DBD::SQLite::Cookbook - The DBD::SQLite Cookbook
Please see following description for synopsis
User Contributed Perl Documentation DBD::SQLite::Cookbook(3) NAME DBD::SQLite::Cookbook - The DBD::SQLite Cookbook DESCRIPTION This is the DBD::SQLite cookbook. It is intended to provide a place to keep a variety of functions and formals for use in callback APIs in DBD::SQLite. AGGREGATE FUNCTIONS Variance This is a simple aggregate function which returns a variance. It is adapted from an example implementation in pysqlite. package variance; sub new { bless [], shift; } sub step { my ( $self, $value ) = @_; push @$self, $value; } sub finalize { my $self = $_[0]; my $n = @$self; # Variance is NULL unless there is more than one row return undef unless $n || $n == 1; my $mu = 0; foreach my $v ( @$self ) { $mu += $v; } $mu /= $n; my $sigma = 0; foreach my $v ( @$self ) { $sigma += ($v - $mu)**2; } $sigma = $sigma / ($n - 1); return $sigma; } # NOTE: If you use an older DBI (< 1.608), # use $dbh->func(..., "create_aggregate") instead. $dbh->sqlite_create_aggregate( "variance", 1, 'variance' ); The function can then be used as: SELECT group_name, variance(score) FROM results GROUP BY group_name; Variance (Memory Efficient) A more efficient variance function, optimized for memory usage at the expense of precision: package variance2; sub new { bless {sum => 0, count=>0, hash=> {} }, shift; } sub step { my ( $self, $value ) = @_; my $hash = $self->{hash}; # by truncating and hashing, we can comsume many more data points $value = int($value); # change depending on need for precision # use sprintf for arbitrary fp precision if (exists $hash->{$value}) { $hash->{$value}++; } else { $hash->{$value} = 1; } $self->{sum} += $value; $self->{count}++; } sub finalize { my $self = $_[0]; # Variance is NULL unless there is more than one row return undef unless $self->{count} > 1; # calculate avg my $mu = $self->{sum} / $self->{count}; my $sigma = 0; while (my ($h, $v) = each %{$self->{hash}}) { $sigma += (($h - $mu)**2) * $v; } $sigma = $sigma / ($self->{count} - 1); return $sigma; } The function can then be used as: SELECT group_name, variance2(score) FROM results GROUP BY group_name; Variance (Highly Scalable) A third variable implementation, designed for arbitrarily large data sets: package variance3; sub new { bless {mu=>0, count=>0, S=>0}, shift; } sub step { my ( $self, $value ) = @_; $self->{count}++; my $delta = $value - $self->{mu}; $self->{mu} += $delta/$self->{count}; $self->{S} += $delta*($value - $self->{mu}); } sub finalize { my $self = $_[0]; return $self->{S} / ($self->{count} - 1); } The function can then be used as: SELECT group_name, variance3(score) FROM results GROUP BY group_name; SUPPORT Bugs should be reported via the CPAN bug tracker at <http://rt.cpan.org/NoAuth/ReportBug.html?Queue=DBD-SQLite> TO DO o Add more and varied cookbook recipes, until we have enough to turn them into a separate CPAN distribution. o Create a series of tests scripts that validate the cookbook recipes. AUTHOR Adam Kennedy <adamk@cpan.org> COPYRIGHT Copyright 2009 - 2012 Adam Kennedy. This program is free software; you can redistribute it and/or modify it under the same terms as Perl itself. The full text of the license can be found in the LICENSE file included with this module. ATTRIBUTES See attributes(7) for descriptions of the following attributes: +---------------+-------------------------------+ |ATTRIBUTE TYPE | ATTRIBUTE VALUE | +---------------+-------------------------------+ |Availability | library/perl-5/dbd-sqlite-532 | +---------------+-------------------------------+ |Stability | Volatile | +---------------+-------------------------------+ NOTES Source code for open source software components in Oracle Solaris can be found at https://www.oracle.com/downloads/opensource/solaris-source- code-downloads.html. This software was built from source available at https://github.com/oracle/solaris-userland. The original community source was downloaded from http://backpan.perl.org/authors/id/I/IS/ISHIGAKI/DBD- SQLite-1.70.tar.gz. Further information about this software can be found on the open source community website at https://github.com/DBD-SQLite/DBD-SQLite. perl v5.32.0 2022-06-28 DBD::SQLite::Cookbook(3)