MAB & default agent comparison Experiment

[maypink]

This branch contains code from both transfer_to_lightning_with_dbv0 and docker_and_experiments branches.
What's new:

• Setup for experiments to compare original version of FEDOT with FEDOT with the use of contextual MAB and surrogate model.

NB! To install appropriate GOLEM branch:
pip install git+https://github.com/aimclub/GOLEM@minor-fix#egg=thegolem
To install appropriate FEDOT branch:
pip install git+https://github.com/aimclub/FEDOT@add-mutation-agent#egg=fedot --no-deps

[aim-pep8-bot]

Hello @maypink! Thanks for updating this PR. We checked the lines you've touched for PEP 8 issues, and found:

• In the file experiments/fedot_warm_start/run.py:

Line 279:13: E126 continuation line over-indented for hanging indent
Line 287:9: E121 continuation line under-indented for hanging indent
Line 356:5: F841 local variable 'e' is assigned to but never used

• In the file experiments/mab_experiment/gather_data_from_histories.py:

Line 7:1: F401 'golem.core.optimisers.adaptive.context_agents.ContextAgentTypeEnum' imported but unused
Line 21:1: F401 'meta_automl.meta_algorithm.model_advisors.DiverseFEDOTPipelineAdvisor' imported but unused
Line 44:121: E501 line too long (125 > 120 characters)
Line 51:121: E501 line too long (131 > 120 characters)
Line 53:121: E501 line too long (131 > 120 characters)

• In the file experiments/mab_experiment/run.py:

Line 6:1: F401 'typing.Any' imported but unused
Line 13:1: F401 'fedot.core.pipelines.node.PrimaryNode' imported but unused
Line 14:1: F401 'fedot.core.pipelines.pipeline.Pipeline' imported but unused
Line 76:13: E126 continuation line over-indented for hanging indent
Line 80:9: E121 continuation line under-indented for hanging indent

• In the file meta_automl/data_preparation/pipeline_features_extractors/fedot_pipeline_features_extractor.py:

Line 16:121: E501 line too long (128 > 120 characters)
Line 45:9: E121 continuation line under-indented for hanging indent
Line 45:9: E125 continuation line with same indent as next logical line

• In the file thegolem/data_pipeline_surrogate.py:

Line 100:67: W292 no newline at end of file

Comment last updated at 2023-08-18 09:47:33 UTC

[codecov]

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[gkirgizov]

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