feat(server): separate face clustering job (#5598)

* separate facial clustering job

* update api

* fixed some tests

* invert clustering

* hdbscan

* update api

* remove commented code

* wip dbscan

* cleanup

removed cluster endpoint

remove commented code

* fixes

updated tests

minor fixes and formatting

fixed queuing

refinements

* scale search range based on library size

* defer non-core faces

* optimizations

removed unused query option

* assign faces individually for correctness

fixed unit tests

remove unused method

* don't select face embedding

update sql

linting

fixed ml typing

* updated job mock

* paginate people query

* select face embeddings because typeorm

* fix setting face detection concurrency

* update sql

formatting

linting

* simplify logic

remove unused imports

* more specific delete signature

* more accurate typing for face stubs

* add migration

formatting

* chore: better typing

* don't select embedding by default

remove unused import

* updated sql

* use normal try/catch

* stricter concurrency typing and enforcement

* update api

* update job concurrency panel to show disabled queues

formatting

* check jobId in queueAll

fix tests

* remove outdated comment

* better facial recognition icon

* wording

wording

formatting

* fixed tests

* fix

* formatting & sql

* try to fix sql check

* more detailed description

* update sql

* formatting

* wording

* update `minFaces` description

---------

Co-authored-by: Jason Rasmussen <jrasm91@gmail.com>
Co-authored-by: Alex Tran <alex.tran1502@gmail.com>
This commit is contained in:
Mert
2024-01-18 00:08:48 -05:00
committed by GitHub
parent 44873b4224
commit 68f52818ae
57 changed files with 1081 additions and 631 deletions
+29 -11
View File
@@ -104,7 +104,8 @@ describe(JobService.name, () => {
[QueueName.MIGRATION]: expectedJobStatus,
[QueueName.THUMBNAIL_GENERATION]: expectedJobStatus,
[QueueName.VIDEO_CONVERSION]: expectedJobStatus,
[QueueName.RECOGNIZE_FACES]: expectedJobStatus,
[QueueName.FACE_DETECTION]: expectedJobStatus,
[QueueName.FACIAL_RECOGNITION]: expectedJobStatus,
[QueueName.SIDECAR]: expectedJobStatus,
[QueueName.LIBRARY]: expectedJobStatus,
});
@@ -189,12 +190,20 @@ describe(JobService.name, () => {
expect(jobMock.queue).toHaveBeenCalledWith({ name: JobName.QUEUE_GENERATE_THUMBNAILS, data: { force: false } });
});
it('should handle a start recognize faces command', async () => {
it('should handle a start face detection command', async () => {
jobMock.getQueueStatus.mockResolvedValue({ isActive: false, isPaused: false });
await sut.handleCommand(QueueName.RECOGNIZE_FACES, { command: JobCommand.START, force: false });
await sut.handleCommand(QueueName.FACE_DETECTION, { command: JobCommand.START, force: false });
expect(jobMock.queue).toHaveBeenCalledWith({ name: JobName.QUEUE_RECOGNIZE_FACES, data: { force: false } });
expect(jobMock.queue).toHaveBeenCalledWith({ name: JobName.QUEUE_FACE_DETECTION, data: { force: false } });
});
it('should handle a start facial recognition command', async () => {
jobMock.getQueueStatus.mockResolvedValue({ isActive: false, isPaused: false });
await sut.handleCommand(QueueName.FACIAL_RECOGNITION, { command: JobCommand.START, force: false });
expect(jobMock.queue).toHaveBeenCalledWith({ name: JobName.QUEUE_FACIAL_RECOGNITION, data: { force: false } });
});
it('should throw a bad request when an invalid queue is used', async () => {
@@ -224,7 +233,7 @@ describe(JobService.name, () => {
[QueueName.BACKGROUND_TASK]: { concurrency: 10 },
[QueueName.SMART_SEARCH]: { concurrency: 10 },
[QueueName.METADATA_EXTRACTION]: { concurrency: 10 },
[QueueName.RECOGNIZE_FACES]: { concurrency: 10 },
[QueueName.FACE_DETECTION]: { concurrency: 10 },
[QueueName.SEARCH]: { concurrency: 10 },
[QueueName.SIDECAR]: { concurrency: 10 },
[QueueName.LIBRARY]: { concurrency: 10 },
@@ -237,7 +246,7 @@ describe(JobService.name, () => {
expect(jobMock.setConcurrency).toHaveBeenCalledWith(QueueName.BACKGROUND_TASK, 10);
expect(jobMock.setConcurrency).toHaveBeenCalledWith(QueueName.SMART_SEARCH, 10);
expect(jobMock.setConcurrency).toHaveBeenCalledWith(QueueName.METADATA_EXTRACTION, 10);
expect(jobMock.setConcurrency).toHaveBeenCalledWith(QueueName.RECOGNIZE_FACES, 10);
expect(jobMock.setConcurrency).toHaveBeenCalledWith(QueueName.FACE_DETECTION, 10);
expect(jobMock.setConcurrency).toHaveBeenCalledWith(QueueName.SIDECAR, 10);
expect(jobMock.setConcurrency).toHaveBeenCalledWith(QueueName.LIBRARY, 10);
expect(jobMock.setConcurrency).toHaveBeenCalledWith(QueueName.MIGRATION, 10);
@@ -280,7 +289,7 @@ describe(JobService.name, () => {
JobName.GENERATE_WEBP_THUMBNAIL,
JobName.GENERATE_THUMBHASH_THUMBNAIL,
JobName.ENCODE_CLIP,
JobName.RECOGNIZE_FACES,
JobName.FACE_DETECTION,
],
},
{
@@ -289,7 +298,7 @@ describe(JobService.name, () => {
JobName.GENERATE_WEBP_THUMBNAIL,
JobName.GENERATE_THUMBHASH_THUMBNAIL,
JobName.ENCODE_CLIP,
JobName.RECOGNIZE_FACES,
JobName.FACE_DETECTION,
JobName.VIDEO_CONVERSION,
],
},
@@ -299,7 +308,7 @@ describe(JobService.name, () => {
JobName.GENERATE_WEBP_THUMBNAIL,
JobName.GENERATE_THUMBHASH_THUMBNAIL,
JobName.ENCODE_CLIP,
JobName.RECOGNIZE_FACES,
JobName.FACE_DETECTION,
JobName.VIDEO_CONVERSION,
],
},
@@ -308,7 +317,11 @@ describe(JobService.name, () => {
jobs: [],
},
{
item: { name: JobName.RECOGNIZE_FACES, data: { id: 'asset-1' } },
item: { name: JobName.FACE_DETECTION, data: { id: 'asset-1' } },
jobs: [JobName.QUEUE_FACIAL_RECOGNITION],
},
{
item: { name: JobName.FACIAL_RECOGNITION, data: { id: 'asset-1' } },
jobs: [],
},
];
@@ -355,7 +368,12 @@ describe(JobService.name, () => {
configKey: SystemConfigKey.MACHINE_LEARNING_CLIP_ENABLED,
},
{
queue: QueueName.RECOGNIZE_FACES,
queue: QueueName.FACE_DETECTION,
feature: FeatureFlag.FACIAL_RECOGNITION,
configKey: SystemConfigKey.MACHINE_LEARNING_FACIAL_RECOGNITION_ENABLED,
},
{
queue: QueueName.FACIAL_RECOGNITION,
feature: FeatureFlag.FACIAL_RECOGNITION,
configKey: SystemConfigKey.MACHINE_LEARNING_FACIAL_RECOGNITION_ENABLED,
},