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Posted to issues-all@impala.apache.org by "Paul Rogers (JIRA)" <ji...@apache.org> on 2018/09/20 22:06:00 UTC

[jira] [Commented] (IMPALA-7603) Incorrect NDV expression for col1 op col2

    [ https://issues.apache.org/jira/browse/IMPALA-7603?page=com.atlassian.jira.plugin.system.issuetabpanels:comment-tabpanel&focusedCommentId=16622779#comment-16622779 ] 

Paul Rogers commented on IMPALA-7603:
-------------------------------------

Turns out that a similar limitation exists for functions. Consider the following test:

{noformat}
    verifyNdv("nullValue(id)", 2);
{noformat}

This test fails, The actual value is 7300, which is the NDV of the {{id}} column. So, the code computes a wrong result.

The {{nullValue()}} function returns a {{Boolean}}, so can have only two values. But, we use a generic formula of

{noformat}
NDV(f(x)) = NDV(x)
{noformat}

Though it is probably not that important, we could restrict the NDV to the max of either the argument or the return type (in this case, {{Boolean}}, which is 2.)

> Incorrect NDV expression for col1 op col2
> -----------------------------------------
>
>                 Key: IMPALA-7603
>                 URL: https://issues.apache.org/jira/browse/IMPALA-7603
>             Project: IMPALA
>          Issue Type: Bug
>          Components: Frontend
>            Reporter: Paul Rogers
>            Priority: Minor
>
> Consider theĀ [{{ExprNdvTest}}|https://github.com/apache/impala/blob/master/fe/src/test/java/org/apache/impala/analysis/ExprNdvTest.java] test case. The code contains tests for the CASE expression. Add tests for simple arithmetic expressions:
> {noformat}
>     verifyNdv("id + 2", 7300);
>     verifyNdv("id * 2", 7300);
> {noformat}
> The above suggests that the NDV of a column op const is
> {noformat}
> max(NDV(column), NDV(const)) =
> max(NDV(column), 1) = NDV(column)
> {noformat}
> This is good and as expected.
> Now try two columns:
> {noformat}
>     verifyNdv("id + int_col", 7300);
>     verifyNdv("id * int_col", 7300);
> {noformat}
> This is *not* expected. Though the two columns are from the same table, they are not correlated: there is no reason to believe that the value of "id" determines the value of "int_col" in the general case. (Perhaps the table is the Cartesian product of the two fields.)
> In this case, the calculation should be:
> {noformat}
> NDV(a op b) = NDV(a) * NDV(b)
> {noformat}
> There might be some back-off to account for overlapping results. Could not readily find a reference for these calcs.



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