Vector search in 7 different programming languages using SQL
2024-05-23 by Alex Garcia
As part of the sqlite-vec project, I
provide multiple "bindings" to various programming languages and runtimes,
including:
- Python, as pip packages on PyPi
- Ruby, as gems on rubygems
- Node.js (and consequently Bun and Deno), as npm packages on npm
- Client-side JavaScript/WASM, as a "demo" npm package
- Go, as a Go module
- Rust, as a cargo crate on crates.io
- C: An "amalgamation" of a single
sqlite-vec.candsqlite-vec.hfile.
This article won't be about how I created the bindings — for that, see
this blog post for Python,
this one for Node.js,
and
this one for Ruby.
Instead, I want to compare all these languages together, in the specific context
of vector search with sqlite-vec.
Here's the goal: For every programming language and runtime listed above, we are going to write a single-file script that does the following:
- Loads the
sqlite-vecSQLite extension - Prints the SQLite version and
sqlite-vecversion, using thesqlite_version()andvec_version()SQL functions. - Create a
vec0virtual table and populate it with 4-dimensional vectors. - Query the
vec0table to find the 3 closest vectors to a query vector (KNN-style query).
For the 4-dimensional vectors, we will use this "database" of five vectors:
[0.1, 0.1, 0.1, 0.1]
[0.2, 0.2, 0.2, 0.2]
[0.3, 0.3, 0.3, 0.3]
[0.4, 0.4, 0.4, 0.4]
[0.5, 0.5, 0.5, 0.5]With id values of 1, 2, 3, 4, and 5, respectively. The query vector
is:
[0.3, 0.3, 0.3, 0.3]From eye-balling it, we can see the closest vector will always be #3 with a
distance of 0, since both vectors have equal values. The next two closest
vectors will be #2 and #4.
Let's get into the code! For reference, these examples can be found
in the sqlite-vec examples directory.
Feel free to skip to a specific language, or head to the bottom for some
high-level notes:
¶ Baseline: pure SQL
As a baseline, here's this logic in pure SQL:
.load ../../dist/vec0
.mode table
.header on
select sqlite_version(), vec_version();
CREATE VIRTUAL TABLE vec_items USING vec0(embedding float[4]);
INSERT INTO vec_items(rowid, embedding)
select
value ->> 0,
value ->> 1
from json_each('[
[1, [0.1, 0.1, 0.1, 0.1]],
[2, [0.2, 0.2, 0.2, 0.2]],
[3, [0.3, 0.3, 0.3, 0.3]],
[4, [0.4, 0.4, 0.4, 0.4]],
[5, [0.5, 0.5, 0.5, 0.5]]
]');
SELECT
rowid,
distance
FROM vec_items
WHERE embedding MATCH '[0.3, 0.3, 0.3, 0.3]'
ORDER BY distance
LIMIT 3;
And the output, using the SQLite CLI (v3.45.1):
$ sqlite3 < demo.sql
+------------------+----------------+
| sqlite_version() | vec_version() |
+------------------+----------------+
| 3.45.1 | v0.0.1-alpha.9 |
+------------------+----------------+
+-------+-------------------+
| rowid | distance |
+-------+-------------------+
| 3 | 0.0 |
| 4 | 0.199999988079071 |
| 2 | 0.200000017881393 |
+-------+-------------------+Fairly straightforward! There's little boilerplate, only a few dot-commands at the top to load the extension and configure the output.
One interesting note: SQLite doesn't have "vectors" or "lists" as a native
datatype. However, we can use SQLite's builtin JSON functions like
json_each() and
->> to help when bulk-inserting
vectors. sqlite-vec will automatically recognize and parse vectors provided as
JSON, so we're good to go!
¶ Python
Here's the Python implementation of the "simple" demo, using
Python's builtin sqlite3 library
and the sqlite-vec PyPi package:
Show Python code
import sqlite3
import sqlite_vec
from typing import List
import struct
def serialize_f32(vector: List[float]) -> bytes:
"""serializes a list of floats into a compact "raw bytes" format"""
return struct.pack("%sf" % len(vector), *vector)
db = sqlite3.connect(":memory:")
db.enable_load_extension(True)
sqlite_vec.load(db)
db.enable_load_extension(False)
sqlite_version, vec_version = db.execute(
"select sqlite_version(), vec_version()"
).fetchone()
print(f"sqlite_version={sqlite_version}, vec_version={vec_version}")
items = [
(1, [0.1, 0.1, 0.1, 0.1]),
(2, [0.2, 0.2, 0.2, 0.2]),
(3, [0.3, 0.3, 0.3, 0.3]),
(4, [0.4, 0.4, 0.4, 0.4]),
(5, [0.5, 0.5, 0.5, 0.5]),
]
query = [0.3, 0.3, 0.3, 0.3]
db.execute("CREATE VIRTUAL TABLE vec_items USING vec0(embedding float[4])")
with db:
for item in items:
db.execute(
"INSERT INTO vec_items(rowid, embedding) VALUES (?, ?)",
[item[0], serialize_f32(item[1])],
)
rows = db.execute(
"""
SELECT
rowid,
distance
FROM vec_items
WHERE embedding MATCH ?
ORDER BY distance
LIMIT 3
""",
[serialize_f32(query)],
).fetchall()
print(rows)
And the output:
$ python demo.py
sqlite_version=3.45.1, vec_version=v0.0.1-alpha.9
[(3, 0.0), (4, 0.19999998807907104), (2, 0.20000001788139343)]Having SQLite in the standard library for your programming language is great!
Nothing extra to install, just works out of the box. However, sometimes your
version of SQLite can "lag", especially if you haven't upgraded in a bit. And
since sqlite-vec relies on "new" SQLite features for performance/developer
experience upgrades, it can get a little annoying.
We can insert vectors as JSON strings or in a compact binary format. In general,
the compact binary format is faster to generate. We do have a build a helper
function, serialize_f32(), which is a bit cumbersome, but it's only a single
line.
¶ Ruby
Here's the Ruby implementation of the "simple" demo, using
the sqlite3 gem and the
sqlite-vec gem:
Show Ruby code
require 'sqlite3'
require 'sqlite_vec'
db = SQLite3::Database.new(':memory:')
db.enable_load_extension(true)
SqliteVec.load(db)
db.enable_load_extension(false)
sqlite_version, vec_version = db.execute("select sqlite_version(), vec_version()").first
puts "sqlite_version=#{sqlite_version}, vec_version=#{vec_version}"
db.execute("CREATE VIRTUAL TABLE vec_items USING vec0(embedding float[4])")
items = [
[1, [0.1, 0.1, 0.1, 0.1]],
[2, [0.2, 0.2, 0.2, 0.2]],
[3, [0.3, 0.3, 0.3, 0.3]],
[4, [0.4, 0.4, 0.4, 0.4]],
[5, [0.5, 0.5, 0.5, 0.5]],
]
db.transaction do
items.each do |item|
db.execute("INSERT INTO vec_items(rowid, embedding) VALUES (?, ?)", [item[0], item[1].pack("f*")])
end
end
query = [0.3, 0.3, 0.3, 0.3]
rows = db.execute(<<-SQL, [query.pack("f*")])
SELECT
rowid,
distance
FROM vec_items
WHERE embedding MATCH ?
ORDER BY distance
LIMIT 3
SQL
puts rows
And the output:
sqlite_version=3.45.3, vec_version=v0.0.1-alpha.3
3
0.0
4
0.19999998807907104
2
0.20000001788139343In Ruby we can use .pack("f*") to convert an array of floats into a vector
BLOB. That's nice! We can also use a heredoc for the SQL (<<-SQL) which gave
me SQL syntax highlighting in my editor, which is neat.
¶ Node.js
Here's the Node.js implementation of the "simple" demo, using
better-sqlite3 npm package and
the sqlite-vec npm package:
Show Node.js code
import * as sqliteVec from "sqlite-vec";
import Database from "better-sqlite3";
const db = new Database(":memory:");
sqliteVec.load(db);
const { sqlite_version, vec_version } = db
.prepare(
"select sqlite_version() as sqlite_version, vec_version() as vec_version;",
)
.get();
console.log(`sqlite_version=${sqlite_version}, vec_version=${vec_version}`);
const items = [
[1, [0.1, 0.1, 0.1, 0.1]],
[2, [0.2, 0.2, 0.2, 0.2]],
[3, [0.3, 0.3, 0.3, 0.3]],
[4, [0.4, 0.4, 0.4, 0.4]],
[5, [0.5, 0.5, 0.5, 0.5]],
];
const query = [0.3, 0.3, 0.3, 0.3];
db.exec("CREATE VIRTUAL TABLE vec_items USING vec0(embedding float[4])");
const insertStmt = db.prepare(
"INSERT INTO vec_items(rowid, embedding) VALUES (?, ?)",
);
const insertVectors = db.transaction((items) => {
for (const [id, vector] of items) {
insertStmt.run(BigInt(id), new Float32Array(vector));
}
});
insertVectors(items);
const rows = db
.prepare(
`
SELECT
rowid,
distance
FROM vec_items
WHERE embedding MATCH ?
ORDER BY distance
LIMIT 3
`,
)
.all(new Float32Array(query));
console.log(rows);
And the output:
$ node demo.mjs
sqlite_version=3.45.3, vec_version=v0.0.1-alpha.8
[
{ rowid: 3, distance: 0 },
{ rowid: 4, distance: 0.19999998807907104 },
{ rowid: 2, distance: 0.20000001788139343 }
]I'm a big fan of the better-sqlite3 package! The API make a lot of sense and
is easy to work with. For coverting an array of numbers to a vector BLOB, all we
need to do is wrap it with
new Float32Array()
and better-sqlite3 will bind is as a BLOB. Pretty neat!
¶ Bun
Here's the Bun implementation of the "simple" demo, using
Buns's builtin bun:sqlite library and the
sqlite-vec npm package:
Show Bun code
import { Database } from "bun:sqlite";
Database.setCustomSQLite("/usr/local/opt/sqlite3/lib/libsqlite3.dylib");
const db = new Database(":memory:");
//sqliteVec.load(db);
db.loadExtension("../../dist/vec0");
const { sqlite_version, vec_version } = db
.prepare(
"select sqlite_version() as sqlite_version, vec_version() as vec_version;",
)
.get();
console.log(`sqlite_version=${sqlite_version}, vec_version=${vec_version}`);
const items = [
[1, [0.1, 0.1, 0.1, 0.1]],
[2, [0.2, 0.2, 0.2, 0.2]],
[3, [0.3, 0.3, 0.3, 0.3]],
[4, [0.4, 0.4, 0.4, 0.4]],
[5, [0.5, 0.5, 0.5, 0.5]],
];
const query = [0.3, 0.3, 0.3, 0.3];
db.exec("CREATE VIRTUAL TABLE vec_items USING vec0(embedding float[4])");
const insertStmt = db.prepare(
"INSERT INTO vec_items(rowid, embedding) VALUES (?, vec_f32(?))",
);
const insertVectors = db.transaction((items) => {
for (const [id, vector] of items) {
insertStmt.run(BigInt(id), new Float32Array(vector));
}
});
insertVectors(items);
const rows = db
.prepare(
`
SELECT
rowid,
distance
FROM vec_items
WHERE embedding MATCH ?
ORDER BY distance
LIMIT 3
`,
)
.all(new Float32Array(query));
console.log(rows);
And the output:
$ bun demo.ts
sqlite_version=3.45.1, vec_version=v0.0.1-alpha.9
[
{
rowid: 3,
distance: 0,
}, {
rowid: 4,
distance: 0.19999998807907104,
}, {
rowid: 2,
distance: 0.20000001788139343,
}
]Very similar to the Node.js demo! The only real difference is that the builtin
bun:sqlite package is used instead of better-sqlite3, which already has a
similar API to better-sqlite3, so little code changes are needed. However,
bun:sqlite will by default use the system-level SQLite library, with on MacOS
doesn't allow extensions. So I needed to use Database.setCustomSQLite() to
point to the brew version of SQLite instead.
Although technically, Bun is compatible with Node.js, so theoretically we could also run the Node.js version with Bun without fuss. Though when I try on my x86 Mac, it fails for me:
$ bun ../simple-node/demo.mjs
dyld[11775]: missing symbol called
Killed: 9¶ Deno (almost!)
Here's the Deno implementation of the "simple" demo, using
Deno's jsr:@db/sqlite library and
the sqlite-vec npm package:
Show Deno code
import { Database } from "jsr:@db/sqlite@0.11";
import * as sqliteVec from "npm:sqlite-vec@0.0.1-alpha.9";
const db = new Database(":memory:");
db.enableLoadExtension = true;
sqliteVec.load(db);
db.enableLoadExtension = false;
const [sqlite_version, vec_version] = db
.prepare("select sqlite_version(), vec_version()")
.value<[string, string]>()!;
console.log(`sqlite_version=${sqlite_version}, vec_version=${vec_version}`);
const items = [
[1, [0.1, 0.1, 0.1, 0.1]],
[2, [0.2, 0.2, 0.2, 0.2]],
[3, [0.3, 0.3, 0.3, 0.3]],
[4, [0.4, 0.4, 0.4, 0.4]],
[5, [0.5, 0.5, 0.5, 0.5]],
];
const query = [0.3, 0.3, 0.3, 0.3];
db.exec("CREATE VIRTUAL TABLE vec_items USING vec0(embedding float[4])");
const insertStmt = db.prepare(
"INSERT INTO vec_items(rowid, embedding) VALUES (?, ?)"
);
const insertVectors = db.transaction((items) => {
for (const [id, vector] of items) {
insertStmt.run(BigInt(id), new Uint8Array(new Float32Array(vector).buffer));
}
});
insertVectors(items);
const rows = db
.prepare(
`
SELECT
rowid,
distance
FROM vec_items
WHERE embedding MATCH ?
ORDER BY distance
LIMIT 5
`
)
.all([new Uint8Array(new Float32Array(query).buffer)]);
console.log(rows);
db.close();
And the output:
$ deno run -A --unstable-ffi demo.ts
error: Error getting response at https://registry.npmjs.org/sqlite-vec for package "sqlite-vec": invalid type: null, expected a sequence at line 1 column 916
at file:///Users/.../demo.ts:2:28But if fails! This is because
of an obscure bug that should
fix on the next version of Deno. Long story short, I published an old version of
the sqlite-vec NPM package with an error on the package.json file, which
broke Deno/npm compatability. Thankfully, the Deno team put out a fix quickly,
so hopefully we don't have to wait long for Deno 1.44!
Nonetheless, I really like Deno's SQLite client library, specifically the
jsr:@db/sqlite package. Deno's FFI support is a little awkward, but it's
really fast and has an even nicer API than better-sqlite3, on my opinion.
¶ Client-side JavaScript
sqlite-vec can be compiled to WASM to be used in the browser, using the
official SQLite WASM build. There
is a sqlite-vec-wasm-demo NPM package that contains a pre-comiled WASM build
of the SQLite library with sqlite-vec statically compiled in, that can be used
like so:
Show WASM code
<html>
<body>
<h1>sqlite-vec demo/simple-wasm</h1>
<div id="target"></div>
<script type="module">
import {default as init} from "https://cdn.jsdelivr.net/npm/sqlite-vec-wasm-demo@latest/sqlite3.mjs";
function log(msg) {
const pre = document.querySelector('#target').appendChild(document.createElement("pre"));
pre.textContent = msg;
}
const sqlite3 = await init();
const db = new sqlite3.oo1.DB(":memory:");
const [sqlite_version, vec_version] = db.selectArray('select sqlite_version(), vec_version();')
log(`sqlite_version=${sqlite_version}, vec_version=${vec_version}`);
const items = [
[1, [0.1, 0.1, 0.1, 0.1]],
[2, [0.2, 0.2, 0.2, 0.2]],
[3, [0.3, 0.3, 0.3, 0.3]],
[4, [0.4, 0.4, 0.4, 0.4]],
[5, [0.5, 0.5, 0.5, 0.5]],
];
const query = [0.3, 0.3, 0.3, 0.3];
db.exec('CREATE VIRTUAL TABLE vec_items USING vec0(embedding float[4]);');
const stmt = db.prepare("INSERT INTO vec_items(rowid, embedding) VALUES (?, ?)");
for(const item of items) {
stmt
.bind(1, item[0])
.bind(2, new Float32Array(item[1]).buffer)
.stepReset();
}
stmt.finalize();
const rows = db
.selectArrays(
`
SELECT
rowid,
distance
FROM vec_items
WHERE embedding MATCH ?
ORDER BY distance
LIMIT 3
`, new Float32Array(query).buffer
);
log(JSON.stringify(rows));
</script>
</body>
</html>
`
If you open that in a web browser, you will see:
sqlite_version=3.45.3, vec_version=v0.0.1-alpha.9
[[3,0],[4,0.19999998807907104],[2,0.20000001788139343]]The JavaScript bindings are from the SQLite team, which are a bit awkward, like
new sqlite3.oo1.DB(":memory:"). But just like the other JavaScript runtimes,
we can use new Float32Array(vector).buffer to bind vectors as BLOBs rather
easily!
¶ Go
Here's the Go implementation of the "simple" demo, using the
mattn/go-sqlite3 CGO SQLite module and
the cgo/sqlite-vec Go module:
Show Go code
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<div>
<div class="color-fg-default h4">Codespaces</div>
Instant dev environments
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<a class="HeaderMenu-dropdown-link d-block no-underline position-relative py-2 Link--secondary d-flex flex-items-center Link--has-description pb-lg-3" data-analytics-event="{"location":"navbar","action":"github_copilot","context":"product","tag":"link","label":"github_copilot_link_product_navbar"}" href="https://github.com/features/copilot">
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<div>
<div class="color-fg-default h4">GitHub Copilot</div>
Write better code with AI
</div>
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<a class="HeaderMenu-dropdown-link d-block no-underline position-relative py-2 Link--secondary d-flex flex-items-center Link--has-description pb-lg-3" data-analytics-event="{"location":"navbar","action":"code_review","context":"product","tag":"link","label":"code_review_link_product_navbar"}" href="https://github.com/features/code-review">
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<path d="M10.3 6.74a.75.75 0 0 1-.04 1.06l-2.908 2.7 2.908 2.7a.75.75 0 1 1-1.02 1.1l-3.5-3.25a.75.75 0 0 1 0-1.1l3.5-3.25a.75.75 0 0 1 1.06.04Zm3.44 1.06a.75.75 0 1 1 1.02-1.1l3.5 3.25a.75.75 0 0 1 0 1.1l-3.5 3.25a.75.75 0 1 1-1.02-1.1l2.908-2.7-2.908-2.7Z"></path><path d="M1.5 4.25c0-.966.784-1.75 1.75-1.75h17.5c.966 0 1.75.784 1.75 1.75v12.5a1.75 1.75 0 0 1-1.75 1.75h-9.69l-3.573 3.573A1.458 1.458 0 0 1 5 21.043V18.5H3.25a1.75 1.75 0 0 1-1.75-1.75ZM3.25 4a.25.25 0 0 0-.25.25v12.5c0 .138.112.25.25.25h2.5a.75.75 0 0 1 .75.75v3.19l3.72-3.72a.749.749 0 0 1 .53-.22h10a.25.25 0 0 0 .25-.25V4.25a.25.25 0 0 0-.25-.25Z"></path>
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<div>
<div class="color-fg-default h4">Code review</div>
Manage code changes
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<li>
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<div class="color-fg-default h4">Issues</div>
Plan and track work
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<li>
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<path d="M1.75 1h12.5c.966 0 1.75.784 1.75 1.75v9.5A1.75 1.75 0 0 1 14.25 14H8.061l-2.574 2.573A1.458 1.458 0 0 1 3 15.543V14H1.75A1.75 1.75 0 0 1 0 12.25v-9.5C0 1.784.784 1 1.75 1ZM1.5 2.75v9.5c0 .138.112.25.25.25h2a.75.75 0 0 1 .75.75v2.19l2.72-2.72a.749.749 0 0 1 .53-.22h6.5a.25.25 0 0 0 .25-.25v-9.5a.25.25 0 0 0-.25-.25H1.75a.25.25 0 0 0-.25.25Z"></path><path d="M22.5 8.75a.25.25 0 0 0-.25-.25h-3.5a.75.75 0 0 1 0-1.5h3.5c.966 0 1.75.784 1.75 1.75v9.5A1.75 1.75 0 0 1 22.25 20H21v1.543a1.457 1.457 0 0 1-2.487 1.03L15.939 20H10.75A1.75 1.75 0 0 1 9 18.25v-1.465a.75.75 0 0 1 1.5 0v1.465c0 .138.112.25.25.25h5.5a.75.75 0 0 1 .53.22l2.72 2.72v-2.19a.75.75 0 0 1 .75-.75h2a.25.25 0 0 0 .25-.25v-9.5Z"></path>
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<div>
<div class="color-fg-default h4">Discussions</div>
Collaborate outside of code
</div>
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</ul>
</div>
<div class="px-lg-4">
<span class="d-block h4 color-fg-default my-1" id="product-explore-heading">Explore</span>
<ul class="list-style-none f5" aria-labelledby="product-explore-heading">
<li>
<a class="HeaderMenu-dropdown-link d-block no-underline position-relative py-2 Link--secondary" data-analytics-event="{"location":"navbar","action":"all_features","context":"product","tag":"link","label":"all_features_link_product_navbar"}" href="https://github.com/features">
All features
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<a class="HeaderMenu-dropdown-link d-block no-underline position-relative py-2 Link--secondary Link--external" target="_blank" data-analytics-event="{"location":"navbar","action":"documentation","context":"product","tag":"link","label":"documentation_link_product_navbar"}" href="https://docs.github.com">
Documentation
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<a class="HeaderMenu-dropdown-link d-block no-underline position-relative py-2 Link--secondary Link--external" target="_blank" data-analytics-event="{"location":"navbar","action":"github_skills","context":"product","tag":"link","label":"github_skills_link_product_navbar"}" href="https://skills.github.com">
GitHub Skills
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<li>
<a class="HeaderMenu-dropdown-link d-block no-underline position-relative py-2 Link--secondary Link--external" target="_blank" data-analytics-event="{"location":"navbar","action":"blog","context":"product","tag":"link","label":"blog_link_product_navbar"}" href="https://github.blog">
Blog
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</ul>
</div>
</div>
</li>
<li class="HeaderMenu-item position-relative flex-wrap flex-justify-between flex-items-center d-block d-lg-flex flex-lg-nowrap flex-lg-items-center js-details-container js-header-menu-item">
<button type="button" class="HeaderMenu-link border-0 width-full width-lg-auto px-0 px-lg-2 py-lg-2 no-wrap d-flex flex-items-center flex-justify-between js-details-target" aria-expanded="false">
Solutions
<svg opacity="0.5" aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-chevron-down HeaderMenu-icon ml-1">
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</button>
<div class="HeaderMenu-dropdown dropdown-menu rounded m-0 p-0 py-2 py-lg-4 position-relative position-lg-absolute left-0 left-lg-n3 px-lg-4">
<div class="border-bottom pb-3 mb-3">
<span class="d-block h4 color-fg-default my-1" id="solutions-by-size-heading">By size</span>
<ul class="list-style-none f5" aria-labelledby="solutions-by-size-heading">
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<a class="HeaderMenu-dropdown-link d-block no-underline position-relative py-2 Link--secondary" data-analytics-event="{"location":"navbar","action":"enterprise","context":"solutions","tag":"link","label":"enterprise_link_solutions_navbar"}" href="https://github.com/enterprise">
Enterprise
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<a class="HeaderMenu-dropdown-link d-block no-underline position-relative py-2 Link--secondary" data-analytics-event="{"location":"navbar","action":"teams","context":"solutions","tag":"link","label":"teams_link_solutions_navbar"}" href="https://github.com/team">
Teams
</a></li>
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<a class="HeaderMenu-dropdown-link d-block no-underline position-relative py-2 Link--secondary" data-analytics-event="{"location":"navbar","action":"startups","context":"solutions","tag":"link","label":"startups_link_solutions_navbar"}" href="https://github.com/enterprise/startups">
Startups
</a></li>
</ul>
</div>
<div class="border-bottom pb-3 mb-3">
<span class="d-block h4 color-fg-default my-1" id="solutions-by-industry-heading">By industry</span>
<ul class="list-style-none f5" aria-labelledby="solutions-by-industry-heading">
<li>
<a class="HeaderMenu-dropdown-link d-block no-underline position-relative py-2 Link--secondary" data-analytics-event="{"location":"navbar","action":"healthcare","context":"solutions","tag":"link","label":"healthcare_link_solutions_navbar"}" href="https://github.com/solutions/industries/healthcare">
Healthcare
</a></li>
<li>
<a class="HeaderMenu-dropdown-link d-block no-underline position-relative py-2 Link--secondary" data-analytics-event="{"location":"navbar","action":"financial_services","context":"solutions","tag":"link","label":"financial_services_link_solutions_navbar"}" href="https://github.com/solutions/industries/financial-services">
Financial services
</a></li>
<li>
<a class="HeaderMenu-dropdown-link d-block no-underline position-relative py-2 Link--secondary" data-analytics-event="{"location":"navbar","action":"manufacturing","context":"solutions","tag":"link","label":"manufacturing_link_solutions_navbar"}" href="https://github.com/solutions/industries/manufacturing">
Manufacturing
</a></li>
</ul>
</div>
<div class="">
<span class="d-block h4 color-fg-default my-1" id="solutions-by-use-case-heading">By use case</span>
<ul class="list-style-none f5" aria-labelledby="solutions-by-use-case-heading">
<li>
<a class="HeaderMenu-dropdown-link d-block no-underline position-relative py-2 Link--secondary" data-analytics-event="{"location":"navbar","action":"ci_cd_amp_automation","context":"solutions","tag":"link","label":"ci_cd_amp_automation_link_solutions_navbar"}" href="https://github.com/solutions/ci-cd">
CI/CD & Automation
</a></li>
<li>
<a class="HeaderMenu-dropdown-link d-block no-underline position-relative py-2 Link--secondary" data-analytics-event="{"location":"navbar","action":"devops","context":"solutions","tag":"link","label":"devops_link_solutions_navbar"}" href="https://github.com/solutions/devops">
DevOps
</a></li>
<li>
<a class="HeaderMenu-dropdown-link d-block no-underline position-relative py-2 Link--secondary" data-analytics-event="{"location":"navbar","action":"devsecops","context":"solutions","tag":"link","label":"devsecops_link_solutions_navbar"}" href="https://github.com/solutions/devsecops">
DevSecOps
</a></li>
</ul>
</div>
</div>
</li>
<li class="HeaderMenu-item position-relative flex-wrap flex-justify-between flex-items-center d-block d-lg-flex flex-lg-nowrap flex-lg-items-center js-details-container js-header-menu-item">
<button type="button" class="HeaderMenu-link border-0 width-full width-lg-auto px-0 px-lg-2 py-lg-2 no-wrap d-flex flex-items-center flex-justify-between js-details-target" aria-expanded="false">
Resources
<svg opacity="0.5" aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-chevron-down HeaderMenu-icon ml-1">
<path d="M12.78 5.22a.749.749 0 0 1 0 1.06l-4.25 4.25a.749.749 0 0 1-1.06 0L3.22 6.28a.749.749 0 1 1 1.06-1.06L8 8.939l3.72-3.719a.749.749 0 0 1 1.06 0Z"></path>
</svg>
</button>
<div class="HeaderMenu-dropdown dropdown-menu rounded m-0 p-0 py-2 py-lg-4 position-relative position-lg-absolute left-0 left-lg-n3 d-lg-flex dropdown-menu-wide">
<div class="px-lg-4 border-lg-right mb-4 mb-lg-0 pr-lg-7">
<span class="d-block h4 color-fg-default my-1" id="resources-topics-heading">Topics</span>
<ul class="list-style-none f5" aria-labelledby="resources-topics-heading">
<li>
<a class="HeaderMenu-dropdown-link d-block no-underline position-relative py-2 Link--secondary" data-analytics-event="{"location":"navbar","action":"ai","context":"resources","tag":"link","label":"ai_link_resources_navbar"}" href="/resources/articles/ai">
AI
</a></li>
<li>
<a class="HeaderMenu-dropdown-link d-block no-underline position-relative py-2 Link--secondary" data-analytics-event="{"location":"navbar","action":"devops","context":"resources","tag":"link","label":"devops_link_resources_navbar"}" href="/resources/articles/devops">
DevOps
</a></li>
<li>
<a class="HeaderMenu-dropdown-link d-block no-underline position-relative py-2 Link--secondary" data-analytics-event="{"location":"navbar","action":"security","context":"resources","tag":"link","label":"security_link_resources_navbar"}" href="/resources/articles/security">
Security
</a></li>
<li>
<a class="HeaderMenu-dropdown-link d-block no-underline position-relative py-2 Link--secondary" data-analytics-event="{"location":"navbar","action":"software_development","context":"resources","tag":"link","label":"software_development_link_resources_navbar"}" href="/resources/articles/software-development">
Software Development
</a></li>
<li>
<a class="HeaderMenu-dropdown-link d-block no-underline position-relative py-2 Link--secondary" data-analytics-event="{"location":"navbar","action":"view_all","context":"resources","tag":"link","label":"view_all_link_resources_navbar"}" href="/resources/articles">
View all
</a></li>
</ul>
</div>
<div class="px-lg-4">
<span class="d-block h4 color-fg-default my-1" id="resources-explore-heading">Explore</span>
<ul class="list-style-none f5" aria-labelledby="resources-explore-heading">
<li>
<a class="HeaderMenu-dropdown-link d-block no-underline position-relative py-2 Link--secondary Link--external" target="_blank" data-analytics-event="{"location":"navbar","action":"learning_pathways","context":"resources","tag":"link","label":"learning_pathways_link_resources_navbar"}" href="https://resources.github.com/learn/pathways">
Learning Pathways
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<li>
<a class="HeaderMenu-dropdown-link d-block no-underline position-relative py-2 Link--secondary Link--external" target="_blank" data-analytics-event="{"location":"navbar","action":"white_papers_ebooks_webinars","context":"resources","tag":"link","label":"white_papers_ebooks_webinars_link_resources_navbar"}" href="https://resources.github.com">
White papers, Ebooks, Webinars
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Enterprise
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<div class="color-fg-default h4">Enterprise platform</div>
AI-powered developer platform
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<path d="M10.68 11.74a6 6 0 0 1-7.922-8.982 6 6 0 0 1 8.982 7.922l3.04 3.04a.749.749 0 0 1-.326 1.275.749.749 0 0 1-.734-.215ZM11.5 7a4.499 4.499 0 1 0-8.997 0A4.499 4.499 0 0 0 11.5 7Z"></path>
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<template id="code-icon">
<svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-code">
<path d="m11.28 3.22 4.25 4.25a.75.75 0 0 1 0 1.06l-4.25 4.25a.749.749 0 0 1-1.275-.326.749.749 0 0 1 .215-.734L13.94 8l-3.72-3.72a.749.749 0 0 1 .326-1.275.749.749 0 0 1 .734.215Zm-6.56 0a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042L2.06 8l3.72 3.72a.749.749 0 0 1-.326 1.275.749.749 0 0 1-.734-.215L.47 8.53a.75.75 0 0 1 0-1.06Z"></path>
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<template id="file-code-icon">
<svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-file-code">
<path d="M4 1.75C4 .784 4.784 0 5.75 0h5.586c.464 0 .909.184 1.237.513l2.914 2.914c.329.328.513.773.513 1.237v8.586A1.75 1.75 0 0 1 14.25 15h-9a.75.75 0 0 1 0-1.5h9a.25.25 0 0 0 .25-.25V6h-2.75A1.75 1.75 0 0 1 10 4.25V1.5H5.75a.25.25 0 0 0-.25.25v2.5a.75.75 0 0 1-1.5 0Zm1.72 4.97a.75.75 0 0 1 1.06 0l2 2a.75.75 0 0 1 0 1.06l-2 2a.749.749 0 0 1-1.275-.326.749.749 0 0 1 .215-.734l1.47-1.47-1.47-1.47a.75.75 0 0 1 0-1.06ZM3.28 7.78 1.81 9.25l1.47 1.47a.751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018l-2-2a.75.75 0 0 1 0-1.06l2-2a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042Zm8.22-6.218V4.25c0 .138.112.25.25.25h2.688l-.011-.013-2.914-2.914-.013-.011Z"></path>
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<template id="history-icon">
<svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-history">
<path d="m.427 1.927 1.215 1.215a8.002 8.002 0 1 1-1.6 5.685.75.75 0 1 1 1.493-.154 6.5 6.5 0 1 0 1.18-4.458l1.358 1.358A.25.25 0 0 1 3.896 6H.25A.25.25 0 0 1 0 5.75V2.104a.25.25 0 0 1 .427-.177ZM7.75 4a.75.75 0 0 1 .75.75v2.992l2.028.812a.75.75 0 0 1-.557 1.392l-2.5-1A.751.751 0 0 1 7 8.25v-3.5A.75.75 0 0 1 7.75 4Z"></path>
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<template id="repo-icon">
<svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-repo">
<path d="M2 2.5A2.5 2.5 0 0 1 4.5 0h8.75a.75.75 0 0 1 .75.75v12.5a.75.75 0 0 1-.75.75h-2.5a.75.75 0 0 1 0-1.5h1.75v-2h-8a1 1 0 0 0-.714 1.7.75.75 0 1 1-1.072 1.05A2.495 2.495 0 0 1 2 11.5Zm10.5-1h-8a1 1 0 0 0-1 1v6.708A2.486 2.486 0 0 1 4.5 9h8ZM5 12.25a.25.25 0 0 1 .25-.25h3.5a.25.25 0 0 1 .25.25v3.25a.25.25 0 0 1-.4.2l-1.45-1.087a.249.249 0 0 0-.3 0L5.4 15.7a.25.25 0 0 1-.4-.2Z"></path>
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<template id="bookmark-icon">
<svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-bookmark">
<path d="M3 2.75C3 1.784 3.784 1 4.75 1h6.5c.966 0 1.75.784 1.75 1.75v11.5a.75.75 0 0 1-1.227.579L8 11.722l-3.773 3.107A.751.751 0 0 1 3 14.25Zm1.75-.25a.25.25 0 0 0-.25.25v9.91l3.023-2.489a.75.75 0 0 1 .954 0l3.023 2.49V2.75a.25.25 0 0 0-.25-.25Z"></path>
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<template id="plus-circle-icon">
<svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-plus-circle">
<path d="M8 0a8 8 0 1 1 0 16A8 8 0 0 1 8 0ZM1.5 8a6.5 6.5 0 1 0 13 0 6.5 6.5 0 0 0-13 0Zm7.25-3.25v2.5h2.5a.75.75 0 0 1 0 1.5h-2.5v2.5a.75.75 0 0 1-1.5 0v-2.5h-2.5a.75.75 0 0 1 0-1.5h2.5v-2.5a.75.75 0 0 1 1.5 0Z"></path>
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<template id="circle-icon">
<svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-dot-fill">
<path d="M8 4a4 4 0 1 1 0 8 4 4 0 0 1 0-8Z"></path>
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</template>
<template id="trash-icon">
<svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-trash">
<path d="M11 1.75V3h2.25a.75.75 0 0 1 0 1.5H2.75a.75.75 0 0 1 0-1.5H5V1.75C5 .784 5.784 0 6.75 0h2.5C10.216 0 11 .784 11 1.75ZM4.496 6.675l.66 6.6a.25.25 0 0 0 .249.225h5.19a.25.25 0 0 0 .249-.225l.66-6.6a.75.75 0 0 1 1.492.149l-.66 6.6A1.748 1.748 0 0 1 10.595 15h-5.19a1.75 1.75 0 0 1-1.741-1.575l-.66-6.6a.75.75 0 1 1 1.492-.15ZM6.5 1.75V3h3V1.75a.25.25 0 0 0-.25-.25h-2.5a.25.25 0 0 0-.25.25Z"></path>
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</template>
<template id="team-icon">
<svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-people">
<path d="M2 5.5a3.5 3.5 0 1 1 5.898 2.549 5.508 5.508 0 0 1 3.034 4.084.75.75 0 1 1-1.482.235 4 4 0 0 0-7.9 0 .75.75 0 0 1-1.482-.236A5.507 5.507 0 0 1 3.102 8.05 3.493 3.493 0 0 1 2 5.5ZM11 4a3.001 3.001 0 0 1 2.22 5.018 5.01 5.01 0 0 1 2.56 3.012.749.749 0 0 1-.885.954.752.752 0 0 1-.549-.514 3.507 3.507 0 0 0-2.522-2.372.75.75 0 0 1-.574-.73v-.352a.75.75 0 0 1 .416-.672A1.5 1.5 0 0 0 11 5.5.75.75 0 0 1 11 4Zm-5.5-.5a2 2 0 1 0-.001 3.999A2 2 0 0 0 5.5 3.5Z"></path>
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<template id="project-icon">
<svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-project">
<path d="M1.75 0h12.5C15.216 0 16 .784 16 1.75v12.5A1.75 1.75 0 0 1 14.25 16H1.75A1.75 1.75 0 0 1 0 14.25V1.75C0 .784.784 0 1.75 0ZM1.5 1.75v12.5c0 .138.112.25.25.25h12.5a.25.25 0 0 0 .25-.25V1.75a.25.25 0 0 0-.25-.25H1.75a.25.25 0 0 0-.25.25ZM11.75 3a.75.75 0 0 1 .75.75v7.5a.75.75 0 0 1-1.5 0v-7.5a.75.75 0 0 1 .75-.75Zm-8.25.75a.75.75 0 0 1 1.5 0v5.5a.75.75 0 0 1-1.5 0ZM8 3a.75.75 0 0 1 .75.75v3.5a.75.75 0 0 1-1.5 0v-3.5A.75.75 0 0 1 8 3Z"></path>
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</template>
<template id="pencil-icon">
<svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-pencil">
<path d="M11.013 1.427a1.75 1.75 0 0 1 2.474 0l1.086 1.086a1.75 1.75 0 0 1 0 2.474l-8.61 8.61c-.21.21-.47.364-.756.445l-3.251.93a.75.75 0 0 1-.927-.928l.929-3.25c.081-.286.235-.547.445-.758l8.61-8.61Zm.176 4.823L9.75 4.81l-6.286 6.287a.253.253 0 0 0-.064.108l-.558 1.953 1.953-.558a.253.253 0 0 0 .108-.064Zm1.238-3.763a.25.25 0 0 0-.354 0L10.811 3.75l1.439 1.44 1.263-1.263a.25.25 0 0 0 0-.354Z"></path>
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</template>
<template id="copilot-icon">
<svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-copilot">
<path d="M7.998 15.035c-4.562 0-7.873-2.914-7.998-3.749V9.338c.085-.628.677-1.686 1.588-2.065.013-.07.024-.143.036-.218.029-.183.06-.384.126-.612-.201-.508-.254-1.084-.254-1.656 0-.87.128-1.769.693-2.484.579-.733 1.494-1.124 2.724-1.261 1.206-.134 2.262.034 2.944.765.05.053.096.108.139.165.044-.057.094-.112.143-.165.682-.731 1.738-.899 2.944-.765 1.23.137 2.145.528 2.724 1.261.566.715.693 1.614.693 2.484 0 .572-.053 1.148-.254 1.656.066.228.098.429.126.612.012.076.024.148.037.218.924.385 1.522 1.471 1.591 2.095v1.872c0 .766-3.351 3.795-8.002 3.795Zm0-1.485c2.28 0 4.584-1.11 5.002-1.433V7.862l-.023-.116c-.49.21-1.075.291-1.727.291-1.146 0-2.059-.327-2.71-.991A3.222 3.222 0 0 1 8 6.303a3.24 3.24 0 0 1-.544.743c-.65.664-1.563.991-2.71.991-.652 0-1.236-.081-1.727-.291l-.023.116v4.255c.419.323 2.722 1.433 5.002 1.433ZM6.762 2.83c-.193-.206-.637-.413-1.682-.297-1.019.113-1.479.404-1.713.7-.247.312-.369.789-.369 1.554 0 .793.129 1.171.308 1.371.162.181.519.379 1.442.379.853 0 1.339-.235 1.638-.54.315-.322.527-.827.617-1.553.117-.935-.037-1.395-.241-1.614Zm4.155-.297c-1.044-.116-1.488.091-1.681.297-.204.219-.359.679-.242 1.614.091.726.303 1.231.618 1.553.299.305.784.54 1.638.54.922 0 1.28-.198 1.442-.379.179-.2.308-.578.308-1.371 0-.765-.123-1.242-.37-1.554-.233-.296-.693-.587-1.713-.7Z"></path><path d="M6.25 9.037a.75.75 0 0 1 .75.75v1.501a.75.75 0 0 1-1.5 0V9.787a.75.75 0 0 1 .75-.75Zm4.25.75v1.501a.75.75 0 0 1-1.5 0V9.787a.75.75 0 0 1 1.5 0Z"></path>
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<template id="copilot-error-icon">
<svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-copilot-error">
<path d="M16 11.24c0 .112-.072.274-.21.467L13 9.688V7.862l-.023-.116c-.49.21-1.075.291-1.727.291-.198 0-.388-.009-.571-.029L6.833 5.226a4.01 4.01 0 0 0 .17-.782c.117-.935-.037-1.395-.241-1.614-.193-.206-.637-.413-1.682-.297-.683.076-1.115.231-1.395.415l-1.257-.91c.579-.564 1.413-.877 2.485-.996 1.206-.134 2.262.034 2.944.765.05.053.096.108.139.165.044-.057.094-.112.143-.165.682-.731 1.738-.899 2.944-.765 1.23.137 2.145.528 2.724 1.261.566.715.693 1.614.693 2.484 0 .572-.053 1.148-.254 1.656.066.228.098.429.126.612.012.076.024.148.037.218.924.385 1.522 1.471 1.591 2.095Zm-5.083-8.707c-1.044-.116-1.488.091-1.681.297-.204.219-.359.679-.242 1.614.091.726.303 1.231.618 1.553.299.305.784.54 1.638.54.922 0 1.28-.198 1.442-.379.179-.2.308-.578.308-1.371 0-.765-.123-1.242-.37-1.554-.233-.296-.693-.587-1.713-.7Zm2.511 11.074c-1.393.776-3.272 1.428-5.43 1.428-4.562 0-7.873-2.914-7.998-3.749V9.338c.085-.628.677-1.686 1.588-2.065.013-.07.024-.143.036-.218.029-.183.06-.384.126-.612-.18-.455-.241-.963-.252-1.475L.31 4.107A.747.747 0 0 1 0 3.509V3.49a.748.748 0 0 1 .625-.73c.156-.026.306.047.435.139l14.667 10.578a.592.592 0 0 1 .227.264.752.752 0 0 1 .046.249v.022a.75.75 0 0 1-1.19.596Zm-1.367-.991L5.635 7.964a5.128 5.128 0 0 1-.889.073c-.652 0-1.236-.081-1.727-.291l-.023.116v4.255c.419.323 2.722 1.433 5.002 1.433 1.539 0 3.089-.505 4.063-.934Z"></path>
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</template>
<template id="workflow-icon">
<svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-workflow">
<path d="M0 1.75C0 .784.784 0 1.75 0h3.5C6.216 0 7 .784 7 1.75v3.5A1.75 1.75 0 0 1 5.25 7H4v4a1 1 0 0 0 1 1h4v-1.25C9 9.784 9.784 9 10.75 9h3.5c.966 0 1.75.784 1.75 1.75v3.5A1.75 1.75 0 0 1 14.25 16h-3.5A1.75 1.75 0 0 1 9 14.25v-.75H5A2.5 2.5 0 0 1 2.5 11V7h-.75A1.75 1.75 0 0 1 0 5.25Zm1.75-.25a.25.25 0 0 0-.25.25v3.5c0 .138.112.25.25.25h3.5a.25.25 0 0 0 .25-.25v-3.5a.25.25 0 0 0-.25-.25Zm9 9a.25.25 0 0 0-.25.25v3.5c0 .138.112.25.25.25h3.5a.25.25 0 0 0 .25-.25v-3.5a.25.25 0 0 0-.25-.25Z"></path>
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</template>
<template id="book-icon">
<svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-book">
<path d="M0 1.75A.75.75 0 0 1 .75 1h4.253c1.227 0 2.317.59 3 1.501A3.743 3.743 0 0 1 11.006 1h4.245a.75.75 0 0 1 .75.75v10.5a.75.75 0 0 1-.75.75h-4.507a2.25 2.25 0 0 0-1.591.659l-.622.621a.75.75 0 0 1-1.06 0l-.622-.621A2.25 2.25 0 0 0 5.258 13H.75a.75.75 0 0 1-.75-.75Zm7.251 10.324.004-5.073-.002-2.253A2.25 2.25 0 0 0 5.003 2.5H1.5v9h3.757a3.75 3.75 0 0 1 1.994.574ZM8.755 4.75l-.004 7.322a3.752 3.752 0 0 1 1.992-.572H14.5v-9h-3.495a2.25 2.25 0 0 0-2.25 2.25Z"></path>
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</template>
<template id="code-review-icon">
<svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-code-review">
<path d="M1.75 1h12.5c.966 0 1.75.784 1.75 1.75v8.5A1.75 1.75 0 0 1 14.25 13H8.061l-2.574 2.573A1.458 1.458 0 0 1 3 14.543V13H1.75A1.75 1.75 0 0 1 0 11.25v-8.5C0 1.784.784 1 1.75 1ZM1.5 2.75v8.5c0 .138.112.25.25.25h2a.75.75 0 0 1 .75.75v2.19l2.72-2.72a.749.749 0 0 1 .53-.22h6.5a.25.25 0 0 0 .25-.25v-8.5a.25.25 0 0 0-.25-.25H1.75a.25.25 0 0 0-.25.25Zm5.28 1.72a.75.75 0 0 1 0 1.06L5.31 7l1.47 1.47a.751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018l-2-2a.75.75 0 0 1 0-1.06l2-2a.75.75 0 0 1 1.06 0Zm2.44 0a.75.75 0 0 1 1.06 0l2 2a.75.75 0 0 1 0 1.06l-2 2a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042L10.69 7 9.22 5.53a.75.75 0 0 1 0-1.06Z"></path>
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<template id="codespaces-icon">
<svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-codespaces">
<path d="M0 11.25c0-.966.784-1.75 1.75-1.75h12.5c.966 0 1.75.784 1.75 1.75v3A1.75 1.75 0 0 1 14.25 16H1.75A1.75 1.75 0 0 1 0 14.25Zm2-9.5C2 .784 2.784 0 3.75 0h8.5C13.216 0 14 .784 14 1.75v5a1.75 1.75 0 0 1-1.75 1.75h-8.5A1.75 1.75 0 0 1 2 6.75Zm1.75-.25a.25.25 0 0 0-.25.25v5c0 .138.112.25.25.25h8.5a.25.25 0 0 0 .25-.25v-5a.25.25 0 0 0-.25-.25Zm-2 9.5a.25.25 0 0 0-.25.25v3c0 .138.112.25.25.25h12.5a.25.25 0 0 0 .25-.25v-3a.25.25 0 0 0-.25-.25Z"></path><path d="M7 12.75a.75.75 0 0 1 .75-.75h4.5a.75.75 0 0 1 0 1.5h-4.5a.75.75 0 0 1-.75-.75Zm-4 0a.75.75 0 0 1 .75-.75h.5a.75.75 0 0 1 0 1.5h-.5a.75.75 0 0 1-.75-.75Z"></path>
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<template id="comment-icon">
<svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-comment">
<path d="M1 2.75C1 1.784 1.784 1 2.75 1h10.5c.966 0 1.75.784 1.75 1.75v7.5A1.75 1.75 0 0 1 13.25 12H9.06l-2.573 2.573A1.458 1.458 0 0 1 4 13.543V12H2.75A1.75 1.75 0 0 1 1 10.25Zm1.75-.25a.25.25 0 0 0-.25.25v7.5c0 .138.112.25.25.25h2a.75.75 0 0 1 .75.75v2.19l2.72-2.72a.749.749 0 0 1 .53-.22h4.5a.25.25 0 0 0 .25-.25v-7.5a.25.25 0 0 0-.25-.25Z"></path>
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<template id="comment-discussion-icon">
<svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-comment-discussion">
<path d="M1.75 1h8.5c.966 0 1.75.784 1.75 1.75v5.5A1.75 1.75 0 0 1 10.25 10H7.061l-2.574 2.573A1.458 1.458 0 0 1 2 11.543V10h-.25A1.75 1.75 0 0 1 0 8.25v-5.5C0 1.784.784 1 1.75 1ZM1.5 2.75v5.5c0 .138.112.25.25.25h1a.75.75 0 0 1 .75.75v2.19l2.72-2.72a.749.749 0 0 1 .53-.22h3.5a.25.25 0 0 0 .25-.25v-5.5a.25.25 0 0 0-.25-.25h-8.5a.25.25 0 0 0-.25.25Zm13 2a.25.25 0 0 0-.25-.25h-.5a.75.75 0 0 1 0-1.5h.5c.966 0 1.75.784 1.75 1.75v5.5A1.75 1.75 0 0 1 14.25 12H14v1.543a1.458 1.458 0 0 1-2.487 1.03L9.22 12.28a.749.749 0 0 1 .326-1.275.749.749 0 0 1 .734.215l2.22 2.22v-2.19a.75.75 0 0 1 .75-.75h1a.25.25 0 0 0 .25-.25Z"></path>
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<template id="organization-icon">
<svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-organization">
<path d="M1.75 16A1.75 1.75 0 0 1 0 14.25V1.75C0 .784.784 0 1.75 0h8.5C11.216 0 12 .784 12 1.75v12.5c0 .085-.006.168-.018.25h2.268a.25.25 0 0 0 .25-.25V8.285a.25.25 0 0 0-.111-.208l-1.055-.703a.749.749 0 1 1 .832-1.248l1.055.703c.487.325.779.871.779 1.456v5.965A1.75 1.75 0 0 1 14.25 16h-3.5a.766.766 0 0 1-.197-.026c-.099.017-.2.026-.303.026h-3a.75.75 0 0 1-.75-.75V14h-1v1.25a.75.75 0 0 1-.75.75Zm-.25-1.75c0 .138.112.25.25.25H4v-1.25a.75.75 0 0 1 .75-.75h2.5a.75.75 0 0 1 .75.75v1.25h2.25a.25.25 0 0 0 .25-.25V1.75a.25.25 0 0 0-.25-.25h-8.5a.25.25 0 0 0-.25.25ZM3.75 6h.5a.75.75 0 0 1 0 1.5h-.5a.75.75 0 0 1 0-1.5ZM3 3.75A.75.75 0 0 1 3.75 3h.5a.75.75 0 0 1 0 1.5h-.5A.75.75 0 0 1 3 3.75Zm4 3A.75.75 0 0 1 7.75 6h.5a.75.75 0 0 1 0 1.5h-.5A.75.75 0 0 1 7 6.75ZM7.75 3h.5a.75.75 0 0 1 0 1.5h-.5a.75.75 0 0 1 0-1.5ZM3 9.75A.75.75 0 0 1 3.75 9h.5a.75.75 0 0 1 0 1.5h-.5A.75.75 0 0 1 3 9.75ZM7.75 9h.5a.75.75 0 0 1 0 1.5h-.5a.75.75 0 0 1 0-1.5Z"></path>
</svg>
</template>
<template id="rocket-icon">
<svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-rocket">
<path d="M14.064 0h.186C15.216 0 16 .784 16 1.75v.186a8.752 8.752 0 0 1-2.564 6.186l-.458.459c-.314.314-.641.616-.979.904v3.207c0 .608-.315 1.172-.833 1.49l-2.774 1.707a.749.749 0 0 1-1.11-.418l-.954-3.102a1.214 1.214 0 0 1-.145-.125L3.754 9.816a1.218 1.218 0 0 1-.124-.145L.528 8.717a.749.749 0 0 1-.418-1.11l1.71-2.774A1.748 1.748 0 0 1 3.31 4h3.204c.288-.338.59-.665.904-.979l.459-.458A8.749 8.749 0 0 1 14.064 0ZM8.938 3.623h-.002l-.458.458c-.76.76-1.437 1.598-2.02 2.5l-1.5 2.317 2.143 2.143 2.317-1.5c.902-.583 1.74-1.26 2.499-2.02l.459-.458a7.25 7.25 0 0 0 2.123-5.127V1.75a.25.25 0 0 0-.25-.25h-.186a7.249 7.249 0 0 0-5.125 2.123ZM3.56 14.56c-.732.732-2.334 1.045-3.005 1.148a.234.234 0 0 1-.201-.064.234.234 0 0 1-.064-.201c.103-.671.416-2.273 1.15-3.003a1.502 1.502 0 1 1 2.12 2.12Zm6.94-3.935c-.088.06-.177.118-.266.175l-2.35 1.521.548 1.783 1.949-1.2a.25.25 0 0 0 .119-.213ZM3.678 8.116 5.2 5.766c.058-.09.117-.178.176-.266H3.309a.25.25 0 0 0-.213.119l-1.2 1.95ZM12 5a1 1 0 1 1-2 0 1 1 0 0 1 2 0Z"></path>
</svg>
</template>
<template id="shield-check-icon">
<svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-shield-check">
<path d="m8.533.133 5.25 1.68A1.75 1.75 0 0 1 15 3.48V7c0 1.566-.32 3.182-1.303 4.682-.983 1.498-2.585 2.813-5.032 3.855a1.697 1.697 0 0 1-1.33 0c-2.447-1.042-4.049-2.357-5.032-3.855C1.32 10.182 1 8.566 1 7V3.48a1.75 1.75 0 0 1 1.217-1.667l5.25-1.68a1.748 1.748 0 0 1 1.066 0Zm-.61 1.429.001.001-5.25 1.68a.251.251 0 0 0-.174.237V7c0 1.36.275 2.666 1.057 3.859.784 1.194 2.121 2.342 4.366 3.298a.196.196 0 0 0 .154 0c2.245-.957 3.582-2.103 4.366-3.297C13.225 9.666 13.5 8.358 13.5 7V3.48a.25.25 0 0 0-.174-.238l-5.25-1.68a.25.25 0 0 0-.153 0ZM11.28 6.28l-3.5 3.5a.75.75 0 0 1-1.06 0l-1.5-1.5a.749.749 0 0 1 .326-1.275.749.749 0 0 1 .734.215l.97.97 2.97-2.97a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042Z"></path>
</svg>
</template>
<template id="heart-icon">
<svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-heart">
<path d="m8 14.25.345.666a.75.75 0 0 1-.69 0l-.008-.004-.018-.01a7.152 7.152 0 0 1-.31-.17 22.055 22.055 0 0 1-3.434-2.414C2.045 10.731 0 8.35 0 5.5 0 2.836 2.086 1 4.25 1 5.797 1 7.153 1.802 8 3.02 8.847 1.802 10.203 1 11.75 1 13.914 1 16 2.836 16 5.5c0 2.85-2.045 5.231-3.885 6.818a22.066 22.066 0 0 1-3.744 2.584l-.018.01-.006.003h-.002ZM4.25 2.5c-1.336 0-2.75 1.164-2.75 3 0 2.15 1.58 4.144 3.365 5.682A20.58 20.58 0 0 0 8 13.393a20.58 20.58 0 0 0 3.135-2.211C12.92 9.644 14.5 7.65 14.5 5.5c0-1.836-1.414-3-2.75-3-1.373 0-2.609.986-3.029 2.456a.749.749 0 0 1-1.442 0C6.859 3.486 5.623 2.5 4.25 2.5Z"></path>
</svg>
</template>
<template id="server-icon">
<svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-server">
<path d="M1.75 1h12.5c.966 0 1.75.784 1.75 1.75v4c0 .372-.116.717-.314 1 .198.283.314.628.314 1v4a1.75 1.75 0 0 1-1.75 1.75H1.75A1.75 1.75 0 0 1 0 12.75v-4c0-.358.109-.707.314-1a1.739 1.739 0 0 1-.314-1v-4C0 1.784.784 1 1.75 1ZM1.5 2.75v4c0 .138.112.25.25.25h12.5a.25.25 0 0 0 .25-.25v-4a.25.25 0 0 0-.25-.25H1.75a.25.25 0 0 0-.25.25Zm.25 5.75a.25.25 0 0 0-.25.25v4c0 .138.112.25.25.25h12.5a.25.25 0 0 0 .25-.25v-4a.25.25 0 0 0-.25-.25ZM7 4.75A.75.75 0 0 1 7.75 4h4.5a.75.75 0 0 1 0 1.5h-4.5A.75.75 0 0 1 7 4.75ZM7.75 10h4.5a.75.75 0 0 1 0 1.5h-4.5a.75.75 0 0 1 0-1.5ZM3 4.75A.75.75 0 0 1 3.75 4h.5a.75.75 0 0 1 0 1.5h-.5A.75.75 0 0 1 3 4.75ZM3.75 10h.5a.75.75 0 0 1 0 1.5h-.5a.75.75 0 0 1 0-1.5Z"></path>
</svg>
</template>
<template id="globe-icon">
<svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-globe">
<path d="M8 0a8 8 0 1 1 0 16A8 8 0 0 1 8 0ZM5.78 8.75a9.64 9.64 0 0 0 1.363 4.177c.255.426.542.832.857 1.215.245-.296.551-.705.857-1.215A9.64 9.64 0 0 0 10.22 8.75Zm4.44-1.5a9.64 9.64 0 0 0-1.363-4.177c-.307-.51-.612-.919-.857-1.215a9.927 9.927 0 0 0-.857 1.215A9.64 9.64 0 0 0 5.78 7.25Zm-5.944 1.5H1.543a6.507 6.507 0 0 0 4.666 5.5c-.123-.181-.24-.365-.352-.552-.715-1.192-1.437-2.874-1.581-4.948Zm-2.733-1.5h2.733c.144-2.074.866-3.756 1.58-4.948.12-.197.237-.381.353-.552a6.507 6.507 0 0 0-4.666 5.5Zm10.181 1.5c-.144 2.074-.866 3.756-1.58 4.948-.12.197-.237.381-.353.552a6.507 6.507 0 0 0 4.666-5.5Zm2.733-1.5a6.507 6.507 0 0 0-4.666-5.5c.123.181.24.365.353.552.714 1.192 1.436 2.874 1.58 4.948Z"></path>
</svg>
</template>
<template id="issue-opened-icon">
<svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-issue-opened">
<path d="M8 9.5a1.5 1.5 0 1 0 0-3 1.5 1.5 0 0 0 0 3Z"></path><path d="M8 0a8 8 0 1 1 0 16A8 8 0 0 1 8 0ZM1.5 8a6.5 6.5 0 1 0 13 0 6.5 6.5 0 0 0-13 0Z"></path>
</svg>
</template>
<template id="device-mobile-icon">
<svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-device-mobile">
<path d="M3.75 0h8.5C13.216 0 14 .784 14 1.75v12.5A1.75 1.75 0 0 1 12.25 16h-8.5A1.75 1.75 0 0 1 2 14.25V1.75C2 .784 2.784 0 3.75 0ZM3.5 1.75v12.5c0 .138.112.25.25.25h8.5a.25.25 0 0 0 .25-.25V1.75a.25.25 0 0 0-.25-.25h-8.5a.25.25 0 0 0-.25.25ZM8 13a1 1 0 1 1 0-2 1 1 0 0 1 0 2Z"></path>
</svg>
</template>
<template id="package-icon">
<svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-package">
<path d="m8.878.392 5.25 3.045c.54.314.872.89.872 1.514v6.098a1.75 1.75 0 0 1-.872 1.514l-5.25 3.045a1.75 1.75 0 0 1-1.756 0l-5.25-3.045A1.75 1.75 0 0 1 1 11.049V4.951c0-.624.332-1.201.872-1.514L7.122.392a1.75 1.75 0 0 1 1.756 0ZM7.875 1.69l-4.63 2.685L8 7.133l4.755-2.758-4.63-2.685a.248.248 0 0 0-.25 0ZM2.5 5.677v5.372c0 .09.047.171.125.216l4.625 2.683V8.432Zm6.25 8.271 4.625-2.683a.25.25 0 0 0 .125-.216V5.677L8.75 8.432Z"></path>
</svg>
</template>
<template id="credit-card-icon">
<svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-credit-card">
<path d="M10.75 9a.75.75 0 0 0 0 1.5h1.5a.75.75 0 0 0 0-1.5h-1.5Z"></path><path d="M0 3.75C0 2.784.784 2 1.75 2h12.5c.966 0 1.75.784 1.75 1.75v8.5A1.75 1.75 0 0 1 14.25 14H1.75A1.75 1.75 0 0 1 0 12.25ZM14.5 6.5h-13v5.75c0 .138.112.25.25.25h12.5a.25.25 0 0 0 .25-.25Zm0-2.75a.25.25 0 0 0-.25-.25H1.75a.25.25 0 0 0-.25.25V5h13Z"></path>
</svg>
</template>
<template id="play-icon">
<svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-play">
<path d="M8 0a8 8 0 1 1 0 16A8 8 0 0 1 8 0ZM1.5 8a6.5 6.5 0 1 0 13 0 6.5 6.5 0 0 0-13 0Zm4.879-2.773 4.264 2.559a.25.25 0 0 1 0 .428l-4.264 2.559A.25.25 0 0 1 6 10.559V5.442a.25.25 0 0 1 .379-.215Z"></path>
</svg>
</template>
<template id="gift-icon">
<svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-gift">
<path d="M2 2.75A2.75 2.75 0 0 1 4.75 0c.983 0 1.873.42 2.57 1.232.268.318.497.668.68 1.042.183-.375.411-.725.68-1.044C9.376.42 10.266 0 11.25 0a2.75 2.75 0 0 1 2.45 4h.55c.966 0 1.75.784 1.75 1.75v2c0 .698-.409 1.301-1 1.582v4.918A1.75 1.75 0 0 1 13.25 16H2.75A1.75 1.75 0 0 1 1 14.25V9.332C.409 9.05 0 8.448 0 7.75v-2C0 4.784.784 4 1.75 4h.55c-.192-.375-.3-.8-.3-1.25ZM7.25 9.5H2.5v4.75c0 .138.112.25.25.25h4.5Zm1.5 0v5h4.5a.25.25 0 0 0 .25-.25V9.5Zm0-4V8h5.5a.25.25 0 0 0 .25-.25v-2a.25.25 0 0 0-.25-.25Zm-7 0a.25.25 0 0 0-.25.25v2c0 .138.112.25.25.25h5.5V5.5h-5.5Zm3-4a1.25 1.25 0 0 0 0 2.5h2.309c-.233-.818-.542-1.401-.878-1.793-.43-.502-.915-.707-1.431-.707ZM8.941 4h2.309a1.25 1.25 0 0 0 0-2.5c-.516 0-1 .205-1.43.707-.337.392-.646.975-.879 1.793Z"></path>
</svg>
</template>
<template id="code-square-icon">
<svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-code-square">
<path d="M0 1.75C0 .784.784 0 1.75 0h12.5C15.216 0 16 .784 16 1.75v12.5A1.75 1.75 0 0 1 14.25 16H1.75A1.75 1.75 0 0 1 0 14.25Zm1.75-.25a.25.25 0 0 0-.25.25v12.5c0 .138.112.25.25.25h12.5a.25.25 0 0 0 .25-.25V1.75a.25.25 0 0 0-.25-.25Zm7.47 3.97a.75.75 0 0 1 1.06 0l2 2a.75.75 0 0 1 0 1.06l-2 2a.749.749 0 0 1-1.275-.326.749.749 0 0 1 .215-.734L10.69 8 9.22 6.53a.75.75 0 0 1 0-1.06ZM6.78 6.53 5.31 8l1.47 1.47a.749.749 0 0 1-.326 1.275.749.749 0 0 1-.734-.215l-2-2a.75.75 0 0 1 0-1.06l2-2a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042Z"></path>
</svg>
</template>
<template id="device-desktop-icon">
<svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-device-desktop">
<path d="M14.25 1c.966 0 1.75.784 1.75 1.75v7.5A1.75 1.75 0 0 1 14.25 12h-3.727c.099 1.041.52 1.872 1.292 2.757A.752.752 0 0 1 11.25 16h-6.5a.75.75 0 0 1-.565-1.243c.772-.885 1.192-1.716 1.292-2.757H1.75A1.75 1.75 0 0 1 0 10.25v-7.5C0 1.784.784 1 1.75 1ZM1.75 2.5a.25.25 0 0 0-.25.25v7.5c0 .138.112.25.25.25h12.5a.25.25 0 0 0 .25-.25v-7.5a.25.25 0 0 0-.25-.25ZM9.018 12H6.982a5.72 5.72 0 0 1-.765 2.5h3.566a5.72 5.72 0 0 1-.765-2.5Z"></path>
</svg>
</template>
<div class="position-relative">
<ul
role="listbox"
class="ActionListWrap QueryBuilder-ListWrap"
aria-label="Suggestions"
data-action="
combobox-commit:query-builder#comboboxCommit
mousedown:query-builder#resultsMousedown
"
data-target="query-builder.resultsList"
data-persist-list=false
id="query-builder-test-results"
></ul>
</div>
<div class="FormControl-inlineValidation" id="validation-f0b2e200-58dd-4a7f-9433-37cfc98f7efd" hidden="hidden">
<span class="FormControl-inlineValidation--visual">
<svg aria-hidden="true" height="12" viewBox="0 0 12 12" version="1.1" width="12" data-view-component="true" class="octicon octicon-alert-fill">
<path d="M4.855.708c.5-.896 1.79-.896 2.29 0l4.675 8.351a1.312 1.312 0 0 1-1.146 1.954H1.33A1.313 1.313 0 0 1 .183 9.058ZM7 7V3H5v4Zm-1 3a1 1 0 1 0 0-2 1 1 0 0 0 0 2Z"></path>
</svg>
</span>
<span></span>
</div> </div>
<div data-target="query-builder.screenReaderFeedback" aria-live="polite" aria-atomic="true" class="sr-only"></div>
</query-builder></form>
<div class="d-flex flex-row color-fg-muted px-3 text-small color-bg-default search-feedback-prompt">
<a target="_blank" href="https://docs.github.com/search-github/github-code-search/understanding-github-code-search-syntax" data-view-component="true" class="Link color-fg-accent text-normal ml-2">
Search syntax tips
</a> <div class="d-flex flex-1"></div>
</div>
</div>
</div>
</div>
</modal-dialog></div>
</div>
<div data-action="click:qbsearch-input#retract" class="dark-backdrop position-fixed" hidden data-target="qbsearch-input.darkBackdrop"></div>
<div class="color-fg-default">
<dialog-helper>
<dialog data-target="qbsearch-input.feedbackDialog" data-action="close:qbsearch-input#handleDialogClose cancel:qbsearch-input#handleDialogClose" id="feedback-dialog" aria-modal="true" aria-labelledby="feedback-dialog-title" aria-describedby="feedback-dialog-description" data-view-component="true" class="Overlay Overlay-whenNarrow Overlay--size-medium Overlay--motion-scaleFade">
<div data-view-component="true" class="Overlay-header">
<div class="Overlay-headerContentWrap">
<div class="Overlay-titleWrap">
<h1 class="Overlay-title " id="feedback-dialog-title">
Provide feedback
</h1>
</div>
<div class="Overlay-actionWrap">
<button data-close-dialog-id="feedback-dialog" aria-label="Close" type="button" data-view-component="true" class="close-button Overlay-closeButton"><svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-x">
<path d="M3.72 3.72a.75.75 0 0 1 1.06 0L8 6.94l3.22-3.22a.749.749 0 0 1 1.275.326.749.749 0 0 1-.215.734L9.06 8l3.22 3.22a.749.749 0 0 1-.326 1.275.749.749 0 0 1-.734-.215L8 9.06l-3.22 3.22a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042L6.94 8 3.72 4.78a.75.75 0 0 1 0-1.06Z"></path>
</svg></button>
</div>
</div>
</div>
<scrollable-region data-labelled-by="feedback-dialog-title">
<div data-view-component="true" class="Overlay-body"> <!-- '"` --><!-- </textarea></xmp> --></option></form><form id="code-search-feedback-form" data-turbo="false" action="/search/feedback" accept-charset="UTF-8" method="post"><input type="hidden" name="authenticity_token" value="xUX8ZiPqcJXinGTl4zfyhidWDdoRH0eKmvT-Slx2WnIYdRzUPx9EknW3QWYMT4hGjEoN5_tQSsF4vqDI7DdkxQ" />
<p>We read every piece of feedback, and take your input very seriously.</p>
<textarea name="feedback" class="form-control width-full mb-2" style="height: 120px" id="feedback"></textarea>
<input name="include_email" id="include_email" aria-label="Include my email address so I can be contacted" class="form-control mr-2" type="checkbox">
<label for="include_email" style="font-weight: normal">Include my email address so I can be contacted</label>
</form></div>
</scrollable-region>
<div data-view-component="true" class="Overlay-footer Overlay-footer--alignEnd"> <button data-close-dialog-id="feedback-dialog" type="button" data-view-component="true" class="btn"> Cancel
</button>
<button form="code-search-feedback-form" data-action="click:qbsearch-input#submitFeedback" type="submit" data-view-component="true" class="btn-primary btn"> Submit feedback
</button>
</div>
</dialog></dialog-helper>
<custom-scopes data-target="qbsearch-input.customScopesManager">
<dialog-helper>
<dialog data-target="custom-scopes.customScopesModalDialog" data-action="close:qbsearch-input#handleDialogClose cancel:qbsearch-input#handleDialogClose" id="custom-scopes-dialog" aria-modal="true" aria-labelledby="custom-scopes-dialog-title" aria-describedby="custom-scopes-dialog-description" data-view-component="true" class="Overlay Overlay-whenNarrow Overlay--size-medium Overlay--motion-scaleFade">
<div data-view-component="true" class="Overlay-header Overlay-header--divided">
<div class="Overlay-headerContentWrap">
<div class="Overlay-titleWrap">
<h1 class="Overlay-title " id="custom-scopes-dialog-title">
Saved searches
</h1>
<h2 id="custom-scopes-dialog-description" class="Overlay-description">Use saved searches to filter your results more quickly</h2>
</div>
<div class="Overlay-actionWrap">
<button data-close-dialog-id="custom-scopes-dialog" aria-label="Close" type="button" data-view-component="true" class="close-button Overlay-closeButton"><svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-x">
<path d="M3.72 3.72a.75.75 0 0 1 1.06 0L8 6.94l3.22-3.22a.749.749 0 0 1 1.275.326.749.749 0 0 1-.215.734L9.06 8l3.22 3.22a.749.749 0 0 1-.326 1.275.749.749 0 0 1-.734-.215L8 9.06l-3.22 3.22a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042L6.94 8 3.72 4.78a.75.75 0 0 1 0-1.06Z"></path>
</svg></button>
</div>
</div>
</div>
<scrollable-region data-labelled-by="custom-scopes-dialog-title">
<div data-view-component="true" class="Overlay-body"> <div data-target="custom-scopes.customScopesModalDialogFlash"></div>
<div hidden class="create-custom-scope-form" data-target="custom-scopes.createCustomScopeForm">
<!-- '"` --><!-- </textarea></xmp> --></option></form><form id="custom-scopes-dialog-form" data-turbo="false" action="/search/custom_scopes" accept-charset="UTF-8" method="post"><input type="hidden" name="authenticity_token" value="PQzV3dI6rk6NDn8lG2f665D_FPkn89jxKyllonaXld-nZUakUKbJ4ZIoq4Fk7UeNAk-yyESHwJ5EGUmkMzG6gA" />
<div data-target="custom-scopes.customScopesModalDialogFlash"></div>
<input type="hidden" id="custom_scope_id" name="custom_scope_id" data-target="custom-scopes.customScopesIdField">
<div class="form-group">
<label for="custom_scope_name">Name</label>
<auto-check src="/search/custom_scopes/check_name" required>
<input
type="text"
name="custom_scope_name"
id="custom_scope_name"
data-target="custom-scopes.customScopesNameField"
class="form-control"
autocomplete="off"
placeholder="github-ruby"
required
maxlength="50">
<input type="hidden" value="n_yW7mp9XHBjCtVrtDAHGBbmw4krb3Er9QXnfhMYNq6YMADC9dyK5vZrvsjc_SrsyQdjvQrON8yaNA8xi3Q7Zw" data-csrf="true" />
</auto-check>
</div>
<div class="form-group">
<label for="custom_scope_query">Query</label>
<input
type="text"
name="custom_scope_query"
id="custom_scope_query"
data-target="custom-scopes.customScopesQueryField"
class="form-control"
autocomplete="off"
placeholder="(repo:mona/a OR repo:mona/b) AND lang:python"
required
maxlength="500">
</div>
<p class="text-small color-fg-muted">
To see all available qualifiers, see our <a class="Link--inTextBlock" href="https://docs.github.com/search-github/github-code-search/understanding-github-code-search-syntax">documentation</a>.
</p>
</form> </div>
<div data-target="custom-scopes.manageCustomScopesForm">
<div data-target="custom-scopes.list"></div>
</div>
</div>
</scrollable-region>
<div data-view-component="true" class="Overlay-footer Overlay-footer--alignEnd Overlay-footer--divided"> <button data-action="click:custom-scopes#customScopesCancel" type="button" data-view-component="true" class="btn"> Cancel
</button>
<button form="custom-scopes-dialog-form" data-action="click:custom-scopes#customScopesSubmit" data-target="custom-scopes.customScopesSubmitButton" type="submit" data-view-component="true" class="btn-primary btn"> Create saved search
</button>
</div>
</dialog></dialog-helper>
</custom-scopes>
</div>
</qbsearch-input>
<div class="position-relative HeaderMenu-link-wrap d-lg-inline-block">
<a
href="/login?return_to=https%3A%2F%2Fgithub.com%2Fasg017%2Fsqlite-vec%2Fraw%2Fmain%2Fexamples%2Fsimple-go%2Fdemo.go"
class="HeaderMenu-link HeaderMenu-link--sign-in HeaderMenu-button flex-shrink-0 no-underline d-none d-lg-inline-flex border border-lg-0 rounded rounded-lg-0 px-2 py-1"
style="margin-left: 12px;"
data-hydro-click="{"event_type":"authentication.click","payload":{"location_in_page":"site header menu","repository_id":null,"auth_type":"SIGN_UP","originating_url":"https://github.com/asg017/sqlite-vec/raw/main/examples/simple-go/demo.go","user_id":null}}" data-hydro-click-hmac="12f26594a90437f38fe154e57b686734c74f9093b316fe096545707f7ab62a4d"
data-analytics-event="{"category":"Marketing nav","action":"click to go to homepage","label":"ref_page:Marketing;ref_cta:Sign in;ref_loc:Header"}"
>
Sign in
</a>
<div style="right: -30%; background-color: transparent; border: none" data-view-component="true" class="auth-form-body Popover position-absolute d-none d-sm-none d-md-none d-lg-block">
<div style="width: 300px" data-view-component="true" class="Popover-message Box Popover-message--top-right color-fg-default p-4 mt-2 mx-auto text-left">
<h4 data-view-component="true" class="color-fg-default mb-2"> Sign in to GitHub
</h4>
<!-- '"` --><!-- </textarea></xmp> --></option></form><form data-turbo="false" action="/session" accept-charset="UTF-8" method="post"><input type="hidden" name="authenticity_token" value="DV7V3yXOqKRjy0OvzO4w8767XV1pIoKVKVOkjosO5rkhVPzYJrFG8mbREzW5jvufnStLnK0gKooqcX3yDWQLgg" /> <input type="hidden" name="add_account" id="add_account" autocomplete="off" class="form-control" />
<label for="login_field">
Username or email address
</label>
<input type="text" name="login" id="login_field" class="form-control input-block js-login-field" autocapitalize="off" autocorrect="off" autocomplete="username" autofocus="autofocus" required="required" />
<div class="position-relative">
<label for="password">
Password
</label>
<input type="password" name="password" id="password" class="form-control form-control input-block js-password-field" autocomplete="current-password" required="required" />
<a class="label-link position-absolute top-0 right-0" id="forgot-password" href="/password_reset">Forgot password?</a>
<input type="hidden" name="webauthn-conditional" value="undefined">
<input type="hidden" class="js-support" name="javascript-support" value="unknown">
<input type="hidden" class="js-webauthn-support" name="webauthn-support" value="unknown">
<input type="hidden" class="js-webauthn-iuvpaa-support" name="webauthn-iuvpaa-support" value="unknown">
<input type="hidden" name="return_to" id="return_to" value="https://github.com/asg017/sqlite-vec/raw/main/examples/simple-go/demo.go" autocomplete="off" class="form-control" />
<input type="hidden" name="allow_signup" id="allow_signup" autocomplete="off" class="form-control" />
<input type="hidden" name="client_id" id="client_id" autocomplete="off" class="form-control" />
<input type="hidden" name="integration" id="integration" autocomplete="off" class="form-control" />
<input type="text" name="required_field_81a9" hidden="hidden" class="form-control" /><input type="hidden" name="timestamp" value="1727887310430" autocomplete="off" class="form-control" /><input type="hidden" name="timestamp_secret" value="d0ddae2e43df54c265b9dfe7460de0d40842db3ca3735a019e7f6183ef612aa6" autocomplete="off" class="form-control" />
<input type="submit" name="commit" value="Sign in" class="btn btn-primary btn-block js-sign-in-button" data-disable-with="Signing in…" data-signin-label="Sign in" data-sso-label="Sign in with your identity provider" development="false" disable-emu-sso="false" />
</div>
</form> <webauthn-status class="js-webauthn-login-emu-control">
<div data-target="webauthn-status.partial" class="d-flex flex-justify-between flex-column mt-3 mb-0" hidden>
<a href="/login?passkey=true&return_to=https%3A%2F%2Fgithub.com%2Fasg017%2Fsqlite-vec%2Fraw%2Fmain%2Fexamples%2Fsimple-go%2Fdemo.go" data-analytics-event="{"category":"passkey_404_login","action":"clicked","label":null}" data-view-component="true" class="Button--link Button--medium Button"> <span class="Button-content">
<span class="Button-label">or sign in with a passkey</span>
</span>
</a>
</div>
</webauthn-status>
</div></div> </div>
<a href="/signup?ref_cta=Sign+up&ref_loc=header+logged+out&ref_page=%2Fasg017%2Fsqlite-vec%2Fraw%2Fmain%2Fexamples%2Fsimple-go%2Fdemo.go&source=header"
class="HeaderMenu-link HeaderMenu-link--sign-up HeaderMenu-button flex-shrink-0 d-flex d-lg-inline-flex no-underline border color-border-default rounded px-2 py-1"
data-hydro-click="{"event_type":"authentication.click","payload":{"location_in_page":"site header menu","repository_id":null,"auth_type":"SIGN_UP","originating_url":"https://github.com/asg017/sqlite-vec/raw/main/examples/simple-go/demo.go","user_id":null}}" data-hydro-click-hmac="12f26594a90437f38fe154e57b686734c74f9093b316fe096545707f7ab62a4d"
data-analytics-event="{"category":"Sign up","action":"click to sign up for account","label":"ref_page:/asg017/sqlite-vec/raw/main/examples/simple-go/demo.go;ref_cta:Sign up;ref_loc:header logged out"}"
>
Sign up
</a>
<button type="button" class="sr-only js-header-menu-focus-trap d-block d-lg-none">Reseting focus</button>
</div>
</div>
</div>
</div>
</header>
<div hidden="hidden" data-view-component="true" class="js-stale-session-flash stale-session-flash flash flash-warn flash-full">
<svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-alert">
<path d="M6.457 1.047c.659-1.234 2.427-1.234 3.086 0l6.082 11.378A1.75 1.75 0 0 1 14.082 15H1.918a1.75 1.75 0 0 1-1.543-2.575Zm1.763.707a.25.25 0 0 0-.44 0L1.698 13.132a.25.25 0 0 0 .22.368h12.164a.25.25 0 0 0 .22-.368Zm.53 3.996v2.5a.75.75 0 0 1-1.5 0v-2.5a.75.75 0 0 1 1.5 0ZM9 11a1 1 0 1 1-2 0 1 1 0 0 1 2 0Z"></path>
</svg>
<span class="js-stale-session-flash-signed-in" hidden>You signed in with another tab or window. <a class="Link--inTextBlock" href="">Reload</a> to refresh your session.</span>
<span class="js-stale-session-flash-signed-out" hidden>You signed out in another tab or window. <a class="Link--inTextBlock" href="">Reload</a> to refresh your session.</span>
<span class="js-stale-session-flash-switched" hidden>You switched accounts on another tab or window. <a class="Link--inTextBlock" href="">Reload</a> to refresh your session.</span>
<button id="icon-button-680813ac-da37-4b9a-aad4-adb80f3b1f2e" aria-labelledby="tooltip-44a09cf2-d5ea-4350-bdaa-149ec4dcf055" type="button" data-view-component="true" class="Button Button--iconOnly Button--invisible Button--medium flash-close js-flash-close"> <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-x Button-visual">
<path d="M3.72 3.72a.75.75 0 0 1 1.06 0L8 6.94l3.22-3.22a.749.749 0 0 1 1.275.326.749.749 0 0 1-.215.734L9.06 8l3.22 3.22a.749.749 0 0 1-.326 1.275.749.749 0 0 1-.734-.215L8 9.06l-3.22 3.22a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042L6.94 8 3.72 4.78a.75.75 0 0 1 0-1.06Z"></path>
</svg>
</button><tool-tip id="tooltip-44a09cf2-d5ea-4350-bdaa-149ec4dcf055" for="icon-button-680813ac-da37-4b9a-aad4-adb80f3b1f2e" popover="manual" data-direction="s" data-type="label" data-view-component="true" class="sr-only position-absolute">Dismiss alert</tool-tip>
</div>
</div>
<div id="start-of-content" class="show-on-focus"></div>
<div id="js-flash-container" class="flash-container" data-turbo-replace>
<template class="js-flash-template">
<div class="flash flash-full {{ className }}">
<div >
<button autofocus class="flash-close js-flash-close" type="button" aria-label="Dismiss this message">
<svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-x">
<path d="M3.72 3.72a.75.75 0 0 1 1.06 0L8 6.94l3.22-3.22a.749.749 0 0 1 1.275.326.749.749 0 0 1-.215.734L9.06 8l3.22 3.22a.749.749 0 0 1-.326 1.275.749.749 0 0 1-.734-.215L8 9.06l-3.22 3.22a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042L6.94 8 3.72 4.78a.75.75 0 0 1 0-1.06Z"></path>
</svg>
</button>
<div aria-atomic="true" role="alert" class="js-flash-alert">
<div>{{ message }}</div>
</div>
</div>
</div>
</template>
</div>
<include-fragment class="js-notification-shelf-include-fragment" data-base-src="https://github.com/notifications/beta/shelf"></include-fragment>
<div
class="application-main d-flex flex-auto flex-column"
data-commit-hovercards-enabled
data-discussion-hovercards-enabled
data-issue-and-pr-hovercards-enabled
>
<main class="font-mktg" >
<div class="position-relative" style="z-index: 0; transition: all 0.25s ease-in">
<div class="position-absolute overflow-hidden width-full top-0 left-0" style="height: 370px">
<img alt="" class="position-absolute" height="415" width="940" style="top: -20px; left: -20px; z-index: 1; width: 110%; height: 425px"
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">
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">
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">
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">
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">
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And the output:
sqlite_version=3.45.1, vec_version=v0.0.1-alpha.3
rowid=3, distance=0.000000
rowid=4, distance=0.200000
rowid=2, distance=0.200000I do love go, especially how easy it is to type SQL returned results. But we do
have to write our own serializeFloat32 function to convert a slice of floats
into a vector BLOB, which is annoying. And if I have to write if err != nil
one more time...
¶ Rust
Here's the Rust implementation of the "simple" demo, using the
rusqlite crate and the sqlite-vec
crate:
Show Rust code
use rusqlite::{ffi::sqlite3_auto_extension, Connection, Result};
use sqlite_vec::sqlite3_vec_init;
use zerocopy::AsBytes;
fn main() -> Result<()> {
unsafe {
sqlite3_auto_extension(Some(std::mem::transmute(sqlite3_vec_init as *const ())));
}
let db = Connection::open_in_memory()?;
let v: Vec<f32> = vec![0.1, 0.2, 0.3];
let (sqlite_version, vec_version, x): (String, String, String) = db.query_row(
"select sqlite_version(), vec_version(), vec_to_json(?)",
&[v.as_bytes()],
|x| Ok((x.get(0)?, x.get(1)?, x.get(2)?)),
)?;
println!("sqlite_version={sqlite_version}, vec_version={vec_version}");
let items: Vec<(usize, Vec<f32>)> = vec![
(1, vec![0.1, 0.1, 0.1, 0.1]),
(2, vec![0.2, 0.2, 0.2, 0.2]),
(3, vec![0.3, 0.3, 0.3, 0.3]),
(4, vec![0.4, 0.4, 0.4, 0.4]),
(5, vec![0.5, 0.5, 0.5, 0.5]),
];
println!("{x}");
db.execute(
"CREATE VIRTUAL TABLE vec_items USING vec0(embedding float[4])",
[],
)?;
let mut stmt = db.prepare("INSERT INTO vec_items(rowid, embedding) VALUES (?, ?)")?;
for item in items {
stmt.execute(rusqlite::params![item.0, item.1.as_bytes()])?;
}
let query: Vec<f32> = vec![0.3, 0.3, 0.3, 0.3];
let result: Vec<(i64, f64)> = db
.prepare(
r"
SELECT
rowid,
distance
FROM vec_items
WHERE embedding MATCH ?1
ORDER BY distance
LIMIT 3
",
)?
.query_map([query.as_bytes()], |r| Ok((r.get(0)?, r.get(1)?)))?
.collect::<Result<Vec<_>, _>>()?;
println!("{:?}", result);
Ok(())
}
And the output:
$ cargo run demo.rs
Compiling sqlite-vec-demo v0.0.0 (/Users/.../simple-rust)
Finished `dev` profile [unoptimized + debuginfo] target(s) in 1.85s
Running `target/debug/demo demo.rs`
sqlite_version=3.45.0, vec_version=v0.0.1-alpha.7
[0.100000,0.200000,0.300000]
[(3, 0.0), (4, 0.19999998807907104), (2, 0.20000001788139343)]If you're okay adding the
zerocopy crate, then coverting a
Vec<f32> into a vector BLOB is as easy as a .as_bytes() call! The syntax can
get a little gnarly, especially around .query_map().collect(), but man once
you get it to work, it's extremely productive!
¶ C
Finally, here's the C implementation of the "simple" demo, using the raw SQLite
C API, and the sqlite-vec amalgamation!
Show C code
#include "sqlite3.h"
#include "sqlite-vec.h"
#include <stdio.h>
#include <unistd.h>
#include <assert.h>
int main(int argc, char *argv[]) {
int rc = SQLITE_OK;
sqlite3 *db;
sqlite3_stmt *stmt;
rc = sqlite3_auto_extension((void (*)())sqlite3_vec_init);
assert(rc == SQLITE_OK);
rc = sqlite3_open(":memory:", &db);
assert(rc == SQLITE_OK);
rc = sqlite3_prepare_v2(db, "SELECT sqlite_version(), vec_version()", -1, &stmt, NULL);
assert(rc == SQLITE_OK);
rc = sqlite3_step(stmt);
printf("sqlite_version=%s, vec_version=%s\n", sqlite3_column_text(stmt, 0), sqlite3_column_text(stmt, 1));
sqlite3_finalize(stmt);
static const struct {
sqlite3_int64 id;
float vector[4];
} items[] = {
{1, {0.1, 0.1, 0.1, 0.1}},
{2, {0.2, 0.2, 0.2, 0.2}},
{3, {0.3, 0.3, 0.3, 0.3}},
{4, {0.4, 0.4, 0.4, 0.4}},
{5, {0.5, 0.5, 0.5, 0.5}},
};
float query[4] = {0.3, 0.3, 0.3, 0.3};
rc = sqlite3_prepare_v2(db, "CREATE VIRTUAL TABLE vec_items USING vec0(embedding float[4])", -1, &stmt, NULL);
assert(rc == SQLITE_OK);
rc = sqlite3_step(stmt);
assert(rc == SQLITE_DONE);
sqlite3_finalize(stmt);
rc = sqlite3_exec(db, "BEGIN", NULL, NULL, NULL);
assert(rc == SQLITE_OK);
rc = sqlite3_prepare_v2(db, "INSERT INTO vec_items(rowid, embedding) VALUES (?, ?)", -1, &stmt, NULL);
assert(rc == SQLITE_OK);
for (unsigned long i = 0; i < sizeof(items) / sizeof(items[0]); i++) {
sqlite3_bind_int64(stmt, 1, items[i].id);
sqlite3_bind_blob(stmt, 2, items[i].vector, sizeof(items[i].vector), SQLITE_STATIC);
rc = sqlite3_step(stmt);
assert(rc == SQLITE_DONE);
sqlite3_reset(stmt);
}
sqlite3_finalize(stmt);
rc = sqlite3_exec(db, "COMMIT", NULL, NULL, NULL);
assert(rc == SQLITE_OK);
rc = sqlite3_prepare_v2(db,
"SELECT "
" rowid, "
" distance "
"FROM vec_items "
"WHERE embedding MATCH ?1 "
"ORDER BY distance "
"LIMIT 3 "
, -1, &stmt, NULL);
assert(rc == SQLITE_OK);
sqlite3_bind_blob(stmt, 1, query, sizeof(query), SQLITE_STATIC);
while(1) {
rc = sqlite3_step(stmt);
if(rc == SQLITE_DONE) break;
assert(rc==SQLITE_ROW);
sqlite3_int64 rowid = sqlite3_column_int64(stmt, 0);
double distance = sqlite3_column_double(stmt, 1);
printf("rowid=%lld distance=%f\n", rowid, distance);
}
sqlite3_finalize(stmt);
sqlite3_close(db);
return 0;
}
And the output:
$ make demo
gcc \
-DSQLITE_CORE \
-I../../ -I../../vendor \
demo.c ../../sqlite-vec.c ../../vendor/sqlite3.c \
-o demo
$ ./demo
sqlite_version=3.45.3, vec_version=v0.0.1-alpha.9
rowid=3 distance=0.000000
rowid=4 distance=0.200000
rowid=2 distance=0.200000C is not a fun language is write and can be super unsafe. But man, it feels
really nice to have a single 1.5MB executable with everything you need...
¶ Final thoughts
¶ SQL is the standard API across all languages
No matter the language, every single demo above ran basically the same SQL:
select sqlite_version(), vec_version();
create virtual table vec_items using vec0(embedding float[4]);
insert into vec_items(rowid, embedding)
values (?, ?);
select
rowid,
distance
from vec_items
where embedding MATCH ?
order by distance
limit 3;The only real differences were superficial: how the SQLite client library works for that language, how to convert a list of numbers to the BLOB format, and how to handle transactions.
I think this is the real super-power of sqlite-vec. It's rare to have a vector
search library work in so many different languages and runtimes. But it's even
more rare, perhaps unique, to have an API that's more-or-less the same across
different programming languages. That means you can create and "train" an index
in Python, serve it to users in the browser in JavaScript, in an Express server
with Node.js, or in a CLI with Rust, all without much fuss.
¶ Creating these bindings was worth it
It took me a loooooong time to figure out a good "distribution" strategy for SQLite extensions. When I first started creating SQLite extensions, I followed the pattern established by sqlean, which was to upload pre-compiled loadable extensions to Github Releases for popular platforms (MacOS, Linux, Windows, etc.).
This is great, but downloading links yourself can be quite a chore. If you want
to use sqlite-vec in your Python package, you don't want to download and
extract a tar.gz file: you just want to pip install something and go along
your merry way.
So over the last few years, I've developed a few techniques to creating
"binding" packages for these SQLite extensions on popular package managers:
pypi, npm, rubygems, crates.io, and Golang modules. At this point, I've
spent more time on these distributions than on SQLite extensions themselves, but
it was worth it!
I haven't blogged about how the Rust/Go bindings work quite yet, but I hope to
soon! I also have a work-in-progress project called
sqlite-dist that automates a lot of
these bindings, which I also plan to blog about in the near future.
¶ Is it a good idea to have a SQLite client built into your language/runtime?
Of these examples, only Python and Bun have a builtin client library for SQLite. For all other languages, it's a 3rd party package that you must install and update yourself.
One one hand, this is great! No need to install another dependency, just write and use.
On the other hand, it makes working with modern SQLite features a bit harder.
For Python, the version of SQLite that's "bundled-in" depends on which Python your using. If you're using the default MacOS Python, that uses the default MacOS SQLite library, which is outdated and blocks SQLite extensions. If you're using brew, then it might use whatever SQLite version brew has installed. If you're using Docker, I have no idea.
For Bun, there's even
a section in their bun:sqlite docs
about this confusion. For MacOS users, the default SQLite library that Bun uses
is the outdated default MacOS SQLite build. So Bun added a
Database.setCustomSQLite("/path/to/libsqlite.dylib") method as a workaround.
Which does work, but is an extra step you have to perform at runtime. And if you
want to run your code on other operating systems, you'll need to add a few if
statements to avoid accidentally loading in a SQLite build that doesn't exist. A
small headache!
Now compare this to all the other libraries where SQLite is offered as a third party package: Node.js, Deno, Ruby, Go, and Rust. To update to a latest version of SQLite, you usually just need to update the package with whatever package manager your language/runtime offers. Sometimes there's a delay when a new SQLite version is released and package maintainers release a new version, which is something to consider. But it's way less likely that you'll get "surprised" by code that works on one machine and not the other, and you can handle updates yourself.