📚 Add action to check broken links

[AlexanderDokuchaev]

📝 Description

• Added action https://github.com/AlexanderDokuchaev/md-dead-link-check to check broken links in repository
  • "docs/" - excluded from check because files are formatted for sphinx .
  • "https://openvinotoolkit.github.io/anomalib/*" - as i understand documentation will be published later, is it?
• Added check to nightly action to check all external links.
• Fixed broken links
• Updated links to absolute path /docs instead of relative ../../../../docs/, it shortly and safety if move file.
• Fixed link Code Review Checklist in PR template, currently Not Found.
• Removed Benchmarking and Hyperparameter Optimization from notebooks, it is not exist.
• Some links to the GitHub site replaced to local paths. This is debatable, but I believe it's more useful to be able to read the documentation within a editor and then easily switch to the corresponding file instead of having to open it in a browser.

✨ 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)
• 📚 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.

[AlexanderDokuchaev]

Hi @samet-akcay
I used this tool for NNCF repository, hope it will useful for your too 😉
It can be used as pre-commit hook (works less than 1 second), if need i can change it.

Example of output:

File: README.md:262 • Link: https://github.com/openvinotoolkit/anomalib/tree/main/src/anomalib/models/patchcore#mvtec-ad-dataset • Error: 404: Not Found
File: notebooks/100_datamodules/README.md:5 • Link: 100_datamodules/101_btech.ipynb • Error: Path does not exists in repository
File: notebooks/100_datamodules/README.md:6 • Link: 100_datamodules/102_mvtec.ipynb • Error: Path does not exists in repository
File: notebooks/100_datamodules/README.md:7 • Link: 100_datamodules/103_folder.ipynb • Error: Path does not exists in repository
File: notebooks/100_datamodules/README.md:8 • Link: 100_datamodules/104_tiling.ipynb • Error: Path does not exists in repository
File: notebooks/500_use_cases/501_dobot/README.md:57 • Link: https://github.com/openvinotoolkit/anomalib/blob/main/notebooks/500_use_cases/501_dobot/501_dobot/501b_inference_with_a_robotic_arm.ipynb • Error: 404: Not Found
File: notebooks/README.md:46 • Link: 300_benchmarking/301_benchmarking.ipynb • Error: Path does not exists in repository
File: notebooks/README.md:47 • Link: 300_benchmarking/302_hpo_wandb.ipynb • Error: Path does not exists in repository

[samet-akcay]

thanks for fixing these @AlexanderDokuchaev! I'm fine with the changes, but will also wait for @ashwinvaidya17's review

[AlexanderDokuchaev]

Updated PR,

• For pull_request action will check external links only in modified files.
• All links will checked in nightly action.