feat: cleanup and compaction (#518)

#488
This commit is contained in:
Will Jones
2023-10-11 12:49:12 -07:00
committed by Weston Pace
parent 541b06664f
commit c07207c661
12 changed files with 394 additions and 7 deletions

View File

@@ -23,7 +23,7 @@ import { Query } from './query'
import { isEmbeddingFunction } from './embedding/embedding_function'
// eslint-disable-next-line @typescript-eslint/no-var-requires
const { databaseNew, databaseTableNames, databaseOpenTable, databaseDropTable, tableCreate, tableAdd, tableCreateVectorIndex, tableCountRows, tableDelete } = require('../native.js')
const { databaseNew, databaseTableNames, databaseOpenTable, databaseDropTable, tableCreate, tableAdd, tableCreateVectorIndex, tableCountRows, tableDelete, tableCleanupOldVersions, tableCompactFiles } = require('../native.js')
export { Query }
export type { EmbeddingFunction }
@@ -459,6 +459,111 @@ export class LocalTable<T = number[]> implements Table<T> {
async delete (filter: string): Promise<void> {
return tableDelete.call(this._tbl, filter).then((newTable: any) => { this._tbl = newTable })
}
/**
* Clean up old versions of the table, freeing disk space.
*
* @param olderThan The minimum age in minutes of the versions to delete. If not
* provided, defaults to two weeks.
* @param deleteUnverified Because they may be part of an in-progress
* transaction, uncommitted files newer than 7 days old are
* not deleted by default. This means that failed transactions
* can leave around data that takes up disk space for up to
* 7 days. You can override this safety mechanism by setting
* this option to `true`, only if you promise there are no
* in progress writes while you run this operation. Failure to
* uphold this promise can lead to corrupted tables.
* @returns
*/
async cleanupOldVersions (olderThan?: number, deleteUnverified?: boolean): Promise<CleanupStats> {
return tableCleanupOldVersions.call(this._tbl, olderThan, deleteUnverified)
.then((res: { newTable: any, metrics: CleanupStats }) => {
this._tbl = res.newTable
return res.metrics
})
}
/**
* Run the compaction process on the table.
*
* This can be run after making several small appends to optimize the table
* for faster reads.
*
* @param options Advanced options configuring compaction. In most cases, you
* can omit this arguments, as the default options are sensible
* for most tables.
* @returns Metrics about the compaction operation.
*/
async compactFiles (options?: CompactionOptions): Promise<CompactionMetrics> {
const optionsArg = options ?? {}
return tableCompactFiles.call(this._tbl, optionsArg)
.then((res: { newTable: any, metrics: CompactionMetrics }) => {
this._tbl = res.newTable
return res.metrics
})
}
}
export interface CleanupStats {
/**
* The number of bytes removed from disk.
*/
bytesRemoved: number
/**
* The number of old table versions removed.
*/
oldVersions: number
}
export interface CompactionOptions {
/**
* The number of rows per fragment to target. Fragments that have fewer rows
* will be compacted into adjacent fragments to produce larger fragments.
* Defaults to 1024 * 1024.
*/
targetRowsPerFragment?: number
/**
* The maximum number of rows per group. Defaults to 1024.
*/
maxRowsPerGroup?: number
/**
* If true, fragments that have rows that are deleted may be compacted to
* remove the deleted rows. This can improve the performance of queries.
* Default is true.
*/
materializeDeletions?: boolean
/**
* A number between 0 and 1, representing the proportion of rows that must be
* marked deleted before a fragment is a candidate for compaction to remove
* the deleted rows. Default is 10%.
*/
materializeDeletionsThreshold?: number
/**
* The number of threads to use for compaction. If not provided, defaults to
* the number of cores on the machine.
*/
numThreads?: number
}
export interface CompactionMetrics {
/**
* The number of fragments that were removed.
*/
fragmentsRemoved: number
/**
* The number of new fragments that were created.
*/
fragmentsAdded: number
/**
* The number of files that were removed. Each fragment may have more than one
* file.
*/
filesRemoved: number
/**
* The number of files added. This is typically equal to the number of
* fragments added.
*/
filesAdded: number
}
/// Config to build IVF_PQ index.

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@@ -18,7 +18,7 @@ import * as chai from 'chai'
import * as chaiAsPromised from 'chai-as-promised'
import * as lancedb from '../index'
import { type AwsCredentials, type EmbeddingFunction, MetricType, Query, WriteMode, DefaultWriteOptions, isWriteOptions } from '../index'
import { type AwsCredentials, type EmbeddingFunction, MetricType, Query, WriteMode, DefaultWriteOptions, isWriteOptions, type LocalTable } from '../index'
import { FixedSizeList, Field, Int32, makeVector, Schema, Utf8, Table as ArrowTable, vectorFromArray, Float32 } from 'apache-arrow'
const expect = chai.expect
@@ -446,3 +446,45 @@ describe('WriteOptions', function () {
})
})
})
describe('Compact and cleanup', function () {
it('can cleanup after compaction', async function () {
const dir = await track().mkdir('lancejs')
const con = await lancedb.connect(dir)
const data = [
{ price: 10, name: 'foo', vector: [1, 2, 3] },
{ price: 50, name: 'bar', vector: [4, 5, 6] }
]
const table = await con.createTable('t1', data) as LocalTable
const newData = [
{ price: 30, name: 'baz', vector: [7, 8, 9] }
]
await table.add(newData)
const compactionMetrics = await table.compactFiles({
numThreads: 2
})
assert.equal(compactionMetrics.fragmentsRemoved, 2)
assert.equal(compactionMetrics.fragmentsAdded, 1)
assert.equal(await table.countRows(), 3)
await table.cleanupOldVersions()
assert.equal(await table.countRows(), 3)
// should have no effect, but this validates the arguments are parsed.
await table.compactFiles({
targetRowsPerFragment: 1024 * 10,
maxRowsPerGroup: 1024,
materializeDeletions: true,
materializeDeletionsThreshold: 0.5,
numThreads: 2
})
const cleanupMetrics = await table.cleanupOldVersions(0, true)
assert.isAtLeast(cleanupMetrics.bytesRemoved, 1)
assert.isAtLeast(cleanupMetrics.oldVersions, 1)
assert.equal(await table.countRows(), 3)
})
})