Implement universal & complete set of mutations
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- Python
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- 8 h 51 min
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- 4
Description
Current set of mutations (that came from FEDOT) is aimed at finding short trees and dags. [Example of arbitrary graph search](https://github.com/aimclub/GOLEM/blob/main/examples/synthetic_graph_evolution/abstract_graph_search.py) shows that these mutations are not sufficient for other use cases.
Based on this observation, the task here is to find a new, *complete and universal* set of mutations, that would enable effective search of different kinds of graph structures. *Complete and universal* means that such mutation set should be sufficient for any target graphs.
I see following steps:
- [x] #59
- [ ] Design complete set of mutations
- [ ] Experiment with it based on graph & tree search examples
Experiment cases must achieve optimization objective only with provided mutations (no crossover).
Possibly issue #38 would help in experiments.
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