Files
lancedb/nodejs/vectordb/query.ts
Lei Xu a6cf24b359 feat(napi): Issue queries as node SDK (#868)
* Query as a fluent API and `AsyncIterator<RecordBatch>`
* Much more docs
* Add tests for auto infer vector search columns with different
dimensions.
2024-01-25 22:14:14 -08:00

153 lines
3.9 KiB
TypeScript

// Copyright 2024 Lance Developers.
//
// Licensed under the Apache License, Version 2.0 (the "License");
// you may not use this file except in compliance with the License.
// You may obtain a copy of the License at
//
// http://www.apache.org/licenses/LICENSE-2.0
//
// Unless required by applicable law or agreed to in writing, software
// distributed under the License is distributed on an "AS IS" BASIS,
// WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
// See the License for the specific language governing permissions and
// limitations under the License.
import { RecordBatch, tableFromIPC, Table as ArrowTable } from "apache-arrow";
import {
RecordBatchIterator as NativeBatchIterator,
Query as NativeQuery,
Table as NativeTable,
} from "./native";
class RecordBatchIterator implements AsyncIterator<RecordBatch> {
private promised_inner?: Promise<NativeBatchIterator>;
private inner?: NativeBatchIterator;
constructor(
inner?: NativeBatchIterator,
promise?: Promise<NativeBatchIterator>
) {
// TODO: check promise reliably so we dont need to pass two arguments.
this.inner = inner;
this.promised_inner = promise;
}
async next(): Promise<IteratorResult<RecordBatch<any>, any>> {
if (this.inner === undefined) {
this.inner = await this.promised_inner;
}
if (this.inner === undefined) {
throw new Error("Invalid iterator state state");
}
const n = await this.inner.next();
if (n == null) {
return Promise.resolve({ done: true, value: null });
}
const tbl = tableFromIPC(n);
if (tbl.batches.length != 1) {
throw new Error("Expected only one batch");
}
return Promise.resolve({ done: false, value: tbl.batches[0] });
}
}
/* eslint-enable */
/** Query executor */
export class Query implements AsyncIterable<RecordBatch> {
private readonly inner: NativeQuery;
constructor(tbl: NativeTable) {
this.inner = tbl.query();
}
/** Set the column to run query. */
column(column: string): Query {
this.inner.column(column);
return this;
}
/** Set the filter predicate, only returns the results that satisfy the filter.
*
*/
filter(predicate: string): Query {
this.inner.filter(predicate);
return this;
}
/**
* Select the columns to return. If not set, all columns are returned.
*/
select(columns: string[]): Query {
this.inner.select(columns);
return this;
}
/**
* Set the limit of rows to return.
*/
limit(limit: number): Query {
this.inner.limit(limit);
return this;
}
prefilter(prefilter: boolean): Query {
this.inner.prefilter(prefilter);
return this;
}
/**
* Set the query vector.
*/
nearestTo(vector: number[]): Query {
this.inner.nearestTo(Float32Array.from(vector));
return this;
}
/**
* Set the number of IVF partitions to use for the query.
*/
nprobes(nprobes: number): Query {
this.inner.nprobes(nprobes);
return this;
}
/**
* Set the refine factor for the query.
*/
refineFactor(refine_factor: number): Query {
this.inner.refineFactor(refine_factor);
return this;
}
/**
* Execute the query and return the results as an AsyncIterator.
*/
async executeStream(): Promise<RecordBatchIterator> {
const inner = await this.inner.executeStream();
return new RecordBatchIterator(inner);
}
/** Collect the results as an Arrow Table. */
async toArrow(): Promise<ArrowTable> {
const batches = [];
for await (const batch of this) {
batches.push(batch);
}
return new ArrowTable(batches);
}
/** Returns a JSON Array of All results.
*
*/
async toArray(): Promise<any[]> {
const tbl = await this.toArrow();
// eslint-disable-next-line @typescript-eslint/no-unsafe-return
return tbl.toArray();
}
[Symbol.asyncIterator](): AsyncIterator<RecordBatch<any>> {
const promise = this.inner.executeStream();
return new RecordBatchIterator(undefined, promise);
}
}