[Spark][Python]DataFrame中取出有限个记录的例子-白红宇

[Spark][Python]DataFrame中取出有限个记录的例子：

sqlContext = HiveContext(sc)

peopleDF = sqlContext.read.json("people.json")

peopleDF.limit(3).show()

===

[training@localhost ~]$ hdfs dfs -cat people.json

{"name":"Alice","pcode":"94304"}

{"name":"Brayden","age":30,"pcode":"94304"}

{"name":"Carla","age":19,"pcoe":"10036"}

{"name":"Diana","age":46}

{"name":"Etienne","pcode":"94104"}

[training@localhost ~]$

In [1]: sqlContext = HiveContext(sc)

In [2]: peopleDF = sqlContext.read.json("people.json")

17/10/05 05:03:11 INFO hive.HiveContext: Initializing execution hive, version 1.1.0

17/10/05 05:03:11 INFO client.ClientWrapper: Inspected Hadoop version: 2.6.0-cdh5.7.0

17/10/05 05:03:11 INFO client.ClientWrapper: Loaded org.apache.hadoop.hive.shims.Hadoop23Shims for Hadoop version 2.6.0-cdh5.7.0

17/10/05 05:03:14 INFO hive.metastore: Trying to connect to metastore with URI thrift://localhost.localdomain:9083

17/10/05 05:03:14 INFO hive.metastore: Opened a connection to metastore, current connections: 1

17/10/05 05:03:15 INFO hive.metastore: Connected to metastore.

17/10/05 05:03:16 INFO session.SessionState: Created HDFS directory: file:/tmp/spark-99a33db4-b69a-46a9-8032-f87d63299040/scratch/training

17/10/05 05:03:16 INFO session.SessionState: Created local directory: /tmp/4e1c5259-7ae8-482c-ae77-94d3a0c51f91_resources

17/10/05 05:03:16 INFO session.SessionState: Created HDFS directory: file:/tmp/spark-99a33db4-b69a-46a9-8032-f87d63299040/scratch/training/4e1c5259-7ae8-482c-ae77-94d3a0c51f91

17/10/05 05:03:16 INFO session.SessionState: Created local directory: /tmp/training/4e1c5259-7ae8-482c-ae77-94d3a0c51f91

17/10/05 05:03:16 INFO session.SessionState: Created HDFS directory: file:/tmp/spark-99a33db4-b69a-46a9-8032-f87d63299040/scratch/training/4e1c5259-7ae8-482c-ae77-94d3a0c51f91/_tmp_space.db

17/10/05 05:03:16 INFO session.SessionState: No Tez session required at this point. hive.execution.engine=mr.

17/10/05 05:03:16 INFO json.JSONRelation: Listing hdfs://localhost:8020/user/training/people.json on driver

17/10/05 05:03:19 INFO storage.MemoryStore: Block broadcast_0 stored as values in memory (estimated size 251.1 KB, free 251.1 KB)

17/10/05 05:03:20 INFO storage.MemoryStore: Block broadcast_0_piece0 stored as bytes in memory (estimated size 21.6 KB, free 272.7 KB)

17/10/05 05:03:20 INFO storage.BlockManagerInfo: Added broadcast_0_piece0 in memory on localhost:55073 (size: 21.6 KB, free: 208.8 MB)

17/10/05 05:03:20 INFO spark.SparkContext: Created broadcast 0 from json at NativeMethodAccessorImpl.java:-2

17/10/05 05:03:20 INFO mapred.FileInputFormat: Total input paths to process : 1

17/10/05 05:03:21 INFO spark.SparkContext: Starting job: json at NativeMethodAccessorImpl.java:-2

17/10/05 05:03:21 INFO scheduler.DAGScheduler: Got job 0 (json at NativeMethodAccessorImpl.java:-2) with 1 output partitions

17/10/05 05:03:21 INFO scheduler.DAGScheduler: Final stage: ResultStage 0 (json at NativeMethodAccessorImpl.java:-2)

17/10/05 05:03:21 INFO scheduler.DAGScheduler: Parents of final stage: List()

17/10/05 05:03:21 INFO scheduler.DAGScheduler: Missing parents: List()

17/10/05 05:03:21 INFO scheduler.DAGScheduler: Submitting ResultStage 0 (MapPartitionsRDD[3] at json at NativeMethodAccessorImpl.java:-2), which has no missing parents

17/10/05 05:03:21 INFO storage.MemoryStore: Block broadcast_1 stored as values in memory (estimated size 4.3 KB, free 277.1 KB)

17/10/05 05:03:21 INFO storage.MemoryStore: Block broadcast_1_piece0 stored as bytes in memory (estimated size 2.4 KB, free 279.5 KB)

17/10/05 05:03:21 INFO storage.BlockManagerInfo: Added broadcast_1_piece0 in memory on localhost:55073 (size: 2.4 KB, free: 208.8 MB)

17/10/05 05:03:21 INFO spark.SparkContext: Created broadcast 1 from broadcast at DAGScheduler.scala:1006

17/10/05 05:03:21 INFO scheduler.DAGScheduler: Submitting 1 missing tasks from ResultStage 0 (MapPartitionsRDD[3] at json at NativeMethodAccessorImpl.java:-2)

17/10/05 05:03:21 INFO scheduler.TaskSchedulerImpl: Adding task set 0.0 with 1 tasks

17/10/05 05:03:21 INFO scheduler.TaskSetManager: Starting task 0.0 in stage 0.0 (TID 0, localhost, partition 0,PROCESS_LOCAL, 2149 bytes)

17/10/05 05:03:21 INFO executor.Executor: Running task 0.0 in stage 0.0 (TID 0)

17/10/05 05:03:21 INFO rdd.HadoopRDD: Input split: hdfs://localhost:8020/user/training/people.json:0+179

17/10/05 05:03:21 INFO Configuration.deprecation: mapred.tip.id is deprecated. Instead, use mapreduce.task.id

17/10/05 05:03:21 INFO Configuration.deprecation: mapred.task.id is deprecated. Instead, use mapreduce.task.attempt.id

17/10/05 05:03:21 INFO Configuration.deprecation: mapred.task.is.map is deprecated. Instead, use mapreduce.task.ismap

17/10/05 05:03:21 INFO Configuration.deprecation: mapred.task.partition is deprecated. Instead, use mapreduce.task.partition

17/10/05 05:03:21 INFO Configuration.deprecation: mapred.job.id is deprecated. Instead, use mapreduce.job.id

17/10/05 05:03:22 INFO executor.Executor: Finished task 0.0 in stage 0.0 (TID 0). 2354 bytes result sent to driver

17/10/05 05:03:22 INFO scheduler.DAGScheduler: ResultStage 0 (json at NativeMethodAccessorImpl.java:-2) finished in 0.931 s

17/10/05 05:03:22 INFO scheduler.TaskSetManager: Finished task 0.0 in stage 0.0 (TID 0) in 850 ms on localhost (1/1)

17/10/05 05:03:22 INFO scheduler.TaskSchedulerImpl: Removed TaskSet 0.0, whose tasks have all completed, from pool

17/10/05 05:03:22 INFO scheduler.DAGScheduler: Job 0 finished: json at NativeMethodAccessorImpl.java:-2, took 1.388410 s

17/10/05 05:03:23 INFO hive.HiveContext: default warehouse location is /user/hive/warehouse

17/10/05 05:03:23 INFO hive.HiveContext: Initializing metastore client version 1.1.0 using Spark classes.

17/10/05 05:03:23 INFO client.ClientWrapper: Inspected Hadoop version: 2.6.0-cdh5.7.0

17/10/05 05:03:23 INFO client.ClientWrapper: Loaded org.apache.hadoop.hive.shims.Hadoop23Shims for Hadoop version 2.6.0-cdh5.7.0

17/10/05 05:03:23 INFO spark.ContextCleaner: Cleaned accumulator 2

17/10/05 05:03:23 INFO storage.BlockManagerInfo: Removed broadcast_1_piece0 on localhost:55073 in memory (size: 2.4 KB, free: 208.8 MB)

17/10/05 05:03:25 INFO hive.metastore: Trying to connect to metastore with URI thrift://localhost.localdomain:9083

17/10/05 05:03:25 INFO hive.metastore: Opened a connection to metastore, current connections: 1

17/10/05 05:03:25 INFO hive.metastore: Connected to metastore.

17/10/05 05:03:25 INFO session.SessionState: Created local directory: /tmp/684b38e5-72f0-4712-81d4-4c439e093f5c_resources

17/10/05 05:03:25 INFO session.SessionState: Created HDFS directory: /tmp/hive/training/684b38e5-72f0-4712-81d4-4c439e093f5c

17/10/05 05:03:25 INFO session.SessionState: Created local directory: /tmp/training/684b38e5-72f0-4712-81d4-4c439e093f5c

17/10/05 05:03:25 INFO session.SessionState: Created HDFS directory: /tmp/hive/training/684b38e5-72f0-4712-81d4-4c439e093f5c/_tmp_space.db

17/10/05 05:03:25 INFO session.SessionState: No Tez session required at this point. hive.execution.engine=mr.

In [3]: peopleDF.limit(3).show()

17/10/05 05:04:09 INFO storage.MemoryStore: Block broadcast_2 stored as values in memory (estimated size 65.5 KB, free 338.2 KB)

17/10/05 05:04:10 INFO storage.MemoryStore: Block broadcast_2_piece0 stored as bytes in memory (estimated size 21.4 KB, free 359.6 KB)

17/10/05 05:04:10 INFO storage.BlockManagerInfo: Added broadcast_2_piece0 in memory on localhost:55073 (size: 21.4 KB, free: 208.8 MB)

17/10/05 05:04:10 INFO spark.SparkContext: Created broadcast 2 from showString at NativeMethodAccessorImpl.java:-2

17/10/05 05:04:10 INFO storage.MemoryStore: Block broadcast_3 stored as values in memory (estimated size 251.1 KB, free 610.7 KB)

17/10/05 05:04:11 INFO storage.MemoryStore: Block broadcast_3_piece0 stored as bytes in memory (estimated size 21.6 KB, free 632.4 KB)

17/10/05 05:04:11 INFO storage.BlockManagerInfo: Added broadcast_3_piece0 in memory on localhost:55073 (size: 21.6 KB, free: 208.7 MB)

17/10/05 05:04:11 INFO spark.SparkContext: Created broadcast 3 from showString at NativeMethodAccessorImpl.java:-2

17/10/05 05:04:12 INFO mapred.FileInputFormat: Total input paths to process : 1

17/10/05 05:04:12 INFO spark.SparkContext: Starting job: showString at NativeMethodAccessorImpl.java:-2

17/10/05 05:04:12 INFO scheduler.DAGScheduler: Got job 1 (showString at NativeMethodAccessorImpl.java:-2) with 1 output partitions

17/10/05 05:04:12 INFO scheduler.DAGScheduler: Final stage: ResultStage 1 (showString at NativeMethodAccessorImpl.java:-2)

17/10/05 05:04:12 INFO scheduler.DAGScheduler: Parents of final stage: List()

17/10/05 05:04:12 INFO scheduler.DAGScheduler: Missing parents: List()

17/10/05 05:04:12 INFO scheduler.DAGScheduler: Submitting ResultStage 1 (MapPartitionsRDD[9] at showString at NativeMethodAccessorImpl.java:-2), which has no missing parents

17/10/05 05:04:12 INFO storage.MemoryStore: Block broadcast_4 stored as values in memory (estimated size 5.9 KB, free 638.2 KB)

17/10/05 05:04:12 INFO storage.MemoryStore: Block broadcast_4_piece0 stored as bytes in memory (estimated size 3.3 KB, free 641.5 KB)

17/10/05 05:04:12 INFO storage.BlockManagerInfo: Added broadcast_4_piece0 in memory on localhost:55073 (size: 3.3 KB, free: 208.7 MB)

17/10/05 05:04:12 INFO spark.SparkContext: Created broadcast 4 from broadcast at DAGScheduler.scala:1006

17/10/05 05:04:12 INFO scheduler.DAGScheduler: Submitting 1 missing tasks from ResultStage 1 (MapPartitionsRDD[9] at showString at NativeMethodAccessorImpl.java:-2)

17/10/05 05:04:12 INFO scheduler.TaskSchedulerImpl: Adding task set 1.0 with 1 tasks

17/10/05 05:04:12 INFO scheduler.TaskSetManager: Starting task 0.0 in stage 1.0 (TID 1, localhost, partition 0,PROCESS_LOCAL, 2149 bytes)

17/10/05 05:04:12 INFO executor.Executor: Running task 0.0 in stage 1.0 (TID 1)

17/10/05 05:04:12 INFO rdd.HadoopRDD: Input split: hdfs://localhost:8020/user/training/people.json:0+179

17/10/05 05:04:14 INFO codegen.GenerateUnsafeProjection: Code generated in 1563.240244 ms

17/10/05 05:04:14 INFO codegen.GenerateSafeProjection: Code generated in 182.529448 ms

17/10/05 05:04:15 INFO executor.Executor: Finished task 0.0 in stage 1.0 (TID 1). 2328 bytes result sent to driver

17/10/05 05:04:15 INFO scheduler.DAGScheduler: ResultStage 1 (showString at NativeMethodAccessorImpl.java:-2) finished in 2.549 s

17/10/05 05:04:15 INFO scheduler.DAGScheduler: Job 1 finished: showString at NativeMethodAccessorImpl.java:-2, took 2.852393 s

17/10/05 05:04:15 INFO scheduler.TaskSetManager: Finished task 0.0 in stage 1.0 (TID 1) in 2547 ms on localhost (1/1)

17/10/05 05:04:15 INFO scheduler.TaskSchedulerImpl: Removed TaskSet 1.0, whose tasks have all completed, from pool

+----+-------+-----+-----+

+----+-------+-----+-----+

| 30|Brayden|94304| null|

| 19| Carla| null|10036|

+----+-------+-----+-----+

In [4]:

本文转自健哥的数据花园博客园博客，原文链接：http://www.cnblogs.com/gaojian/p/7629878.html，如需转载请自行联系原作者