Chris Olston
Fri, 06 Jun 2008 15:10:55 -0700
Yes, that's right -- it was *not* a typo. Pig "bags" are ordered.By the way, the word "table" is also problematic because Pig does not require uniform schemas across tuples. Usually "table" implies that all member tuples adhere to a given table-level schema.
Bottom line is that conceptually there is one data type that encompasses what we currently refer to as "bag" and "table". As for a good name for this type, there has been much discussion but no satisfactory outcome. Perhaps "TupleList", but that doesn't have a nice ring to it :). Or we could leave it as "table" and add an asterisk explaining that it may have a nonuniform schema (the common case is probably that there *is* schema uniformity -- I would expect irregular schemas to be rare). Or ... ?
-Chris On Jun 6, 2008, at 12:22 PM, Ted Dunning wrote:
I think bags are ordered as well, just as he said.The sentence you are mentioning is explaining why Chris thinks the word bag is a bad one (because it implies unordered while the implementation is ordered).-----Original Message----- From: Santhosh Srinivasan [EMAIL PROTECTED] Sent: Fri 6/6/2008 10:23 AM To: pig-user@incubator.apache.org Subject: RE: Dealing with empty data bags Chris, Did you mean unordered when you said "A bag is an ordered multiset of tuples." Further down you say "because "bag" implies unordered". Santhosh -----Original Message----- From: Chris Olston [EMAIL PROTECTED] Sent: Friday, June 06, 2008 10:19 AM To: pig-user@incubator.apache.org Subject: Re: Dealing with empty data bags Prashanth, You bring up a very good point about bags vs. tables. A bag is an ordered multiset of tuples. A table is an ordered multiset of tuples. (Ordered multiset is a fancy way of saying "list", unless I'm overlooking something :) To my knowledge there is no difference between the two, semantically. In our *implementation* we have a special name for bags at the outermost level of nesting: tables. And we treat tables differently from nested bags in our implementation (at present, we parallelize operations over tables, but do not parallelize operations over nested bags.) The fact that the table/bag distinction percolated up to the user level is probably a mistake --- there should only be 3 user-visible types: table, tuple, atom. (I prefer the name "table" over "bag", because "bag" implies unordered, when in fact in Pig our collections are ordered.) Anyone disagree? -Chris On Jun 5, 2008, at 6:36 PM, Prashanth Pappu wrote:Thanks Chris for the response. That brings me to a set of questions regarding empty and null tables/bags that I've been struggling with and hopefully one of you can resolve them for me. (a) I read that PIG has four data types - atom, tuple, bag, map. But, what is a table? Is it the same as bag? How are they different? (b) What is the result data type when we first load data into a variable? For example,a = load 'xyz' as (x,y,z); dump a;(1, 2, 3) (2, 4, 5) What is the data type of a? Is it a bag as in a = {(1,2,3), (2,4,5)}? Or is it just a set of tuples (a table) but not a bag? And, we have a representation for an empty bag (= {}), and an empty 'set of tuples' is simply null/empty? (c) I'm trying to understand the differences between bags and tables and verifying if we have defined the semantics to deal with them 'consistently' irrespective of whether they are empty or not. For example, reference my earlier email about an implementation 'bug' in PIG execution engine when using SPLIT on an empty table. Thanks in advance! Prashanth On Thu, Jun 5, 2008 at 4:08 PM, Chris Olston <[EMAIL PROTECTED]> wrote:It's not "buggy" or "incorrect", it's just different from the semantics that you were hoping for. Group and COUNT each have simple, well- defined, and correctly-implemented semantics. If you feed an empty table into group it produces an empty table; Count over an empty table produces an empty table -- hence their composition produces an empty tuple when given an empty table. The question is whether one can construct a Pig program that gives the semantics you want. Unfortunately off the top of my head the answer seems to be 'no'. If that's the case we need to look at what needs to be added/changed in the language to enable testing for empty outermost tables. (If I'm overlooking something I'm sure one of my colleagues will chime in :) -Chris On Jun 5, 2008, at 3:31 PM, Prashanth Pappu wrote: (a) I see that at a lot of places where PIG doesn't correctly deal withresults that are empty bags. Here's an example - Counting Tuples. Let's say I want to count number of tuples in 'b' ( a subset of 'a'). I can do the following - a = load 'xyz' as (x,y,z); b = filter a by x==X; c = group b all; d = foreach c generate COUNT(b); Ideally, we want d to be (0) if b has no tuples and non-zero otherwise. Unfortuantely, if b is empty, c is also empty! This is buggy because it causes d to be empty or null and not (0). Whereas, if b is empty, c should ideally be, c = (all, {}). Which will make d = (0). (b) Is there a different way of computing the number of tuples in b that will always (irrespective of whether b is empty or not) give the correct answer? (c) I also see that PIG supports data maps. But I haven't seen any examples that illustrate how to create or manipulate data maps. Is there any such documentation? thanks, Prashanth-- Christopher Olston, Ph.D. Sr. Research Scientist Yahoo! Research-- Christopher Olston, Ph.D. Sr. Research Scientist Yahoo! Research
-- Christopher Olston, Ph.D. Sr. Research Scientist Yahoo! Research