* 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

* initial event search api implementation

* fix lint

* fix tests

* move chromadb imports and pysqlite hotswap to fix tests

* remove unused import

* switch default limit to 50

* fix events accidently pulling inside chroma results loop

…ear#12124)

* Add basic search page

* Abstract filters to separate components

* Make searching functional

* Add loading and no results indicators

* Implement searching

* Combine account and settings menus on mobile

* Support using thumbnail for in progress detections

* Fetch previews

* Move recordings view and open recordings when search is selected

* Implement detail pane

* Implement saving of description

* Implement similarity search

* Fix clicking

* Add date range picker

* Fix

* Fix iOS zoom bug

* Mobile fixes

* Use text area

* Fix spacing for drawer

* Fix fetching previews incorrectly

* Chroma logs in frontend

* fix lint

…2381)

* Initial support for Hailo-8L

Added file for Hailo-8L detector including dockerfile, h8l.mk, h8l.hcl, hailo8l.py, ci.yml and ssd_mobilenat_v1.hef as the inference network.

Added files to help with the installation of Hailo-8L dependences like generate_wheel_conf.py, requirements-wheel-h8l.txt and modified setup.py to try and work with any hardware.

Updated docs to reflect Initial Hailo-8L support including oject_detectors.md,  hardware.md and installation.md.

* Update .github/workflows/ci.yml

typo h8l not arm64

Co-authored-by: Nicolas Mowen <nickmowen213@gmail.com>

* Update docs/docs/configuration/object_detectors.md

Clarity for the end user and correct uses of words

Co-authored-by: Nicolas Mowen <nickmowen213@gmail.com>

* Update docs/docs/frigate/installation.md

typo

Co-authored-by: Nicolas Mowen <nickmowen213@gmail.com>

* update Installation.md to clarify Hailo-8L installation process.

* Update docs/docs/frigate/hardware.md

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

* Update hardware.md add Inference time.

* Oops no new line at the end of the file.

* Update docs/docs/frigate/hardware.md typo

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

* Update dockerfile to download the ssd_modilenet_v1 model instead of having it in the repo.

* Updated dockerfile so it dose not download the model file.

add function to download it at runtime.

update model path.

* fix formatting according to ruff and removed unnecessary functions.

---------

Co-authored-by: Nicolas Mowen <nickmowen213@gmail.com>
Co-authored-by: Josh Hawkins <32435876+hawkeye217@users.noreply.github.com>

* Setup basic notification page

* Add basic notification implementation

* Register for push notifications

* Implement dispatching

* Add fields

* Handle image and link

* Add notification config

* Add field for users notification tokens

* Implement saving of notification tokens

* Implement VAPID key generation

* Implement public key encoding

* Implement webpush from server

* Implement push notification handling

* Make notifications config only

* Add maskable icon

* Use zod form to control notification settings in the UI

* Use js

* Always open notification

* Support multiple endpoints

* Handle cleaning up expired notification registrations

* Correctly unsubscribe notifications

* Change ttl dynamically

* Add note about notification latency and features

* Cleanup docs

* Fix firefox pushes

* Add links to docs and improve formatting

* Improve wording

* Fix docstring

Co-authored-by: Blake Blackshear <blake@frigate.video>

* Handle case where native auth is not enabled

* Show errors in UI

---------

Co-authored-by: Blake Blackshear <blake@frigate.video>

* Disable semantic search by default and don't start processes unless enabled

* Conditionally create embeddings

* Fix typing

* Support building docker image for amd64 and arm64

* Support installations on amd64 and arm64

* Run build in new job

* Update docs

* Use review item thumbnail for export

* Formatting

…hear#13071)

* Add ability to submit to frigate+ from review panel

* Add separator

* Use consistent ID

…keblackshear#13119)