|
1 | | -import { Database } from "../../drivers/database"; |
2 | | - |
3 | | -interface Column { |
4 | | - name: string; |
5 | | - type: string; |
6 | | - partitionKey?: boolean; |
7 | | - primaryKey?: boolean; |
8 | | -} |
9 | | - |
10 | | -interface IndexOptions { |
11 | | - tableName: string; |
12 | | - dimensions: number; |
13 | | - columns: Column[]; |
14 | | - binaryQuantization?: boolean; |
15 | | - dbName?: string; |
16 | | -} |
17 | | - |
18 | | -type UpsertData = [Record<string, any> & { id: string | number }][] |
19 | | - |
20 | | -interface QueryOptions { |
21 | | - topK: number, |
22 | | - where?: string[] |
23 | | -} |
24 | | - |
25 | | -interface Vector { |
26 | | - init(options: IndexOptions): Promise<VectorClient> |
27 | | - upsert(data: UpsertData): Promise<VectorClient> |
28 | | - query(queryEmbedding: number[], options: QueryOptions): Promise<any> |
29 | | -} |
30 | | - |
31 | | -const DEFAULT_EMBEDDING_COLUMN_NAME = 'embedding' |
32 | | - |
33 | | -const buildEmbeddingType = (dimensions: number, binaryQuantization: boolean) => { |
34 | | - return `${binaryQuantization ? 'BIT' : 'FLOAT'}[${dimensions}]` |
35 | | -} |
36 | | - |
37 | | -const formatInitColumns = (opts: IndexOptions) => { |
38 | | - const { columns, dimensions, binaryQuantization } = opts |
39 | | - return columns.reduce((acc, column) => { |
40 | | - let _type = column.type.toLowerCase(); |
41 | | - const { name, primaryKey, partitionKey } = column |
42 | | - if (_type === 'embedding') { |
43 | | - _type = buildEmbeddingType(dimensions, !!binaryQuantization) |
44 | | - } |
45 | | - const formattedColumn = `${name} ${_type} ${primaryKey ? 'PRIMARY KEY' : ''}${partitionKey ? 'PARTITION KEY' : ''}` |
46 | | - return `${acc}, ${formattedColumn}` |
47 | | - }, '') |
48 | | -} |
49 | | - |
50 | | -function formatUpsertCommand(data: UpsertData): [any, any] { |
51 | | - throw new Error("Function not implemented."); |
52 | | -} |
53 | | - |
54 | | - |
55 | | -export class VectorClient implements Vector { |
56 | | - private _db: Database |
57 | | - private _tableName: string |
58 | | - private _columns: Column[] |
59 | | - private _formattedColumns: string |
60 | | - |
61 | | - constructor(_db: Database) { |
62 | | - this._db = _db |
63 | | - this._tableName = '' |
64 | | - this._columns = [] |
65 | | - this._formattedColumns = '' |
66 | | - } |
67 | | - |
68 | | - async init(options: IndexOptions) { |
69 | | - const formattedColumns = formatInitColumns(options) |
70 | | - this._tableName = options.tableName |
71 | | - this._columns = options?.columns || [] |
72 | | - this._formattedColumns = formattedColumns |
73 | | - const useDbCommand = options?.dbName ? `USE DATABASE ${options.dbName}; ` : '' |
74 | | - const hasTable = await this._db.sql`${useDbCommand}SELECT 1 FROM ${options.tableName} LIMIT 1;` |
75 | | - |
76 | | - if (hasTable.length === 0) { // TODO - VERIFY CHECK HAS TABLE |
77 | | - const query = `CREATE VIRTUAL TABLE ${options.tableName} USING vec0(${formattedColumns})` |
78 | | - await this._db.sql(query) |
79 | | - } |
80 | | - return this |
81 | | - } |
82 | | - |
83 | | - async upsert(data: UpsertData) { |
84 | | - const [formattedColumns, formattedValues] = formatUpsertCommand(data) |
85 | | - const query = `INSERT INTO ${this._tableName}(${formattedColumns}) VALUES (${formattedValues})` |
86 | | - return await this._db.sql(query) |
87 | | - } |
88 | | - |
89 | | - async query(queryEmbedding: number[], options: QueryOptions) { |
90 | | - const query = `SELECT * FROM ${this._tableName} WHERE ${DEFAULT_EMBEDDING_COLUMN_NAME} match ${JSON.stringify(queryEmbedding)} and k = ${options.topK} and ${(options?.where?.join(' and ') || '')}` |
91 | | - const result = await this._db.sql(query) |
92 | | - return { data: result, error: null } |
93 | | - } |
94 | | - |
95 | | -} |
| 1 | +// import { Database } from "../../drivers/database"; |
| 2 | + |
| 3 | +// interface Column { |
| 4 | +// name: string; |
| 5 | +// type: string; |
| 6 | +// partitionKey?: boolean; |
| 7 | +// primaryKey?: boolean; |
| 8 | +// } |
| 9 | + |
| 10 | +// interface IndexOptions { |
| 11 | +// tableName: string; |
| 12 | +// dimensions: number; |
| 13 | +// columns: Column[]; |
| 14 | +// binaryQuantization?: boolean; |
| 15 | +// dbName?: string; |
| 16 | +// } |
| 17 | + |
| 18 | +// type UpsertData = [Record<string, any> & { id: string | number }][] |
| 19 | + |
| 20 | +// interface QueryOptions { |
| 21 | +// topK: number, |
| 22 | +// where?: string[] |
| 23 | +// } |
| 24 | + |
| 25 | +// interface Vector { |
| 26 | +// init(options: IndexOptions): Promise<VectorClient> |
| 27 | +// upsert(data: UpsertData): Promise<VectorClient> |
| 28 | +// query(queryEmbedding: number[], options: QueryOptions): Promise<any> |
| 29 | +// } |
| 30 | + |
| 31 | +// const DEFAULT_EMBEDDING_COLUMN_NAME = 'embedding' |
| 32 | + |
| 33 | +// const buildEmbeddingType = (dimensions: number, binaryQuantization: boolean) => { |
| 34 | +// return `${binaryQuantization ? 'BIT' : 'FLOAT'}[${dimensions}]` |
| 35 | +// } |
| 36 | + |
| 37 | +// const formatInitColumns = (opts: IndexOptions) => { |
| 38 | +// const { columns, dimensions, binaryQuantization } = opts |
| 39 | +// return columns.reduce((acc, column) => { |
| 40 | +// let _type = column.type.toLowerCase(); |
| 41 | +// const { name, primaryKey, partitionKey } = column |
| 42 | +// if (_type === 'embedding') { |
| 43 | +// _type = buildEmbeddingType(dimensions, !!binaryQuantization) |
| 44 | +// } |
| 45 | +// const formattedColumn = `${name} ${_type} ${primaryKey ? 'PRIMARY KEY' : ''}${partitionKey ? 'PARTITION KEY' : ''}` |
| 46 | +// return `${acc}, ${formattedColumn}` |
| 47 | +// }, '') |
| 48 | +// } |
| 49 | + |
| 50 | +// function formatUpsertCommand(data: UpsertData): [any, any] { |
| 51 | +// throw new Error("Function not implemented."); |
| 52 | +// } |
| 53 | + |
| 54 | + |
| 55 | +// export class VectorClient implements Vector { |
| 56 | +// private _db: Database |
| 57 | +// private _tableName: string |
| 58 | +// private _columns: Column[] |
| 59 | +// private _formattedColumns: string |
| 60 | + |
| 61 | +// constructor(_db: Database) { |
| 62 | +// this._db = _db |
| 63 | +// this._tableName = '' |
| 64 | +// this._columns = [] |
| 65 | +// this._formattedColumns = '' |
| 66 | +// } |
| 67 | + |
| 68 | +// async init(options: IndexOptions) { |
| 69 | +// const formattedColumns = formatInitColumns(options) |
| 70 | +// this._tableName = options.tableName |
| 71 | +// this._columns = options?.columns || [] |
| 72 | +// this._formattedColumns = formattedColumns |
| 73 | +// const useDbCommand = options?.dbName ? `USE DATABASE ${options.dbName}; ` : '' |
| 74 | +// const hasTable = await this._db.sql`${useDbCommand}SELECT 1 FROM ${options.tableName} LIMIT 1;` |
| 75 | + |
| 76 | +// if (hasTable.length === 0) { // TODO - VERIFY CHECK HAS TABLE |
| 77 | +// const query = `CREATE VIRTUAL TABLE ${options.tableName} USING vec0(${formattedColumns})` |
| 78 | +// await this._db.sql(query) |
| 79 | +// } |
| 80 | +// return this |
| 81 | +// } |
| 82 | + |
| 83 | +// async upsert(data: UpsertData) { |
| 84 | +// const [formattedColumns, formattedValues] = formatUpsertCommand(data) |
| 85 | +// const query = `INSERT INTO ${this._tableName}(${formattedColumns}) VALUES (${formattedValues})` |
| 86 | +// return await this._db.sql(query) |
| 87 | +// } |
| 88 | + |
| 89 | +// async query(queryEmbedding: number[], options: QueryOptions) { |
| 90 | +// const query = `SELECT * FROM ${this._tableName} WHERE ${DEFAULT_EMBEDDING_COLUMN_NAME} match ${JSON.stringify(queryEmbedding)} and k = ${options.topK} and ${(options?.where?.join(' and ') || '')}` |
| 91 | +// const result = await this._db.sql(query) |
| 92 | +// return { data: result, error: null } |
| 93 | +// } |
| 94 | + |
| 95 | +// } |
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