[Enhancement] Bumping pandas version from 1.5.0 to 2.x

[thanawan-atc]

To bump pandas version from 1.5.0 to 2.x, we have to make changes to resolve issues such as

• AttributeError: 'DataFrameGroupBy' object has no attribute 'mad' -> mad() is deprecated after 1.5.0 (https://pandas.pydata.org/pandas-docs/version/1.5/reference/api/pandas.DataFrame.mad.html)(https://github.com/pandas-dev/pandas/issues/11787)
• AttributeError("'DataFrame' object has no attribute '_construct_axes_from_arguments'"
• TypeError: quantile() got an unexpected keyword argument 'numeric_only'
• TypeError: to_csv() got an unexpected keyword argument 'line_terminator'

To see the full error on GitHub Actions,

1. Change pandas version for integration test to ~2.0.1 (here and here) as below
   export PANDAS_VERSION=${PANDAS_VERSION-2.0.1}
@nox.parametrize("pandas_version", ["2.0.1"])
   Note that we can bump it to be 2.0.3 or above as well.
2. Integration test should be run automatically when you push any changes to the branch. You can see the log by going to Actions tab > Click Integration tests on the right menu > Choose the test that is running on the branch with your changes

See example of GitHub Actions log here: https://github.com/thanawan-atc/opensearch-py-ml/actions/runs/6040143974/job/16390355081

We have to change those deprecated functions so that it works with pandas 2.x.

Once there is no error in integration test, we can then update requirements.txt , requirements-dev.txt , requirements-docs.txt , ci file, and noxfile to use new pandas version.

Lastly, make sure that the integration workflow and build-deploy-doc workflow do not fail with the new pandas version.

[dtaivpp]

@thanawan-atc should we not go to 2.0.3 since it's the latest in that line?

[dtaivpp]

Also, do you think we should change the requirements.txt to be <2.0 as 2.1 is currently broken and is not getting added to testing?

[thanawan-atc]

I believe 2.0.3 also made the integration test failed as well. Our plan is to update pandas-related functions that were deprecated and then bump pandas from 1.5.0 to 2.x.

[dhrubo-os]

@Yerzhaisang you can pick up this task. Please let me know if you have any question regarding this.

[Yerzhaisang]

got it

[wuzhijing0127]

Can I work on this issue?

[Yerzhaisang]

Can I work on this issue?

If I can't resolve this issue on this weekend, you can take it

[Sylviama1026]

May I try on this issue?

[dhrubo-os]

Sure, assigning it to you.

[miguelsousa]

The upgrade to 2.x should also resolve #263

[Yerzhaisang]

Dear @dhrubo-os , can you please update this issue card?

[Yerzhaisang]

If this issue is still actual and there is no updates, reassign it to me please

[soapergem]

Hey @Yerzhaisang any updates? I see you created a PR last month and I can confirm it works (I ran pip install git+https://github.com/Yerzhaisang/opensearch-py-ml.git@dev) so what needs to happen in order to get this merged in?

[Yerzhaisang]

@soapergem Thank you for the comment.

Dear @dhrubo-os, can I start fix from scratch and raise another PR. If yes, I will close #366 and raise another PR. Thank you!

[dhrubo-os]

Sure, go ahead.

[dhrubo-os]

@Yerzhaisang are you still working on this issue?

[Yerzhaisang]

@Yerzhaisang are you still working on this issue?

Dear @dhrubo-os ,
please, just follow the commits on this branch

Already did:
Replaced mad method with custom one.
Started replacing _construct_axes_from_arguments method with custom one.