This reverts commit 7213060.

Reverts #5523

AutoRunner() non-breaking class updates, to add more options 

- adding and option self.algos to manually specify algorithms to run
(instead of always downloading a zip)
- Input options train, algo_gen, analyze will default to None,
indicating to automatically decide whether this step is necessary based
on cache (history).
- default ensemble method is changed to AlgoEnsembleBestByFold
- added method set_analyze_params() to set DataAnalyser parameters (e.g.
run it on gpu)
- changed self.cache dict to be a single level (since it only has 4
items), instead of a nested dictionary
- removed default setting sigmoid=True in set_prediction_params(), since
it's somewhat arbitrary

### Types of changes
<!--- Put an `x` in all the boxes that apply, and remove the not
applicable items -->
- [x] Non-breaking change (fix or new feature that would not break
existing functionality).
- [ ] Breaking change (fix or new feature that would cause existing
functionality to change).
- [ ] New tests added to cover the changes.
- [ ] Integration tests passed locally by running `./runtests.sh -f -u
--net --coverage`.
- [ ] Quick tests passed locally by running `./runtests.sh --quick
--unittests --disttests`.
- [x] In-line docstrings updated.
- [ ] Documentation updated, tested `make html` command in the `docs/`
folder.

Signed-off-by: myron <[email protected]>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Signed-off-by: Behrooz <[email protected]>

Reverts Project-MONAI#5523

Signed-off-by: Behrooz <[email protected]>

AutoRunner() non-breaking class updates, to add more options 

- adding and option self.algos to manually specify algorithms to run
(instead of always downloading a zip)
- Input options train, algo_gen, analyze will default to None,
indicating to automatically decide whether this step is necessary based
on cache (history).
- default ensemble method is changed to AlgoEnsembleBestByFold
- added method set_analyze_params() to set DataAnalyser parameters (e.g.
run it on gpu)
- changed self.cache dict to be a single level (since it only has 4
items), instead of a nested dictionary
- removed default setting sigmoid=True in set_prediction_params(), since
it's somewhat arbitrary

### Types of changes
<!--- Put an `x` in all the boxes that apply, and remove the not
applicable items -->
- [x] Non-breaking change (fix or new feature that would not break
existing functionality).
- [ ] Breaking change (fix or new feature that would cause existing
functionality to change).
- [ ] New tests added to cover the changes.
- [ ] Integration tests passed locally by running `./runtests.sh -f -u
--net --coverage`.
- [ ] Quick tests passed locally by running `./runtests.sh --quick
--unittests --disttests`.
- [x] In-line docstrings updated.
- [ ] Documentation updated, tested `make html` command in the `docs/`
folder.

Signed-off-by: myron <[email protected]>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Signed-off-by: Behrooz <[email protected]>

Reverts Project-MONAI#5523

Signed-off-by: Behrooz <[email protected]>

This is the same PR as in
#5523

but removing changes to default ensemble method
(AlgoEnsembleBestByFold), and keeping it as is for now, since it triggers
errors with some unit tests. the default ensemble method update can be
done in a separate PR.


### Types of changes
<!--- Put an `x` in all the boxes that apply, and remove the not
applicable items -->
- [x] Non-breaking change (fix or new feature that would not break
existing functionality).
- [ ] Breaking change (fix or new feature that would cause existing
functionality to change).
- [ ] New tests added to cover the changes.
- [ ] Integration tests passed locally by running `./runtests.sh -f -u
--net --coverage`.
- [ ] Quick tests passed locally by running `./runtests.sh --quick
--unittests --disttests`.
- [ ] In-line docstrings updated.
- [ ] Documentation updated, tested `make html` command in the `docs/`
folder.

Signed-off-by: myron <[email protected]>

This is the same PR as in
Project-MONAI#5523

but removing changes to default ensemble method
(AlgoEnsembleBestByFold), and keeping it as is for now, since it triggers
errors with some unit tests. the default ensemble method update can be
done in a separate PR.


### Types of changes
<!--- Put an `x` in all the boxes that apply, and remove the not
applicable items -->
- [x] Non-breaking change (fix or new feature that would not break
existing functionality).
- [ ] Breaking change (fix or new feature that would cause existing
functionality to change).
- [ ] New tests added to cover the changes.
- [ ] Integration tests passed locally by running `./runtests.sh -f -u
--net --coverage`.
- [ ] Quick tests passed locally by running `./runtests.sh --quick
--unittests --disttests`.
- [ ] In-line docstrings updated.
- [ ] Documentation updated, tested `make html` command in the `docs/`
folder.

Signed-off-by: myron <[email protected]>