Add spell checker

[whybe-choi]

This pull request primarily focuses on correcting spelling and grammar errors throughout the documentation and code comments to improve clarity and professionalism. The changes address typos, word choice, and consistency in terminology across multiple files related to evaluation, indexing, and loss functions.

Documentation and comment corrections:

• Fixed spelling errors such as "matchs" to "matches", "commiting" to "committing", "assymetric" to "asymmetric", "compilatible" to "compatible", and "recommand" to "recommend" in various docstrings and markdown files. [1] [2] [3] [4] [5] [6] [7] [8]
• Updated terminology for reproducibility and similarity, such as changing "reproducable" to "reproducible" and "similarites" to "similarities" in documentation and code comments. [1] [2] [3] [4] [5]
• Corrected variable and parameter names in code and docstrings to maintain consistency, including changing "query_matchs" to "query_matches", "matchs" to "matches", and "assocaited" to "associated". [1] [2] [3] [4] [5]
• Fixed typos in comments and internal variables, such as "apppear" to "appear", "EVENTAULLY" to "EVENTUALLY", and "INITALIZED" to "INITIALIZED". [1] [2] [3] [4]

[Samoed]

You can try to run https://github.com/crate-ci/typos/ like in embeddings-benchmark/mteb#3476

[whybe-choi]

Thank you for letting me know. It's really a cool tool!

[Samoed]

I'm not maintainer, so I just suggest to you. You can just for check typos without adding typos in repo

[whybe-choi]

I’m aware of it. That’s why I’m currently double-checking if there are any issues caused by changes in variable or function names after running the spelling check with typos. Nevertheless, thank you for your kind guidance!

[NohTow]

IIUC, you ran the spell checker, it isn't added to the checks right?

[whybe-choi]

Yes, that's correct. I set the PR title incorrectly. Functions like compute_metrices are modified by the spell checker, and in such cases, it seems to cause problems in the code, so I couldn't add it carelessly.

[NohTow]

Closed because #173 was merged, sorry for the duplicate again

[Samoed]

Yes, that's correct. I set the PR title incorrectly. Functions like compute_metrices are modified by the spell checker, and in such cases, it seems to cause problems in the code, so I couldn't add it carelessly.

You can configure spell checker to ignore some words