RNSGA-II - BootstrapNAS sub-network search

[jpablomch]

Changes

Enable RNSGA-II algorithm to search for efficient sub-networks.

Reason for changes

Improvements in BootstrapNAS search.

Related tickets

N/A

Tests

Improved search tests to include RNSGA-II as search algorithm.

[wonjuleee]

@ljaljushkin, could you review this?

[openvino-nncf-ci]

Can one of the admins verify this patch?

[ljaljushkin]

Hi @jpablomch! This PR looks inactive. If it is still relevant, please rebase and address comments, or close otherwise.

[codecov[bot]]

Codecov Report

Merging #1235 (020313e) into develop (a6e4928) will decrease coverage by 1.09%. Report is 14 commits behind head on develop. The diff coverage is 71.23%.

Additional details and impacted files

@@             Coverage Diff             @@
##           develop    #1235      +/-   ##
===========================================
- Coverage    90.68%   89.60%   -1.09%     
===========================================
  Files          487      489       +2     
  Lines        43804    44262     +458     
===========================================
- Hits         39723    39659      -64     
- Misses        4081     4603     +522     

Files	Coverage Δ
nncf/config/schemata/experimental_schema.py	100.00% <ø> (ø)
...cf/experimental/torch/nas/bootstrapNAS/__init__.py	100.00% <100.00%> (ø)
...perimental/torch/nas/bootstrapNAS/search/search.py	80.48% <70.83%> (-2.42%)	:arrow_down:

... and 74 files with indirect coverage changes

Flag	Coverage Δ
COMMON	?
ONNX	33.83% <0.00%> (-0.03%)	:arrow_down:
OPENVINO	38.74% <0.00%> (+0.03%)	:arrow_up:
TENSORFLOW	29.80% <0.00%> (-0.21%)	:arrow_down:
TORCH	62.63% <71.23%> (-0.07%)	:arrow_down:

Flags with carried forward coverage won't be shown. Click here to find out more.

Components	Coverage Δ
common	89.57% <ø> (-3.78%)	:arrow_down:
torch	93.22% <ø> (+0.04%)	:arrow_up:
tensorflow	94.01% <ø> (-0.02%)	:arrow_down:
onnx	96.91% <ø> (-0.13%)	:arrow_down:
openvino	90.84% <ø> (-1.24%)	:arrow_down:
ptq	85.20% <ø> (-3.21%)	:arrow_down: