mirror of
https://github.com/asg017/sqlite-vec.git
synced 2026-04-25 08:46:49 +02:00
97 lines
1.8 KiB
Go
97 lines
1.8 KiB
Go
package main
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import (
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"bytes"
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"database/sql"
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"encoding/binary"
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"fmt"
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"log"
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sqlite_vec "github.com/asg017/sqlite-vec-go-bindings/cgo"
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_ "github.com/mattn/go-sqlite3"
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)
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func serializeFloat32(vector []float32) ([]byte, error) {
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buf := new(bytes.Buffer)
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err := binary.Write(buf, binary.LittleEndian, vector)
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if err != nil {
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return nil, err
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}
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return buf.Bytes(), nil
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}
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func main() {
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sqlite_vec.Auto()
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db, err := sql.Open("sqlite3", ":memory:")
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if err != nil {
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log.Fatal(err)
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}
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defer db.Close()
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var sqliteVersion string
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var vecVersion string
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err = db.QueryRow("select sqlite_version(), vec_version()").Scan(&sqliteVersion, &vecVersion)
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if err != nil {
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log.Fatal(err)
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}
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fmt.Printf("sqlite_version=%s, vec_version=%s\n", sqliteVersion, vecVersion)
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_, err = db.Exec("CREATE VIRTUAL TABLE vec_items USING vec0(embedding float[4])")
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if err != nil {
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log.Fatal(err)
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}
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items := map[int][]float32{
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1: {0.1, 0.1, 0.1, 0.1},
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2: {0.2, 0.2, 0.2, 0.2},
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3: {0.3, 0.3, 0.3, 0.3},
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4: {0.4, 0.4, 0.4, 0.4},
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5: {0.5, 0.5, 0.5, 0.5},
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}
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q := []float32{0.3, 0.3, 0.3, 0.3}
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for id, values := range items {
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v, err := serializeFloat32(values)
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if err != nil {
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log.Fatal(err)
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}
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_, err = db.Exec("INSERT INTO vec_items(rowid, embedding) VALUES (?, ?)", id, v)
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if err != nil {
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log.Fatal(err)
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}
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}
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query, err := serializeFloat32(q)
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if err != nil {
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log.Fatal(err)
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}
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rows, err := db.Query(`
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SELECT
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rowid,
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distance
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FROM vec_items
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WHERE embedding MATCH ?
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ORDER BY distance
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LIMIT 3
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`, query)
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if err != nil {
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log.Fatal(err)
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}
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for rows.Next() {
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var rowid int64
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var distance float64
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err = rows.Scan(&rowid, &distance)
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if err != nil {
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log.Fatal(err)
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}
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fmt.Printf("rowid=%d, distance=%f\n", rowid, distance)
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}
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err = rows.Err()
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if err != nil {
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log.Fatal((err))
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}
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}
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