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package Elasticsearch::Scroll; |
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$Elasticsearch::Scroll::VERSION = '1.05'; |
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use Moo; |
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use Elasticsearch::Util qw(parse_params); |
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use namespace::clean; |
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has '_buffer' => ( is => 'ro' ); |
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with 'Elasticsearch::Role::Is_Sync', 'Elasticsearch::Role::Scroll'; |
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#=================================== |
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sub BUILDARGS { |
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#=================================== |
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my ( $class, $params ) = parse_params(@_); |
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my $es = delete $params->{es}; |
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my $scroll = $params->{scroll} ||= '1m'; |
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my $results = $es->search($params); |
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my $total = $results->{hits}{total}; |
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return { |
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es => $es, |
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scroll => $scroll, |
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aggregations => $results->{aggregations}, |
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facets => $results->{facets}, |
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suggest => $results->{suggest}, |
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took => $results->{took}, |
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total_took => $results->{took}, |
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total => $total, |
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max_score => $results->{hits}{max_score}, |
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_buffer => $results->{hits}{hits}, |
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$total |
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? ( _scroll_id => $results->{_scroll_id} ) |
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: ( is_finished => 1 ) |
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}; |
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} |
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#=================================== |
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sub next { |
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#=================================== |
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my ( $self, $n ) = @_; |
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$n ||= 1; |
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while ( $self->_has_scroll_id and $self->buffer_size < $n ) { |
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$self->refill_buffer; |
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} |
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my @return = splice( @{ $self->_buffer }, 0, $n ); |
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$self->finish if @return < $n; |
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return wantarray ? @return : $return[-1]; |
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} |
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51
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#=================================== |
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sub drain_buffer { |
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#=================================== |
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my $self = shift; |
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return splice( @{ $self->_buffer } ); |
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56
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} |
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58
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#=================================== |
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1
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sub buffer_size { 0 + @{ shift->_buffer } } |
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60
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#=================================== |
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62
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#=================================== |
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sub refill_buffer { |
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#=================================== |
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0
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1
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my $self = shift; |
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67
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0
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return 0 if $self->is_finished; |
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69
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0
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my $buffer = $self->_buffer; |
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0
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my $scroll_id = $self->_scroll_id |
71
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|| return 0 + @$buffer; |
72
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73
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0
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my $results = $self->es->scroll( |
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scroll => $self->scroll, |
75
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scroll_id => $scroll_id, |
76
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); |
77
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78
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0
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my $hits = $results->{hits}{hits}; |
79
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0
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$self->_set_total_took( $self->total_took + $results->{took} ); |
80
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81
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0
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0
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if ( @$hits == 0 ) { |
82
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0
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$self->_clear_scroll_id; |
83
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} |
84
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else { |
85
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0
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$self->_set__scroll_id( $results->{_scroll_id} ); |
86
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0
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push @$buffer, @$hits; |
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} |
88
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0
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0
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$self->finish if @$buffer == 0; |
89
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0
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return 0 + @$buffer; |
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} |
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92
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#=================================== |
93
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around 'finish' => sub { |
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#=================================== |
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my ( $orig, $self ) = @_; |
96
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$orig->($self); |
97
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@{ $self->_buffer } = (); |
98
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1; |
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}; |
100
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101
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1; |
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103
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=pod |
104
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105
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=encoding UTF-8 |
106
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107
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=head1 NAME |
108
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109
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Elasticsearch::Scroll - A helper module for scrolled searches |
110
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111
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=head1 VERSION |
112
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113
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version 1.05 |
114
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115
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=head1 SYNOPSIS |
116
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117
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use Elasticsearch; |
118
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use Elasticsearch::Scroll; |
119
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120
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my $es = Elasticsearch->new; |
121
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122
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my $scroll = Elasticsearch::Scroll->new( |
123
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es => $es, |
124
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index => 'my_index', |
125
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search_type => 'scan', |
126
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size => 500 |
127
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); |
128
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129
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say "Total hits: ". $scroll->total; |
130
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131
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while (my $doc = $scroll->next) { |
132
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# do something |
133
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} |
134
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135
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=head1 DESCRIPTION |
136
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137
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A I<scrolled search> is a search that allows you to keep pulling results |
138
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until there are no more matching results, much like a cursor in an SQL |
139
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database. |
140
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141
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Unlike paginating through results (with the C<from> parameter in |
142
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L<search()|Elasticsearch::Client::Direct/search()>), |
143
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scrolled searches take a snapshot of the current state of the index. Even |
144
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if you keep adding new documents to the index or updating existing documents, |
145
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a scrolled search will only see the index as it was when the search began. |
146
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147
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This module is a helper utility that wraps the functionality of the |
148
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L<search()|Elasticsearch::Client::Direct/search()> and |
149
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L<scroll()|Elasticsearch::Client::Direct/scroll()> methods to make |
150
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them easier to use. |
151
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152
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B<IMPORTANT>: Deep scrolling can be expensive. See L</DEEP SCROLLING> |
153
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for more. |
154
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155
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This class does L<Elasticsearch::Role::Scroll> and |
156
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L<Elasticsearch::Role::Is_Sync>. |
157
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158
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=head1 USE CASES |
159
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160
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There are two primary use cases: |
161
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162
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=head2 Pulling enough results |
163
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164
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Perhaps you want to group your results by some field, and you don't know |
165
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exactly how many results you will need in order to return 10 grouped |
166
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results. With a scrolled search you can keep pulling more results |
167
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until you have enough. For instance, you can search emails in a mailing |
168
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list, and return results grouped by C<thread_id>: |
169
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170
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my (%groups,@results); |
171
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172
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my $scroll = Elasticsearch::Scroll->new( |
173
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es => $es, |
174
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index => 'my_emails', |
175
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type => 'email', |
176
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body => { query => {... some query ... }} |
177
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); |
178
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179
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my $doc; |
180
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while (@results < 10 and $doc = $scroll->next) { |
181
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182
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my $thread = $doc->{_source}{thread_id}; |
183
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184
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unless ($groups{$thread}) { |
185
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$groups{$thread} = []; |
186
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push @results, $groups{$thread}; |
187
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} |
188
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push @{$groups{$thread}},$doc; |
189
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190
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} |
191
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192
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=head2 Extracting all documents |
193
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194
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Often you will want to extract all (or a subset of) documents in an index. |
195
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If you want to change your type mappings, you will need to reindex all of your |
196
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data. Or perhaps you want to move a subset of the data in one index into |
197
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a new dedicated index. In these cases, you don't care about sort |
198
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order, you just want to retrieve all documents which match a query, and do |
199
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something with them. For instance, to retrieve all the docs for a particular |
200
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C<client_id>: |
201
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202
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my $scroll = Elasticsearch::Scroll->new( |
203
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es => $es, |
204
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index => 'my_index', |
205
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search_type => 'scan', # important! |
206
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size => 500, |
207
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body => { |
208
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query => { |
209
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match => { |
210
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client_id => 123 |
211
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} |
212
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} |
213
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} |
214
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); |
215
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216
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while my ( $doc = $scroll->next ) { |
217
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# do something |
218
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} |
219
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220
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Very often the I<something> that you will want to do with these results |
221
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involves bulk-indexing them into a new index. The easiest way to |
222
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marry a scrolled search with bulk indexing is to use the |
223
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L<Elasticsearch::Bulk/reindex()> method. |
224
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225
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=head1 DEEP SCROLLING |
226
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227
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Deep scrolling (and deep pagination) are very expensive in a distributed |
228
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environment, and the reason they are expensive is that results need to |
229
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be sorted in a global order. |
230
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For example, if we have an index with 5 shards, and we request the first |
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10 results, each shard has to return its top 10, and then the I<requesting |
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node> (the node that is handling the search request) has to resort these |
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50 results to return a global top 10. Now, if we request page 1,000 |
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(ie results 10,001 .. 10,010), then each shard has to return 10,010 results, |
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and the requesting node has to sort through 50,050 results just to return |
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10 of them! |
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You can see how this can get very heavy very quickly. This is the reason that |
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web search engines never return more than 1,000 results. |
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=head2 Disable sorting for efficient scrolling |
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The problem with deep scrolling is the sorting phase. If we disable sorting, |
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then we can happily scroll through millions of documents efficiently. The |
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way to do this is to set C<search_type> to C<scan>: |
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$scroll = Elasticsearch::Scroll->new( |
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es => $es, |
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search_type => 'scan', |
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size => 500, |
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); |
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Scanning disables sorting and will just return C<size> results from each |
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shard until there are no more results to return. B<Note>: this means |
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that, when querying an index with 5 shards, the scrolled search |
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will pull C<size * 5> results at a time. If you have large documents or |
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are memory constrained, you will need to take this into account. |
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=head1 METHODS |
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=head2 C<new()> |
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use Elasticsearch; |
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use Elasticsearch::Scroll; |
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my $es = Elasticsearch->new(...); |
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my $scroll = Elasticsearch::Scroll->new( |
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es => $es, # required |
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scroll => '1m', # optional |
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%search_params |
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); |
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The C<new()> method returns a new C<$scroll> object. You must pass your |
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Elasticsearch client as the C<es> argument, and you can specify |
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a C<scroll> duration (which defaults to C<"1m">). Any other parameters |
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are passed directly to L<Elasticsearch::Client::Direct/search()>. |
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The C<scroll> duration tells Elasticearch how long it should keep the scroll |
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alive. B<Note>: this duration doesn't need to be long enough to process |
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all results, just long enough to process a single B<batch> of results. |
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The expiry gets renewed for another C<scroll> period every time new |
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a new batch of results is retrieved from the cluster. |
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=head2 C<next()> |
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$doc = $scroll->next; |
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@docs = $scroll->next($num); |
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The C<next()> method returns the next result, or the next C<$num> results |
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(pulling more results if required). If all results have been exhausted, |
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it returns an empty list. |
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=head2 C<drain_buffer()> |
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@docs = $scroll->drain_buffer; |
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The C<drain_buffer()> method returns all of the documents currently in the |
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buffer, without fetching any more from the cluster. |
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=head2 C<refill_buffer()> |
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$total = $scroll->refill_buffer; |
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The C<refill_buffer()> method fetches the next batch of results from the |
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cluster, stores them in the buffer, and returns the total number of docs |
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currently in the buffer. |
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=head2 C<buffer_size()> |
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$total = $scroll->buffer_size; |
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The C<buffer_size()> method returns the total number of docs currently in |
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the buffer. |
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=head2 C<finish()> |
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$scroll->finish; |
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The C<finish()> method clears out the buffer, sets L</is_finished()> to C<true> |
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and tries to clear the C<scroll_id> on Elasticsearch. This API is only |
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supported since v0.90.5, but the call to C<clear_scroll> is wrapped in an |
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C<eval> so the C<finish()> method can be safely called with any version |
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of Elasticsearch. |
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When the C<$scroll> instance goes out of scope, L</finish()> is called |
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automatically if required. |
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=head2 C<is_finished()> |
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$bool = $scroll->is_finished; |
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A flag which returns C<true> if all results have been processed or |
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L</finish()> has been called. |
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=head1 INFO ACCESSORS |
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The information from the original search is returned via the following |
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accessors: |
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=head2 C<total> |
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The total number of documents that matched your query. |
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=head2 C<max_score> |
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The maximum score of any documents in your query. |
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349
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=head2 C<aggregations> |
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Any aggregations that were specified, or C<undef> |
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=head2 C<facets> |
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355
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Any facets that were specified, or C<undef> |
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357
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=head2 C<suggest> |
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359
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Any suggestions that were specified, or C<undef> |
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=head2 C<took> |
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363
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How long the original search took, in milliseconds |
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=head2 C<took_total> |
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367
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How long the original search plus all subsequent batches took, in milliseconds. |
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369
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=head1 SEE ALSO |
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=over |
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373
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=item * L<Elasticsearch::Bulk/reindex()> |
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=item * L<Elasticsearch::Client::Direct/search()> |
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=item * L<Elasticsearch::Client::Direct/scroll()> |
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379
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=back |
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=head1 AUTHOR |
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Clinton Gormley <drtech@cpan.org> |
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=head1 COPYRIGHT AND LICENSE |
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This software is Copyright (c) 2014 by Elasticsearch BV. |
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This is free software, licensed under: |
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The Apache License, Version 2.0, January 2004 |
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=cut |
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395
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__END__ |
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# ABSTRACT: A helper module for scrolled searches |
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