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Hive User Meeting March 2010 - Hive Team
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Hive User Meeting March 2010 - Hive Team
1.
Hive New Features
and API Facebook Hive Team March 2010
2.
JDBC/ODBC and CTAS
3.
4.
5.
6.
7.
Join Strategies
8.
9.
10.
11.
12.
13.
14.
15.
Skew Join Reducer
1 Reducer 2 a-K 3 b-K 3 a-K 3 b-K 3 a-K 2 b-K 2 a-K 2 b-K 2 a-K 1 b-K 1 Table A Table B A join B Write to HDFS HDFS File a-K1 HDFS File b-K1 Map join a-k1 map join b-k1 Job 1 Job 2 Final results
16.
17.
Views, HBase Integration
18.
19.
20.
21.
22.
UDF, UDAF and
UDTF
23.
24.
25.
26.
27.
28.
UDTF using Lateral
View Syntax Facebook explode(group_ids) myTable AS group_id Join input rows to output rows src group_id 1 2 3 Result
29.
SerDe – Serialization/Deserialization
30.
31.
32.
Where is SerDe?
Facebook File on HDFS Hierarchical Object Writable Stream Stream Hierarchical Object Map Output File Writable Writable Writable Hierarchical Object File on HDFS User Script Hierarchical Object Hierarchical Object Hive Operator Hive Operator SerDe FileFormat / Hadoop Serialization Mapper Reducer ObjectInspector imp 1.0 3 54 Imp 0.2 1 33 clk 2.2 8 212 Imp 0.7 2 22 thrift_record<…> thrift_record<…> thrift_record<…> thrift_record<…> BytesWritable(3F647200) Java Object Object of a Java Class Standard Object Use ArrayList for struct and array Use HashMap for map LazyObject Lazily-deserialized Writable Writable Writable Writable Text(‘imp 1.0 3 54’) // UTF8 encoded
33.
Object Inspector
Facebook Hierarchical Object Writable Writable Struct int string list struct map string string Hierarchical Object String Object TypeInfo BytesWritable(3F647200) Text(‘ a=av:b=bv 23 1:2=4:5 abcd ’) class HO { HashMap<String, String> a, Integer b, List<ClassC> c, String d; } Class ClassC { Integer a, Integer b; } List ( HashMap(“a” “av”, “b” “bv”), 23, List(List(1,null),List(2,4),List(5,null)), “ abcd” ) int int HashMap(“a” “av”, “b” “bv”), HashMap<String, String> a, “ av” getType ObjectInspector1 getFieldOI getStructField getType ObjectInspector2 getMapValueOI getMapValue deserialize SerDe serialize getOI getType ObjectInspector3
34.
35.
36.
37.
Q & A
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