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refactor(server): add config events for clip (#11575)

use config events for clip, add tests

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Mert 2024-08-04 17:00:36 -04:00 committed by GitHub
parent 3f4b783889
commit 4ed75f2ac9
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5 changed files with 288 additions and 53 deletions

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@ -170,7 +170,6 @@ export interface AssetDuplicateResult {
}
export interface ISearchRepository {
init(modelName: string): Promise<void>;
searchMetadata(pagination: SearchPaginationOptions, options: AssetSearchOptions): Paginated<AssetEntity>;
searchSmart(pagination: SearchPaginationOptions, options: SmartSearchOptions): Paginated<AssetEntity>;
searchDuplicates(options: AssetDuplicateSearch): Promise<AssetDuplicateResult[]>;
@ -179,4 +178,6 @@ export interface ISearchRepository {
searchPlaces(placeName: string): Promise<GeodataPlacesEntity[]>;
getAssetsByCity(userIds: string[]): Promise<AssetEntity[]>;
deleteAllSearchEmbeddings(): Promise<void>;
getDimensionSize(): Promise<number>;
setDimensionSize(dimSize: number): Promise<void>;
}

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@ -21,7 +21,6 @@ import {
} from 'src/interfaces/search.interface';
import { asVector, searchAssetBuilder } from 'src/utils/database';
import { Instrumentation } from 'src/utils/instrumentation';
import { getCLIPModelInfo } from 'src/utils/misc';
import { Paginated, PaginationMode, PaginationResult, paginatedBuilder } from 'src/utils/pagination';
import { isValidInteger } from 'src/validation';
import { Repository, SelectQueryBuilder } from 'typeorm';
@ -55,17 +54,6 @@ export class SearchRepository implements ISearchRepository {
' INNER JOIN cte ON asset.id = cte."assetId" ORDER BY exif.city';
}
async init(modelName: string): Promise<void> {
const { dimSize } = getCLIPModelInfo(modelName);
const curDimSize = await this.getDimSize();
this.logger.verbose(`Current database CLIP dimension size is ${curDimSize}`);
if (dimSize != curDimSize) {
this.logger.log(`Dimension size of model ${modelName} is ${dimSize}, but database expects ${curDimSize}.`);
await this.updateDimSize(dimSize);
}
}
@GenerateSql({
params: [
{ page: 1, size: 100 },
@ -300,32 +288,7 @@ export class SearchRepository implements ISearchRepository {
);
}
private async updateDimSize(dimSize: number): Promise<void> {
if (!isValidInteger(dimSize, { min: 1, max: 2 ** 16 })) {
throw new Error(`Invalid CLIP dimension size: ${dimSize}`);
}
const curDimSize = await this.getDimSize();
if (curDimSize === dimSize) {
return;
}
this.logger.log(`Updating database CLIP dimension size to ${dimSize}.`);
await this.smartSearchRepository.manager.transaction(async (manager) => {
await manager.clear(SmartSearchEntity);
await manager.query(`ALTER TABLE smart_search ALTER COLUMN embedding SET DATA TYPE vector(${dimSize})`);
await manager.query(`REINDEX INDEX clip_index`);
});
this.logger.log(`Successfully updated database CLIP dimension size from ${curDimSize} to ${dimSize}.`);
}
deleteAllSearchEmbeddings(): Promise<void> {
return this.smartSearchRepository.clear();
}
private async getDimSize(): Promise<number> {
async getDimensionSize(): Promise<number> {
const res = await this.smartSearchRepository.manager.query(`
SELECT atttypmod as dimsize
FROM pg_attribute f
@ -342,6 +305,22 @@ export class SearchRepository implements ISearchRepository {
return dimSize;
}
setDimensionSize(dimSize: number): Promise<void> {
if (!isValidInteger(dimSize, { min: 1, max: 2 ** 16 })) {
throw new Error(`Invalid CLIP dimension size: ${dimSize}`);
}
return this.smartSearchRepository.manager.transaction(async (manager) => {
await manager.clear(SmartSearchEntity);
await manager.query(`ALTER TABLE smart_search ALTER COLUMN embedding SET DATA TYPE vector(${dimSize})`);
await manager.query(`REINDEX INDEX clip_index`);
});
}
async deleteAllSearchEmbeddings(): Promise<void> {
return this.smartSearchRepository.clear();
}
private getRuntimeConfig(numResults?: number): string {
if (getVectorExtension() === DatabaseExtension.VECTOR) {
return 'SET LOCAL hnsw.ef_search = 1000;'; // mitigate post-filter recall

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@ -1,3 +1,4 @@
import { SystemConfig } from 'src/config';
import { IAssetRepository, WithoutProperty } from 'src/interfaces/asset.interface';
import { IDatabaseRepository } from 'src/interfaces/database.interface';
import { IJobRepository, JobName, JobStatus } from 'src/interfaces/job.interface';
@ -45,6 +46,215 @@ describe(SmartInfoService.name, () => {
expect(sut).toBeDefined();
});
describe('onConfigValidateEvent', () => {
it('should allow a valid model', () => {
expect(() =>
sut.onConfigValidateEvent({
newConfig: { machineLearning: { clip: { modelName: 'ViT-B-16__openai' } } } as SystemConfig,
oldConfig: {} as SystemConfig,
}),
).not.toThrow();
});
it('should allow including organization', () => {
expect(() =>
sut.onConfigValidateEvent({
newConfig: { machineLearning: { clip: { modelName: 'immich-app/ViT-B-16__openai' } } } as SystemConfig,
oldConfig: {} as SystemConfig,
}),
).not.toThrow();
});
it('should fail for an unsupported model', () => {
expect(() =>
sut.onConfigValidateEvent({
newConfig: { machineLearning: { clip: { modelName: 'test-model' } } } as SystemConfig,
oldConfig: {} as SystemConfig,
}),
).toThrow('Unknown CLIP model: test-model');
});
});
describe('onBootstrapEvent', () => {
it('should return if not microservices', async () => {
await sut.onBootstrapEvent('api');
expect(systemMock.get).not.toHaveBeenCalled();
expect(searchMock.getDimensionSize).not.toHaveBeenCalled();
expect(searchMock.setDimensionSize).not.toHaveBeenCalled();
expect(searchMock.deleteAllSearchEmbeddings).not.toHaveBeenCalled();
expect(jobMock.getQueueStatus).not.toHaveBeenCalled();
expect(jobMock.pause).not.toHaveBeenCalled();
expect(jobMock.waitForQueueCompletion).not.toHaveBeenCalled();
expect(jobMock.resume).not.toHaveBeenCalled();
});
it('should return if machine learning is disabled', async () => {
systemMock.get.mockResolvedValue(systemConfigStub.machineLearningDisabled);
await sut.onBootstrapEvent('microservices');
expect(systemMock.get).toHaveBeenCalledTimes(1);
expect(searchMock.getDimensionSize).not.toHaveBeenCalled();
expect(searchMock.setDimensionSize).not.toHaveBeenCalled();
expect(searchMock.deleteAllSearchEmbeddings).not.toHaveBeenCalled();
expect(jobMock.getQueueStatus).not.toHaveBeenCalled();
expect(jobMock.pause).not.toHaveBeenCalled();
expect(jobMock.waitForQueueCompletion).not.toHaveBeenCalled();
expect(jobMock.resume).not.toHaveBeenCalled();
});
it('should return if model and DB dimension size are equal', async () => {
searchMock.getDimensionSize.mockResolvedValue(512);
await sut.onBootstrapEvent('microservices');
expect(systemMock.get).toHaveBeenCalledTimes(1);
expect(searchMock.getDimensionSize).toHaveBeenCalledTimes(1);
expect(searchMock.setDimensionSize).not.toHaveBeenCalled();
expect(searchMock.deleteAllSearchEmbeddings).not.toHaveBeenCalled();
expect(jobMock.getQueueStatus).not.toHaveBeenCalled();
expect(jobMock.pause).not.toHaveBeenCalled();
expect(jobMock.waitForQueueCompletion).not.toHaveBeenCalled();
expect(jobMock.resume).not.toHaveBeenCalled();
});
it('should update DB dimension size if model and DB have different values', async () => {
searchMock.getDimensionSize.mockResolvedValue(768);
jobMock.getQueueStatus.mockResolvedValue({ isActive: false, isPaused: false });
await sut.onBootstrapEvent('microservices');
expect(systemMock.get).toHaveBeenCalledTimes(1);
expect(searchMock.getDimensionSize).toHaveBeenCalledTimes(1);
expect(searchMock.setDimensionSize).toHaveBeenCalledWith(512);
expect(jobMock.getQueueStatus).toHaveBeenCalledTimes(1);
expect(jobMock.pause).toHaveBeenCalledTimes(1);
expect(jobMock.waitForQueueCompletion).toHaveBeenCalledTimes(1);
expect(jobMock.resume).toHaveBeenCalledTimes(1);
});
it('should skip pausing and resuming queue if already paused', async () => {
searchMock.getDimensionSize.mockResolvedValue(768);
jobMock.getQueueStatus.mockResolvedValue({ isActive: false, isPaused: true });
await sut.onBootstrapEvent('microservices');
expect(systemMock.get).toHaveBeenCalledTimes(1);
expect(searchMock.getDimensionSize).toHaveBeenCalledTimes(1);
expect(searchMock.setDimensionSize).toHaveBeenCalledWith(512);
expect(jobMock.getQueueStatus).toHaveBeenCalledTimes(1);
expect(jobMock.pause).not.toHaveBeenCalled();
expect(jobMock.waitForQueueCompletion).toHaveBeenCalledTimes(1);
expect(jobMock.resume).not.toHaveBeenCalled();
});
});
describe('onConfigUpdateEvent', () => {
it('should return if machine learning is disabled', async () => {
systemMock.get.mockResolvedValue(systemConfigStub.machineLearningDisabled);
await sut.onConfigUpdateEvent({
newConfig: systemConfigStub.machineLearningDisabled as SystemConfig,
oldConfig: systemConfigStub.machineLearningDisabled as SystemConfig,
});
expect(systemMock.get).not.toHaveBeenCalled();
expect(searchMock.getDimensionSize).not.toHaveBeenCalled();
expect(searchMock.setDimensionSize).not.toHaveBeenCalled();
expect(searchMock.deleteAllSearchEmbeddings).not.toHaveBeenCalled();
expect(jobMock.getQueueStatus).not.toHaveBeenCalled();
expect(jobMock.pause).not.toHaveBeenCalled();
expect(jobMock.waitForQueueCompletion).not.toHaveBeenCalled();
expect(jobMock.resume).not.toHaveBeenCalled();
});
it('should return if model and DB dimension size are equal', async () => {
searchMock.getDimensionSize.mockResolvedValue(512);
await sut.onConfigUpdateEvent({
newConfig: {
machineLearning: { clip: { modelName: 'ViT-B-16__openai', enabled: true }, enabled: true },
} as SystemConfig,
oldConfig: {
machineLearning: { clip: { modelName: 'ViT-B-16__openai', enabled: true }, enabled: true },
} as SystemConfig,
});
expect(searchMock.getDimensionSize).toHaveBeenCalledTimes(1);
expect(searchMock.setDimensionSize).not.toHaveBeenCalled();
expect(searchMock.deleteAllSearchEmbeddings).not.toHaveBeenCalled();
expect(jobMock.getQueueStatus).not.toHaveBeenCalled();
expect(jobMock.pause).not.toHaveBeenCalled();
expect(jobMock.waitForQueueCompletion).not.toHaveBeenCalled();
expect(jobMock.resume).not.toHaveBeenCalled();
});
it('should update DB dimension size if model and DB have different values', async () => {
searchMock.getDimensionSize.mockResolvedValue(512);
jobMock.getQueueStatus.mockResolvedValue({ isActive: false, isPaused: false });
await sut.onConfigUpdateEvent({
newConfig: {
machineLearning: { clip: { modelName: 'ViT-L-14-quickgelu__dfn2b', enabled: true }, enabled: true },
} as SystemConfig,
oldConfig: {
machineLearning: { clip: { modelName: 'ViT-B-16__openai', enabled: true }, enabled: true },
} as SystemConfig,
});
expect(searchMock.getDimensionSize).toHaveBeenCalledTimes(1);
expect(searchMock.setDimensionSize).toHaveBeenCalledWith(768);
expect(jobMock.getQueueStatus).toHaveBeenCalledTimes(1);
expect(jobMock.pause).toHaveBeenCalledTimes(1);
expect(jobMock.waitForQueueCompletion).toHaveBeenCalledTimes(1);
expect(jobMock.resume).toHaveBeenCalledTimes(1);
});
it('should clear embeddings if old and new models are different', async () => {
searchMock.getDimensionSize.mockResolvedValue(512);
jobMock.getQueueStatus.mockResolvedValue({ isActive: false, isPaused: false });
await sut.onConfigUpdateEvent({
newConfig: {
machineLearning: { clip: { modelName: 'ViT-B-32__openai', enabled: true }, enabled: true },
} as SystemConfig,
oldConfig: {
machineLearning: { clip: { modelName: 'ViT-B-16__openai', enabled: true }, enabled: true },
} as SystemConfig,
});
expect(searchMock.deleteAllSearchEmbeddings).toHaveBeenCalled();
expect(searchMock.getDimensionSize).toHaveBeenCalledTimes(1);
expect(searchMock.setDimensionSize).not.toHaveBeenCalled();
expect(jobMock.getQueueStatus).toHaveBeenCalledTimes(1);
expect(jobMock.pause).toHaveBeenCalledTimes(1);
expect(jobMock.waitForQueueCompletion).toHaveBeenCalledTimes(1);
expect(jobMock.resume).toHaveBeenCalledTimes(1);
});
it('should skip pausing and resuming queue if already paused', async () => {
searchMock.getDimensionSize.mockResolvedValue(512);
jobMock.getQueueStatus.mockResolvedValue({ isActive: false, isPaused: true });
await sut.onConfigUpdateEvent({
newConfig: {
machineLearning: { clip: { modelName: 'ViT-B-32__openai', enabled: true }, enabled: true },
} as SystemConfig,
oldConfig: {
machineLearning: { clip: { modelName: 'ViT-B-16__openai', enabled: true }, enabled: true },
} as SystemConfig,
});
expect(searchMock.getDimensionSize).toHaveBeenCalledTimes(1);
expect(searchMock.setDimensionSize).not.toHaveBeenCalled();
expect(jobMock.getQueueStatus).toHaveBeenCalledTimes(1);
expect(jobMock.pause).not.toHaveBeenCalled();
expect(jobMock.waitForQueueCompletion).toHaveBeenCalledTimes(1);
expect(jobMock.resume).not.toHaveBeenCalled();
});
});
describe('handleQueueEncodeClip', () => {
it('should do nothing if machine learning is disabled', async () => {
systemMock.get.mockResolvedValue(systemConfigStub.machineLearningDisabled);

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@ -1,4 +1,5 @@
import { Inject, Injectable } from '@nestjs/common';
import { SystemConfig } from 'src/config';
import { SystemConfigCore } from 'src/cores/system-config.core';
import { IAssetRepository, WithoutProperty } from 'src/interfaces/asset.interface';
import { DatabaseLock, IDatabaseRepository } from 'src/interfaces/database.interface';
@ -16,7 +17,7 @@ import { ILoggerRepository } from 'src/interfaces/logger.interface';
import { IMachineLearningRepository } from 'src/interfaces/machine-learning.interface';
import { ISearchRepository } from 'src/interfaces/search.interface';
import { ISystemMetadataRepository } from 'src/interfaces/system-metadata.interface';
import { isSmartSearchEnabled } from 'src/utils/misc';
import { getCLIPModelInfo, isSmartSearchEnabled } from 'src/utils/misc';
import { usePagination } from 'src/utils/pagination';
@Injectable()
@ -36,24 +37,67 @@ export class SmartInfoService implements OnEvents {
this.configCore = SystemConfigCore.create(systemMetadataRepository, this.logger);
}
async init() {
await this.jobRepository.pause(QueueName.SMART_SEARCH);
async onBootstrapEvent(app: 'api' | 'microservices') {
if (app !== 'microservices') {
return;
}
await this.jobRepository.waitForQueueCompletion(QueueName.SMART_SEARCH);
const config = await this.configCore.getConfig({ withCache: false });
await this.init(config);
}
const { machineLearning } = await this.configCore.getConfig({ withCache: false });
await this.databaseRepository.withLock(DatabaseLock.CLIPDimSize, () =>
this.repository.init(machineLearning.clip.modelName),
);
await this.jobRepository.resume(QueueName.SMART_SEARCH);
onConfigValidateEvent({ newConfig }: SystemConfigUpdateEvent) {
try {
getCLIPModelInfo(newConfig.machineLearning.clip.modelName);
} catch {
throw new Error(
`Unknown CLIP model: ${newConfig.machineLearning.clip.modelName}. Please check the model name for typos and confirm this is a supported model.`,
);
}
}
async onConfigUpdateEvent({ oldConfig, newConfig }: SystemConfigUpdateEvent) {
if (oldConfig.machineLearning.clip.modelName !== newConfig.machineLearning.clip.modelName) {
await this.repository.init(newConfig.machineLearning.clip.modelName);
await this.init(newConfig, oldConfig);
}
private async init(newConfig: SystemConfig, oldConfig?: SystemConfig) {
if (!isSmartSearchEnabled(newConfig.machineLearning)) {
return;
}
await this.databaseRepository.withLock(DatabaseLock.CLIPDimSize, async () => {
const { dimSize } = getCLIPModelInfo(newConfig.machineLearning.clip.modelName);
const dbDimSize = await this.repository.getDimensionSize();
this.logger.verbose(`Current database CLIP dimension size is ${dbDimSize}`);
const modelChange =
oldConfig && oldConfig.machineLearning.clip.modelName !== newConfig.machineLearning.clip.modelName;
const dimSizeChange = dbDimSize !== dimSize;
if (!modelChange && !dimSizeChange) {
return;
}
const { isPaused } = await this.jobRepository.getQueueStatus(QueueName.SMART_SEARCH);
if (!isPaused) {
await this.jobRepository.pause(QueueName.SMART_SEARCH);
}
await this.jobRepository.waitForQueueCompletion(QueueName.SMART_SEARCH);
if (dimSizeChange) {
this.logger.log(
`Dimension size of model ${newConfig.machineLearning.clip.modelName} is ${dimSize}, but database expects ${dbDimSize}.`,
);
this.logger.log(`Updating database CLIP dimension size to ${dimSize}.`);
await this.repository.setDimensionSize(dimSize);
this.logger.log(`Successfully updated database CLIP dimension size from ${dbDimSize} to ${dimSize}.`);
} else {
await this.repository.deleteAllSearchEmbeddings();
}
if (!isPaused) {
await this.jobRepository.resume(QueueName.SMART_SEARCH);
}
});
}
async handleQueueEncodeClip({ force }: IBaseJob): Promise<JobStatus> {

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@ -3,7 +3,6 @@ import { Mocked, vitest } from 'vitest';
export const newSearchRepositoryMock = (): Mocked<ISearchRepository> => {
return {
init: vitest.fn(),
searchMetadata: vitest.fn(),
searchSmart: vitest.fn(),
searchDuplicates: vitest.fn(),
@ -12,5 +11,7 @@ export const newSearchRepositoryMock = (): Mocked<ISearchRepository> => {
searchPlaces: vitest.fn(),
getAssetsByCity: vitest.fn(),
deleteAllSearchEmbeddings: vitest.fn(),
getDimensionSize: vitest.fn(),
setDimensionSize: vitest.fn(),
};
};