add aupimo basic usage tutorial notebook

[jpcbertoldo]

📝 Description

add aupimo basic usage tutorial notebook

part of https://github.com/openvinotoolkit/anomalib/pull/2329

• 🛠️ Fixes # (issue number)

✨ Changes

Select what type of change your PR is:

• [ ] 🐞 Bug fix (non-breaking change which fixes an issue)
• [ ] 🔨 Refactor (non-breaking change which refactors the code base)
• [ ] 🚀 New feature (non-breaking change which adds functionality)
• [ ] 💥 Breaking change (fix or feature that would cause existing functionality to not work as expected)
• [X] 📚 Documentation update
• [ ] 🔒 Security update

✅ Checklist

Before you submit your pull request, please make sure you have completed the following steps:

• [ ] 📋 I have summarized my changes in the CHANGELOG and followed the guidelines for my type of change (skip for minor changes, documentation updates, and test enhancements).
• [ ] 📚 I have made the necessary updates to the documentation (if applicable).
• [ ] 🧪 I have written tests that support my changes and prove that my fix is effective or my feature works (if applicable).

For more information about code review checklists, see the Code Review Checklist.

[review-notebook-app[bot]]

Check out this pull request on 

See visual diffs & provide feedback on Jupyter Notebooks.

---

Powered by ReviewNB

[jpcbertoldo]

@ashwinvaidya17

[codecov[bot]]

Codecov Report

All modified and coverable lines are covered by tests :white_check_mark:

Project coverage is 80.77%. Comparing base (8ff90a8) to head (e440725). Report is 1 commits behind head on feature/pimo.

Additional details and impacted files

```diff @@ Coverage Diff @@ ## feature/pimo #2330 +/- ## ============================================= Coverage 80.77% 80.77% ============================================= Files 254 254 Lines 11463 11463 ============================================= Hits 9259 9259 Misses 2204 2204 ``` | [Flag](https://app.codecov.io/gh/openvinotoolkit/anomalib/pull/2330/flags?src=pr&el=flags&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=openvinotoolkit) | Coverage Δ | | |---|---|---| | [](https://app.codecov.io/gh/openvinotoolkit/anomalib/pull/2330/flags?src=pr&el=flag&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=openvinotoolkit) | `?` | | Flags with carried forward coverage won't be shown. [Click here](https://docs.codecov.io/docs/carryforward-flags?utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=openvinotoolkit#carryforward-flags-in-the-pull-request-comment) to find out more.

:umbrella: View full report in Codecov by Sentry.
:loudspeaker: Have feedback on the report? Share it here.

[jpcbertoldo]

I just update the datasets folder to be at anomalib/datasets instead of anomalib/notebooks/datasets so users won't get duplicates of mvtec. The other updates are just outputs from re-running the notebook. Ready to merge @samet-akcay

[jpcbertoldo]

It looks like an error in the CI environment?

https://github.com/openvinotoolkit/anomalib/actions/runs/11124854850/job/30912580676?pr=2330

bandit...................................................................Failed
- hook id: bandit
- exit code: 1

Traceback (most recent call last):
  File "/home/runner/.cache/pre-commit/repoikywl3ep/py_env-python3/bin/bandit", line 5, in <module>
    from bandit.cli.main import main
  File "/home/runner/.cache/pre-commit/repoikywl3ep/py_env-python3/lib/python3.10/site-packages/bandit/__init__.py", line 7, in <module>
    from bandit.core import config  # noqa
  File "/home/runner/.cache/pre-commit/repoikywl3ep/py_env-python3/lib/python3.10/site-packages/bandit/core/__init__.py", line 7, in <module>
    from bandit.core import manager  # noqa
  File "/home/runner/.cache/pre-commit/repoikywl3ep/py_env-python3/lib/python3.10/site-packages/bandit/core/manager.py", line 16, in <module>
    from rich import progress
  File "/home/runner/.cache/pre-commit/repoikywl3ep/py_env-python3/lib/python3.10/site-packages/rich/progress.py", line 45, in <module>
    from typing_extensions import Self  # pragma: no cover
ModuleNotFoundError: No module named 'typing_extensions'

[jpcbertoldo]

There is a new unrelated error in the CI, in the pre-merge checks. Looks like the environment is configed to use gpus but it is not available.

In src/anomalib/engine/engine.py:332 the Trainer is initialized with Trainer._cache.args that contains {'accelerator': 'gpu', ...}.

Later on, in _AcceleratorConnector.__init__ (lightning code) there is this

     @staticmethod
    def _choose_gpu_accelerator_backend() -> str:
        if MPSAccelerator.is_available():
            return "mps"
        if CUDAAccelerator.is_available():
            return "cuda"
>       raise MisconfigurationException("No supported gpu backend found!")

E       lightning.fabric.utilities.exceptions.MisconfigurationException: No supported gpu backend found!

which is causing the fail

[samet-akcay]

There is a new unrelated error in the CI, in the pre-merge checks. Looks like the environment is configed to use gpus but it is not available.

In src/anomalib/engine/engine.py:332 the Trainer is initialized with Trainer._cache.args that contains {'accelerator': 'gpu', ...}.

Later on, in _AcceleratorConnector.__init__ (lightning code) there is this

     @staticmethod
    def _choose_gpu_accelerator_backend() -> str:
        if MPSAccelerator.is_available():
            return "mps"
        if CUDAAccelerator.is_available():
            return "cuda"
>       raise MisconfigurationException("No supported gpu backend found!")

E       lightning.fabric.utilities.exceptions.MisconfigurationException: No supported gpu backend found!

which is causing the fail

I think docker needs restarting, @ashwinvaidya17 can do that tomorrow morning.