创建分区表

spark.sql(
          """
            |create table mro_ns2_hive_db.tmp_mro_msisdn_njy_xgboots_105_ts_partitions
            |(
            |sc_longitude double
            |,sc_latitude double
            |,sc_pci      double
            |,sc_freq     double
            |,scrsrp      double
            |,scrsrq      double
            |,nc1pci      double
            |,nc1freq     double
            |,nc1rsrp     double
            |,nc1rsrq     double
            |,nc2pci      double
            |,nc2freq     double
            |,nc2rsrp     double
            |,nc2rsrq     double
            |,nc3pci      double
            |,nc3freq     double
            |,nc3rsrp     double
            |,nc3rsrq     double
            |,sctadv      double
            |,longitude   double
            |,latitude	 double
            |,time_stamp string
            |,msisdn      string
            |)
            |partitioned by (key Int)
            |ROW FORMAT DELIMITED
            |FIELDS TERMINATED BY '\t'
            |STORED AS TEXTFILE
          """.stripMargin)

注意这里的分区字段不能在()中出现

动态插入

spark.sql(
      """
        |set hive.exec.dynamic.partition.mode=nonstrict
        |set hive.exec.dynamic.partition=true
      """.stripMargin)

这里是设置动态插入

spark.sql(
        """
          |insert overwrite table mro_ns2_hive_db.tmp_mro_msisdn_njy_xgboots_105_ts_partitions
          |PARTITION(key)
          |select
          |CAST( sc_longitude as DECIMAL(10,7)) as sc_longitude
          |,CAST( sc_latitude as DECIMAL(10,7)) as sc_latitude
          |,CAST( sc_pci as decimal) as sc_pci
          |,CAST( sc_freq as  decimal ) as sc_freq
          |,CAST( scrsrp as  decimal ) as scrsrp
          |,CAST( scrsrq as  decimal ) as scrsrq
          |,CAST( nc1pci as  decimal ) as nc1pci
          |,CAST( nc1freq as  decimal ) as nc1freq
          |,CAST( nc1rsrp as  decimal ) as nc1rsrp
          |,CAST( nc1rsrq as  decimal ) as nc1rsrq
          |,CAST( nc2pci as  decimal ) as nc2pci
          |,CAST( nc2freq as  decimal ) as nc2freq
          |,CAST( nc2rsrp as  decimal ) as nc2rsrp
          |,CAST( nc2rsrq as  decimal ) as nc2rsrq
          |,CAST( nc3pci as  decimal ) as nc3pci
          |,CAST( nc3freq as  decimal ) as nc3freq
          |,CAST( nc3rsrp as  decimal ) as nc3rsrp
          |,CAST( nc3rsrq as  decimal ) as nc3rsrq
          |,CAST(sctadv AS decimal)   as sctadv
          |,case when instr(longitude ,'.')>0 then CAST(longitude AS DECIMAL(10,7))
          |else (CAST(longitude AS DECIMAL(10,7))  * 360 / 16777216.0) end as longitude
          |,case when instr(latitude ,'.')>0 then CAST( latitude as DECIMAL(10,7))
          |else (CAST(latitude as DECIMAL(10,7)) * 90 / 8388608.0) end as latitude
          |,time_stamp
          |,msisdn
          |,key(CAST( sc_longitude as DECIMAL(10,7)),CAST( sc_latitude as DECIMAL(10,7))) as key
          |from mro_ns2_hive_db.tmp_mro_msisdn_njy_xgboots_105_ts
          |where city_id=571
          |distribute by cast(rand()*4 as int)
        """.stripMargin)

注意这里分区字段需要在最后