Details
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Improvement
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Status: Patch Available
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Major
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Resolution: Unresolved
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None
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None
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Patch Available
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The -tagSplit option to PigStorage causes it to prepend the full file split information (full path, split index, split offset and split length, all separated by hash ('#') marks) to each Tuple/row as it's loaded
Description
If <code>-tagSplit</code> is specified, PigStorage will prepend the full file split information, separated by hash ('#') marks, to each Tuple/row:
- File path (directory and filename) of the split
- Split index (zero-based)
- Split offset: starting position of the split in bytes.
- Split length: length of the split in bytes.
Motivating examples are
- attach a unique ordered ID without a reduce: with the split index and sequentially numbered files (or some other strict ordering of the filenames) you can build a serial ID from say SPRINTF("%05d-%3d-%8d", (int)file_idx, (int)split_idx, rank_vals).
- do a consistent shuffle; the lines will be well-mixed but remain identically shuffled from run to run. With a seedable hash function you can stabilize the mixing for testing purposes.
-- shuffle according to a hash with good mixing properties. MD5 is OK but murmur3 from DATAFU-47 even better. DEFINE Hasher datafu.pig.hash.MD5('hex'); vals = LOAD '/data/geo/us_city_pops.tsv' USING PigStorage('\t', '-tagSplit') AS (split_info:chararray, city:chararray, state:chararray, pop:int); vals_rked = RANK vals; vals_ided = FOREACH vals_rked { line_info = CONCAT((chararray)split_info, '#', (chararray)rank_vals); GENERATE Hasher((chararray)line_info) AS rand_id, *; }; vals_shuffled = FOREACH (ORDER vals_ided BY rand_id) GENERATE *; STORE vals_shuffled INTO '/data/out/vals_shuffled'; -- 7b86bdc8f28edb05025a556c06805753 37 file:/data/geo/census/us_city_pops.tsv#0#0#1541 Kansas City Missouri 463202 -- 7c9c93658545d5aba2825699866cb024 13 file:/data/geo/census/us_city_pops.tsv#0#0#1541 Austin Texas 820611 -- 8532dc8d18992a688621950c50b6ca80 14 file:/data/geo/us_city_pops.tsv#0#0#1541 San Francisco California 812826 -- 8d8632fecb4895288f1684c451a01a0b 29 file:/data/geo/us_city_pops.tsv#0#0#1541 Portland Oregon 593820