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67 commits

Author SHA1 Message Date
Mert
1ec9a60e41
feat(ml): configurable batch size for facial recognition (#13689)
* configurable batch size, default openvino to 1

* update docs

* don't add a new dependency for two lines

* fix typing
2024-10-23 07:50:28 -05:00
Mert
e7397f35c9
chore(ml): update pydantic (#13230)
* update pydantic

* fix typing

* remove unused import

* remove unused schema
2024-10-13 18:00:21 -04:00
Mert
bd826b0b9b
feat(ml): round-robin device assignment (#13237)
* round-robin device assignment

* docs and tests

clarify doc
2024-10-07 17:37:45 -04:00
Mert
a68e6be7e1
chore(ml): remove deprecated kwarg when downloading models (#12589)
remove local_dir_use_symlinks
2024-09-11 22:21:33 -05:00
Mert
22dc9bcebb
fix(ml): batch axis not being added for recognition model (#12588)
* fix has_batch_axis

* fix typing
2024-09-11 22:21:12 -05:00
Mert
036676d501
fix(ml): tokenization for webli models (#11881) 2024-08-18 11:05:10 -04:00
Alex
fb962f49ea
fix(ml): pydantic dep causes starting up issue (#11773)
* fix(ml): pydantic dep causes starting up issue

* revert import
2024-08-14 10:20:12 -05:00
Robert Schütz
9ed04588b8
chore(deps): update pydantic to v2 (#11701) 2024-08-11 12:23:11 -04:00
Mert
41580696c7
feat(ml): add more search models (#11468)
* update export code

* add uuid glob, sort model names

* add new models to ml, sort names

* add new models to server, sort by dims and name

* typo in name

* update export dependencies

* onnx save function

* format
2024-07-31 04:34:45 +00:00
renovate[bot]
b53bd8c525
fix(deps): update machine-learning (#10740)
* fix(deps): update machine-learning

* update openvino options, cuda

* update openvino build

* fix indentation

* update minimum nvidia driver

---------

Co-authored-by: renovate[bot] <29139614+renovate[bot]@users.noreply.github.com>
Co-authored-by: mertalev <101130780+mertalev@users.noreply.github.com>
2024-07-21 19:30:24 -04:00
Fynn Petersen-Frey
54488b1016
feat(ml): improved ARM-NN support (#11233) 2024-07-20 15:59:27 -04:00
Mert
f43721ec92
fix(ml): armnn not being used (#10929)
* fix armnn not being used, move fallback handling to main, add tests

* formatting
2024-07-10 09:20:43 -05:00
Mert
6356c28f64
refactor(ml): model sessions (#10559) 2024-06-25 12:00:24 -04:00
Mert
a42af06889
fix(ml): limit load retries (#10494) 2024-06-20 14:13:18 -04:00
Mert
2b1b43a7e4
feat(ml): composable ml (#9973)
* modularize model classes

* various fixes

* expose port

* change response

* round coordinates

* simplify preload

* update server

* simplify interface

simplify

* update tests

* composable endpoint

* cleanup

fixes

remove unnecessary interface

support text input, cleanup

* ew camelcase

* update server

server fixes

fix typing

* ml fixes

update locustfile

fixes

* cleaner response

* better repo response

* update tests

formatting and typing

rename

* undo compose change

* linting

fix type

actually fix typing

* stricter typing

fix detection-only response

no need for defaultdict

* update spec file

update api

linting

* update e2e

* unnecessary dimension

* remove commented code

* remove duplicate code

* remove unused imports

* add batch dim
2024-06-07 03:09:47 +00:00
CodaBool
6a4c2e97c0
feat: add docker healthchecks to server and ml (#9583)
* add healthcheck

* format, import, IMMICH_PORT, and eslint change

* chore: clean up nodejs healthcheck

* fix ruff formating

* add healthcheck

* format, import, IMMICH_PORT, and eslint change

* chore: clean up nodejs healthcheck

* fix ruff formating

* add healthcheck to dockerfile

* poetry run ruff check --fix

* removed 2 of 3 console calls

---------

Co-authored-by: Jason Rasmussen <jrasm91@gmail.com>
2024-05-22 16:54:29 +00:00
Jason Rasmussen
4807fc40a6
refactor!: LOG_LEVEL => IMMICH_LOG_LEVEL (#9557)
refactor: LOG_LEVEL => IMMICH_LOG_LEVEL
2024-05-17 11:44:22 -04:00
renovate[bot]
640f53fe0a
fix(deps): update dependency pillow to v10.3.0 [security] (#8493)
* fix(deps): update dependency pillow to v10.3.0 [security]

* fix typing

---------

Co-authored-by: renovate[bot] <29139614+renovate[bot]@users.noreply.github.com>
Co-authored-by: mertalev <101130780+mertalev@users.noreply.github.com>
2024-04-11 05:48:09 +00:00
Davide
e8f0f82db0
feat(ml): add cache_dir option to OpenVINO EP (#8018)
* add cache_dir option to OpenVINO EP

* update provider options test to include cache_dir

* use forward slash instead of string concatenation

* fix cache_dir placement in provider options assertion
2024-03-17 13:48:59 -04:00
Mert
3a045b33ca
chore(deps): update onnxruntime-openvino (#7854) 2024-03-16 00:04:45 -04:00
DawidPietrykowski
e8b001f62f
feat: preloading of machine learning models (#7540) 2024-03-03 19:48:56 -05:00
Mert
7e18e69c1c
fix(ml): only use openvino if a gpu is available (#7450)
use `device_type`
2024-02-27 00:45:14 -05:00
Sourav Agrawal
2a75f884d9
Fix Smart Search when using OpenVINO (#7389)
* Fix external_path loading in OpenVINO EP

* Fix ruff lint

* Wrap block in try finally

* remove static input shape code

* add unit test

* remove unused imports

* remove repeat line

* linting

* formatting

---------

Co-authored-by: mertalev <101130780+mertalev@users.noreply.github.com>
2024-02-24 18:22:27 -05:00
renovate[bot]
2b8ec30767
chore(deps): update machine-learning (major) (#6934)
* chore(deps): update machine-learning

* formatting

---------

Co-authored-by: renovate[bot] <29139614+renovate[bot]@users.noreply.github.com>
Co-authored-by: mertalev <101130780+mertalev@users.noreply.github.com>
2024-02-12 22:29:15 -05:00
Fynn Petersen-Frey
49c378d706
fix(ml): re-enable ARMNN integration (#7053) 2024-02-12 13:29:55 -05:00
Mert
0c4df216d7
feat(ml): improve test coverage (#7041)
* update e2e

* tokenizer tests

* more tests, remove unnecessary code

* fix e2e setting

* add tests for loading model

* update workflow

* fixed test
2024-02-11 17:58:56 -05:00
Mert
c9b7f4e690
chore(ml): make execution provider log info-level (#7024)
* change debug log to info

* update test
2024-02-11 06:12:11 +00:00
Mert
79d3342c3d
fix(ml): openvino not working with dynamic axes (#6871)
* convert to static

* add comment about gross code

* formatting

* fixed test

* fix typing

* cleanup

* formatting

* Revert "formatting"

This reverts commit 073965c47e.

* Revert "cleanup"

This reverts commit bb56bd3297.

* formatting
2024-02-03 05:35:26 +00:00
Mert
f52994e8ca
fix(ml): model paths not working (#6705)
* fix str enum string repr

* fixed typing
2024-01-28 20:54:33 +00:00
Mert
a84b6f5fb1
feat(ml): conditionally download .armnn models (#6650) 2024-01-28 10:31:59 -05:00
Mert
2249f7d42a
fix(ml): handle missing context_length field (#6695)
* handle missing `context_length` field

* specify list type
2024-01-27 19:50:50 -05:00
Mert
ca28e1e7a8
fix(ml): error logging (#6646)
* fix ml error logging

* exclude certain libraries from traceback
2024-01-26 00:26:27 +00:00
Mert
95cfe22866
feat(ml)!: cuda and openvino acceleration (#5619)
* cuda and openvino ep, refactor, update dockerfile

* updated workflow

* typing fixes

* added tests

* updated ml test gh action

* updated README

* updated docker-compose

* added compute to hwaccel.yml

* updated gh matrix

updated gh matrix

updated gh matrix

updated gh matrix

updated gh matrix

give up

* remove cuda/arm64 build

* add hwaccel image tags to docker-compose

* remove unnecessary quotes

* add suffix to git tag

* fixed kwargs in base model

* armnn ld_library_path

* update pyproject.toml

* add armnn workflow

* formatting

* consolidate hwaccel files, update docker compose

* update hw transcoding docs

* add ml hwaccel docs

* update dev and prod docker-compose

* added armnn prerequisite docs

* support 3.10

* updated docker-compose comments

* formatting

* test coverage

* don't set arena extend strategy for openvino

* working openvino

* formatting

* fix dockerfile

* added type annotation

* add wsl configuration for openvino

* updated lock file

* copy python3

* comment out extends section

* fix platforms

* simplify workflow suffix tagging

* simplify aio transcoding doc

* update docs and workflow for `hwaccel.yml` change

* revert docs
2024-01-21 18:22:39 -05:00
Mert
68f52818ae
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>
2024-01-18 00:08:48 -05:00
Mert
e2666f0e74
fix(ml): remove unused import (#6356)
* remove unused import

* formatting
2024-01-13 00:25:26 -05:00
renovate[bot]
20be42cec0
chore(deps): update machine-learning (#6302)
* chore(deps): update machine-learning

* fix typing, use new lifespan syntax

* wrap in try / finally

* move log

---------

Co-authored-by: renovate[bot] <29139614+renovate[bot]@users.noreply.github.com>
Co-authored-by: mertalev <101130780+mertalev@users.noreply.github.com>
2024-01-13 05:00:09 +00:00
Fynn Petersen-Frey
753292956e
feat(ml): ARMNN acceleration (#5667)
* feat(ml): ARMNN acceleration for CLIP

* wrap ANN as ONNX-Session

* strict typing

* normalize ARMNN CLIP embedding

* mutex to handle concurrent execution

* make inputs contiguous

* fine-grained locking; concurrent network execution

---------

Co-authored-by: mertalev <101130780+mertalev@users.noreply.github.com>
2024-01-11 18:26:46 +01:00
renovate[bot]
3edc87f684
fix(deps): update machine-learning (#5180)
* fix(deps): update machine-learning

* updated ruff command

* use isinstance

---------

Co-authored-by: renovate[bot] <29139614+renovate[bot]@users.noreply.github.com>
Co-authored-by: mertalev <101130780+mertalev@users.noreply.github.com>
2023-12-25 22:37:48 -05:00
Mert
092a23fd7f
feat(server,ml): remove image tagging (#5903)
* remove image tagging

* updated lock

* fixed tests, improved logging

* be nice

* fixed tests
2023-12-20 20:47:56 -05:00
Mohamed BOUSSAID
7839be3b49
Adding the new models to the whitelist (#5736) 2023-12-15 22:45:14 +00:00
Mert
d729c863c8
chore(ml): improve shutdown (#5689) 2023-12-14 13:51:24 -06:00
Mert
ddf04a7eb4
chore(ml): increase spool threshold to 64MiB (#5176) 2023-11-20 09:05:35 -06:00
Mert
a6af4892e3
fix(ml): better model unloading (#3340)
* restart process on inactivity

* formatting

* always update `last_called`

* load models sequentially

* renamed variable, updated docs

* formatting

* made poll env name consistent with model ttl env
2023-11-16 20:42:44 -06:00
Mert
291159e7fc
fixed tests (#5017) 2023-11-13 19:37:39 +00:00
Mert
935f471ccb
chore(ml): use strict mypy (#5001)
* improved typing

* improved export typing

* strict mypy & check export folder

* formatting

* add formatting checks for export folder

* re-added init call
2023-11-13 10:18:46 -06:00
Mert
328a58ac0d
feat(ml): add face models (#4952)
added models to config dropdown

fixed downloading

updated tests

use hf for face models

formatting
2023-11-11 19:04:49 -06:00
Mert
87a0ba3db3
feat(ml): export clip models to ONNX and host models on Hugging Face (#4700)
* export clip models

* export to hf

refactored export code

* export mclip, general refactoring

cleanup

* updated conda deps

* do transforms with pillow and numpy, add tokenization config to export, general refactoring

* moved conda dockerfile, re-added poetry

* minor fixes

* updated link

* updated tests

* removed `requirements.txt` from workflow

* fixed mimalloc path

* removed torchvision

* cleaner np typing

* review suggestions

* update default model name

* update test
2023-10-31 05:02:04 -05:00
Mert
d8ecefaea5
chore(ml): removed vit-b check and st warning (#4422) 2023-10-10 12:26:30 -05:00
Mert
258b98c262
fix(ml): load models in separate threads (#4034)
* load models in thread

* set clip mode logs to debug level

* updated tests

* made fixtures slightly less ugly

* moved responses to json file

* formatting
2023-09-09 16:02:44 +07:00
Mert
3cf0f5f11b
fix(ml): model downloading improvements (#3988)
* handle ort `NoSuchFile` error, stricter file check

* keep exception order
2023-09-06 08:48:40 +07:00