | |
dataset.printSchema() | |
/* | |
root | |
|-- elements: array (nullable = true) | |
| |-- element: struct (containsNull = true) | |
| | |-- contrast_ratio: double (nullable = false) | |
| | |-- error_text: string (nullable = true) | |
| | |-- error_x_position: long (nullable = false) | |
| | |-- error_x_size: long (nullable = false) | |
*/ | |
// As you can see, 'element' is printed instead of 'ElementCaseClass' | |
case class Results(ratio: Double, text: String, x: Long, size: Long) | |
val resultsSchema = ScalaReflection.schemaFor[Results].dataType.asInstanceOf[StructType] | |
dataset.select($"elements".cast(ArrayType(resultsSchema))).printSchema() | |
/* | |
root | |
|-- elements: array (nullable = true) | |
| |-- element: struct (containsNull = true) | |
| | |-- ratio: double (nullable = false) | |
| | |-- text: string (nullable = true) | |
| | |-- x: long (nullable = false) | |
| | |-- size: long (nullable = false) | |
*/ | |
// Array fields are renamed | |
dataset.select($"elements".cast(ArrayType(resultsSchema))).write.mode("overwrite").json("/tmp/test-array-json") | |
/* | |
{"elements":[{"ratio":1.0,"text":"error1","x":1,"size":2},{"ratio":2.0,"text":"error2","x":100,"size":101},{"ratio":3.0,"text":"error3","x":1000,"size":1001}]} | |
*/ | |
// Output doesn't have the idea of the underlying struct name |
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