如何使用 Databricks Labs Smolder 从消息段中获取所有数据

How to get all data from a message segment with Databricks Labs Smolder

例如,我知道您可以使用提供的辅助函数从消息段中检索子字段

val nameDf = df.select(segment_field("PID", 4).alias("name"))

有没有一种方法可以提取整个消息段(“PID”),而不必为每个子字段添加索引?

PID|||d40726da-9b7a-49eb-9eeb-e406708bbb60||Heller^Keneth||||||140 Pacocha Way Suite 52^^Northampton^Massachusetts^^USA

segment_field 已实现 here 是一种在给定索引的情况下提取单个值的辅助方法。

  /**
   * Extracts a field from a message segment.
   * 
   * @param segment The ID of the segment to extract.
   * @param field The index of the field to extract.
   * @param segmentColumn The name of the column containing message segments.
   *   Defaults to "segments".
   * @return Yields a new column containing the field of a message segment.
   * 
   * @note If there are multiple segments with the same ID, this function will
   *   select the field from one of the segments. Order is undefined.
   */
  def segment_field(segment: String,
    field: Int,
    segmentColumn: Column = col("segments")): Column = {

    filter(segmentColumn, s => s("id") === lit(segment))
      .getItem(0)
      .getField("fields")
      .getItem(field)
  }

但是,如果您有兴趣提取所有字段值而不考虑索引,您可以将此行为复制为

import org.apache.spark.sql.Column
import org.apache.spark.sql.functions._


  def segment_fields(segment: String,
    segmentColumn: Column = col("segments")): Column = {

    filter(segmentColumn, s => s("id") === lit(segment))
      .getItem(0)
      .getField("fields")
  }

并这样使用

val nameDf = df.select(segment_fields("PID").alias("values"))

然后您可以根据需要提取或转换数据。