Delete Anomaly Task + Exportable Code (#5009)

Author: kprokofi

.github/workflows/lib-lint-and-test.yaml

@@ -148,7 +148,6 @@ jobs:
           - task: "multi_class_cls"
           - task: "multi_label_cls"
           - task: "h_label_cls"
-          - task: "anomaly"
           - task: "keypoint_detection"
           - task: "detection"
           - task: "instance_segmentation"

library/docs/source/guide/explanation/algorithms/anomaly/index.rst

@@ -25,4 +25,3 @@ Contents
    classification/index
    object_detection/index
    segmentation/index
-   anomaly/index

library/docs/source/guide/explanation/algorithms/index.rst

@@ -207,14 +207,14 @@ Find
     (otx) ...$ otx find --help
     ╭─ Arguments ───────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────╮
     │ Usage: otx [options] find [-h]                                                                                                                                                            │
-    │                           [--task --task {ANOMALY,ANOMALY_CLASSIFICATION,ANOMALY_DETECTION,ANOMALY_SEGMENTATION,MULTI_CLASS_CLS,MULTI_LABEL_CLS,H_LABEL_CLS,                              │
+    │                           [--task --task {MULTI_CLASS_CLS,MULTI_LABEL_CLS,H_LABEL_CLS,                                                                                                    │
     │                                            DETECTION,ROTATED_DETECTION,KEYPOINT_DETECTION,INSTANCE_SEGMENTATION,SEMANTIC_SEGMENTATION}                                                    │
     │                           [--pattern PATTERN]                                                                                                                                             │
     │                                                                                                                                                                                           │
     │                                                                                                                                                                                           │
     │ Options:                                                                                                                                                                                  │
     │   -h, --help            Show this help message and exit.                                                                                                                                  │
-    │   --task {ANOMALY,ANOMALY_CLASSIFICATION,ANOMALY_DETECTION,ANOMALY_SEGMENTATION,MULTI_CLASS_CLS,MULTI_LABEL_CLS,H_LABEL_CLS,                                                              │
+    │   --task {MULTI_CLASS_CLS,MULTI_LABEL_CLS,H_LABEL_CLS,                                                                                                                                    │
     │            DETECTION,ROTATED_DETECTION,KEYPOINT_DETECTION,INSTANCE_SEGMENTATION,SEMANTIC_SEGMENTATION},                                                                                   │
     │                         Value for filtering by task. Default is None, which shows all recipes. (type: None, default: None)                                                                │
     │   --pattern PATTERN     This allows you to filter the model name of the recipe. For example, if you want to find all models that contain the word 'efficient', you can use '--pattern     │

library/docs/source/guide/get_started/cli_commands.rst

@@ -38,7 +38,6 @@ OpenVINO™ Training Extensions supports the following computer vision tasks:
 - **Object detection** including rotated bounding box and tiling support
 - **Semantic segmentation** including tiling algorithm support
 - **Instance segmentation** including tiling algorithm support
-- **Anomaly recognition** tasks including anomaly classification, detection and segmentation
 
 OpenVINO™ Training Extensions provide the :doc:`following features <../explanation/additional_features/index>`:
 
@@ -114,13 +113,6 @@ Documentation content
 
         Learn how to train a semantic segmentation model
 
-    .. grid-item-card:: Anomaly Task
-        :link: ../tutorials/base/how_to_train/anomaly_detection
-        :link-type: doc
-        :text-align: center
-
-        Learn how to train an anomaly detection model
-
     .. grid-item-card:: Advanced
         :link: ../tutorials/advanced/index
         :link-type: doc

library/docs/source/guide/get_started/introduction.rst

@@ -54,7 +54,6 @@ New features
 ^^^^^^^^^^^^
 
 - Add DETR XAI Explain Mode
-- Add UFlow anomaly detection algorithm
 - Improve Pre-Merge Test
 
 Enhancements