Commit Graph

146 Commits

Author SHA1 Message Date
Nicolas Mowen
f39475a383
Support face recognition via RKNN (#19687)
* Add support for face recognition via RKNN

* Fix crash when adding camera in via UI

* Update docs regarding support for face recognition

* Formatting
2025-08-21 06:18:55 -06:00
Nicolas Mowen
1be84d6833
Add automatic RKNN conversion and support for semantic search model (#19676)
* Create RKNN model runner and and use for jina v1 clip

* Formatting

* Handle model type inference

* Properly provide input to RKNN

* Adjust rknn conversion

* Update docs

* Formatting

* Fix path handling

* Handle inputs

* Cleanup

* Change normalization for better accuracy

* Clarify supported models

* Remove testing
2025-08-21 05:30:14 -06:00
baudneo
33f3ea3b59
Enrichments: Allow targeting a specific GPU ID (#19342) 2025-08-18 17:43:53 -06:00
Nicolas Mowen
dace88bfce Genai review summaries (#19473)
* Generate review item summaries with requests

* Adjust logic to only send important items

* Don't mention ladder

* Adjust prompt to be more specific

* Add more relaxed nature for normal activity

* Cleanup summary

* Update ollama client

* Add more directions to analyze the frames in order

* Remove environment from prompt
2025-08-16 10:20:33 -05:00
Nicolas Mowen
92417a1b9c Review genai updates (#19448)
* Include extra level for normal activity

* Add dynamic toggling

* Update docs

* Add different threshold for genai

* Adjust webUI for object and review description feature

* Adjust config

* Send on startup

* Cleanup config setting

* Set config

* Fix config name
2025-08-16 10:20:33 -05:00
Nicolas Mowen
2cf8dd693c Review Item GenAI metadata (#19442)
* Rename existing function

* Keep track of thumbnial updates

* Tinkering with genai prompt

* Adjust input format

* Create model for review description output

* testing prompt changes

* Prompt improvements and image saving

* Add config for review items genai

* Use genai review config

* Actual config usage

* Adjust debug image saving

* Fix

* Fix review creation

* Adjust prompt

* Prompt adjustment

* Run genai in thread

* Fix detections block

* Adjust prompt

* Prompt changes

* Save genai response to metadata model

* Handle metadata

* Send review update to dispatcher

* Save review metadata to DB

* Send review notification updates

* Quick fix

* Fix name

* Fix update type

* Correctly dump model

* Add card

* Add card

* Remove message

* Cleanup typing and UI

* Adjust prompt

* Formatting

* Add log

* Formatting

* Add inference speed and keep alive
2025-08-16 10:20:33 -05:00
Nicolas Mowen
1f3755e45d Migrate object genai configuration (#19437)
* Move genAI object to objects section

* Adjust config propogation behavior

* Refactor genai config usage

* Automatic migration

* Always start the embeddings process

* Always init embeddings

* Config fixes

* Adjust reference config

* Adjust docs

* Formatting

* Fix
2025-08-16 10:20:33 -05:00
Nicolas Mowen
fcf3824124 Improve comms typing (#18599)
* Enable mypy for comms

* Make zmq data types consistent

* Cleanup inter process typing issues

* Cleanup embeddings typing

* Cleanup config updater

* Cleanup recordings updator

* Make publisher have a generic type

* Cleanup event metadata updater

* Cleanup event metadata updater

* Cleanup detections updater

* Cleanup websocket

* Cleanup mqtt

* Cleanup webpush

* Cleanup dispatcher

* Formatting

* Remove unused

* Add return type

* Fix tests

* Fix semantic triggers config typing

* Cleanup
2025-08-16 10:20:33 -05:00
Nicolas Mowen
e9e3c481b2 Implement start for review item description processor (#19352)
* Add review item data transmission

* Publish review updates

* Add review item subscriber

* Basic implementation for testing review processor

* Formatting
2025-08-16 10:20:33 -05:00
Nicolas Mowen
20104761e8 Require setting process priority for FrigateProcess (#19207) 2025-08-16 10:20:33 -05:00
Josh Hawkins
8719216fa6 Dynamically enable/disable GenAI (#19139)
* config

* dispatcher and mqtt

* docs

* use config updater

* add switch to frontend
2025-08-16 10:20:33 -05:00
Josh Hawkins
3609b41217 Semantic Search Triggers (#18969)
* semantic trigger test

* database and model

* config

* embeddings maintainer and trigger post-processor

* api to create, edit, delete triggers

* frontend and i18n keys

* use thumbnail and description for trigger types

* image picker tweaks

* initial sync

* thumbnail file management

* clean up logs and use saved thumbnail on frontend

* publish mqtt messages

* webpush changes to enable trigger notifications

* add enabled switch

* add triggers from explore

* renaming and deletion fixes

* fix typing

* UI updates and add last triggering event time and link

* log exception instead of return in endpoint

* highlight entry in UI when triggered

* save and delete thumbnails directly

* remove alert action for now and add descriptions

* tweaks

* clean up

* fix types

* docs

* docs tweaks

* docs

* reuse enum
2025-08-16 10:20:33 -05:00
Nicolas Mowen
ec6c04e49a Improve logging (#18867)
* Ignore numpy get limits warning

* Add function wrapper to redirect stdout and stderr to logpipe

* Save stderr too

* Add more to catch

* run logpipe

* Use other logging redirect class

* Use other logging redirect class

* add decorator for redirecting c/c++ level output to logger

* fix typing

---------

Co-authored-by: Josh Hawkins <32435876+hawkeye217@users.noreply.github.com>
2025-08-16 10:20:33 -05:00
Nicolas Mowen
542bf05bb8 Handle SIGINT with forkserver (#18860)
* Pass stopevent from main start

* Share stop event across processes

* preload modules

* remove explicit os._exit call

---------

Co-authored-by: Josh Hawkins <32435876+hawkeye217@users.noreply.github.com>
2025-08-16 10:20:33 -05:00
Nicolas Mowen
e832bb4bad Fix go2rtc init (#18708)
* Cleanup process handling

* Adjust process name
2025-08-16 10:20:33 -05:00
Josh Hawkins
4deccf08a1 Ensure logging config is propagated to forked processes (#18704)
* Move log level initialization to log

* Use logger config

* Formatting

* Fix config order

* Set process names

---------

Co-authored-by: Nicolas Mowen <nickmowen213@gmail.com>
2025-08-16 10:20:33 -05:00
Nicolas Mowen
1caf8b97c4 Use Fork-Server As Spawn Method (#18682)
* Set runtime

* Use count correctly

* Don't assume camera sizes

* Use separate zmq proxy for object detection

* Correct order

* Use forkserver

* Only store PID instead of entire process reference

* Cleanup

* Catch correct errors

* Fix typing

* Remove before_run from process util

The before_run never actually ran because:

You're right to suspect an issue with before_run not being called and a potential deadlock. The way you've implemented the run_wrapper using __getattribute__ for the run method of BaseProcess is a common pitfall in Python's multiprocessing, especially when combined with how multiprocessing.Process works internally.

Here's a breakdown of why before_run isn't being called and why you might be experiencing a deadlock:

The Problem: __getattribute__ and Process Serialization
When you create a multiprocessing.Process object and call start(), the multiprocessing module needs to serialize the process object (or at least enough of it to re-create the process in the new interpreter). It then pickles this serialized object and sends it to the newly spawned process.

The issue with your __getattribute__ implementation for run is that:

run is retrieved during serialization: When multiprocessing tries to pickle your Process object to send to the new process, it will likely access the run attribute. This triggers your __getattribute__ wrapper, which then tries to bind run_wrapper to self.
run_wrapper is bound to the parent process's self: The run_wrapper closure, when created in the parent process, captures the self (the Process instance) from the parent's memory space.
Deserialization creates a new object: In the child process, a new Process object is created by deserializing the pickled data. However, the run_wrapper method that was pickled still holds a reference to the self from the parent process. This is a subtle but critical distinction.
The child's run is not your wrapped run: When the child process starts, it internally calls its own run method. Because of the serialization and deserialization process, the run method that's ultimately executed in the child process is the original multiprocessing.Process.run or the Process.run if you had directly overridden it. Your __getattribute__ magic, which wraps run, isn't correctly applied to the Process object within the child's context.

* Cleanup

* Logging bugfix (#18465)

* use mp Manager to handle logging queues

A Python bug (https://github.com/python/cpython/issues/91555) was preventing logs from the embeddings maintainer process from printing. The bug is fixed in Python 3.14, but a viable workaround is to use the multiprocessing Manager, which better manages mp queues and causes the logging to work correctly.

* consolidate

* fix typing

* Fix typing

* Use global log queue

* Move to using process for logging

* Convert camera tracking to process

* Add more processes

* Finalize process

* Cleanup

* Cleanup typing

* Formatting

* Remove daemon

---------

Co-authored-by: Josh Hawkins <32435876+hawkeye217@users.noreply.github.com>
2025-08-16 10:20:33 -05:00
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