* feat(server): Avoid face matching with people born after file creation date (#4743) * lint * add medium tests for facial recognition --------- Co-authored-by: Alex <alex.tran1502@gmail.com>
This commit is contained in:
@@ -0,0 +1,201 @@
|
||||
import { Kysely } from 'kysely';
|
||||
import { JobStatus, SourceType } from 'src/enum';
|
||||
import { PersonService } from 'src/services/person.service';
|
||||
import { TestContext, TestFactory } from 'test/factory';
|
||||
import { newEmbedding } from 'test/small.factory';
|
||||
import { getKyselyDB, newTestService } from 'test/utils';
|
||||
|
||||
const setup = async (db: Kysely<any>) => {
|
||||
const context = await TestContext.from(db).create();
|
||||
const { sut, mocks } = newTestService(PersonService, context);
|
||||
|
||||
return { sut, mocks, context };
|
||||
};
|
||||
|
||||
describe.concurrent(PersonService.name, () => {
|
||||
let sut: PersonService;
|
||||
let context: TestContext;
|
||||
|
||||
beforeAll(async () => {
|
||||
({ sut, context } = await setup(await getKyselyDB()));
|
||||
});
|
||||
|
||||
describe('handleRecognizeFaces', () => {
|
||||
it('should skip if face source type is not MACHINE_LEARNING', async () => {
|
||||
const user = TestFactory.user();
|
||||
const asset = TestFactory.asset({ ownerId: user.id });
|
||||
const assetFace = TestFactory.assetFace({ assetId: asset.id, sourceType: SourceType.MANUAL });
|
||||
const face = TestFactory.face({ faceId: assetFace.id });
|
||||
await context.getFactory().withUser(user).withAsset(asset).withAssetFace(assetFace).withFaces(face).create();
|
||||
|
||||
const result = await sut.handleRecognizeFaces({ id: assetFace.id, deferred: false });
|
||||
|
||||
expect(result).toBe(JobStatus.SKIPPED);
|
||||
const newPersonId = await context.db
|
||||
.selectFrom('asset_faces')
|
||||
.select('asset_faces.personId')
|
||||
.where('asset_faces.id', '=', assetFace.id)
|
||||
.executeTakeFirst();
|
||||
expect(newPersonId?.personId).toBeNull();
|
||||
});
|
||||
|
||||
it('should fail if face does not have an embedding', async () => {
|
||||
const user = TestFactory.user();
|
||||
const asset = TestFactory.asset({ ownerId: user.id });
|
||||
const assetFace = TestFactory.assetFace({ assetId: asset.id, sourceType: SourceType.MACHINE_LEARNING });
|
||||
await context.getFactory().withUser(user).withAsset(asset).withAssetFace(assetFace).create();
|
||||
|
||||
const result = await sut.handleRecognizeFaces({ id: assetFace.id, deferred: false });
|
||||
|
||||
expect(result).toBe(JobStatus.FAILED);
|
||||
const newPersonId = await context.db
|
||||
.selectFrom('asset_faces')
|
||||
.select('asset_faces.personId')
|
||||
.where('asset_faces.id', '=', assetFace.id)
|
||||
.executeTakeFirst();
|
||||
expect(newPersonId?.personId).toBeNull();
|
||||
});
|
||||
|
||||
it('should skip if face already has a person assigned', async () => {
|
||||
const user = TestFactory.user();
|
||||
const asset = TestFactory.asset({ ownerId: user.id });
|
||||
const person = TestFactory.person({ ownerId: user.id });
|
||||
const assetFace = TestFactory.assetFace({
|
||||
assetId: asset.id,
|
||||
sourceType: SourceType.MACHINE_LEARNING,
|
||||
personId: person.id,
|
||||
});
|
||||
const face = TestFactory.face({ faceId: assetFace.id });
|
||||
await context
|
||||
.getFactory()
|
||||
.withUser(user)
|
||||
.withAsset(asset)
|
||||
.withPerson(person)
|
||||
.withAssetFace(assetFace)
|
||||
.withFaces(face)
|
||||
.create();
|
||||
|
||||
const result = await sut.handleRecognizeFaces({ id: assetFace.id, deferred: false });
|
||||
|
||||
expect(result).toBe(JobStatus.SKIPPED);
|
||||
const newPersonId = await context.db
|
||||
.selectFrom('asset_faces')
|
||||
.select('asset_faces.personId')
|
||||
.where('asset_faces.id', '=', assetFace.id)
|
||||
.executeTakeFirst();
|
||||
expect(newPersonId?.personId).toEqual(person.id);
|
||||
});
|
||||
|
||||
it('should create a new person if no matches are found', async () => {
|
||||
const user = TestFactory.user();
|
||||
const embedding = newEmbedding();
|
||||
|
||||
let factory = context.getFactory().withUser(user);
|
||||
|
||||
for (let i = 0; i < 3; i++) {
|
||||
const existingAsset = TestFactory.asset({ ownerId: user.id });
|
||||
const existingAssetFace = TestFactory.assetFace({
|
||||
assetId: existingAsset.id,
|
||||
sourceType: SourceType.MACHINE_LEARNING,
|
||||
});
|
||||
const existingFace = TestFactory.face({ faceId: existingAssetFace.id, embedding });
|
||||
factory = factory.withAsset(existingAsset).withAssetFace(existingAssetFace).withFaces(existingFace);
|
||||
}
|
||||
|
||||
const newAsset = TestFactory.asset({ ownerId: user.id });
|
||||
const newAssetFace = TestFactory.assetFace({ assetId: newAsset.id, sourceType: SourceType.MACHINE_LEARNING });
|
||||
const newFace = TestFactory.face({ faceId: newAssetFace.id, embedding });
|
||||
|
||||
await factory.withAsset(newAsset).withAssetFace(newAssetFace).withFaces(newFace).create();
|
||||
|
||||
const result = await sut.handleRecognizeFaces({ id: newAssetFace.id, deferred: false });
|
||||
|
||||
expect(result).toBe(JobStatus.SUCCESS);
|
||||
|
||||
const newPersonId = await context.db
|
||||
.selectFrom('asset_faces')
|
||||
.select('asset_faces.personId')
|
||||
.where('asset_faces.id', '=', newAssetFace.id)
|
||||
.executeTakeFirstOrThrow();
|
||||
expect(newPersonId.personId).toBeDefined();
|
||||
});
|
||||
|
||||
it('should assign face to an existing person if matches are found', async () => {
|
||||
const user = TestFactory.user();
|
||||
const existingPerson = TestFactory.person({ ownerId: user.id });
|
||||
const embedding = newEmbedding();
|
||||
|
||||
let factory = context.getFactory().withUser(user).withPerson(existingPerson);
|
||||
|
||||
const assetFaces: string[] = [];
|
||||
|
||||
for (let i = 0; i < 3; i++) {
|
||||
const existingAsset = TestFactory.asset({ ownerId: user.id });
|
||||
const existingAssetFace = TestFactory.assetFace({
|
||||
assetId: existingAsset.id,
|
||||
sourceType: SourceType.MACHINE_LEARNING,
|
||||
});
|
||||
assetFaces.push(existingAssetFace.id);
|
||||
const existingFace = TestFactory.face({ faceId: existingAssetFace.id, embedding });
|
||||
factory = factory.withAsset(existingAsset).withAssetFace(existingAssetFace).withFaces(existingFace);
|
||||
}
|
||||
|
||||
const newAsset = TestFactory.asset({ ownerId: user.id });
|
||||
const newAssetFace = TestFactory.assetFace({ assetId: newAsset.id, sourceType: SourceType.MACHINE_LEARNING });
|
||||
const newFace = TestFactory.face({ faceId: newAssetFace.id, embedding });
|
||||
await factory.withAsset(newAsset).withAssetFace(newAssetFace).withFaces(newFace).create();
|
||||
await context.person.reassignFaces({ newPersonId: existingPerson.id, faceIds: assetFaces });
|
||||
|
||||
const result = await sut.handleRecognizeFaces({ id: newAssetFace.id, deferred: false });
|
||||
|
||||
expect(result).toBe(JobStatus.SUCCESS);
|
||||
|
||||
const after = await context.db
|
||||
.selectFrom('asset_faces')
|
||||
.select('asset_faces.personId')
|
||||
.where('asset_faces.id', '=', newAssetFace.id)
|
||||
.executeTakeFirstOrThrow();
|
||||
expect(after.personId).toEqual(existingPerson.id);
|
||||
});
|
||||
|
||||
it('should not assign face to an existing person if asset is older than person', async () => {
|
||||
const user = TestFactory.user();
|
||||
const assetCreatedAt = new Date('2020-02-23T05:06:29.716Z');
|
||||
const birthDate = new Date(assetCreatedAt.getTime() + 3600 * 1000 * 365);
|
||||
const existingPerson = TestFactory.person({ ownerId: user.id, birthDate });
|
||||
const embedding = newEmbedding();
|
||||
|
||||
let factory = context.getFactory().withUser(user).withPerson(existingPerson);
|
||||
|
||||
const assetFaces: string[] = [];
|
||||
|
||||
for (let i = 0; i < 3; i++) {
|
||||
const existingAsset = TestFactory.asset({ ownerId: user.id });
|
||||
const existingAssetFace = TestFactory.assetFace({
|
||||
assetId: existingAsset.id,
|
||||
sourceType: SourceType.MACHINE_LEARNING,
|
||||
});
|
||||
assetFaces.push(existingAssetFace.id);
|
||||
const existingFace = TestFactory.face({ faceId: existingAssetFace.id, embedding });
|
||||
factory = factory.withAsset(existingAsset).withAssetFace(existingAssetFace).withFaces(existingFace);
|
||||
}
|
||||
|
||||
const newAsset = TestFactory.asset({ ownerId: user.id, fileCreatedAt: assetCreatedAt });
|
||||
const newAssetFace = TestFactory.assetFace({ assetId: newAsset.id, sourceType: SourceType.MACHINE_LEARNING });
|
||||
const newFace = TestFactory.face({ faceId: newAssetFace.id, embedding });
|
||||
await factory.withAsset(newAsset).withAssetFace(newAssetFace).withFaces(newFace).create();
|
||||
await context.person.reassignFaces({ newPersonId: existingPerson.id, faceIds: assetFaces });
|
||||
|
||||
const result = await sut.handleRecognizeFaces({ id: newAssetFace.id, deferred: false });
|
||||
|
||||
expect(result).toBe(JobStatus.SKIPPED);
|
||||
|
||||
const after = await context.db
|
||||
.selectFrom('asset_faces')
|
||||
.select('asset_faces.personId')
|
||||
.where('asset_faces.id', '=', newAssetFace.id)
|
||||
.executeTakeFirstOrThrow();
|
||||
expect(after.personId).toBeNull();
|
||||
});
|
||||
});
|
||||
});
|
||||
Reference in New Issue
Block a user