Final edits before release of 0.7.0

[anargyri]

Description

Added a few lines in the README to inform about the renaming of the folders.

Related Issues

Checklist:

• I have followed the contribution guidelines and code style for this project.
• I have added tests covering my contributions.
• I have updated the documentation accordingly.
• This PR is being made to staging branch and not to main branch.

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[miguelgfierro]

looks good, are you planning to add in this one the new version in the init?

[miguelgfierro]

codecov went bananas XDDD

[codecov-commenter]

Codecov Report

Merging #1500 (1cab0e2) into staging (a8c81fe) will decrease coverage by 12.20%.
The diff coverage is 82.75%.

@@             Coverage Diff              @@
##           staging    #1500       +/-   ##
============================================
- Coverage    74.23%   62.03%   -12.21%     
============================================
  Files           84       84               
  Lines         8369     8397       +28     
============================================
- Hits          6213     5209     -1004     
- Misses        2156     3188     +1032     

Impacted Files	Coverage Δ
recommenders/evaluation/spark_evaluation.py	86.66% <81.48%> (-0.78%)	⬇️
recommenders/utils/constants.py	100.00% <100.00%> (ø)
...ecommenders/models/newsrec/io/mind_all_iterator.py	12.21% <0.00%> (-86.65%)	⬇️
recommenders/models/newsrec/io/mind_iterator.py	15.67% <0.00%> (-82.71%)	⬇️
...ommenders/models/deeprec/io/sequential_iterator.py	15.85% <0.00%> (-81.94%)	⬇️
recommenders/models/newsrec/models/base_model.py	30.90% <0.00%> (-59.40%)	⬇️
...deeprec/models/sequential/sequential_base_model.py	46.97% <0.00%> (-47.66%)	⬇️
recommenders/models/geoimc/geoimc_data.py	41.66% <0.00%> (-44.80%)	⬇️
...enders/models/deeprec/io/dkn_item2item_iterator.py	45.61% <0.00%> (-42.11%)	⬇️
...menders/models/deeprec/models/graphrec/lightgcn.py	51.47% <0.00%> (-40.24%)	⬇️
... and 12 more

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[miguelgfierro]

@anargyri we got a max time error in the test of notebook spark, I increased the time

[anargyri]

looks good, are you planning to add in this one the new version in the init?

Sorry, I just changed it.

[anargyri]

@anargyri we got a max time error in the test of notebook spark, I increased the time

Thanks. Is this related to the recurring failure we see in the build pipelines with ALS fit()? It frequently fails here.
It looks like a Java connection error when calling the ALS fit() method.

[anargyri]

Now the build fails to see the GPU:

=================================== FAILURES ===================================
_________________________________ test_gpu_vm __________________________________

    @pytest.mark.notebooks
    @pytest.mark.gpu
    def test_gpu_vm():
>       assert get_number_gpus() >= 1
E       assert 0 >= 1
E        +  where 0 = get_number_gpus()

tests/unit/examples/test_notebooks_gpu.py:18: AssertionError

[miguelgfierro]

Now the build fails to see the GPU:

I think this one also went bananas, maybe when @laserprec comes he can review. I think this one is ok to merge