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 )
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* 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 )
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* round-robin device assignment
* docs and tests
clarify doc
2024-10-07 17:37:45 -04:00
Alex
fb962f49ea
fix(ml): pydantic dep causes starting up issue ( #11773 )
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* 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
Fynn Petersen-Frey
54488b1016
feat(ml): improved ARM-NN support ( #11233 )
2024-07-20 15:59:27 -04:00
Mert
2b1b43a7e4
feat(ml): composable ml ( #9973 )
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* 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
Jason Rasmussen
4807fc40a6
refactor!: LOG_LEVEL => IMMICH_LOG_LEVEL ( #9557 )
...
refactor: LOG_LEVEL => IMMICH_LOG_LEVEL
2024-05-17 11:44:22 -04:00
DawidPietrykowski
e8b001f62f
feat: preloading of machine learning models ( #7540 )
2024-03-03 19:48:56 -05:00
Mert
2249f7d42a
fix(ml): handle missing context_length field ( #6695 )
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* handle missing `context_length` field
* specify list type
2024-01-27 19:50:50 -05:00
Mert
ca28e1e7a8
fix(ml): error logging ( #6646 )
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* 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 )
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* 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
Fynn Petersen-Frey
753292956e
feat(ml): ARMNN acceleration ( #5667 )
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* 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
Mert
d729c863c8
chore(ml): improve shutdown ( #5689 )
2023-12-14 13:51:24 -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
328a58ac0d
feat(ml): add face models ( #4952 )
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added models to config dropdown
fixed downloading
updated tests
use hf for face models
formatting
2023-11-11 19:04:49 -06:00
Daniele Ricci
c7d53a5006
docs: remove obsolete environment variables ( #3926 )
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* Obsolete environment variables
* Review fixes
* Review fixes
* Review fixes
2023-09-01 18:05:45 +07:00
Mert
41461e0d5d
chore(ml): memory optimisations ( #3934 )
2023-08-31 18:30:53 -05:00
Mert
54b2779b79
chore(ml): improved logging ( #3918 )
...
* fixed `minScore` not being set correctly
* apply to init
* don't send `enabled`
* fix eslint warning
* added logger
* added logging
* refinements
* enable access log for info level
* formatting
* merged strings
---------
Co-authored-by: Alex <alex.tran1502@gmail.com>
2023-08-30 08:22:01 +00:00
Mert
bcc36d14a1
feat(ml)!: customizable ML settings ( #3891 )
...
* consolidated endpoints, added live configuration
* added ml settings to server
* added settings dashboard
* updated deps, fixed typos
* simplified modelconfig
updated tests
* Added ml setting accordion for admin page
updated tests
* merge `clipText` and `clipVision`
* added face distance setting
clarified setting
* add clip mode in request, dropdown for face models
* polished ml settings
updated descriptions
* update clip field on error
* removed unused import
* add description for image classification threshold
* pin safetensors for arm wheel
updated poetry lock
* moved dto
* set model type only in ml repository
* revert form-data package install
use fetch instead of axios
* added slotted description with link
updated facial recognition description
clarified effect of disabling tasks
* validation before model load
* removed unnecessary getconfig call
* added migration
* updated api
updated api
updated api
---------
Co-authored-by: Alex Tran <alex.tran1502@gmail.com>
2023-08-29 08:58:00 -05:00
Mert
165b91b068
feat(ml)!: switch image classification and CLIP models to ONNX ( #3809 )
2023-08-25 06:28:51 +02:00
Mert
60729a091a
make lazy loading default ( #3797 )
2023-08-20 18:24:14 -05:00
Mert
c73832bd9c
refactor(ml): model downloading ( #3545 )
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* download facial recognition models
* download hf models
* simplified logic
* updated `predict` for facial recognition
* ensure download method is called
* fixed repo_id for clip
* fixed download destination
* use st's own `snapshot_download`
* conditional download
* fixed predict method
* check if loaded
* minor fixes
* updated mypy overrides
* added pytest-mock
* updated tests
* updated lock
2023-08-05 21:45:13 -05:00
Mert
848ba685eb
fix(ml): race condition when loading models ( #3207 )
...
* sync model loading, disabled model ttl by default
* disable revalidation if model unloading disabled
* moved lock
2023-07-11 12:01:21 -05:00
Mert
df1e8679d9
chore(ml): added testing and github workflow ( #2969 )
...
* added testing
* github action for python, made mypy happy
* formatted with black
* minor fixes and styling
* test model cache
* cache test dependencies
* narrowed model cache tests
* moved endpoint tests to their own class
* cleaned up fixtures
* formatting
* removed unused dep
2023-06-27 18:21:33 -05:00
Mert
a2f5674bbb
refactor(ml): modularization and styling ( #2835 )
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* basic refactor and styling
* removed batching
* module entrypoint
* removed unused imports
* model superclass, model cache now in app state
* fixed cache dir and enforced abstract method
---------
Co-authored-by: Alex Tran <alex.tran1502@gmail.com>
2023-06-24 22:18:09 -05:00
Zeeshan Khan
34201be74c
feat(ml) backend takes image over HTTP ( #2783 )
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* using pydantic BaseSetting
* ML API takes image file as input
* keeping image in memory
* reducing duplicate code
* using bytes instead of UploadFile & other small code improvements
* removed form-multipart, using HTTP body
* format code
---------
Co-authored-by: Alex Tran <alex.tran1502@gmail.com>
2023-06-17 22:49:19 -05:00
