Search
With the current version of Lyra, only type string
properties are searchable,
however, this does not prevent the addition of different types of properties.
Lyra will keep them in memory and send the entire document back whenever there's
a match for a query on searchable properties.
Search
Let's say we have a database that contains some elements:
import { create, insert, search } from "@lyrasearch/lyra";
const movieDB = create({
schema: {
title: "string",
director: "string",
plot: "string",
year: "number",
isFavorite: "boolean",
},
});
insert(movieDB, {
title: "The prestige",
director: "Christopher Nolan",
plot:
"Two friends and fellow magicians become bitter enemies after a sudden tragedy. As they devote themselves to this rivalry, they make sacrifices that bring them fame but with terrible consequences.",
year: 2006,
isFavorite: true,
});
insert(movieDB, {
title: "Big Fish",
director: "Tim Burton",
plot:
"Will Bloom returns home to care for his dying father, who had a penchant for telling unbelievable stories. After he passes away, Will tries to find out if his tales were really true.",
year: 2004,
isFavorite: true,
});
insert(movieDB, {
title: "Harry Potter and the Philosopher's Stone",
director: "Chris Columbus",
plot:
"Harry Potter, an eleven-year-old orphan, discovers that he is a wizard and is invited to study at Hogwarts. Even as he escapes a dreary life and enters a world of magic, he finds trouble awaiting him.",
year: 2001,
isFavorite: false,
});
Notice that we are also importing the search
method
We can now search for one (or multiple) documents as easily as:
const searchResult = search(movieDB, {
term: "Harry",
properties: "*",
});
Filters
The object that defines our query, in this case
{term: 'Harry', properties: '*'}
, can be shaped, by setting additional
properties (filters), to "tighten" or "loosen" our query.
Search term
The term
property specifies the word
to be searched.
const searchResult = search(movieDB, {
term: "Chris",
});
We are now searching for all the documents that contain the word Chris
.
Search properties
The properties
property defines in which property to run our query.
const searchResult = search(movieDB, {
term: "Chris",
properties: ["director"],
});
We are now searching for all the documents that contain the word Chris
in the
director
property.
We can also search through nested properties:
const searchResult = search(movieDB, {
term: "Chris",
properties: ["cast.director"],
});
By default, Lyra searches in all searchable properties.
Exact match
The exact
property finds all the document with an exact match of the term
property.
const searchResult = search(movieDB, {
term: "Chris",
properties: ["director"],
exact: true,
});
We are now searching for all the documents that contain exactly
the word
Chris
in the director
property.
Without the
exact
property, for example, the termChristopher Nolan
would be returned as well, as it contains the wordChris
.
Typo tolerance
The tolerance
property allows specifying the maximum distance (following the
Levenshtein algorithm) between the term and the searchable property.
The Levenshtein distance is a string metric for measuring the difference between two sequences. Informally, the Levenshtein distance between two words is the minimum number of single-character edits (insertions, deletions or substitutions) required to change one word into the other.
const searchResult = search(movieDB, {
term: "Cris",
properties: ["director"],
tolerance: 1,
});
We are searching for all the documents that contain a term with an edit distance
of 1
(e.g. Chris
) in the director
property.
Tolerance
doesn't work together with the exact
parameter. Exact
will have priority.
Results limits
The limit
property limits the result at the specified number.
const searchResult = search(movieDB, {
term: "Chris",
properties: ["director"],
limit: 1,
});
We are searching for the first
document that contains the term Chris
in the
director
property.
Results offset
The offset
property skips the first X
results.
const searchResult = search(movieDB, {
term: "Chris",
properties: ["director"],
offset: 1,
});
We are searching for all the documents that contains the term Chris
in the
director
property, but returning the document at offset 1
.
By default, Lyra limits the search results to 10
, without any offset
(so, 0
as offset value).
What does the search
method return?
Now that we have learned how to perform searches on a Lyra database, we can briefly analyze the response that Lyra gives us back.
Let's say we have run the following query:
const searchResult = search(movieDB, {
term: "Cris",
properties: ["director"],
tolerance: 1,
});
Whether the document was found or not, Lyra gives back an object
with the
following properties:
{
elapsed: 181208n,
count: 2,
hits: [
{
id: '37149225-243',
score: 0.23856062735983122,
document: {
title: "Harry Potter and the Philosopher's Stone",
director: 'Chris Columbus',
plot: 'Harry Potter, an eleven-year-old orphan, discovers that he is a wizard and is invited to study at Hogwarts. Even as he escapes a dreary life and enters a world of magic, he finds trouble awaiting him.',
year: 2001,
isFavorite: false
}
},
{
id: '37149225-5',
score: 0.21267890323564321,
document: {
title: 'The prestige',
director: 'Christopher Nolan',
plot: 'Two friends and fellow magicians become bitter enemies after a sudden tragedy. As they devote themselves to this rivalry, they make sacrifices that bring them fame but with terrible consequences.',
year: 2006,
isFavorite: true
}
}
]
}
Property | Type | Description |
---|---|---|
elapsed | BigInt | Time taken to execute the query. |
hits | object | Array of results containing result score (from 0 to 1 based on relevance), Lyra's ID, and original document. |
count | number | Number of total results. |