IOG serverless function + some fixes

.vscode/launch.json

@@ -42,8 +42,11 @@
             "request": "launch",
             "stopOnEntry": false,
             "justMyCode": false,
-            "pythonPath": "${command:python.interpreterPath}",
+            "python": "${command:python.interpreterPath}",
             "program": "${workspaceRoot}/manage.py",
+            "env": {
+                "CVAT_SERVERLESS":  "1",
+            },
             "args": [
                 "runserver",
                 "--noreload",
@@ -73,7 +76,7 @@
             "request": "launch",
             "stopOnEntry": false,
             "justMyCode": false,
-            "pythonPath": "${command:python.interpreterPath}",
+            "python": "${command:python.interpreterPath}",
             "program": "${workspaceRoot}/manage.py",
             "args": [
                 "rqworker",
@@ -92,7 +95,7 @@
             "request": "launch",
             "stopOnEntry": false,
             "justMyCode": false,
-            "pythonPath": "${command:python.interpreterPath}",
+            "python": "${command:python.interpreterPath}",
             "program": "${workspaceRoot}/manage.py",
             "args": [
                 "rqscheduler",
@@ -108,7 +111,7 @@
             "request": "launch",
             "justMyCode": false,
             "stopOnEntry": false,
-            "pythonPath":"${command:python.interpreterPath}",
+            "python":"${command:python.interpreterPath}",
             "program": "${workspaceRoot}/manage.py",
             "args": [
                 "rqworker",
@@ -127,7 +130,7 @@
             "request": "launch",
             "justMyCode": false,
             "stopOnEntry": false,
-            "pythonPath": "${command:python.interpreterPath}",
+            "python": "${command:python.interpreterPath}",
             "program": "${workspaceRoot}/manage.py",
             "args": [
                 "update_git_states"
@@ -143,7 +146,7 @@
             "request": "launch",
             "justMyCode": false,
             "stopOnEntry": false,
-            "pythonPath": "${command:python.interpreterPath}",
+            "python": "${command:python.interpreterPath}",
             "program": "${workspaceRoot}/manage.py",
             "args": [
                 "migrate"
@@ -159,7 +162,7 @@
             "request": "launch",
             "justMyCode": false,
             "stopOnEntry": false,
-            "pythonPath": "${command:python.interpreterPath}",
+            "python": "${command:python.interpreterPath}",
             "program": "${workspaceRoot}/manage.py",
             "args": [
                 "test",

CHANGELOG.md

@@ -13,11 +13,15 @@ and this project adheres to [Semantic Versioning](https://semver.org/spec/v2.0.0
 - CVAT-3D: Load all frames corresponding to the job instance
   (<https://github.com/openvinotoolkit/cvat/pull/2645>)
 - Intelligent scissors with OpenCV javascript (<https://github.com/openvinotoolkit/cvat/pull/2689>)
+- [Inside Outside Guidence](https://github.com/shiyinzhang/Inside-Outside-Guidance) serverless
+  function for interative segmentation
 
 ### Changed
 
 - Updated HTTPS install README section (cleanup and described more robust deploy)
 - Logstash is improved for using with configurable elasticsearch outputs (<https://github.com/openvinotoolkit/cvat/pull/2531>)
+- Bumped nuclio version to 1.5.16
+- All methods for interative segmentation accept negative points as well
 
 ### Deprecated
 

README.md

@@ -63,18 +63,26 @@ For more information about supported formats look at the
 | [ImageNet](http://www.image-net.org)                                          | X      | X      |
 | [CamVid](http://mi.eng.cam.ac.uk/research/projects/VideoRec/CamVid/)          | X      | X      |
 
-## Deep learning models for automatic labeling
+## Deep learning serverless functions for automatic labeling
+
+<!--lint disable maximum-line-length-->
 
 | Name                                                                                                    | Type       | Framework  | CPU | GPU |
 | ------------------------------------------------------------------------------------------------------- | ---------- | ---------- | --- | --- |
-| [Deep Extreme Cut](/serverless/openvino/dextr/nuclio)                                                   | interactor | OpenVINO   | X   |
+| [Deep Extreme Cut](/serverless/openvino/dextr/nuclio)                                                   | interactor | OpenVINO   | X   |     |
+| [Faster RCNN](/serverless/openvino/omz/public/faster_rcnn_inception_v2_coco/nuclio)                     | detector   | OpenVINO   | X   |     |
+| [Mask RCNN](/serverless/openvino/omz/public/mask_rcnn_inception_resnet_v2_atrous_coco/nuclio)           | detector   | OpenVINO   | X   |     |
+| [YOLO v3](/serverless/openvino/omz/public/yolo-v3-tf/nuclio)                                            | detector   | OpenVINO   | X   |     |
+| [Object reidentification](/serverless/openvino/omz/intel/person-reidentification-retail-300/nuclio)     | reid       | OpenVINO   | X   |     |
+| [Semantic segmentation for ADAS](/serverless/openvino/omz/intel/semantic-segmentation-adas-0001/nuclio) | detector   | OpenVINO   | X   |     |
+| [Text detection v4](/serverless/openvino/omz/intel/text-detection-0004/nuclio)                          | detector   | OpenVINO   | X   |     |
+| [SiamMask](/serverless/pytorch/foolwood/siammask/nuclio)                                                | tracker    | PyTorch    | X   |     |
+| [f-BRS](/serverless/pytorch/saic-vul/fbrs/nuclio)                                                       | interactor | PyTorch    | X   |     |
+| [Inside-Outside Guidance](/serverless/pytorch/shiyinzhang/iog/nuclio)                                   | interactor | PyTorch    | X   |     |
 | [Faster RCNN](/serverless/tensorflow/faster_rcnn_inception_v2_coco/nuclio)                              | detector   | TensorFlow | X   | X   |
-| [Mask RCNN](/serverless/openvino/omz/public/mask_rcnn_inception_resnet_v2_atrous_coco/nuclio)           | detector   | OpenVINO   | X   |
-| [YOLO v3](/serverless/openvino/omz/public/yolo-v3-tf/nuclio)                                            | detector   | OpenVINO   | X   |
-| [Text detection v4](/serverless/openvino/omz/intel/text-detection-0004/nuclio)                          | detector   | OpenVINO   | X   |
-| [Semantic segmentation for ADAS](/serverless/openvino/omz/intel/semantic-segmentation-adas-0001/nuclio) | detector   | OpenVINO   | X   |
-| [Mask RCNN](/serverless/tensorflow/matterport/mask_rcnn/nuclio)                                         | detector   | TensorFlow | X   |
-| [Object reidentification](/serverless/openvino/omz/intel/person-reidentification-retail-300/nuclio)     | reid       | OpenVINO   | X   |
+| [Mask RCNN](/serverless/tensorflow/matterport/mask_rcnn/nuclio)                                         | detector   | TensorFlow | X   |     |
+
+<!--lint enable maximum-line-length-->
 
 ## Online demo: [cvat.org](https://cvat.org)
 
@@ -93,11 +101,12 @@ Limitations:
 
 ## REST API
 
-Automatically generated Swagger documentation for Django REST API is
-available on `<cvat_origin>/api/swagger`
-(default: `localhost:8080/api/swagger`).
+Automatically generated Swagger documentation for Django REST API is available
+on `<cvat_origin>/api/swagger`(default: `localhost:8080/api/swagger`).
 
-Swagger documentation is visiable on allowed hostes, Update environement variable in docker-compose.yml file with cvat hosted machine IP or domain name. Example - `ALLOWED_HOSTS: 'localhost, 127.0.0.1'`)
+Swagger documentation is visiable on allowed hostes, Update environement
+variable in docker-compose.yml file with cvat hosted machine IP or domain
+name. Example - `ALLOWED_HOSTS: 'localhost, 127.0.0.1'`.
 
 ## LICENSE
 
@@ -129,4 +138,6 @@ Other ways to ask questions and get our support:
 
 ## Projects using CVAT
 
-- [Onepanel](https://github.com/onepanelio/core) - Onepanel is an open source vision AI platform that fully integrates CVAT with scalable data processing and parallelized training pipelines.
+- [Onepanel](https://github.com/onepanelio/core) - Onepanel is an open source
+  vision AI platform that fully integrates CVAT with scalable data processing
+  and parallelized training pipelines.

components/serverless/docker-compose.serverless.yml

@@ -2,7 +2,7 @@ version: '3.3'
 services:
   serverless:
     container_name: nuclio
-    image: quay.io/nuclio/dashboard:1.5.8-amd64
+    image: quay.io/nuclio/dashboard:1.5.16-amd64
     restart: always
     networks:
       default:
@@ -16,6 +16,7 @@ services:
       https_proxy:
       no_proxy: 172.28.0.1,${no_proxy}
       NUCLIO_CHECK_FUNCTION_CONTAINERS_HEALTHINESS: 'true'
+      NUCLIO_DASHBOARD_DEFAULT_FUNCTION_MOUNT_MODE: 'volume'
     ports:
       - '8070:8070'
 

cvat-core/src/server-proxy.js

@@ -1,4 +1,4 @@
-// Copyright (C) 2019-2020 Intel Corporation
+// Copyright (C) 2021 Intel Corporation
 //
 // SPDX-License-Identifier: MIT
 

cvat-core/src/session.js

@@ -1,4 +1,4 @@
-// Copyright (C) 2019-2020 Intel Corporation
+// Copyright (C) 2021 Intel Corporation
 //
 // SPDX-License-Identifier: MIT
 

cvat-data/src/js/unzip_imgs.worker.js

@@ -1,4 +1,4 @@
-// Copyright (C) 2020 Intel Corporation
+// Copyright (C) 2021 Intel Corporation
 //
 // SPDX-License-Identifier: MIT
 
@@ -7,7 +7,9 @@ const JSZip = require('jszip');
 onmessage = (e) => {
     const zip = new JSZip();
     if (e.data) {
-        const { start, end, block, dimension, dimension2D } = e.data;
+        const {
+            start, end, block, dimension, dimension2D,
+        } = e.data;
 
         zip.loadAsync(block).then((_zip) => {
             let index = start;

cvat-ui/package.json

@@ -1,6 +1,6 @@
 {
   "name": "cvat-ui",
-  "version": "1.14.1",
+  "version": "1.14.2",
   "description": "CVAT single-page application",
   "main": "src/index.tsx",
   "scripts": {

cvat-ui/src/actions/annotation-actions.ts

@@ -1362,10 +1362,7 @@ export function pasteShapeAsync(): ThunkAction {
     };
 }
 
-export function interactWithCanvas(
-    activeInteractor: Model | OpenCVTool,
-    activeLabelID: number,
-): AnyAction {
+export function interactWithCanvas(activeInteractor: Model | OpenCVTool, activeLabelID: number): AnyAction {
     return {
         type: AnnotationActionTypes.INTERACT_WITH_CANVAS,
         payload: {

cvat-ui/src/components/annotation-page/annotation-page.tsx

@@ -1,4 +1,4 @@
-// Copyright (C) 2020 Intel Corporation
+// Copyright (C) 2021 Intel Corporation
 //
 // SPDX-License-Identifier: MIT
 

cvat-ui/src/components/annotation-page/standard-workspace/controls-side-bar/opencv-control.tsx

@@ -170,7 +170,7 @@ class OpenCVControlComponent extends React.PureComponent<Props & DispatchToProps
         const {
             shapesUpdated, isDone, threshold, shapes,
         } = (e as CustomEvent).detail;
-        const pressedPoints = convertShapesForInteractor(shapes).flat();
+        const pressedPoints = convertShapesForInteractor(shapes, 0).flat();
         this.interactionIsDone = isDone;
 
         try {

cvat-ui/src/components/annotation-page/standard-workspace/controls-side-bar/tools-control.tsx

@@ -220,7 +220,8 @@ export class ToolsControlComponent extends React.PureComponent<Props, State> {
                 try {
                     result = await core.lambda.call(jobInstance.task, interactor, {
                         frame,
-                        points: convertShapesForInteractor((e as CustomEvent).detail.shapes),
+                        pos_points: convertShapesForInteractor((e as CustomEvent).detail.shapes, 0),
+                        neg_points: convertShapesForInteractor((e as CustomEvent).detail.shapes, 2),
                     });
 
                     if (this.interactionIsAborted) {

cvat-ui/src/components/annotation-page/top-bar/right-group.tsx

@@ -1,4 +1,4 @@
-// Copyright (C) 2020 Intel Corporation
+// Copyright (C) 2021 Intel Corporation
 //
 // SPDX-License-Identifier: MIT
 

cvat-ui/src/components/annotation-page/top-bar/top-bar.tsx

@@ -1,4 +1,4 @@
-// Copyright (C) 2020 Intel Corporation
+// Copyright (C) 2021 Intel Corporation
 //
 // SPDX-License-Identifier: MIT
 

cvat-ui/src/components/labels-editor/common.ts

@@ -26,23 +26,23 @@ function validateParsedAttribute(attr: Attribute): void {
 
     if (!['number', 'undefined'].includes(typeof attr.id)) {
         throw new Error(
-            `Attribute: "${attr.name}". ` + `Type of attribute id must be a number or undefined. Got value ${attr.id}`,
+            `Attribute: "${attr.name}". Type of attribute id must be a number or undefined. Got value ${attr.id}`,
         );
     }
 
     if (!['checkbox', 'number', 'text', 'radio', 'select'].includes((attr.input_type || '').toLowerCase())) {
-        throw new Error(`Attribute: "${attr.name}". ` + `Unknown input type: ${attr.input_type}`);
+        throw new Error(`Attribute: "${attr.name}". Unknown input type: ${attr.input_type}`);
     }
 
     if (typeof attr.mutable !== 'boolean') {
         throw new Error(
-            `Attribute: "${attr.name}". ` + `Mutable flag must be a boolean value. Got value ${attr.mutable}`,
+            `Attribute: "${attr.name}". Mutable flag must be a boolean value. Got value ${attr.mutable}`,
         );
     }
 
     if (!Array.isArray(attr.values)) {
         throw new Error(
-            `Attribute: "${attr.name}". ` + `Attribute values must be an array. Got type ${typeof attr.values}`,
+            `Attribute: "${attr.name}". Attribute values must be an array. Got type ${typeof attr.values}`,
         );
     }
 
@@ -52,7 +52,7 @@ function validateParsedAttribute(attr: Attribute): void {
 
     for (const value of attr.values) {
         if (typeof value !== 'string') {
-            throw new Error(`Attribute: "${attr.name}". ` + `Each value must be a string. Got value ${value}`);
+            throw new Error(`Attribute: "${attr.name}". Each value must be a string. Got value ${value}`);
         }
     }
 }
@@ -64,12 +64,12 @@ export function validateParsedLabel(label: Label): void {
 
     if (!['number', 'undefined'].includes(typeof label.id)) {
         throw new Error(
-            `Label "${label.name}". ` + `Type of label id must be only a number or undefined. Got value ${label.id}`,
+            `Label "${label.name}". Type of label id must be only a number or undefined. Got value ${label.id}`,
         );
     }
 
     if (typeof label.color !== 'string') {
-        throw new Error(`Label "${label.name}". ` + `Label color must be a string. Got ${typeof label.color}`);
+        throw new Error(`Label "${label.name}". Label color must be a string. Got ${typeof label.color}`);
     }
 
     if (!label.color.match(/^#[0-9a-fA-F]{6}$|^$/)) {
@@ -80,7 +80,7 @@ export function validateParsedLabel(label: Label): void {
     }
 
     if (!Array.isArray(label.attributes)) {
-        throw new Error(`Label "${label.name}". ` + `attributes must be an array. Got type ${typeof label.attributes}`);
+        throw new Error(`Label "${label.name}". Attributes must be an array. Got type ${typeof label.attributes}`);
     }
 
     for (const attr of label.attributes) {

cvat-ui/src/containers/actions-menu/actions-menu.tsx

@@ -9,7 +9,9 @@ import ActionsMenuComponent, { Actions } from 'components/actions-menu/actions-m
 import { CombinedState } from 'reducers/interfaces';
 
 import { modelsActions } from 'actions/models-actions';
-import { dumpAnnotationsAsync, loadAnnotationsAsync, exportDatasetAsync, deleteTaskAsync } from 'actions/tasks-actions';
+import {
+    dumpAnnotationsAsync, loadAnnotationsAsync, exportDatasetAsync, deleteTaskAsync,
+} from 'actions/tasks-actions';
 // eslint-disable-next-line import/no-extraneous-dependencies
 import { MenuInfo } from 'rc-menu/lib/interface';
 

cvat-ui/src/containers/annotation-page/top-bar/top-bar.tsx

@@ -1,4 +1,4 @@
-// Copyright (C) 2020 Intel Corporation
+// Copyright (C) 2021 Intel Corporation
 //
 // SPDX-License-Identifier: MIT
 

cvat-ui/src/cvat-canvas-wrapper.ts

@@ -1,4 +1,4 @@
-// Copyright (C) 2020 Intel Corporation
+// Copyright (C) 2020-2021 Intel Corporation
 //
 // SPDX-License-Identifier: MIT
 
@@ -12,20 +12,20 @@ import {
     InteractionResult as _InteractionResult,
 } from 'cvat-canvas/src/typescript/canvas';
 
-export function convertShapesForInteractor(shapes: InteractionResult[]): number[][] {
+export function convertShapesForInteractor(shapes: InteractionResult[], button: number): number[][] {
     const reducer = (acc: number[][], _: number, index: number, array: number[]): number[][] => {
-        if (!(index % 2)) { // 0, 2, 4
-            acc.push([
-                array[index],
-                array[index + 1],
-            ]);
+        if (!(index % 2)) {
+            // 0, 2, 4
+            acc.push([array[index], array[index + 1]]);
         }
         return acc;
     };
 
-    return shapes.filter((shape: InteractionResult): boolean => shape.shapeType === 'points' && shape.button === 0)
+    return shapes
+        .filter((shape: InteractionResult): boolean => shape.shapeType === 'points' && shape.button === button)
         .map((shape: InteractionResult): number[] => shape.points)
-        .flat().reduce(reducer, []);
+        .flat()
+        .reduce(reducer, []);
 }
 
 export type InteractionData = _InteractionData;

cvat-ui/src/reducers/annotation-reducer.ts

@@ -1044,8 +1044,9 @@ export default (state = defaultState, action: AnyAction): AnnotationState => {
                 },
                 canvas: {
                     ...state.canvas,
-                    activeControl: activeInteractor
-                        .type.startsWith('opencv') ? ActiveControl.OPENCV_TOOLS : ActiveControl.AI_TOOLS,
+                    activeControl: activeInteractor.type.startsWith('opencv') ?
+                        ActiveControl.OPENCV_TOOLS :
+                        ActiveControl.AI_TOOLS,
                 },
             };
         }

cvat/apps/documentation/installation.md

@@ -284,7 +284,8 @@ Please see the [Docker documentation](https://docs.docker.com/network/proxy/) fo
 
 ```bash
 # Build and run containers with Analytics component support:
-docker-compose -f docker-compose.yml -f components/analytics/docker-compose.analytics.yml up -d --build
+docker-compose -f docker-compose.yml \
+  -f components/analytics/docker-compose.analytics.yml up -d --build
 ```
 
 ### Semi-automatic and automatic annotation