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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* Remove outdated files

* Remove outdated code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>
6 years ago
..
docs Interpolation of polyshapes in CVAT (#1571) 6 years ago
src DL models as serverless functions (#1767) 6 years ago
tests Merge annotations and dataset_manager apps (#1352) 6 years ago
.dockerignore User interface with React and antd (#785) 6 years ago
.eslintrc.js User interface with react and antd (#755) 6 years ago
.gitignore Auth for REST API (api/v1/auth/*) (#622) 7 years ago
README.md Fix typo in readme (#1628) 6 years ago
jest.config.js Updated dump/upload in cvat-core (#635) 7 years ago
jsdoc.config.js Updated dump/upload in cvat-core (#635) 7 years ago
package.json DL models as serverless functions (#1767) 6 years ago
webpack.config.js added hash to js bundle names (#1803) 6 years ago

README.md

Module CVAT-CORE

Description

This CVAT module is a client-side JavaScipt library to management of objects, frames, logs, etc. It contains the core logic of the Computer Vision Annotation Tool.

Versioning

If you make changes in this package, please do following:

  • After not important changes (typos, backward compatible bug fixes, refactoring) do: npm version patch
  • After changing API (backward compatible new features) do: npm version minor
  • After changing API (changes that break backward compatibility) do: npm version major

Commands

  • Dependencies installation
npm install
  • Building the module from sources in the dist directory:
npm run build
npm run build -- --mode=development     # without a minification
  • Building the documentation in the docs directory:
npm run-script docs
  • Running of tests:
npm run-script test
  • Updating of a module version:
npm version patch   # updated after minor fixes
npm version minor   # updated after major changes which don't affect API compatibility with previous versions
npm version major   # updated after major changes which affect API compatibility with previous versions

Visual studio code configurations:

  • cvat.js debug starts debugging with entrypoint api.js
  • cvat.js test builds library and runs entrypoint tests.js