Commit Graph

29 Commits

Author SHA1 Message Date
Nicolas Mowen
96f39e5b13 Use SVC to normalize and classify faces for recognition (#14835)
* Add margin to detected faces for embeddings

* Standardize pixel values for face input

* Use SVC to classify faces

* Clear classifier when new face is added

* Formatting

* Add dependency
2024-11-19 12:11:09 -07:00
Josh Hawkins
4b4a9ef862 Use regular expressions for plate matching (#14727) 2024-11-19 12:11:09 -07:00
Josh Hawkins
28d2281991 LPR improvements (#14641) 2024-11-19 12:11:09 -07:00
Josh Hawkins
2aca66045a Prevent division by zero in lpr confidence checks (#14615) 2024-11-19 12:11:09 -07:00
Nicolas Mowen
3d1add5f33 Fix label check (#14610)
* Create config for parsing object

* Use in maintainer
2024-11-19 12:11:09 -07:00
Josh Hawkins
3762ac9cbe License plate recognition (ALPR) backend (#14564)
* Update version

* Face recognition backend (#14495)

* Add basic config and face recognition table

* Reconfigure updates processing to handle face

* Crop frame to face box

* Implement face embedding calculation

* Get matching face embeddings

* Add support face recognition based on existing faces

* Use arcface face embeddings instead of generic embeddings model

* Add apis for managing faces

* Implement face uploading API

* Build out more APIs

* Add min area config

* Handle larger images

* Add more debug logs

* fix calculation

* Reduce timeout

* Small tweaks

* Use webp images

* Use facenet model

* Improve face recognition (#14537)

* Increase requirements for face to be set

* Manage faces properly

* Add basic docs

* Simplify

* Separate out face recognition frome semantic search

* Update docs

* Formatting

* Fix access (#14540)

* Face detection (#14544)

* Add support for face detection

* Add support for detecting faces during registration

* Set body size to be larger

* Undo

* Update version

* Face recognition backend (#14495)

* Add basic config and face recognition table

* Reconfigure updates processing to handle face

* Crop frame to face box

* Implement face embedding calculation

* Get matching face embeddings

* Add support face recognition based on existing faces

* Use arcface face embeddings instead of generic embeddings model

* Add apis for managing faces

* Implement face uploading API

* Build out more APIs

* Add min area config

* Handle larger images

* Add more debug logs

* fix calculation

* Reduce timeout

* Small tweaks

* Use webp images

* Use facenet model

* Improve face recognition (#14537)

* Increase requirements for face to be set

* Manage faces properly

* Add basic docs

* Simplify

* Separate out face recognition frome semantic search

* Update docs

* Formatting

* Fix access (#14540)

* Face detection (#14544)

* Add support for face detection

* Add support for detecting faces during registration

* Set body size to be larger

* Undo

* initial foundation for alpr with paddleocr

* initial foundation for alpr with paddleocr

* initial foundation for alpr with paddleocr

* config

* config

* lpr maintainer

* clean up

* clean up

* fix processing

* don't process for stationary cars

* fix order

* fixes

* check for known plates

* improved length and character by character confidence

* model fixes and small tweaks

* docs

* placeholder for non frigate+ model lp detection

---------

Co-authored-by: Nicolas Mowen <nickmowen213@gmail.com>
2024-11-19 12:11:09 -07:00
Nicolas Mowen
b763a23ffa Face detection (#14544)
* Add support for face detection

* Add support for detecting faces during registration

* Set body size to be larger

* Undo
2024-11-19 12:11:09 -07:00
Nicolas Mowen
bbcf10241e Improve face recognition (#14537)
* Increase requirements for face to be set

* Manage faces properly

* Add basic docs

* Simplify

* Separate out face recognition frome semantic search

* Update docs

* Formatting
2024-11-19 12:11:09 -07:00
Nicolas Mowen
cedd082b30 Face recognition backend (#14495)
* Add basic config and face recognition table

* Reconfigure updates processing to handle face

* Crop frame to face box

* Implement face embedding calculation

* Get matching face embeddings

* Add support face recognition based on existing faces

* Use arcface face embeddings instead of generic embeddings model

* Add apis for managing faces

* Implement face uploading API

* Build out more APIs

* Add min area config

* Handle larger images

* Add more debug logs

* fix calculation

* Reduce timeout

* Small tweaks

* Use webp images

* Use facenet model
2024-11-19 12:11:07 -07:00
Nicolas Mowen
66277fbb6c
Fix embeddings (#15072)
* Fix embeddings reading frames

* Fix event update reading

* Formatting

* Pin AIO http to fix build failure

* Pin starlette
2024-11-19 12:20:04 -06:00
Josh Hawkins
9ae839ad72
Tracked object metadata changes (#15055)
* add enum and change topic name

* frontend renaming

* docs

* only display sublabel score if it it exists

* remove debug print
2024-11-18 11:26:44 -07:00
Josh Hawkins
143bab87f1
Genai bugfix (#14880)
* Fix genai init when disabled at global level

* use genai config for class init
2024-11-09 06:48:53 -07:00
Nicolas Mowen
40c6fda19d
Various fixes and improvements (#14492)
* Refactor preprocessing of images

* Cleanup preprocessing

* Improve naming and handling of embeddings

* Handle invalid intel json

* remove unused

* Use enum for model types

* Formatting
2024-10-21 16:19:34 -06:00
Josh Hawkins
6c70e56059
Misc bugfixes and improvements (#14460)
* only save a fixed number of thumbnails if genai is enabled

* disable cpu_mem_arena to save on memory until its actually needed

* fix search settings pane so it actually saves to the config
2024-10-20 14:14:51 -06:00
Josh Hawkins
48c60621b6
Fix substitution on genai prompts (#14298) 2024-10-12 06:19:24 -06:00
Nicolas Mowen
dd6276e706
Embeddings fixes (#14269)
* Add debugging logs for more info

* Improve timeout handling

* Fix event cleanup

* Handle zmq error and empty data

* Don't run download

* Remove unneeded embeddings creations

* Update timouts

* Init models immediately

* Fix order of init

* Cleanup
2024-10-10 16:37:43 -05:00
Nicolas Mowen
8ade85edec
Restructure embeddings (#14266)
* Restructure embeddings

* Use ZMQ to proxy embeddings requests

* Handle serialization

* Formatting

* Remove unused
2024-10-10 09:42:24 -06:00
Nicolas Mowen
a2ca18a714
Bug fixes (#14263)
* Simplify loitering logic

* Fix divide by zero

* Add device config for semantic search

* Add docs
2024-10-10 07:09:12 -06:00
Josh Hawkins
24ac9f3e5a
Use sqlite-vec extension instead of chromadb for embeddings (#14163)
* swap sqlite_vec for chroma in requirements

* load sqlite_vec in embeddings manager

* remove chroma and revamp Embeddings class for sqlite_vec

* manual minilm onnx inference

* remove chroma in clip model

* migrate api from chroma to sqlite_vec

* migrate event cleanup from chroma to sqlite_vec

* migrate embedding maintainer from chroma to sqlite_vec

* genai description for sqlite_vec

* load sqlite_vec in main thread db

* extend the SqliteQueueDatabase class and use peewee db.execute_sql

* search with Event type for similarity

* fix similarity search

* install and add comment about transformers

* fix normalization

* add id filter

* clean up

* clean up

* fully remove chroma and add transformers env var

* readd uvicorn for fastapi

* readd tokenizer parallelism env var

* remove chroma from docs

* remove chroma from UI

* try removing custom pysqlite3 build

* hard code limit

* optimize queries

* revert explore query

* fix query

* keep building pysqlite3

* single pass fetch and process

* remove unnecessary re-embed

* update deps

* move SqliteVecQueueDatabase to db directory

* make search thumbnail take up full size of results box

* improve typing

* improve model downloading and add status screen

* daemon downloading thread

* catch case when semantic search is disabled

* fix typing

* build sqlite_vec from source

* resolve conflict

* file permissions

* try build deps

* remove sources

* sources

* fix thread start

* include git in build

* reorder embeddings after detectors are started

* build with sqlite amalgamation

* non-platform specific

* use wget instead of curl

* remove unzip -d

* remove sqlite_vec from requirements and load the compiled version

* fix build

* avoid race in db connection

* add scale_factor and bias to description zscore normalization
2024-10-07 14:30:45 -06:00
Josh Hawkins
fafe5623d1
UI tweaks (#14088)
* fix squashed alert thumbnails in filmstrip

* add genai debug logs

* consistent themed image loading indicator background color

* improve image loading skeleton in object lifecycle pane

* less rounding when screen is smaller

* use browser back button to dismiss review pane

* initial state
2024-10-01 07:01:45 -06:00
Josh Hawkins
95d6da3111
Add ability to configure genai to use snapshot instead of thumbnails (#14077)
* Allow embedding of snapshot for description via config option

* docs

* frontend button

* Backend

* crop snapshot to region

* only show dropdown when event has snapshot

* fix cursor on dropdown

* crop on initial generation as well

* use enum for type

* fix type
2024-09-30 15:54:53 -06:00
Josh Hawkins
ae547d27e4
Use not instead of is None (#13962) 2024-09-25 11:53:25 -06:00
Josh Hawkins
4c12673fbb
Add ability to restrict genai to objects and zones at the camera level (#13958)
* Add ability to restrict genai to labels and zones at the camera level

* fix comment

* clarify docs

* use objects instead of labels

* docs

* object list
2024-09-25 09:42:39 -06:00
Josh Hawkins
a7f1f8d327
Add 1s timeout to metadata subscriber in embeddings maintainer (#13947) 2024-09-24 19:08:12 -05:00
Josh Hawkins
ecbf0410eb
Regenerate genai tracked object descriptions (#13930)
* add genai to frigateconfig

* add regenerate button if genai is enabled

* add endpoint and new zmq pub/sub model

* move publisher to app

* dont override

* logging

* debug timeouts

* clean up

* clean up

* allow saving of empty description

* ensure descriptions can be empty

* update search detail when results change

* revalidate explore page on focus

* global mutate hook

* description websocket hook and dispatcher

* revalidation and mutation

* fix merge conflicts

* update tests

* fix merge conflicts

* fix response message

* fix response message

* fix fastapi

* fix test

* remove log

* json content

* fix content response

* more json content fixes

* another one
2024-09-24 08:14:51 -06:00
Josh Hawkins
0f813962be
Chroma fixes (#13902)
* Ensure descriptions saved in chroma are non-empty

* delete only existing ids in event cleanup

* add debug logging
2024-09-23 06:53:19 -06:00
Josh Hawkins
e3edcf057c
write prompts for genai at the camera level (#13767) 2024-09-16 08:46:11 -06:00
Nicolas Mowen
9afa1354da
Limit shm frame count (#12363)
* Limited shm frame count (#12346)

* Only keep 2x detect fps frames in SHM

* Don't delete previous shm frames in output

* Catch case where images do not exist

* Ensure files are closed

* Clear out all frames when shutting down

* Correct the number of frames saved

* Simplify empty shm error handling

* Improve frame safety

* Add handler logs when frame is None

* Don't fail on cleanup

* Cleanup logging

* Update docs

* Update calculation

* Restore condition

* Fix case where thumbnail is saved without frame

* Adjust debug logs

* Calculate best shm frame count

* Fix shm count calculation

* Catch missing frame

* Formatting

* Clarify docs

* Catch none frame in autotracking
2024-09-03 10:22:30 -06:00
Jason Hunter
36cbffcc5e Semantic Search for Detections (#11899)
* Initial re-implementation of semantic search

* put docker-compose back and make reindex match docs

* remove debug code and fix import

* fix docs

* manually build pysqlite3 as binaries are only available for x86-64

* update comment in build_pysqlite3.sh

* only embed objects

* better error handling when genai fails

* ask ollama to pull requested model at startup

* update ollama docs

* address some PR review comments

* fix lint

* use IPC to write description, update docs for reindex

* remove gemini-pro-vision from docs as it will be unavailable soon

* fix OpenAI doc available models

* fix api error in gemini and metadata for embeddings
2024-08-29 20:19:50 -06:00