Commit Graph

105 Commits

Author SHA1 Message Date
Nicolas Mowen
4b33e3765e
Add ability to pass additional args to Ollama (#19484)
* Call out recognized objects more specifically

* Cleanup

* Make keep_alive and options configurable

* Generalize

* Use for other providers
2025-08-13 09:28:01 -06:00
Nicolas Mowen
34bf1b21df
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
2025-08-12 16:27:35 -06:00
Nicolas Mowen
2a7525ef20
Add config for users to define additional concerns that GenAI should make note of in review summary (#19463)
* Don't default to openai

* Improve UI

* Allow configuring additional concerns that users may want the AI to note

* Formatting

* Add preferred language config

* Remove unused
2025-08-11 14:17:25 -05:00
Nicolas Mowen
6678d167f4
Use preview frames for Review Descriptions (#19450)
* Use preview frames for genai

* Cleanup

* Adjust
2025-08-10 10:24:08 -06:00
Nicolas Mowen
6c50e69172
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
2025-08-10 07:38:04 -06:00
Nicolas Mowen
f8ca91643e
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
2025-08-10 06:57:54 -05:00
Nicolas Mowen
687b68246b
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
2025-08-08 07:08:37 -05:00
Nicolas Mowen
6db70dc101 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
2025-08-07 20:58:34 -06:00
Nicolas Mowen
71e18ae888 Object attribute classification (#19205)
* Add enum for type of classification for objects

* Update recognized license plate topic to be used as attribute updater

* Update attribute for attribute type object classification

* Cleanup
2025-08-07 20:58:34 -06:00
Nicolas Mowen
d5553edd9f Classification train updates (#19173)
* Improve model train button

* Add filters for classification

* Cleanup

* Don't run classification on false positives

* Cleanup filter

* Fix icon color
2025-08-07 20:58:34 -06:00
Josh Hawkins
ef406ba647 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
2025-08-07 20:57:35 -06:00
Nicolas Mowen
ece5ac6d77 Improve classification UI (#18910)
* Move threhsold to base model config

* Improve score handling

* Add back button
2025-08-07 20:56:54 -06:00
Nicolas Mowen
09c6c3129e Remove TFLite init logs 2025-08-07 20:56:54 -06:00
Nicolas Mowen
7cfef18f4c Improve object classification (#18908)
* Ui improvements

* Improve image cropping and model saving

* Improve naming

* Add logs for training

* Improve model labeling

* Don't set sub label for none object classification

* Cleanup
2025-08-07 20:56:54 -06:00
Nicolas Mowen
c354b4d110 0.17 tweaks (#18892)
* Set version

* Cleanup more logs

* Don't log matplotlib
2025-08-07 20:56:54 -06:00
Nicolas Mowen
bdbbfada53 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>
2025-08-07 20:56:54 -06:00
Josh Hawkins
b17f0c4a30 Catch invalid character index in lpr CTC decoder (#18825) 2025-08-07 20:56:08 -06:00
Nicolas Mowen
930a3e5bc9 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>
2025-08-07 20:55:31 -06:00
Nicolas Mowen
ad5076f645 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
2025-08-07 20:53:50 -06:00
Nicolas Mowen
e87c99946f Classification Model Metrics (#18595)
* Add speed and rate metrics for custom classification models

* Use metrics for classification models

* Use keys

* Cast to list
2025-08-07 20:53:13 -06:00
Nicolas Mowen
698b782ecc 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
2025-08-07 20:53:13 -06:00
Nicolas Mowen
83c4fb5710 Classification Model UI (#18571)
* Setup basic training structure

* Build out route

* Handle model configs

* Add image fetch APIs

* Implement model training screen with dataset selection

* Implement viewing of training images

* Adjust directories

* Implement viewing of images

* Add support for deleting images

* Implement full deletion

* Implement classification model training

* Improve naming

* More renaming

* Improve layout

* Reduce logging

* Cleanup
2025-08-07 20:53:13 -06:00
Josh Hawkins
595f94e1c8 Audio transcription tweaks (#18540)
* use model runner

* unload whisper model when live transcription is complete
2025-08-07 20:53:13 -06:00
Josh Hawkins
97bea8487d 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.
2025-08-07 20:53:13 -06:00
Nicolas Mowen
97f971abee Implement API to train classification models (#18475) 2025-08-07 20:53:13 -06:00
Josh Hawkins
8911568fdf 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
2025-08-07 20:53:12 -06:00
Nicolas Mowen
80dec7dfa1 Add ability to configure when custom classification models run (#18380)
* Add config to control when classification models are run

* Cleanup
2025-08-07 20:52:32 -06:00
Nicolas Mowen
6608dc6c16 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
2025-08-07 20:52:32 -06:00
Nicolas Mowen
5cf98824f5
Misc fixes (#19089)
* Correctly handle min_faces

* Change to use recognized faces
2025-07-11 06:30:26 -06:00
Nicolas Mowen
6563f78ab0
Improve bird classification (#19009)
* Crop more tightly on bird

* Add slight padding
2025-07-06 18:08:47 -06:00
Nicolas Mowen
8a9ebe9292
Fixes (#18795)
* Catch error when regex is invalid

* Fix i18n label

* Mobile camera drawer i18n fixes

* additional frame cache debug logs

* Add Romanian

* Fix exports thumbnail path

* Improve clip buffer and remove outdated comments

---------

Co-authored-by: Josh Hawkins <32435876+hawkeye217@users.noreply.github.com>
2025-06-20 17:39:47 -05:00
Nicolas Mowen
fe571dc217
Fixes (#18777)
* Remove tracked object update resets

* Adjust face blur reduction

* Add space for config editor buttons

* Slight adjustment

* Fix double thats

* update icons

---------

Co-authored-by: Josh Hawkins <32435876+hawkeye217@users.noreply.github.com>
2025-06-19 10:20:33 -05:00
Nicolas Mowen
99e7533de2
add docs for troubleshooting GPUs (#18644)
* add docs for troubleshooting GPUs

* Fix error when blur is not enabled

* Cleanup
2025-06-09 12:19:56 -06:00
Josh Hawkins
ed43df9c13
Fixes (#18552)
* Ensure config editor recalculates layout on error

* ensure empty lists are returned when lpr recognition model fails

* Add docs section for session_length

* clarify

Co-authored-by: Josh Hawkins <32435876+hawkeye217@users.noreply.github.com>

* clarify

Co-authored-by: Josh Hawkins <32435876+hawkeye217@users.noreply.github.com>

* Catch missing file

* Improve graph axis colors

* Ensure playback rate controls are portaled to the video container in history view

On larger tablets in landscape view, the playback rate dropdown disappeared underneath the bottom bar. This small change ensures we use the correct container on the DropdownMenuContent so that the div is portaled correctly. The VideoControls are also used in motion review which does not pass in a container ref, so we can just fall back to the existing controlsContainer ref when it's undefined.

---------

Co-authored-by: Nicolas Mowen <nickmowen213@gmail.com>
2025-06-04 20:48:26 -05:00
Josh Hawkins
dba9206898
Fixes (#18500)
* fix i18n keys

* hide disable from context menu for viewers

* Fix auto live check for default dashboard and camera groups

Disabling the Automatic Live View switch in Settings should prevent streaming from occurring. Overriding any settings in a camera group will override the global setting. The check here incorrectly always returned false instead of undefined.

* clarify hardware accelerated enrichments

* clarify

* add note about detect stream to face rec docs

* add note about low end Dahuas for autotracking

* Catch invalid face box / image

* Video tab tweaks

With the changes in https://github.com/blakeblackshear/frigate/pull/18220, the video tab in the Tracked Object Details pane now correctly trims the in-browser HLS video. Because of keyframes and record/detect stream differences, we can manually subtract a couple of seconds from the event start_time to ensure the first few frames aren't cut off from the video

* Clarify

* Don't use Migraphx by default

* Provide better support for running embeddings on GPU

* correctly join cameras

* Adjust blur confidence reduction

---------

Co-authored-by: Nicolas Mowen <nickmowen213@gmail.com>
2025-06-03 06:33:32 -06:00
Nicolas Mowen
27914fc3b8
Don't run bird classification if model is not downloaded yet (#18474) 2025-05-29 16:15:25 -05:00
Nicolas Mowen
cbdac9ece5
Fixes (#18379)
* Don't return weighted name if it has the same number of results

* Remove link to incorrect format yolov9 models

* Fix command list from appearing when other inputs are focused

the description box in the tracked object details pane was causing the command input list to show when focused.

* clarify face docs

* Add note about python yolov9 export

* Check if hailort thread is still alive when timeout error is run into

* Reduce inference timeout

---------

Co-authored-by: Josh Hawkins <32435876+hawkeye217@users.noreply.github.com>
2025-05-27 10:25:34 -05:00
Nicolas Mowen
b18572a3b6
Min face configuration option (#18284)
* Add option to specify minimum face attempts for an object

* Set upper bound
2025-05-18 07:20:59 -05:00
Nicolas Mowen
f48356cbee
Fixes (#18245)
* Only check if an object is stationary to avoid mqtt snapshot

* docs heading tweak

* Add more API descriptions

* Add missing lib for new rocm onnxruntime whl

* Update inference times to reflect better rocm performance

* Cleanup resetting tracked object activity

* remove print

---------

Co-authored-by: Josh Hawkins <32435876+hawkeye217@users.noreply.github.com>
2025-05-15 17:13:18 -05:00
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
2c9bfaa49c
Fixes (#18176)
* Add camera name tooltip to previews in recording view

* Apply face area check to cv2 face detection

* Delete review thumbnails

* Don't import hailo until it is used

* Add comment

* Clean up camera name

* Filter out empty keys when updating yaml config

HA ingress seems to randomly add an equal sign to the PUT urls for updating the config from the UI. This fix prevents empty keys from being processed, but still allows empty values.

---------

Co-authored-by: Nicolas Mowen <nickmowen213@gmail.com>
2025-05-13 08:27:07 -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
Josh Hawkins
ac8e647b92
Fixes (#18077)
* fix onvif reinitialization

* api docs: clarify usage of clip.mp4 endpoint

* Always show train tab

* Add description to API

* catch lpr model inference exceptions

* always apply motion mask when using yolov9 plate detection

* lpr faq

* fix incorrect focus when reopening search detail dialog on video tab

* only use keyboard listener in face library when train tab is active

---------

Co-authored-by: Nicolas Mowen <nickmowen213@gmail.com>
2025-05-07 16:31:24 -06:00
Josh Hawkins
1e079027ec
Assign requestor correctly (#17944) 2025-04-28 21:52:37 -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
2610cfcfde
Classification config changes (#17892)
* Only auto-populate some config fields down to the camera level

- Don't populate LPR and face global-only settings down to the camera level
- Ensure LPR mixin uses camera level min_area
- Explicitly forbid extra config values for LPR and face

* lpr docs tweak

* remove extra text already in i18n key

* consistency
2025-04-24 07:30:10 -06:00
Josh Hawkins
14a32a6472
LPR tweaks (#17783)
* clarify docs

* improve debugging messages

* don't run any lpr postprocessing

* wording
2025-04-18 07:45:37 -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
664889d487
Small tweaks (#17651)
* clarify lpr

* add license plate icon and correctly format string
2025-04-11 06:48:16 -06:00