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Nikita Manovich e7585b8ce9 DL models as serverless functions (#1767)
* Initial experiments with nuclio

* Update nuclio prototype

* Improve nuclio prototype for dextr.

* Dummy lambda manager

* OpenFaaS prototype (dextr.bin and dextr.xml are empty).

* Moved openfaas prototype.

* Add comments

* Add serializers and HLD for lambda_manager

* Initial version of Mask RCNN (without debugging)

* Initial version for faster_rcnn_inception_v2_coco

* Fix faster_rcnn_inception_v2_coco

* Implemented mask_rcnn_inception_resnet_v2_atrous_coco

* Implemented yolo detector as a lambda function

* Removed dextr app.

* Added types for each function (detector and interactor)

* Initial version of lambda_manager.

* Implement a couple of methods for lambda:

GET /api/v1/lambda/functions
GET /api/v1/lambda/functions/public.dextr

* First working version of dextr serverless function

* First version of dextr which works in UI.

* Modify omz.public.faster_rcnn_inception_v2_coco

- image decoding
- restart policy always for the function

* Improve omz.public.mask_rcnn_inception_resnet_v2_atrous_coco

* Improve omz.public.yolo-v3-tf function

* Implemented the initial version of requests for lambda manager.

* First working version of POST /api/v1/lambda/requests

* Updated specification of function.yaml (added labels and used annotations section).

* Added health check for containers (nuclio dashboard feature)

* Read labels spec from function.yaml.

* Added settings for NUCLIO

* Fixed a couple of typos. Now it works in most cases.

* Remove Plugin REST API

* Remove tf_annotation app (it will be replaced by serverless function)

* Remove tf_annotation and cuda components

* Cleanup docs and Dockerfile from CUDA component.

* Just renamed directories inside serverless

* Remove redundant files and code

* Remove redundant files.

* Remove outdated files

* Remove outdated code

* Delete reid app and add draft of serverless function for reid.

* Model list in UI.

* Fixed the framework name (got it from lambda function).

* Add maxRequestBodySize for functions, remove redundant code from UI for auto_annotation.

* Update view of models page.

* Unblock mapping for "primary" models.

* Implement cleanup flag for lambda/requests and labeling mapping for functions.

* Implement protection from running multiple jobs for the same task.

* Fix invocation of functions in docker container.

* Fix Dockerfile.ci

* Remove unused files from lambda_manager

* Fix codacy warnings

* Fix codacy issues.

* Fix codacy warnings

* Implement progress and cancel (aka delete) operation.

* Send annotations in batch.

* Fix UI. Now it can retrieve information about inference requests in progress.

* Update CHANGELOG.md

* Update cvat-ui version.

* Update nuclio version.

* Implement serverless/tensorflow/faster_rcnn_inception_v2_coco

* Add information how to install nuclio platform and run serverless functions.

* Add installation instructions for serverless functions.

* Update OpenVINO files which are responsible for loading network

* relocated functions

* Update dextr function.

* Update faster_rcnn function from omz

* Fix OpenVINO Mask-RCNN

* Fix YOLO v3 serverless function.

* Dummy serverless functions for a couple of more OpenVINO models.

* Protected lambda manager views by correct permissions.

* Fix name of Faster RCNN from Tensorflow.

* Implement Mask RCNN via Tensorflow serverless function.

* Minor client changes (#1847)

* Minor client changes

* Removed extra code

* Add reid serverless function (no support in lambda manager).

* Fix contribution guide.

* Fix person-reidentification-retail-300 and implement text-detection-0004

* Add semantic-segmentation-adas-0001

* Moving model management to cvat-core (#1905)

* Squached changes

* Removed extra line

* Remove duplicated files for OpenVINO serverless functions.

* Updated CHANGELOG.md

* Remove outdated code.

* Running dextr via lambda manager (#1912)

* Deleted outdated migration.

* Add name for DEXTR function.

* Fix restart policy for serverless functions.

* Fix openvino serverless functions for images with alpha channel

* Add more tensorflow serverless functions into deploy.sh

* Use ID instead of name for DEXTR (#1926)

* Update DEXTR function

* Added source "auto" inside lambda manager for automatic annotation.

* Customize payload (depends on type of lambda function).

* First working version of REID (Server only).

* Fix codacy warnings

* Avoid exception during migration (workaround)

File "/usr/local/lib/python3.5/dist-packages/django/db/utils.py", line 89, in __exit__
    raise dj_exc_value.with_traceback(traceback) from exc_value
  File "/usr/local/lib/python3.5/dist-packages/django/db/backends/utils.py", line 84, in _execute
    return self.cursor.execute(sql, params)
django.db.utils.ProgrammingError: table "engine_pluginoption" does not exist

* Add siammask serverless function (it doesn't work, need to serialize state)

* Run ReID from UI (#1949)

* Removed reid route in installation.md

* Fix a command to get lena image in CONTRIBUTION guide.

* Fix typo and crash in case a polygon is a line.

Co-authored-by: Boris Sekachev <40690378+bsekachev@users.noreply.github.com>
2020-07-29 18:56:21 +03:00

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