Fix the Anomaly Task to work & Add integration test for Anomaly

[harimkang]

Summary

Modify the Anomaly Task so that the integration Test works.

• Installation
  Add a dependency of anomalib[core] for Anomalib to work properly.
  

This PR will be opened once anomalib1.0 is working with torchmetrics==1.3.1.

For now, install based on the hot-fix commit on the anomalib side.
Add hazelnut dataset for anomaly integration test

How to test

Checklist

• I have added unit tests to cover my changes.​
• I have added integration tests to cover my changes.​
• I have added e2e tests for validation.
• I have added the description of my changes into CHANGELOG in my target branch (e.g., CHANGELOG in develop).​
• I have updated the documentation in my target branch accordingly (e.g., documentation in develop).
• I have linked related issues.

License

• I submit my code changes under the same Apache License that covers the project.
  Feel free to contact the maintainers if that's a concern.
• I have updated the license header for each file (see an example below).

# Copyright (C) 2023 Intel Corporation
# SPDX-License-Identifier: Apache-2.0

[ashwinvaidya17]

Looks good to me.
Let's see how we can sort out TorchMetrics PrecisionRecallCurve issue.

[codecov]

Codecov Report

Attention: Patch coverage is 6.25000% with 15 lines in your changes are missing coverage. Please review.

Project coverage is 61.93%. Comparing base (50a4d17) to head (d4fc83c).

Files	Patch %	Lines
...otx/core/model/module/anomaly/anomaly_lightning.py	0.00%	10 Missing ⚠️
src/otx/algo/anomaly/padim.py	0.00%	1 Missing ⚠️
src/otx/algo/anomaly/stfpm.py	0.00%	1 Missing ⚠️
src/otx/core/data/entity/anomaly/classification.py	0.00%	1 Missing ⚠️
src/otx/core/data/entity/anomaly/detection.py	0.00%	1 Missing ⚠️
src/otx/core/data/entity/anomaly/segmentation.py	0.00%	1 Missing ⚠️

Additional details and impacted files

@@            Coverage Diff             @@
##               v2    #3007      +/-   ##
==========================================
- Coverage   61.96%   61.93%   -0.03%     
==========================================
  Files         259      259              
  Lines       15167    15174       +7     
==========================================
  Hits         9398     9398              
- Misses       5769     5776       +7     

Flag	Coverage Δ
py310	61.92% <6.25%> (-0.04%)	⬇️
py311	61.93% <6.25%> (-0.03%)	⬇️

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[ashwinvaidya17]

@harimkang I checked out your branch and added the changes from #3057. Except for the OpenVINO tests, the rest of the integration tests are passing. Maybe you can merge the changes from that PR to yours

[ashwinvaidya17]

Thanks for all the efforts!

[harimkang]

OV-related features will follow in this PR (#3057), and tests will be added in that PR.