Commit Graph

129 Commits

Author SHA1 Message Date
Nicolas Mowen
faadea8e1f Dynamic Management of Cameras (#18671)
* Add base class for global config updates

* Add or remove camera states

* Move camera process management to separate thread

* Move camera management fully to separate class

* Cleanup

* Stop camera processes when stop command is sent

* Start processes dynamically when needed

* Adjust

* Leave extra room in tracked object queue for two cameras

* Dynamically set extra config pieces

* Add some TODOs

* Fix type check

* Simplify config updates

* Improve typing

* Correctly handle indexed entries

* Cleanup

* Create out SHM

* Use ZMQ for signaling object detectoin is completed

* Get camera correctly created

* Cleanup for updating the cameras config

* Cleanup

* Don't enable audio if no cameras have audio transcription

* Use exact string so similar camera names don't interfere

* Add ability to update config via json body to config/set endpoint

Additionally, update the config in a single rather than multiple calls for each updated key

* fix autotracking calibration to support new config updater function

---------

Co-authored-by: Josh Hawkins <32435876+hawkeye217@users.noreply.github.com>
2025-08-16 10:20:33 -05:00
Nicolas Mowen
4b57e5e265 Refactor TensorRT (#18643)
* Combine base and arm trt detectors

* Remove unused deps for amd64 build

* Add missing packages and cleanup ldconfig

* Expand packages for tensorflow model training

* Cleanup

* Refactor training to not reserve memory
2025-08-16 10:20:33 -05:00
FL42
13b760346a feat: enable using GenAI for cameras with GenAI disabled from the API (#18616) 2025-08-16 10:20:33 -05:00
Nicolas Mowen
765a28d812 Live classification model training (#18583)
* Implement model training via ZMQ and add model states to represent training

* Get model updates working

* Improve toasts and model state

* Clean up logging

* Add back in
2025-08-16 10:20:33 -05:00
Josh Hawkins
b77e6f5ebc Upgrade PaddleOCR models to v4 (rec) and v5 (det) (#18505)
The PP_OCRv5 text detection models have greatly improved over v3. The v5 recognition model makes improvements to challenging handwriting and uncommon characters, which are not necessary for LPR, so using v4 seemed like a better choice to continue to keep inference time as low as possible. Also included is the full dictionary for Chinese character support.
2025-08-16 10:20:33 -05:00
Nicolas Mowen
2c7b71b16e Implement API to train classification models (#18475) 2025-08-16 10:20:33 -05:00
Josh Hawkins
6dc36fcbb4 Audio transcription support (#18398)
* install new packages for transcription support

* add config options

* audio maintainer modifications to support transcription

* pass main config to audio process

* embeddings support

* api and transcription post processor

* embeddings maintainer support for post processor

* live audio transcription with sherpa and faster-whisper

* update dispatcher with live transcription topic

* frontend websocket

* frontend live transcription

* frontend changes for speech events

* i18n changes

* docs

* mqtt docs

* fix linter

* use float16 and small model on gpu for real-time

* fix return value and use requestor to embed description instead of passing embeddings

* run real-time transcription in its own thread

* tweaks

* publish live transcriptions on their own topic instead of tracked_object_update

* config validator and docs

* clarify docs
2025-08-16 10:20:33 -05:00
Nicolas Mowen
2385c403ee Fix incorrectly running lpr (#18390) 2025-08-16 10:20:33 -05:00
Nicolas Mowen
723553edb7 Add ability to configure when custom classification models run (#18380)
* Add config to control when classification models are run

* Cleanup
2025-08-16 10:20:33 -05:00
Nicolas Mowen
e1340443f5 Initial custom classification model config support (#18362)
* Add basic config for defining a teachable machine model

* Add model type

* Add basic config for teachable machine models

* Adjust config for state and object

* Use config to process

* Correctly check for objects

* Remove debug

* Rename to not be teachable machine specific

* Cleanup
2025-08-16 10:20:33 -05:00
Josh Hawkins
92a0dad2c2 Catch json decode exception (#19323)
* Catch json decode exception when semantic search stats file is corrupted

* clear stats file if corrupted
2025-07-29 13:38:13 -05:00
Josh Hawkins
ca1c98eab8 Fixes (#19125)
* fix embeddings reindex

- always increment processed objects to prevent division by zero
- ensure description still gets processed even if there is no thumbnail

* clean up

* Add newer labels to default attribute map

---------

Co-authored-by: Nicolas Mowen <nickmowen213@gmail.com>
2025-07-17 07:29:50 -06:00
Josh Hawkins
fd96cd5dae Verify images before adding to batch for embedding (#18885) 2025-06-26 07:22:31 -06:00
Josh Hawkins
5d13925d2b Fixes (#18275) 2025-05-17 16:11:19 -06:00
Martin Weinelt
4d4d54d030 Fix various typing issues (#18187)
* Fix the `Any` typing hint treewide

There has been confusion between the Any type[1] and the any function[2]
in typing hints.

[1] https://docs.python.org/3/library/typing.html#typing.Any
[2] https://docs.python.org/3/library/functions.html#any

* Fix typing for various frame_shape members

Frame shapes are most likely defined by height and width, so a single int
cannot express that.

* Wrap gpu stats functions in Optional[]

These can return `None`, so they need to be `Type | None`, which is what
`Optional` expresses very nicely.

* Fix return type in get_latest_segment_datetime

Returns a datetime object, not an integer.

* Make the return type of FrameManager.write optional

This is necessary since the SharedMemoryFrameManager.write function can
return None.

* Fix total_seconds() return type in get_tz_modifiers

The function returns a float, not an int.

https://docs.python.org/3/library/datetime.html#datetime.timedelta.total_seconds

* Account for floating point results in to_relative_box

Because the function uses division the return types may either be int or
float.

* Resolve ruff deprecation warning

The config has been split into formatter and linter, and the global
options are deprecated.
2025-05-13 08:27:20 -06:00
Josh Hawkins
f39ddbc00d Fixes (#18139)
* Catch error and show toast when failing to delete review items

* i18n keys

* add link to speed estimation docs in zone edit pane

* Implement reset of tracked object update for each camera

* Cleanup

* register mqtt callbacks for toggling alerts and detections

* clarify snapshots docs

* clarify semantic search reindexing

* add ukrainian

* adjust date granularity for last recording time

The api endpoint only returns granularity down to the day

* Add amd hardware

* fix crash in face library on initial start after enabling

* Fix recordings view for mobile landscape

The events view incorrectly was displaying two columns on landscape view and it only took up 20% of the screen width. Additionally, in landscape view the timeline was too wide (especially on iPads of various screen sizes) and would overlap the main video

* face rec overfitting instructions

* Clarify

* face docs

* clarify

* clarify

---------

Co-authored-by: Nicolas Mowen <nickmowen213@gmail.com>
2025-05-11 12:03:53 -06:00
Josh Hawkins
8094dd4075 Fixes (#18117)
* face library i18n fixes

* face library i18n fixes

* add ability to use ctrl/cmd S to save in the config editor

* Use datetime as ID

* Update metrics inference speed to start with 0 ms

* fix android formatted thumbnail

* ensure role is comma separated and stripped correctly

* improve face library deletion

- add a confirmation dialog
- add ability to select all / delete faces in collections

* Implement lazy loading for video previews

* Force GPU for large embedding model

* GPU is required

* settings i18n fixes

* Don't delete train tab

* webpush debugging logs

* Fix incorrectly copying zones

* copy path data

* Ensure that cache dir exists for Frigate+

* face docs update

* Add description to upload image step to clarify the image

* Clean up

---------

Co-authored-by: Nicolas Mowen <nickmowen213@gmail.com>
2025-05-09 07:36:44 -06:00
idxlics
976863518b Use HF_ENDPOINT env instead of hardcoding https://huggingface.co (#18036)
* Update jina_v1_embedding.py

* Update jina_v2_embedding.py
2025-05-04 19:38:17 -05:00
Josh Hawkins
377b78af11 Change default zmq timeout (#17971)
* update default zmq timeout

* use lower default timeout

* keep longer timeout for event maintainer

* remove default

* remove
2025-04-30 08:29:16 -06:00
Josh Hawkins
c91c6970de Autotracking improvements (#17955)
* add zoom time to movement predictions

* config migrator

* add space to face rename regex

* more debug

* only calculate zoom time of relative move

* fix test

* make migrated movement weight a zero

* check for str and bool for movestatus support
2025-04-29 10:17:56 -06:00
Nicolas Mowen
e57dde7bb0 Support automatic language selection based on system language (#17953)
* Support automatic language selection

* Handle non-matching keys

* Cleanup

* Handle region specific language codes from browser

* Fix passing in requestor
2025-04-29 10:02:50 -05:00
Nicolas Mowen
4b4053d174 Add face and lpr to tracked object update topic (#17940)
* Send tracked object updates for face and license_plate objects

* Update docs

* Add to type enum

* Add camera to object description update

* Formatting

* Consolidate yue-Hant

* Add missing
2025-04-28 16:43:03 -06:00
Josh Hawkins
d11f46bbce Add ability to rename faces in the Face Library (#17879)
* api endpoint

* embeddings rename function

* frontend and i18n keys

* lazy load train tab images

* only log exception to make codeql happy
2025-04-23 17:27:46 -06:00
Josh Hawkins
760ed25f0c LPR improvements (#17716)
* add support for multi-line plates

* config for model size

* default to small model

* add license plate as attribute to motorcycle

* use model size

* docs

* attribute map

* i18n key fix
2025-04-15 09:40:12 -06:00
Josh Hawkins
f618f25d7e catch not implemented exception (#17594) 2025-04-07 20:41:53 -06:00
Josh Hawkins
921908fe33 LPR device selection (#17592)
* config changes

* use device

* docs

* docs

* reset state

* remove auto

* use device

* docs
2025-04-07 19:30:08 -06:00
Josh Hawkins
348e728220 LPR improvements (#17549)
* auto select LPR model backend for inference

* docs update
2025-04-05 11:03:17 -05:00
Josh Hawkins
2920127ada Dedicated LPR improvements (#17453)
* remove license plate from attributes for dedicated lpr cameras

* ensure we always have a color

* use frigate+ models with dedicated lpr cameras

* docs

* docs clarity

* docs enrichments

* use license_plate as object type
2025-03-30 07:43:24 -06:00
Josh Hawkins
37c3ac5413 Misc fixes (#17443)
* ensure semantic search is enabled before updating embeddings stats

* add camera and label to snapshot download filename
2025-03-29 05:58:50 -06:00
Nicolas Mowen
c1b06d63b6 Fix embedding eps (#17437)
* Fix embedding eps

* Fix thumbnail cleanup
2025-03-28 18:35:50 -06:00
Nicolas Mowen
9e8b85a957 Implement enchrichments events per second graph (#17436)
* Cleanup existing naming

* Add face recognitions per second

* Add lpr fps

* Add all eps

* Clean up line graph

* Translations

* Change wording

* Fix incorrect access

* Don't require plates

* Add comment

* Fix
2025-03-28 18:13:35 -05:00
Josh Hawkins
23c3323871 Dynamic embeddings reindexing (#17418)
* reindex with api endpoint and zmq

* threading

* frontend

* require admin role
2025-03-27 11:29:34 -06:00
Nicolas Mowen
36446ceded Implement facenet tflite for small face recognition model (#17402) 2025-03-27 06:31:29 -05:00
Nicolas Mowen
ff34739f40 Face recognition bug fixes (#17401)
* Simplify normalization

* Fix confidence check
2025-03-26 19:43:10 -05:00
Josh Hawkins
4edf0d8cd3 LPR bugfix (#17384)
* ensure image is numpy array

* clean up debugging

* clean up postprocessor

* process raw input as img
2025-03-26 07:41:00 -05:00
Nicolas Mowen
b18d1fb970 Refactor face recognition (#17368)
* Refactor face recognition to allow for running lbph or embedding

* Cleanup

* Use weighted average for faces

* Set correct url

* Cleanup

* Update docs

* Update docs

* Use scipy trimmed mean

* Normalize

* Handle color and gray landmark detection

* Upgrade to new arcface model

* Implement sigmoid function

* Rename

* Rename to arcface

* Fix

* Add face recognition model size to ui config

* Update toast
2025-03-25 19:59:03 -05:00
Nicolas Mowen
a8fa77c6b9 Classification fixes (#17337)
* Cleanup classification settings behavior

* Cleanup response

* restore
2025-03-24 09:12:42 -05:00
Josh Hawkins
fa4643fddf LPR improvements (#17289)
* config options

* processing in maintainer

* detect and process dedicated lpr plates

* create camera type, add manual event and save snapshot

* use const

* ensure lpr events are always detections, typing fixes

* docs

* docs tweaks

* add preprocessing and penalization for low confidence chars
2025-03-23 13:30:48 -06:00
Nicolas Mowen
e33fa96599 Face recognize api (#17233)
* Add api to run face recognition on image

* Rework save attempts option

* Cleanup mobile object pane buttons

* Adjust api signature

* Remove param

* Cleanup
2025-03-19 09:02:25 -06:00
Nicolas Mowen
db541abed4 Fix model errors (#17171) 2025-03-16 06:01:15 -05:00
Nicolas Mowen
0cc5d66e5b Refactor sub label api (#17079)
* Use event metadata updater to handle sub label operations

* Use event metadata publisher for sub label setting

* Formatting

* fix tests

* Cleanup
2025-03-10 16:29:29 -06:00
leccelecce
c23653338f GenAI: allow configuring additional send trigger after_significant_updates as well as event_end (#16919) 2025-03-04 09:23:51 -07:00
Josh Hawkins
76c35307b2 Ensure genai thumbnails are always jpegs (#16939) 2025-03-04 07:34:19 -07:00
leccelecce
f3765bc391 GenAI minor refactor (#16916) 2025-03-03 11:01:02 -06:00
Martin Weinelt
458134de5d Reuse constants (#16874) 2025-02-28 21:35:09 -07:00
Josh Hawkins
8d2f461350 Embeddings tweaks (#16864)
* make semantic search optional

* config

* frontend metrics

* docs

* tweak

* fixes

* also check genai cameras for embeddings context
2025-02-28 11:43:08 -07:00
Josh Hawkins
d0e9bcbfdc Add ability to use Jina CLIP V2 for semantic search (#16826)
* add wheels

* move extra index url to bottom

* config model option

* add postprocess

* fix config

* jina v2 embedding class

* use jina v2 in embeddings

* fix ov inference

* frontend

* update reference config

* revert device

* fix truncation

* return np tensors

* use correct embeddings from inference

* manual preprocess

* clean up

* docs

* lower batch size for v2 only

* docs clarity

* wording
2025-02-26 07:58:25 -07:00
Josh Hawkins
60b34bcfca Refactor processors and add LPR postprocessing (#16722)
* recordings data pub/sub

* function to process recording stream frames

* model runner

* lpr model runner

* refactor to mixin class and use model runner

* separate out realtime and post processors

* move model and mixin folders

* basic postprocessor

* clean up

* docs

* postprocessing logic

* clean up

* return none if recordings are disabled

* run postprocessor handle_requests too

* tweak expansion

* add put endpoint

* postprocessor tweaks with endpoint
2025-02-21 06:51:37 -07:00
Nicolas Mowen
c736b1dae5 Refactor ONNX embedding class to use a base class and type-specific classes (#16703)
* Move onnx runner

* Build out base embedding

* Convert text embedding to separate class

* Move image embedding to separate

* Move LPR to separate class

* Remove mono embedding

* Simplify model downloading

* Reorganize jina v1 embeddings

* Cleanup

* Cleanup for review
2025-02-20 10:17:07 -06:00
Nicolas Mowen
f49a8009ec Remove thumb from database field (#16647)
* Remove thumbnail from dict

* Create thumbnail diectory

* Cleanup handling of tracked object images

* Make thumbnail optional

* Handle cases where thumbnail is used

* Expand options for thumbnail api

* Fix up the does not exist condition

* Remove absolute usages of thumbnails

* Write thumbnails for external events

* Reduce webp quality

* Use webp everywhere in frontend

* Formatting

* Always consider all events when re-indexing

* Add thumbnail deletion and cleanup path management

* Cleanup imports

* Rename def

* Don't save thumbnail for every object

* Correct event count

* Use correct function

* Include thumbnail in query

* Remove unused

* Fix requiring exception
2025-02-18 07:46:29 -07:00