我正在尝试使用内置的BuildBloom
和Bloom
UDF在PIG中编写bloom过滤器构建器。调用BuildBloom
UDF的语法是:
define bb BuildBloom('hash_type', 'vector_size', 'false_positive_rate');
其中向量大小和误报率参数作为charrarrays传入。由于我不必事先知道矢量大小,但在调用BuildBloom
UDF之前它总是在脚本中可用,我想使用内置COUNT
UDF而不是一些硬件编码值。类似的东西:
records = LOAD '$input' using PigStorage();
records = FOREACH records GENERATE
(long) $0 AS value_fld:long,
(chararray)$1 AS filter_fld:chararray;
records_fltr = FILTER records by (filter_fld=='$filter_value') AND (value_fld is not null);
records_grp = GROUP records_fltr all;
records_count = FOREACH records_grp GENERATE (chararray) COUNT(records_fltr.value_fld) AS count:chararray;
n = FOREACH records_count GENERATE flatten(count);
define bb BuildBloom('jenkins', n, '$false_positive_rate');
问题在于,当我描述n
时,我得到:n: {count: chararray}
。可以预见,BuildBloom
UDF调用失败,因为它将元组作为输入,它期望一个简单的chararray
。我应该如何拉出chararray(即从COUNT
强制转换为chararray
)并将其分配给n
以用于BuildBloom(...)
的调用?
编辑:这是我尝试将N::count
传递到BuildBloom(...)
UDF时产生的错误。 describe N
收益:N {count: chararray}
。违规行(第40行)显示为:define bb BuildBloom('jenkins', N::count, '$fpr');
ERROR 1200: <file buildBloomFilter.pig, line 40, column 32> mismatched input 'N::count' expecting set null
org.apache.pig.impl.logicalLayer.FrontendException: ERROR 1000: Error during parsing. <file buildBloomFilter.pig, line 40, column 32> mismatched input 'N::count' expecting set null
at org.apache.pig.PigServer$Graph.parseQuery(PigServer.java:1607)
at org.apache.pig.PigServer$Graph.registerQuery(PigServer.java:1546)
at org.apache.pig.PigServer.registerQuery(PigServer.java:516)
at org.apache.pig.tools.grunt.GruntParser.processPig(GruntParser.java:991)
at org.apache.pig.tools.pigscript.parser.PigScriptParser.parse(PigScriptParser.java:412)
at org.apache.pig.tools.grunt.GruntParser.parseStopOnError(GruntParser.java:194)
at org.apache.pig.tools.grunt.GruntParser.parseStopOnError(GruntParser.java:170)
at org.apache.pig.tools.grunt.Grunt.exec(Grunt.java:84)
at org.apache.pig.Main.run(Main.java:604)
at org.apache.pig.Main.main(Main.java:157)
at sun.reflect.NativeMethodAccessorImpl.invoke0(Native Method)
at sun.reflect.NativeMethodAccessorImpl.invoke(NativeMethodAccessorImpl.java:39)
at sun.reflect.DelegatingMethodAccessorImpl.invoke(DelegatingMethodAccessorImpl.java:25)
at java.lang.reflect.Method.invoke(Method.java:597)
at org.apache.hadoop.util.RunJar.main(RunJar.java:197)
Caused by: Failed to parse: <file buildBloomFilter.pig, line 40, column 32> mismatched input 'N::count' expecting set null
at org.apache.pig.parser.QueryParserDriver.parse(QueryParserDriver.java:235)
at org.apache.pig.parser.QueryParserDriver.parse(QueryParserDriver.java:177)
at org.apache.pig.PigServer$Graph.parseQuery(PigServer.java:1599)
... 14 more
答案 0 :(得分:0)
在BuildBloom udf中,你发送“n”作为参数,它是元组。可能是“n :: columnname”会起作用。试试这个。
答案 1 :(得分:0)
如果您正在使用grunt shell,那么明显的方法是调用DUMP n;
,等待作业完成运行,然后将值复制到define bloom...
调用中。
这不是一个非常令人满意的答案,我猜。您很可能希望在脚本中运行此功能。这是一个非常黑客的方法。您需要3个文件:
&#39; n_start.txt&#39;其中包含:
n='
&#39; n_end.txt&#39;其中包含单个字符:
'
&#39; bloom_build.pig&#39;其中包含:
define bb BuildBloom('jenkins', '$n', '0.0001');
有了那些,你可以运行这个脚本:
records = LOAD '$input' using PigStorage();
records = FOREACH records GENERATE
(long) $0 AS value_fld:long,
(chararray)$1 AS filter_fld:chararray;
records_fltr = FILTER records by (filter_fld=='$filter_value')
AND (value_fld is not null);
records_grp = GROUP records_fltr all;
records_count = FOREACH records_grp GENERATE
(chararray) COUNT(records_fltr.value_fld) AS count:chararray;
n = FOREACH records_count GENERATE flatten(count);
--the new part
STORE records_count INTO 'n' USING PigStorgae(',');
--this will copy what you just stored into a local directory
fs -copyToLocal n n
--this will cat the two static files we created prior to running pig
--with the count we just generated. it will pass it through tr which will
--strip out the newlines and then store it into a file called 'n.txt' which we
--will use as a parameter file
sh cat -s nstart.txt n/part-r-00000 nend.txt| tr -d '\n' > n.txt
--RUN makes pig call one script within another. Be forewarned that if pig returns
--a message with an error on a certain line, it is the line number of the expanded script
RUN -param_file n.txt bloom_bulid.pig;
在此之后,您可以像之前的预期一样致电bb
。它很难看,而且可能更精通unix的人可能会删除n_start.txt和n_end.txt文件。
另一个更清晰但更复杂的选项是编写一个新的UDF(如BuildBloom)扩展BuildBloomBase.java但有一个空构造函数,可以处理exec()方法中的所有内容。