Peter Shevcnenko

Currently, we set the `native_generation` of individuals after their evaluation. If the generation is already set, the individual is skipped. Running evaluations with `n_jobs=2` sometimes leads to the situation when...

Make explicit notation for initial assumptions and final choices in OptHistory

2

There's a need to make `OptHistory` class more clear and testable. To specify, `OptHistory.individuals` is a list of generations, each of them is the list of individuals. There are two...

Logging fixes for GOLEM main branch

4

A draft since FEDOT does not depend on the newer GOLEM yet.

Update tuning documentation

1

Source: docs/source/advanced/hyperparameters_tuning.rst - Reference to seemingly deleted class `PipelineTuner` must be updated. - Perhaps, it should reference [GOLEM tuning documentation](https://thegolem.readthedocs.io/en/latest/api/tuning.html). - All mentions of GOLEM or FEDOT classes should maintain...

Upgrade Data class

1

Closes #1136. Change list: - [x] Storing `features_names` in new field - [x] Storing `features_types` in new field - [x] Adding the property `categorical_features_map` - [ ] Loading data from...

Add tuning history to OptHistory

1

Solves #1187 (follows https://github.com/aimclub/GOLEM/pull/228). Changes usages of `history.individuals` to `history.generations`, since the old field name is deprecated in GOLEM.

Some models appear to behave differently in different environments. For example, a pipeline consisting of multiple logistic regressions gives different outputs for the same data: https://github.com/aimclub/FEDOT/actions/runs/7086728823/job/19285547590?pr=1214 This does not allow...

Save tuning history as historical individuals

1

Add tuning history or at least tuning results with estimated metrics to OptHistory.

Add more advanced API examples

1

Мы позволяем пользователям очень гибко параметризовать FEDOT API. Но внешнему пользователю сложно разобраться в обилии параметров, и наши усилия разбиваются о высокий порог вхождения. Следует добавить примеры использования: - `parallelization_mode`...

После обновления до 0.7.2 графы индивидов из ранних историй оптимизации конвертируются в пайплайны с ошибкой. Нужно добавить соответствующую проверку в [тест обратной совместимости историй](https://github.com/aimclub/FEDOT/blob/4200b4e658d1236de6494ea60c7809ccb2e6693f/test/integration/composer/test_history.py#L134-L160).