Reputation: 305
I have been stuck on this for several hours and I cannot figure out what I am doing wrong. I have a relation "grouped" with the schema of
grouped: {seedword: chararray,baggy: {outertup: (groupy: (seedword: chararray,coword: chararray))}}
A sample of what the relation looks like is: (auto,{((auto,car)),((auto,truck))})
I need to generate just the seedword and a tuple of cowords. In my example I would want
(auto, (car, truck)).
I have tried:
FOREACH grouped GENERATE baggy::outertup.groupy.coword;
FOREACH grouped GENERATE baggy.outertup.groupy.coword;
FOREACH grouped GENERATE baggy.groupy.coword;
and none of these work, and give me error messages saying there is no such field. Please help! !!
HEre's some more of my code:
keywords = LOAD 'merged' USING as ( seedword:chararray, doc:chararray);
---COUNT HOW MANY DOCUMENTS EACH WORD IS IN
group_by_seedword = GROUP keywords BY $0;
invert_index = FOREACH group_by_seedword GENERATE $0 as seedword:chararray, keywords.$1;
word_doc_count= FOREACH invert_index GENERATE seedword, COUNT($1);
-- map words to document
words_in_doc= GROUP keywords BY doc;
word_docs = FOREACH words_in_doc GENERATE group AS doc, keywords.seedword;
--(document:(keyword, keyword, keyword...))
--map words to their cowords in doc
temp_join = JOIN keywords BY doc,word_docs BY doc;
--DUMP temp_join;
cowords_by_doc = FOREACH temp_join GENERATE $0 as seedword:chararray, $3 as cowords;
cowords_interm= FOREACH cowords_by_doc GENERATE seedword, FLATTEN(cowords);
cowords = FILTER cowords_interm BY (seedword!=$1);---GETS RID OF SINGLE DOC WORD;
temp_join_count1 = JOIN cowords BY $0, word_doc_count BY seedword;
-- GETS WORDS THAT OCCURE BY THEMSELVES IN A SINGLE DOCUMENT
G = JOIN cowords_interm BY $0 LEFT OUTER, cowords by $0;
orph_word = FILTER G BY $2 is null;
orph_word_count = FOREACH orph_word GENERATE $0,null, 0;
temp_join_count= UNION temp_join_count1, orph_word_count;
inter_frac = FOREACH temp_join_count GENERATE $0 as seedword:chararray, $1 as coword:chararray, 1.0/$3 as frac:double;
inter_frac_combine = GROUP inter_frac BY (seedword, coword);
inter_frac_sum = FOREACH inter_frac_combine GENERATE $0 , SUM(inter_frac.frac) as frac:double;
filtered = FILTER inter_frac_sum BY ($1 >=$relatedness_ratio);
grouped= GROUP filtered by $0.seedword;
g = FOREACH grouped GENERATE group as seedword:chararray, filtered.$0;
named = FOREACH g GENERATE $0 as seedword:chararray, $1 as baggy:bag{(outertup:tuple(groupy:tuple(seedword:chararray, coword:chararray)))};
the input file you can try should be like this:
car doc1.txt
auto doc1.txt
bunny doc2.txt
ball doc2.txt
toy car doc2.txt
random doc3.txt
plane doc3.txt
Upvotes: 1
Views: 4723
Reputation: 11
I'd had a similar issue where I couldn't reference inner tuples. My solution was to flatten the data and then some more filtering and grouping. Cheers V
Upvotes: 1