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package App::ElasticSearch::Utilities::Aggregations; |
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# ABSTRACT: Code to simplify creating and working with Elasticsearch aggregations |
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1231
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use v5.16; |
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use warnings; |
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use Storable qw(dclone); |
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use Sub::Exporter -setup => { |
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exports => [ qw( |
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expand_aggregate_string |
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es_flatten_aggregations es_flatten_aggs |
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is_single_stat |
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)], |
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groups => { |
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default => [qw( |
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expand_aggregate_string |
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es_flatten_aggregations es_flatten_aggs |
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is_single_stat |
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)], |
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}, |
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}; |
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my %Aggregations; |
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$Aggregations{terms} = { |
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params => sub { $_[0] && $_[0] =~ /^\d+$/ ? { size => $_[0] } : {} }, |
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type => 'bucket', |
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composite => 1, |
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}; |
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$Aggregations{significant_terms} = { |
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params => sub { $_[0] =~ /^\d+$/ ? { size => $_[0] } : {} }, |
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type => 'bucket', |
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}; |
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$Aggregations{rare_terms} = { |
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params => sub { $_[0] =~ /^\d+$/ ? { max_doc_count => $_[0] } : {} }, |
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type => 'bucket', |
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}; |
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$Aggregations{histogram} = { |
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params => sub { |
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return unless $_[0] > 0; |
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return { interval => $_[0] }; |
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}, |
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type => 'bucket', |
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composite => 1, |
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}; |
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$Aggregations{date_histogram} = { |
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params => sub { { calendar_interval => $_[0] || '1h' } }, |
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type => 'bucket', |
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composite => 1, |
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}; |
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$Aggregations{geohash_grid} = { |
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params => sub { $_[0] =~ /^\d+$/ ? { precision => $_[0] } : {} }, |
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type => 'bucket', |
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composite => 1, |
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}; |
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$Aggregations{missing} = { type => 'bucket' }; |
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$Aggregations{avg} = { single_stat => 1, type => 'metric' }; |
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$Aggregations{max} = { single_stat => 1, type => 'metric' }; |
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$Aggregations{min} = { single_stat => 1, type => 'metric' }; |
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$Aggregations{sum} = { single_stat => 1, type => 'metric' }; |
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$Aggregations{cardinality} = { single_stat => 1, type => 'metric' }; |
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$Aggregations{stats} = { type => 'metric' }; |
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$Aggregations{extended_stats} = { type => 'metric' }; |
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$Aggregations{percentiles} = { |
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params => sub { |
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my @pcts = $_[0] ? split /,/, $_[0] : qw(25 50 75 90); |
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return { percents => \@pcts }; |
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}, |
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}; |
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$Aggregations{geo_centroid} = { type => 'metric' }; |
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sub is_single_stat { |
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my ($agg) = @_; |
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return unless $agg; |
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return unless exists $Aggregations{$agg}; |
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return unless exists $Aggregations{$agg}->{single_stat}; |
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return $Aggregations{$agg}->{single_stat}; |
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} |
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sub expand_aggregate_string { |
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my ($token) = @_; |
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my %aggs = (); |
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foreach my $def ( split /\+/, $token ) { |
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my $alias = $def =~ s/^(\w+)=// ? $1 : undef; |
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my @parts = split /:/, $def, 3; |
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if( @parts == 1 ) { |
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$alias ||= $def; |
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$aggs{$alias} = { terms => { field => $def, size => 20 } }; |
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next; |
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} |
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my ($agg, $field); |
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if( exists $Aggregations{$parts[0]} ) { |
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$agg = shift @parts; |
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$field = shift @parts; |
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} |
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else { |
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$agg = 'terms'; |
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$field = shift @parts; |
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} |
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my $params = {}; |
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my $paramStr = shift @parts; |
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if( $paramStr && $paramStr =~ /\w+=/ ) { |
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134
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# split on commas using a positive lookahead for a "word=" |
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2
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foreach my $token (split /,(?=\w+=)/, $paramStr) { |
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my ($k,$v) = split /=/, $token, 2; |
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next unless $k and $v; |
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$params->{$k} = $v =~ /,/ ? [ split /,/, $v ] : $v; |
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} |
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} |
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elsif( exists $Aggregations{$agg}->{params} ) { |
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# Process parameters |
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$params = $Aggregations{$agg}->{params}->($paramStr); |
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} |
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$alias ||= join ".", $agg eq 'terms' ? ($field) : ($agg, $field); |
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$aggs{$alias} = { $agg => { field => $field, %{ $params } } }; |
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147
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} |
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return \%aggs; |
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} |
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151
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152
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sub es_flatten_aggregations { |
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1
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2161
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my ($result,$field,$parent) = @_; |
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155
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100
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$parent ||= []; |
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my @rows = (); |
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158
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7
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17
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my @remove = qw( |
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doc_count_error_upper_bound |
160
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sum_other_doc_count |
161
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); |
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163
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142
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my $row = dclone($parent); |
164
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my $extract = sub { |
165
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my ($key, $hash) = @_; |
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167
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if( $hash->{value_as_string} ) { |
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168
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push @{ $row }, $key, $hash->{value_as_string}; |
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169
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} |
170
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elsif( $hash->{value} ) { |
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0
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push @{ $row }, $key, $hash->{value}; |
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0
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172
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} |
173
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elsif( $hash->{values} ) { |
174
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0
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0
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foreach my $k ( sort keys %{ $hash->{values} } ) { |
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0
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175
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0
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push @{ $row }, "$key.$k", $hash->{values}{$k} |
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if $hash->{values}{$k}; |
177
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} |
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} |
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else { |
180
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8
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foreach my $k (sort keys %{ $hash }) { |
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12
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181
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last if $k eq 'buckets'; |
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push @{ $row }, "$key.$k", $hash->{$k} |
183
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0
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0
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if defined $hash->{values}{$k}; |
184
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} |
185
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} |
186
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}; |
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188
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100
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29
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if( $field ) { |
189
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10
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delete $result->{$_} for @remove; |
190
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33
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18
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if( $result->{key} and exists $result->{doc_count} ) { |
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my $k = delete $result->{key}; |
192
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7
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my $ks = delete $result->{key_as_string}; |
193
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66
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push @{ $row }, $field, $ks || $k; |
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18
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194
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4
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100
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11
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push @{ $row }, "$field.raw", $k if $ks; |
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1
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4
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195
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4
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50
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9
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push @{ $row }, "$field.hits", delete $result->{doc_count} || 0; |
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4
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17
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196
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} |
197
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4
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9
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my %buckets = (); |
198
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4
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7
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foreach my $k ( sort keys %{ $result } ) { |
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4
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13
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199
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1
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50
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6
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if( ref $result->{$k} eq 'HASH' ) { |
200
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1
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3
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$extract->($k, $result->{$k}); |
201
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202
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1
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50
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3
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if( my $buckets = delete $result->{$k}{buckets} ) { |
203
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1
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3
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$buckets{$k} = $buckets; |
204
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} |
205
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} |
206
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} |
207
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4
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if( keys %buckets ) { |
208
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foreach my $k ( sort keys %buckets ) { |
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if( @{ $buckets{$k} } ) { |
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foreach my $bucket ( @{ $buckets{$k} } ) { |
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push @rows, @{ es_flatten_aggregations($bucket, $k, $row) }; |
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} |
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} |
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else { |
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push @rows, $row; |
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} |
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} |
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} |
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else { |
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push @rows, $row; |
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} |
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} |
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else { |
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foreach my $k ( sort keys %{ $result } ) { |
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delete $result->{$k}{$_} for @remove; |
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$extract->($k, $result->{$k}); |
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my $buckets = delete $result->{$k}{buckets}; |
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if( $buckets and @{ $buckets } ) { |
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5
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foreach my $bucket ( @{ $buckets } ) { |
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7
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230
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push @rows, @{ es_flatten_aggregations($bucket,$k,$row) }; |
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} |
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} |
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else { |
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0
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push @rows, $row; |
235
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} |
236
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} |
237
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} |
238
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239
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7
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58
|
return \@rows; |
240
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} |
241
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242
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# Setup Aliases |
243
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*es_flatten_aggs = \&es_flatten_aggregations; |
244
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245
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246
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1; |
247
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248
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__END__ |
249
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250
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=pod |
251
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252
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=head1 NAME |
253
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254
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App::ElasticSearch::Utilities::Aggregations - Code to simplify creating and working with Elasticsearch aggregations |
255
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256
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=head1 VERSION |
257
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258
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version 8.7 |
259
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260
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=head1 FUNCTIONS |
261
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262
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=head2 is_single_stat() |
263
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264
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Returns true if an aggregation returns a single value. |
265
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266
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=head2 expand_aggregate_string( token ) |
267
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268
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Takes a simplified aggregation grammar and expands it the full aggregation hash. |
269
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270
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Simple Terms: |
271
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272
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field_name |
273
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274
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To |
275
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276
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{ |
277
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field_name => { |
278
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terms => { |
279
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field => 'field_name', |
280
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size => 20, |
281
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} |
282
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} |
283
|
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} |
284
|
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285
|
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|
Alias expansion: |
286
|
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287
|
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|
alias=field_name |
288
|
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289
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To |
290
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291
|
|
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|
{ |
292
|
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|
alias => { |
293
|
|
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terms => { |
294
|
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|
field => 'field_name', |
295
|
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|
size => 20, |
296
|
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|
|
} |
297
|
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|
} |
298
|
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|
|
} |
299
|
|
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|
300
|
|
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|
Parameters: |
301
|
|
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302
|
|
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|
|
alias=field_name:10 |
303
|
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304
|
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To |
305
|
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|
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|
306
|
|
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|
{ |
307
|
|
|
|
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|
|
alias => { |
308
|
|
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|
|
|
terms => { |
309
|
|
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|
|
|
|
field => 'field_name', |
310
|
|
|
|
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|
|
size => 10, |
311
|
|
|
|
|
|
|
} |
312
|
|
|
|
|
|
|
} |
313
|
|
|
|
|
|
|
} |
314
|
|
|
|
|
|
|
|
315
|
|
|
|
|
|
|
Parameters, k/v: |
316
|
|
|
|
|
|
|
|
317
|
|
|
|
|
|
|
alias=field_name:size=13 |
318
|
|
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|
|
|
|
319
|
|
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|
|
To |
320
|
|
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|
|
|
|
321
|
|
|
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|
|
|
{ |
322
|
|
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|
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|
|
alias => { |
323
|
|
|
|
|
|
|
terms => { |
324
|
|
|
|
|
|
|
field => 'field_name', |
325
|
|
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|
|
|
|
size => 13, |
326
|
|
|
|
|
|
|
} |
327
|
|
|
|
|
|
|
} |
328
|
|
|
|
|
|
|
} |
329
|
|
|
|
|
|
|
|
330
|
|
|
|
|
|
|
=head2 es_flatten_aggregations() |
331
|
|
|
|
|
|
|
|
332
|
|
|
|
|
|
|
Takes the B<aggregations> section of the query result and parses it into a flat |
333
|
|
|
|
|
|
|
structure so each row contains all the sub aggregation information. |
334
|
|
|
|
|
|
|
|
335
|
|
|
|
|
|
|
It returns an array reference, containing arrray references. The individual |
336
|
|
|
|
|
|
|
rows of the array are ordered in a depth first fashion. The array does include |
337
|
|
|
|
|
|
|
a key for every value, so the array can be cast to a hash safely. |
338
|
|
|
|
|
|
|
|
339
|
|
|
|
|
|
|
=head1 Aggregations |
340
|
|
|
|
|
|
|
|
341
|
|
|
|
|
|
|
List of supported aggregations. Other aggregation may work, but these have defined behavior. |
342
|
|
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|
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|
|
343
|
|
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|
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|
|
=head2 Bucket Aggregations |
344
|
|
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|
|
345
|
|
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|
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|
|
These aggregations will support sub aggregations. |
346
|
|
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|
|
347
|
|
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|
|
=over 2 |
348
|
|
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|
|
349
|
|
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|
|
|
|
=item B<terms> |
350
|
|
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|
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|
351
|
|
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|
|
The default aggregation if none is specified. |
352
|
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|
|
353
|
|
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|
|
field_name |
354
|
|
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|
|
|
|
terms:field_name |
355
|
|
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|
|
|
|
|
356
|
|
|
|
|
|
|
Results in |
357
|
|
|
|
|
|
|
|
358
|
|
|
|
|
|
|
{ |
359
|
|
|
|
|
|
|
"field_name": { |
360
|
|
|
|
|
|
|
"terms": { |
361
|
|
|
|
|
|
|
"field": "field_name" |
362
|
|
|
|
|
|
|
} |
363
|
|
|
|
|
|
|
} |
364
|
|
|
|
|
|
|
} |
365
|
|
|
|
|
|
|
|
366
|
|
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|
|
|
|
Supports a positional parameter: size |
367
|
|
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|
|
|
|
|
368
|
|
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|
|
|
|
field_name:20 |
369
|
|
|
|
|
|
|
terms:field_name:20 |
370
|
|
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|
|
|
|
|
371
|
|
|
|
|
|
|
Results in |
372
|
|
|
|
|
|
|
|
373
|
|
|
|
|
|
|
{ |
374
|
|
|
|
|
|
|
"field_name": { |
375
|
|
|
|
|
|
|
"terms": { |
376
|
|
|
|
|
|
|
"field": "field_name", |
377
|
|
|
|
|
|
|
"size": 20 |
378
|
|
|
|
|
|
|
} |
379
|
|
|
|
|
|
|
} |
380
|
|
|
|
|
|
|
} |
381
|
|
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|
|
382
|
|
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|
|
=item B<significant_terms> |
383
|
|
|
|
|
|
|
|
384
|
|
|
|
|
|
|
Same as C<terms>. |
385
|
|
|
|
|
|
|
|
386
|
|
|
|
|
|
|
significant_terms:field_name:10 |
387
|
|
|
|
|
|
|
|
388
|
|
|
|
|
|
|
Results in: |
389
|
|
|
|
|
|
|
|
390
|
|
|
|
|
|
|
{ |
391
|
|
|
|
|
|
|
"rare_terms.field_name": { |
392
|
|
|
|
|
|
|
"terms": { |
393
|
|
|
|
|
|
|
"field": "field_name", |
394
|
|
|
|
|
|
|
"size": 10 |
395
|
|
|
|
|
|
|
} |
396
|
|
|
|
|
|
|
} |
397
|
|
|
|
|
|
|
} |
398
|
|
|
|
|
|
|
|
399
|
|
|
|
|
|
|
=item B<rare_terms> |
400
|
|
|
|
|
|
|
|
401
|
|
|
|
|
|
|
Same as C<terms> but the positional parameter is the C<max_doc_count>. |
402
|
|
|
|
|
|
|
|
403
|
|
|
|
|
|
|
rare_terms:field_name:10 |
404
|
|
|
|
|
|
|
|
405
|
|
|
|
|
|
|
Results in: |
406
|
|
|
|
|
|
|
|
407
|
|
|
|
|
|
|
{ |
408
|
|
|
|
|
|
|
"rare_terms.field_name": { |
409
|
|
|
|
|
|
|
"terms": { |
410
|
|
|
|
|
|
|
"field": "field_name", |
411
|
|
|
|
|
|
|
"max_doc_count": 10 |
412
|
|
|
|
|
|
|
} |
413
|
|
|
|
|
|
|
} |
414
|
|
|
|
|
|
|
} |
415
|
|
|
|
|
|
|
|
416
|
|
|
|
|
|
|
=item B<histogram> |
417
|
|
|
|
|
|
|
|
418
|
|
|
|
|
|
|
Creates a histogram for numeric fields. Positional parameter is the interval. |
419
|
|
|
|
|
|
|
|
420
|
|
|
|
|
|
|
histogram:field_name:10 |
421
|
|
|
|
|
|
|
|
422
|
|
|
|
|
|
|
Results in: |
423
|
|
|
|
|
|
|
|
424
|
|
|
|
|
|
|
{ |
425
|
|
|
|
|
|
|
"histogram.field_name": { |
426
|
|
|
|
|
|
|
"histogram": { |
427
|
|
|
|
|
|
|
"field": "field_name", |
428
|
|
|
|
|
|
|
"interval": 10 |
429
|
|
|
|
|
|
|
} |
430
|
|
|
|
|
|
|
} |
431
|
|
|
|
|
|
|
} |
432
|
|
|
|
|
|
|
|
433
|
|
|
|
|
|
|
=item B<date_histogram> |
434
|
|
|
|
|
|
|
|
435
|
|
|
|
|
|
|
Creates a histogram for date fields. Positional parameter is the calendar_interval. |
436
|
|
|
|
|
|
|
|
437
|
|
|
|
|
|
|
date_histogram:field_name:1h |
438
|
|
|
|
|
|
|
|
439
|
|
|
|
|
|
|
Results in: |
440
|
|
|
|
|
|
|
|
441
|
|
|
|
|
|
|
{ |
442
|
|
|
|
|
|
|
"histogram.field_name": { |
443
|
|
|
|
|
|
|
"histogram": { |
444
|
|
|
|
|
|
|
"field": "field_name", |
445
|
|
|
|
|
|
|
"calendar_interval": "1h" |
446
|
|
|
|
|
|
|
} |
447
|
|
|
|
|
|
|
} |
448
|
|
|
|
|
|
|
} |
449
|
|
|
|
|
|
|
|
450
|
|
|
|
|
|
|
=item B<geohash_grid> |
451
|
|
|
|
|
|
|
|
452
|
|
|
|
|
|
|
Creates a geohash grid bucket aggregation. Positional parameter is the precision. |
453
|
|
|
|
|
|
|
|
454
|
|
|
|
|
|
|
geohash_grid:field_name:6 |
455
|
|
|
|
|
|
|
|
456
|
|
|
|
|
|
|
Results in: |
457
|
|
|
|
|
|
|
|
458
|
|
|
|
|
|
|
{ |
459
|
|
|
|
|
|
|
"geohash_grid.field_name": { |
460
|
|
|
|
|
|
|
"geohash_grid": { |
461
|
|
|
|
|
|
|
"field": "field_name", |
462
|
|
|
|
|
|
|
"precision": 6 |
463
|
|
|
|
|
|
|
} |
464
|
|
|
|
|
|
|
} |
465
|
|
|
|
|
|
|
} |
466
|
|
|
|
|
|
|
|
467
|
|
|
|
|
|
|
=item B<missing> |
468
|
|
|
|
|
|
|
|
469
|
|
|
|
|
|
|
Creates a bucket for documents missing the field. No positional parameters. |
470
|
|
|
|
|
|
|
|
471
|
|
|
|
|
|
|
missing:field_name |
472
|
|
|
|
|
|
|
|
473
|
|
|
|
|
|
|
Results in: |
474
|
|
|
|
|
|
|
|
475
|
|
|
|
|
|
|
{ |
476
|
|
|
|
|
|
|
"missing.field_name": { |
477
|
|
|
|
|
|
|
"missing": { |
478
|
|
|
|
|
|
|
"field": "field_name" |
479
|
|
|
|
|
|
|
} |
480
|
|
|
|
|
|
|
} |
481
|
|
|
|
|
|
|
} |
482
|
|
|
|
|
|
|
|
483
|
|
|
|
|
|
|
=back |
484
|
|
|
|
|
|
|
|
485
|
|
|
|
|
|
|
=head2 Metric Aggregations |
486
|
|
|
|
|
|
|
|
487
|
|
|
|
|
|
|
Aggregations that generate metrics from enclosing buckets. |
488
|
|
|
|
|
|
|
|
489
|
|
|
|
|
|
|
=over 2 |
490
|
|
|
|
|
|
|
|
491
|
|
|
|
|
|
|
=item B<avg>, B<max>, B<min>, B<sum> |
492
|
|
|
|
|
|
|
|
493
|
|
|
|
|
|
|
Single stat metric aggregations to generate the various single statistics over the enclosing bucket. |
494
|
|
|
|
|
|
|
|
495
|
|
|
|
|
|
|
sum:field_name |
496
|
|
|
|
|
|
|
|
497
|
|
|
|
|
|
|
Results in |
498
|
|
|
|
|
|
|
|
499
|
|
|
|
|
|
|
{ |
500
|
|
|
|
|
|
|
"sum.field_names": { |
501
|
|
|
|
|
|
|
"sum": { |
502
|
|
|
|
|
|
|
"field": "field_name" |
503
|
|
|
|
|
|
|
} |
504
|
|
|
|
|
|
|
} |
505
|
|
|
|
|
|
|
} |
506
|
|
|
|
|
|
|
|
507
|
|
|
|
|
|
|
=item B<cardinality> |
508
|
|
|
|
|
|
|
|
509
|
|
|
|
|
|
|
Computes the unique count of terms in a field. |
510
|
|
|
|
|
|
|
|
511
|
|
|
|
|
|
|
cardinality:field_name |
512
|
|
|
|
|
|
|
|
513
|
|
|
|
|
|
|
Results in |
514
|
|
|
|
|
|
|
|
515
|
|
|
|
|
|
|
{ |
516
|
|
|
|
|
|
|
"cardinality.field_names": { |
517
|
|
|
|
|
|
|
"cardinality": { |
518
|
|
|
|
|
|
|
"field": "field_name" |
519
|
|
|
|
|
|
|
} |
520
|
|
|
|
|
|
|
} |
521
|
|
|
|
|
|
|
} |
522
|
|
|
|
|
|
|
|
523
|
|
|
|
|
|
|
=item B<stats> |
524
|
|
|
|
|
|
|
|
525
|
|
|
|
|
|
|
Runs the stats aggregation that returns min, max, avg, sum, and count. |
526
|
|
|
|
|
|
|
|
527
|
|
|
|
|
|
|
stats:field_name |
528
|
|
|
|
|
|
|
|
529
|
|
|
|
|
|
|
Results in |
530
|
|
|
|
|
|
|
|
531
|
|
|
|
|
|
|
{ |
532
|
|
|
|
|
|
|
"stats.field_names": { |
533
|
|
|
|
|
|
|
"stats": { |
534
|
|
|
|
|
|
|
"field": "field_name" |
535
|
|
|
|
|
|
|
} |
536
|
|
|
|
|
|
|
} |
537
|
|
|
|
|
|
|
} |
538
|
|
|
|
|
|
|
|
539
|
|
|
|
|
|
|
=item B<extended_stats> |
540
|
|
|
|
|
|
|
|
541
|
|
|
|
|
|
|
Runs the stats aggregation that returns the same data as the C<sum> aggregation |
542
|
|
|
|
|
|
|
plus variance, sum of squares, and standard deviation. |
543
|
|
|
|
|
|
|
|
544
|
|
|
|
|
|
|
extended_stats:field_name |
545
|
|
|
|
|
|
|
|
546
|
|
|
|
|
|
|
Results in |
547
|
|
|
|
|
|
|
|
548
|
|
|
|
|
|
|
{ |
549
|
|
|
|
|
|
|
"extended_stats.field_names": { |
550
|
|
|
|
|
|
|
"extended_stats": { |
551
|
|
|
|
|
|
|
"field": "field_name" |
552
|
|
|
|
|
|
|
} |
553
|
|
|
|
|
|
|
} |
554
|
|
|
|
|
|
|
} |
555
|
|
|
|
|
|
|
|
556
|
|
|
|
|
|
|
=item B<percentiles> |
557
|
|
|
|
|
|
|
|
558
|
|
|
|
|
|
|
Computes percentiles for the enclosing bucket. The positional parameter is |
559
|
|
|
|
|
|
|
interpretted at the percents computed. If ommitted, the percentiles computed |
560
|
|
|
|
|
|
|
will be: 25, 50, 75, 90. |
561
|
|
|
|
|
|
|
|
562
|
|
|
|
|
|
|
percentiles:field_name:75,95,99 |
563
|
|
|
|
|
|
|
|
564
|
|
|
|
|
|
|
Results in |
565
|
|
|
|
|
|
|
|
566
|
|
|
|
|
|
|
{ |
567
|
|
|
|
|
|
|
"percentiles.field_names": { |
568
|
|
|
|
|
|
|
"percentiles": { |
569
|
|
|
|
|
|
|
"field": "field_name", |
570
|
|
|
|
|
|
|
"percents": [ 75, 95, 99 ] |
571
|
|
|
|
|
|
|
} |
572
|
|
|
|
|
|
|
} |
573
|
|
|
|
|
|
|
} |
574
|
|
|
|
|
|
|
|
575
|
|
|
|
|
|
|
=item B<geo_centroid> |
576
|
|
|
|
|
|
|
|
577
|
|
|
|
|
|
|
Computes center of a group of geo points. No positional parameters supported. |
578
|
|
|
|
|
|
|
|
579
|
|
|
|
|
|
|
geo_centroid:field_name |
580
|
|
|
|
|
|
|
|
581
|
|
|
|
|
|
|
Results in |
582
|
|
|
|
|
|
|
|
583
|
|
|
|
|
|
|
{ |
584
|
|
|
|
|
|
|
"geo_centroid.field_names": { |
585
|
|
|
|
|
|
|
"geo_centroid": { |
586
|
|
|
|
|
|
|
"field": "field_name" |
587
|
|
|
|
|
|
|
} |
588
|
|
|
|
|
|
|
} |
589
|
|
|
|
|
|
|
} |
590
|
|
|
|
|
|
|
|
591
|
|
|
|
|
|
|
=back |
592
|
|
|
|
|
|
|
|
593
|
|
|
|
|
|
|
=for Pod::Coverage es_flatten_aggs |
594
|
|
|
|
|
|
|
|
595
|
|
|
|
|
|
|
=head1 AUTHOR |
596
|
|
|
|
|
|
|
|
597
|
|
|
|
|
|
|
Brad Lhotsky <brad@divisionbyzero.net> |
598
|
|
|
|
|
|
|
|
599
|
|
|
|
|
|
|
=head1 COPYRIGHT AND LICENSE |
600
|
|
|
|
|
|
|
|
601
|
|
|
|
|
|
|
This software is Copyright (c) 2023 by Brad Lhotsky. |
602
|
|
|
|
|
|
|
|
603
|
|
|
|
|
|
|
This is free software, licensed under: |
604
|
|
|
|
|
|
|
|
605
|
|
|
|
|
|
|
The (three-clause) BSD License |
606
|
|
|
|
|
|
|
|
607
|
|
|
|
|
|
|
=cut |