DynamicSunspotSearch
This is an extension of the sunspot_rails gem which allows you to dynamically generate search queries with the goal of fully exposing the features of sunspot and solr via API. The following docs have been pulled straight from the sunspot docs and modified to represent the query syntax this gem provides.
Note:
This gem does not currently support all of the features provided by sunspot, but can be expanded as needed. Simply file an issue and I'll add what you need!
See (sunspot/sunspot)[https://github.com/sunspot/sunspot] for more usage details!
Usage
Quickstart with Rails 3 / 4
Add to Gemfile:
gem 'sunspot_rails'
gem 'sunspot_solr' # optional pre-packaged Solr distribution for use in development
gem 'dynamic_sunspot_search'
Bundle it!
bundle install
Generate a default configuration file:
rails generate sunspot_rails:install
If sunspot_solr
was installed, start the packaged Solr distribution
with:
bundle exec rake sunspot:solr:start # or sunspot:solr:run to start in foreground
Setting Up Objects
Add a searchable
block to the objects you wish to index.
class Post < ActiveRecord::Base
include DynamicSunspotSearch
searchable do
text :title, :body
text :comments do
comments.map { |comment| comment.body }
end
boolean :featured
integer :blog_id
integer :author_id
integer :category_ids, :multiple => true
double :average_rating
time :published_at
time :expired_at
string :sort_title do
title.downcase.gsub(/^(an?|the)/, '')
end
end
end
text
fields will be full-text searchable. Other fields (e.g.,
integer
and string
) can be used to scope queries.
Searching Objects
Post.dynamic_search({
fulltext: 'best pizza',
with: [
{blog_id: 1},
{published_at: {
less_than: time_now,
},
},
],
field_list: [:blog_id, :title],
order_by: {
published_at: :desc,
},
paginate: {
page: 2,
per_page: 15,
},
facet: [
:category_ids,
:author_id,
]
})
Search In Depth
Given an object Post
setup in earlier steps ...
Full Text
# All posts with a `text` field (:title, :body, or :comments) containing 'pizza'
Post.dynamic_search({ fulltext: 'pizza' })
# Posts with pizza, scored higher if pizza appears in the title
Post.dynamic_search({
fulltext: {
query: 'pizza',
boost_fields: { title: 2.0 },
},
})
# Posts with pizza, scored higher if featured
Post.dynamic_search({
fulltext: {
query: 'pizza',
boost: {
value: 2.0,
scope: {
with: { featured: true },
},
},
},
})
# Posts with pizza *only* in the title
Post.dynamic_search({
fulltext: {
query: 'pizza',
fields: synonym,
},
})
# Posts with pizza in the title (boosted) or in the body (not boosted)
Post.dynamic_search({
fulltext: {
query: 'pizza',
fields: [:body, title: 2.0],
},
})
Phrases
Solr allows searching for phrases: search terms that are close together.
In the default query parser used by Sunspot (edismax), phrase searches are represented as a double quoted group of words.
# Posts with the exact phrase "great pizza"
Post.dynamic_search({
fulltext: '"great pizza"',
})
If specified, query_phrase_slop sets the number of words that may appear between the words in a phrase.
# One word can appear between the words in the phrase, so "great big pizza"
# also matches, in addition to "great pizza"
Post.dynamic_search({
fulltext: {
query: '"great pizza"',
query_phrase_slop: 1,
},
})
Phrase Boosts
Phrase boosts add boost to terms that appear in close proximity; the terms do not have to appear in a phrase, but if they do, the document will score more highly.
# Matches documents with great and pizza, and scores documents more
# highly if the terms appear in a phrase in the title field
Post.dynamic_search({
fulltext: {
query: 'great pizza',
phrase_fields: {
title: 2.0,
},
},
})
# Matches documents with great and pizza, and scores documents more
# highly if the terms appear in a phrase (or with one word between them)
# in the title field
Post.dynamic_search({
fulltext: {
query: 'great pizza',
phrase_fields: {
title: 2.0,
},
phrase_slop: 1,
},
})
Scoping (Scalar Fields)
Fields not defined as text
(e.g., integer
, boolean
, time
,
etc...) can be used to scope (restrict) queries before full-text
matching is performed.
Positive Restrictions
# Posts with a blog_id of 1
Post.dynamic_search({
with: {
blog_id: 1,
},
})
# Posts with an average rating between 3.0 and 5.0
# Note the special syntax used for ranges!
Post.dynamic_search({
with: {
average_rating: 'range:3.0..5.0',
},
})
# Posts with a category of 1, 3, or 5
Post.dynamic_search({
with: {
category_ids: [1, 3, 5]
}
})
# Posts published since a week ago
Post.dynamic_search({
with: {
published_at: {
greater_than: time,
},
},
})
Negative Restrictions
# Posts not in category 1 or 3
Post.dynamic_search({
without: {
category_ids: [1, 3],
},
})
# All examples in "positive" also work negated using `without`
Empty Restrictions
# Passing an empty array is equivalent to a no-op, meaning this...
Post.dynamic_search({
with: {
category_ids: [],
},
})
# ...is equivalent to this...
Post.dynamic_search({})
Restrictions and Field List
# Posts with a blog_id of 1
Post.dynamic_search({
with: {
blog_id: 1,
},
field_list: [:title]
})
Post.dynamic_search({
without: {
category_ids: [1, 3],
},
field_list: [:title, :author_id],
})
Disjunctions and Conjunctions
# Posts that do not have an expired time or have not yet expired
Post.dynamic_search({
any_of: {
with: [
{
expired_at: {
greater_than: time,
},
},
{
expired_at: nil,
},
],
},
})
# Posts with blog_id 1 and author_id 2
Post.dynamic_search({
all_of: [
{
with: {
blog_id: 1,
author_id: 2,
}
},
]
})
# Posts scoring with any of the two fields.
Post.dynamic_search({
any: [
{
fulltext: {
query: 'keyword1',
fields: :title,
},
},
{
fulltext: {
query: 'keyword2',
fields: :body,
},
},
],
})
Disjunctions and conjunctions may be nested
Post.dynamic_search({
any_of: {
with: { blog_id: 1},
all_of: {
with: {
blog_id: 2,
category_ids: 3,
},
},
},
any: [
{
all: [
{
fulltext: {
query: 'keyword',
fields: :title,
},
},
{
fulltext: {
query: 'keyword',
fields: :body,
},
},
],
},
{
all: [
{
fulltext: {
query: 'keyword',
fields: :comments,
},
},
{
fulltext: {
query: 'keyword',
fields: :title,
},
},
],
},
{
fulltext: {
query: 'keyword2',
fields: :body
},
},
],
})
Combined with Full-Text
Scopes/restrictions can be combined with full-text searching. The scope/restriction pares down the objects that are searched for the full-text term.
# Posts with blog_id 1 and 'pizza' in the title
Post.dynamic_search({
with: { blog_id: 1 },
fulltext: 'pizza',
})
Pagination
All results from Solr are paginated
The results array that is returned has methods mixed in that allow it to operate seamlessly with common pagination libraries like will_paginate and kaminari.
By default, Sunspot requests the first 30 results from Solr.
search = Post.dynamic_search({
fulltext: 'pizza',
})
# Imagine there are 60 *total* results (at 30 results/page, that is two pages)
results = search.results # => Array with 30 Post elements
search.total # => 60
results.total_pages # => 2
results.first_page? # => true
results.last_page? # => false
results.previous_page # => nil
results.next_page # => 2
results.out_of_bounds? # => false
results.offset # => 0
To retrieve the next page of results, recreate the search and use the
paginate
method.
search = Post.dynamic_search({
fulltext: 'pizza',
paginate: { page: 2 },
})
# Again, imagine there are 60 total results; this is the second page
results = search.results # => Array with 30 Post elements
search.total # => 60
results.total_pages # => 2
results.first_page? # => false
results.last_page? # => true
results.previous_page # => 1
results.next_page # => nil
results.out_of_bounds? # => false
results.offset # => 30
A custom number of results per page can be specified with the
:per_page
option to paginate
:
search = Post.dynamic_search({
fulltext: :pizza,
paginate: {
page: 1,
per_page: 50,
},
})
Cursor-based pagination
Solr 4.7 and above
With default Solr pagination it may turn that same records appear on different pages (e.g. if many records have the same search score). Cursor-based pagination allows to avoid this.
Useful for any kinds of export, infinite scroll, etc.
Cursor for the first page is "*".
search = Post.dynamic_search({
fulltext: 'pizza',
paginate: {
cursor: '*',
},
})
results = search.results
# Results will contain cursor for the next page
results.next_page_cursor # => "AoIIP4AAACxQcm9maWxlIDEwMTk="
# Imagine there are 60 *total* results (at 30 results/page, that is two pages)
results.current_cursor # => "*"
results.total_pages # => 2
results.first_page? # => true
results.last_page? # => false
To retrieve the next page of results, recreate the search and use the paginate
method with cursor from previous results.
search = Post.dynamic_search({
fulltext: 'pizza',
paginate: {
cursor: 'AoIIP4AAACxQcm9maWxlIDEwMTk='
}
})
results = search.results
# Again, imagine there are 60 total results; this is the second page
results.next_page_cursor # => "AoEsUHJvZmlsZSAxNzY5"
results.current_cursor # => "AoIIP4AAACxQcm9maWxlIDEwMTk="
results.total_pages # => 2
results.first_page? # => false
# Last page will be detected only when current page contains less then per_page elements or contains nothing
results.last_page? # => false
:per_page
option is also supported.
Faceting
Faceting is a feature of Solr that determines the number of documents that match a given search and an additional criterion. This allows you to build powerful drill-down interfaces for search.
Each facet returns zero or more rows, each of which represents a particular criterion conjoined with the actual query being performed. For field facets, each row represents a particular value for a given field. For query facets, each row represents an arbitrary scope; the facet itself is just a means of logically grouping the scopes.
By default Sunspot will only return the first 100 facet values. You can increase this limit, or force it to return all facets by setting limit to -1.
Field Facets
# Posts that match 'pizza' returning counts for each :author_id
search = Post.dynamic_search({
fulltext: 'pizza',
facet: 'author_id',
})
search.facet(:author_id).rows.each do |facet|
puts "Author #{facet.value} has #{facet.count} pizza posts!"
end
If you are searching by a specific field and you still want to see all the options available in that field you can exclude it in the faceting.
# Posts that match 'pizza' and author with id 42
# Returning counts for each :author_id (even those not in the search result)
search = Post.dynamic_search({
fulltext: 'pizza',
facet: {
fields: :author_id,
exclude: {
with: {
author_id: 42,
}
},
},
})
search.facet(:author_id).rows.each do |facet|
puts "Author #{facet.value} has #{facet.count} pizza posts!"
end
Ordering
By default, Sunspot orders results by "score": the Solr-determined
relevancy metric. Sorting can be customized with the order_by
method:
# Order by average rating, descending
Post.dynamic_search({
fulltext: 'pizza',
order_by: {
average_rating: :desc,
},
})
# Order by relevancy score and in the case of a tie, average rating
Post.dynamic_search({
fulltext: 'pizza',
order_by: [
{ score: :desc },
{ average_rating: :desc },
],
})
# Randomized ordering
Post.dynamic_search({
fulltext: 'pizza',
order_by: :random,
})
Solr 3.1 and above
Solr supports sorting on multiple fields using custom functions. Supported operators and more details are available on the Solr Wiki
To sort results by a custom function use the order_by_function
method.
Functions are defined with prefix notation:
# Order by sum of two example fields: rating1 + rating2
Post.dynamic_search({
fulltext: 'pizza',
order_by_function: [:sum, :rating1, :rating2, :desc],
})
# Order by nested functions: rating1 + (rating2*rating3)
Post.dynamic_search({
fulltext: 'pizza',
order_by_function: [:sum, :rating1, [:product, :rating2, :rating3], :desc]
})
# Order by fields and constants: rating1 + (rating2 * 5)
Post.dynamic_search({
fulltext: 'pizza',
order_by_function: [:sum, :rating1, [:product, :rating2, '5'], :desc],
})
# Order by average of three fields: (rating1 + rating2 + rating3) / 3
Post.dynamic_search({
fulltext: 'pizza',
order_by_function: [:div, [:sum, :rating1, :rating2, :rating3], '3', :desc],
})
Boost By Recency
By default, Sunspot orders results by "score": the Solr-determined relevancy metric. This score can be weighted based on the documents recency by defining a field as type trie:
class Post
searchable do
# ...
time :published_at, trie: true
# ...
end
Then by using the boost_receny
method, where half_life defines the half life
period of the exponential decay function (non-integer values will be rounded down):
# Posts that were published 5 day ago will have their scores cut in half
Post.dynamic_search({
fulltext: 'pizza',
boost_recency: {
field: :published_at,
half_life: {
days: 5,
},
},
})
# Posts that were published 1 year ago will have their scores cut in half
Post.dynamic_search({
fulltext: 'pizza',
boost_recency: {
field: :published_at,
half_life: {
year: 1,
},
},
})
# Posts that were published 37 minutes and 10 seconds ago will have their scores cut in half
Post.dynamic_search({
fulltext: 'pizza',
boost_recency: {
field: :published_at,
half_life: {
minutes: 37,
seconds: 10,
},
},
})
# Posts that were published 29 months ago will have their scores cut in half
Post.dynamic_search({
fulltext: 'pizza',
boost_recency: {
field: :published_at,
half_life: {
months: 29,
},
},
})
Geospatial
Sunspot 2.0 only
Sunspot 2.0 supports geospatial features of Solr 3.1 and above.
Geospatial features require a field defined with latlon
:
class Post < ActiveRecord::Base
searchable do
# ...
latlon(:location) { Sunspot::Util::Coordinates.new(lat, lon) }
end
end
Filter By Radius
# Searches posts within 100 kilometers of (32, -68)
Post.search do
with(:location).in_radius(32, -68, 100)
end
Filter By Radius (inexact with bbox)
# Searches posts within 100 kilometers of (32, -68) with `bbox`. This is
# an approximation so searches run quicker, but it may include other
# points that are slightly outside of the required distance
Post.search do
with(:location).in_radius(32, -68, 100, :bbox => true)
end
Filter By Bounding Box
# Searches posts within the bounding box defined by the corners (45,
# -94) to (46, -93)
Post.search do
with(:location).in_bounding_box([45, -94], [46, -93])
end
TODO:
Support for the following needs to be added:
- Query Facets
- Range Facets
- Grouping - All features
- Sort By Distance
- Joins - Mainly just the docs
- Highlighting
- Stats
- Functions
- Spellcheck
- Add remaining documentation of other features already provided by Sunspot