Commit Graph

43 Commits

Author SHA1 Message Date
Nicolas Mowen
36d7eb7caa
Support ONNX model caching (#13780)
* Support model caching

* Cleanup
2024-09-16 18:18:11 -06:00
Nicolas Mowen
2f69f5afe6
Add support for yolonas via ONNX and allow TensorRT execution provider to work correctly (#13776)
* Add support for yolonas in onnx

* Add correct deps

* Set ld library path

* Refactor cudnn to only be used in amd64

* Add onnx to docs and add explainer at the top

* Undo change

* Update comment

* Remove uneccesary

* Remove line change
2024-09-16 16:17:31 -05:00
Nicolas Mowen
331c882af2 Catch hailo initialization error (#12558) 2024-08-29 20:19:50 -06:00
spanner3003
4a35573210 Initial support for Hailo-8L (#12431)
* 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>
2024-08-29 20:19:50 -06:00
Marc Altmann
57503cc318 fix default model for rknn detector (#12807) 2024-08-08 07:54:13 -06:00
ubawurinna
2ea1d34f4f
OpenVino - Error clarification for compile_model function (#12304)
* Error clarification for openvino's compile_model function

* run ruff format

---------

Co-authored-by: ubawurinna <you@example.com>
2024-07-08 08:13:33 -05:00
Marc Altmann
4bca405e29
fix key error for custom models (#12042) 2024-06-18 07:40:54 -06:00
Alex Yao
0d862d6aa8
Show failure exception message (#11964) 2024-06-14 20:34:14 -05:00
Blake Blackshear
4313fd97aa
Adds support for YOLO-NAS in OpenVino (#11645)
* update onnxruntime

* support for yolo-nas in openvino

* cleanup notebook

* update docs

* improve docs

* handle AUTO issue and update docs
2024-06-07 05:52:08 -06:00
Marc Altmann
7a4eb0b37c
Add coco-80 labelmap and update FFmpeg for Rockchip (#11695)
* add coco-80 labelmap and update ffmpeg

* Update docs/docs/configuration/object_detectors.md

---------

Co-authored-by: Blake Blackshear <blake.blackshear@gmail.com>
2024-06-02 20:47:26 -05:00
Blake Blackshear
bfeb7b8a96
upgrade to latest openvino version (#11563) 2024-05-27 14:49:35 -06:00
Rémi Bédard-Couture
592b645231
Add support for TensorRT v10 (multiple api calls have changed) (#11166)
* Add support for TensorRT v10 (multiple api calls have changed)

* Remove unnecessary size check in TensorRT v10 block

* Refactor to reduce code duplication

* Fix wrong function name in new _get_binding_dtype function and only return input check (not assertion) in new _binding_is_input function

* Add space around TRT_VERSION variable assignment (=) to respect linting

* More linting fix

* Update frigate/detectors/plugins/tensorrt.py

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

* More linting

---------

Co-authored-by: Nicolas Mowen <nickmowen213@gmail.com>
2024-05-22 06:57:52 -06:00
Marc Altmann
e91f3d8d9b
Reimplement support for rknn detector (#11365)
* initial support for rknn detector

* remove purge_model_cache option

* update rknn

* support rk3576

* fix post_process_yolonas call

* add yolonas models

* update config

* exclude yolonas from image

* remove code
2024-05-21 17:50:03 -05:00
Blake Blackshear
14235c42b9
Remove all AGPL licensed YOLO references from Frigate (#10717)
* Remove yolov8 support from Frigate

* Remove yolov8 from dev

* Remove builds

* Formatting and remove yolov5

* Fix lint

* remove models download

---------

Co-authored-by: Nicolas Mowen <nickmowen213@gmail.com>
2024-03-30 05:46:17 -05:00
Marc Altmann
299511cd9d
Update FFmpeg for Rockchip image (#9912)
* update build files

* update ffmpeg presets

* remove fix for HA add-on
2024-02-20 23:21:24 +00:00
John Vandenberg
3cff3a086b
fix typos (#9895) 2024-02-17 16:01:50 -06:00
harakas
cd5f4b1534
detectors/edgetpu: yolov8 support (#9782)
* detectors/edgetpu: add support for yolov8 models

* docs: edgetpu yolov8 running

* docs: edgetpu yolov8 attribution and language

* Update docs/docs/configuration/object_detectors.md

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

---------

Co-authored-by: Nicolas Mowen <nickmowen213@gmail.com>
2024-02-10 13:39:28 -06:00
harakas
44d8cdbba1
AMD GPU support with the rocm detector and YOLOv8 pretrained model download (#9762)
* ROCm AMD/GPU based build and detector, WIP

* detectors/rocm: separate yolov8 postprocessing into own function; fix box scaling; use cv2.dnn.blobForImage for preprocessing; assert on required model parameters

* AMD/ROCm: add couple of more ultralytics models; comments

* docker/rocm: make imported model files readable by all

* docker/rocm: readme about running on AMD GPUs

* docker/rocm: updated README

* docker/rocm: updated README

* docker/rocm: updated README

* detectors/rocm: separated preprocessing functions into yolo_utils.py

* detector/plugins: added onnx cpu plugin

* docker/rocm: updated container with limite label sets

* example detectors view

* docker/rocm: updated README.md

* docker/rocm: update README.md

* docker/rocm: do not set HSA_OVERRIDE_GFX_VERSION at all for the general version as the empty value broke rocm

* detectors: simplified/optimized yolov8_postprocess

* detector/yolo_utils: indentation, remove unused variable

* detectors/rocm: default option to conserve cpu usage at the expense of latency

* detectors/yolo_utils: use nms to prefilter overlapping boxes if too many detected

* detectors/edgetpu_tfl: add support for yolov8

* util/download_models: script to download yolov8 model files

* docker/main: add download-models overlay into s6 startup

* detectors/rocm: assume models are in /config/model_cache/yolov8/

* docker/rocm: compile onnx files into mxr files at startup

* switch model download into bash script

* detectors/rocm: automatically override HSA_OVERRIDE_GFX_VERSION for couple of known chipsets

* docs: rocm detector first notes

* typos

* describe builds (harakas temporary)

* docker/rocm: also build a version for gfx1100

* docker/rocm: use cp instead of tar

* docker.rocm: remove README as it is now in detector config

* frigate/detectors: renamed yolov8_preprocess->preprocess, pass input tensor element type

* docker/main: use newer openvino (2023.3.0)

* detectors: implement class aggregation

* update yolov8 model

* add openvino/yolov8 support for label aggregation

* docker: remove pointless s6/timeout-up files

* Revert "detectors: implement class aggregation"

This reverts commit dcfe6bbf6f.

* detectors/openvino: remove class aggregation

* detectors: increase yolov8 postprocessing score trershold to 0.5

* docker/rocm: separate rocm distributed files into its own build stage

* Update object_detectors.md

* updated CODEOWNERS file for rocm

* updated build names for documentation

* Revert "docker/main: use newer openvino (2023.3.0)"

This reverts commit dee95de908.

* reverrted openvino detector

* reverted edgetpu detector

* scratched rocm docs from any mention of edgetpu or openvino

* Update docs/docs/configuration/object_detectors.md

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

* renamed frigate.detectors.yolo_utils.py -> frigate.detectors.util.py

* clarified rocm example performance

* Improved wording and clarified text

* Mentioned rocm detector for AMD GPUs

* applied ruff formating

* applied ruff suggested fixes

* docker/rocm: fix missing argument resulting in larger docker image sizes

* docs/configuration/object_detectors: fix links to yolov8 release files

---------

Co-authored-by: Nicolas Mowen <nickmowen213@gmail.com>
2024-02-10 06:41:46 -06:00
Nicolas Mowen
c35c7da82a
Don't fail if deepstack detector times out (#8979) 2023-12-15 23:25:21 +00:00
Marc Altmann
27cf1cdf15
Fix path of device tree on HassOS add on (#8764)
* fix device tree path for HassOS

* fix symlink call

* fix formatting
2023-11-27 18:13:12 -06:00
Marc Altmann
977eef9138
fix chrash after restart (#8661) 2023-11-18 15:36:24 -06:00
Marc Altmann
c6208b266b
Include libraries and .rknn models for other Rockchip SoCs (#8649)
* support for other yolov models and config checks

* apply code formatting

* Information about core mask and inference speed

* update rknn postprocess and remove params

* update model selection

* Apply suggestions from code review

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

* support rknn on all socs

* apply changes from review and fix post process bug

* apply code formatting

* update tip in object_detectors docs

---------

Co-authored-by: Nicolas Mowen <nickmowen213@gmail.com>
2023-11-18 07:53:49 -06:00
Marc Altmann
7522bb6fab
Add features to rknn detector (#8631)
* support for other yolov models and config checks

* apply code formatting

* Information about core mask and inference speed

* update rknn postprocess and remove params

* update model selection

* Apply suggestions from code review

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

---------

Co-authored-by: Nicolas Mowen <nickmowen213@gmail.com>
2023-11-17 01:08:41 +00:00
Nicolas Mowen
f29e152619
Revert TRT class id filtering (#8497) 2023-11-07 11:32:52 +00:00
Blake Blackshear
65e3e67a83
avoid import error for non-rk builds (#8454)
* avoid import error for non-rk builds

* linter
2023-11-04 07:56:35 -05:00
Nicolas Mowen
4f7b710112
Don't fail on invalid class IDs for TensorRT detector (#8438)
* Don't fail on invalid class IDs

* Fix whitespace

* Make log warning
2023-11-04 02:19:58 +00:00
Marc Altmann
b54aaad382
fix rknn.py (#8434)
Co-authored-by: MarcA711 <>
2023-11-03 00:12:54 +00:00
Marc Altmann
090294e89b
Initial support for rockchip boards (#8382)
* initial support for rockchip boards

* Apply suggestions from code review

apply requested changes

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

* requested changes

* rewrite dockerfile

* adjust targets

* Update .github/workflows/ci.yml

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

* Update docs/docs/configuration/object_detectors.md

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

* Update docs/docs/configuration/object_detectors.md

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

* add information to docs

* Update docs/docs/configuration/object_detectors.md

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

* format rknn.py

* apply changes from isort and ruff

---------

Co-authored-by: MarcA711 <>
Co-authored-by: Nicolas Mowen <nickmowen213@gmail.com>
2023-11-02 12:55:24 +00:00
Markus
5e772c3625
fix edgetpu device type "None" (auto) (#7097) 2023-07-08 16:04:51 -05:00
Nate Meyer
dd02958f7c
Upgrade TensorRT to 8.5.3 (#7006)
* Update to latest tensorrt (8.6.1) release

* Build trt libyolo_layer.so in container

* Update tensorrt_models script to convert models from the frigate container

* Fix typo in model script

* Fix paths to yolo lib and models folder

* Add S6 scripts to test and convert specified TensortRT models at startup.

Rearrange tensorrt files into a docker support folder.

* Update TensorRT documentation to reflect the new model conversion process and minimum HW support.

* Fix model_cache path to live in config directory

* Move tensorrt s6 files to the correct directory

* Fix issues in model generation script

* Disable global timeout for s6 services

* Add version folder to tensorrt model_cache path

* Include TensorRT version 8.5.3

* Add numpy requirement prior to removal of np.bool

* This TRT version uses a mixture of cuda dependencies

* Redirect stdout from noisy model conversion
2023-07-06 14:20:33 -05:00
Martin Weinelt
ab50d0b006
Add isort and ruff linter (#6575)
* Add isort and ruff linter

Both linters are pretty common among modern python code bases.

The isort tool provides stable sorting and grouping, as well as pruning
of unused imports.

Ruff is a modern linter, that is very fast due to being written in rust.
It can detect many common issues in a python codebase.

Removes the pylint dev requirement, since ruff replaces it.

* treewide: fix issues detected by ruff

* treewide: fix bare except clauses

* .devcontainer: Set up isort

* treewide: optimize imports

* treewide: apply black

* treewide: make regex patterns raw strings

This is necessary for escape sequences to be properly recognized.
2023-05-29 05:31:17 -05:00
Martin Weinelt
1e17dbaa91
deepstack: pass api key in request (#6579)
The POST data was prepared, but not passed into the request call.
2023-05-23 17:32:08 -05:00
Nicolas Mowen
f66ccb04f6
Fix pydantic (#6584) 2023-05-23 08:00:21 -06:00
Sergey Krashevich
b4038821cc
Update DeepStack detector to set width and height from input image size (#6429) 2023-05-17 07:40:41 -05:00
Sergey Krashevich
181b53a55d
Fix error in parsing DeepStack response JSON and handle cases where predictions field is missing (#6463) 2023-05-15 07:37:34 -05:00
Sergey Krashevich
ede1dedbbd
Add Deepstack/CodeProject-AI.Server detector plugin (#6143)
* Add Deepstack detector plugin with configurable API URL, timeout, and API key

* Update DeepStack plugin to recognize 'truck' as 'car' for label indexing

* Add debug logging to DeepStack plugin for better monitoring and troubleshooting

* Refactor DeepStack label loading from file to use merged labelmap

* Black format

* add documentation draft

* fix link to codeproject website

* Apply suggestions from code review

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

---------

Co-authored-by: Nicolas Mowen <nickmowen213@gmail.com>
2023-05-04 18:06:07 -05:00
Blake Blackshear
0d16bd0144
False positives (#6217)
* add false positive submission

* switch timeline events to x,y,w,h

* update docs

* fix type checks

* convert to upsert

* fix config test
2023-04-24 07:24:28 -05:00
Martin Weinelt
161e7b3fd7
Allow using full tensorflow in cpu/edgetpu detector plugins (#5611)
It supports the same entrypoints, given that tflite is a small cut-out
of the big tensorflow picture.

This patch was created for downstream usage in nixpkgs, where we don't
have the tflite python package, but do have the full tensorflow package.
2023-03-03 17:44:17 -06:00
Anil Ozyalcin
0592c8b0e2
YOLOv5 & YOLOv8 support for the OpenVINO Detector (#5523)
* Initial commit that adds YOLOv5 and YOLOv8 support for OpenVINO detector

* Fixed double inference bug with YOLOv5 and YOLOv8

* Modified documentation to mention YOLOv5 and YOLOv8

* Changes to pass lint checks

* Change minimum threshold to improve model performance

* Fix link

* Clean up YOLO post-processing

---------

Co-authored-by: Nicolas Mowen <nickmowen213@gmail.com>
2023-02-19 07:39:47 -06:00
Anil Ozyalcin
b33094207c
YOLOX support for OpenVINO Detector (#5285)
* Initial commit to enable Yolox models with OpenVINO in Frigate

* Fix ModelEnumtType import error in openvino.py

* Initial edit of the docs to include verbage about yolox

* Initial edit of the docs to include verbage about yolox

* Elaborate configuration and limitations in docs.

* Add capability to dynamically determine number of classes in yolox model

* Further refinements

* Removed unnecesarry comments, improved documentation, addressed PR items

* Fixed lint formatting issues
2023-02-03 19:36:37 -06:00
Nate Meyer
60b2315028
Update library loading for tensorrt (#5087)
* Update library loading for tensorrt

* Add symlink to libnvrtc
2023-01-14 13:14:27 -06:00
Nate Meyer
3f05f74ecb
Nvidia TensorRT detector (#4718)
* Initial WIP dockerfile and scripts to add tensorrt support

* Add tensorRT detector

* WIP attempt to install TensorRT 8.5

* Updates to detector for cuda python library

* TensorRT Cuda library rework WIP

Does not run

* Fixes from rebase to detector factory

* Fix parsing output memory pointer

* Handle TensorRT logs with the python logger

* Use non-async interface and convert input data to float32. Detection runs without error.

* Make TensorRT a separate build from the base Frigate image.

* Add script and documentation for generating TRT Models

* Add support for TensorRT devcontainer

* Add labelmap to trt model script and docs.  Cleanup of old scripts.

* Update detect to normalize input tensor using model input type

* Add config for selecting GPU. Fix Async inference. Update documentation.

* Update some CUDA libraries to clean up version warning

* Add CI stage to build TensorRT tag

* Add note in docs for image tag and model support
2022-12-30 10:53:17 -06:00
Dennis George
420bcd7aa0
Convert detectors to factory pattern, ability to set different model for each detector (#4635)
* refactor detectors

* move create_detector and DetectorTypeEnum

* fixed code formatting

* add detector model config models

* fix detector unit tests

* adjust SharedMemory size to largest detector model shape

* fix detector model config defaults

* enable auto-discovery of detectors

* simplify config

* simplify config changes further

* update detectors docs; detect detector configs dynamic

* add suggested changes

* remove custom detector doc

* fix grammar, adjust device defaults
2022-12-15 07:12:52 -06:00