deleted redundant files

corrected typos

simplifeid code

remove redundant

correct pep8 issues

add example

add mutations

correct visualization fiting process

improve visualization

add partial in solver.py

add example in .py format

examples/confidence_intervals

move prediction intervals in core/pipelines

delete old examples

add unit tests

Refactoring of ApiParams and ApiMetrics (aimclub#1041)

* WIP refactor ApiParams

* Remove explicit ApiParams initialization

* Move all params initialization to ApiParams

* Minor changes

* Remove _divide_params

* WIP create ApiParamsBuilder

* Add ApiParamsBuilder

* Minor

* Rename history_folder to history_dir

* Remove train_data from ApiParams

* Fixes after rebase

* Move obtain_metric to ApiMetrics

* Fix plot_pareto

* Fix Fedot.tune

* Refactor Fedot.get_metrics

* Fix Fedot.tune

* Fix metric names

* Fixes after rebase

* Remove ApiParamsBuilder

* Structure parameters in Fedot docstring

* Refactor init_composer_requirements

* Refactor init_optimizer_params

* Refactor init_optimizer_params

* Fix docstrings

* Add tests for ApiParamsRepository

* Minors

* Fix test_api_params

* Review fixes

* Review fixes

* Review fixes

Hotfix of pipeline import export example (aimclub#1064)

meta rules  (aimclub#1057)

* initial assumption

* final architecture

* add meta rules

* minor

* simplify

* add meta rule

* fix with cv folds

* minors

* fix types

* minor

* golem fixes

* add log messages

* pep8

* remove log file

Fix initial assumptions as list of pipelines (aimclub#1070)

`Fedot(..., initial_assumption=...)` is expected to get a sequence of pipelines and pass them as initial graphs to an optimizer via composer.

Moreover, FEDOT itself generates more than one initial assumption by default.

As the result of this bug, composer passed only one of the initial assumptions to an optimizer.

This PR fixes the bug and adds the corresponding test.

tests fix (aimclub#1073)

* remove some assumptions

* update requirements

* fix pep8

* update to golem

Docs updated, badges added (aimclub#1072)

* Docs updated, badges added

* Mirror workflow fix

Improve API documentation (aimclub#1067)

- Moved type hints from method headers to corresponding parameters.

- Allowed referencing GOLEM objects in FEDOT documentation.

- Replaced all url links to documentation pages with sphinx references - it fixed some broken links.

- FEDOT now uses its own directory for cache, instead of using GOLEM folder.

- Documented `**composer_tuner_params` of `Fedot` with type hints and default values.

All parameters with no usage examples are placed to the separate issue aimclub#1076

minor meta fix (aimclub#1078)

* minor fix

* indent fix

* minor

Add catboost to default initial assumptions (aimclub#1081)

* add catboost to default initial assumptions for classification

* restrict mutating loss function in CatBoost

* evaluate f1 as expected in the example

* pep8

F1 averaging fix (aimclub#1083)

Minor logging fix (aimclub#1082)

* fix print instead of logging for memory consumption

1059 timestamp bug (aimclub#1065)

879 FEDOT features (aimclub#1075)

describe framework's features

add example for surrogate optimizer (aimclub#1085)

Example with surrogate optimizer was added. External parameters field was removed from api (now we should use partial)

related pull request in GOLEM aimclub/GOLEM#82

has_one_root fix (aimclub#1091)

* has_one_root fix

* test fix

Remove outdated test handled in thegolem (aimclub#1101)

358 Reduce execution time for unit tests (aimclub#1098)

Update RTD benchmarks tabular data page (aimclub#1099)

* +csv support

Golem update requirements (aimclub#1088)

* Upd RemoveType in Advisor (golem sync)

* Upd requirements.txt for stable GOLEM

* Fix few imports

Add ts bench (aimclub#1104)

Add results from ts benchmark

Release 0.7.1 and test workflow updates (aimclub#1105)

* Upd release version

* Add pre-release tests actions on 'release' branch; Disable auto-publish

* Upd GOLEM version

* Remove manual-build.yml (dup of integration-build.yml)

* Add integration tests badge to README

* Revert "Upd GOLEM version" (for PR in master)

This reverts commit 257ff16.

Hotfix some integration tests for release 071 (aimclub#1107)

* Fix integration test of ApiParams

* Fix integration test of composition_time

* Fix integration test of metocean_forecasting

* Fix integration test of nemo_multiple.py

* Workaround for sqlite exception raised in tests

* pep8 fixes

* fix different seed in quality imporvement tests

* simplify condition

* remove test that barely tested anything

* fix condition

* remove seed from example

* fix typo

parallel cache files test fix (aimclub#1109)

Add IOptTuner (aimclub#1102)

* Refactor search space

* Fix ParametersChanges

* Redact tuner builder

* PEP 8

* Fix examples and correct tuning docs

* Add IOpt example to docs

* Add simple IOpt example

* Fix integration tests (6 steal not work)

* Fix integration test test_tuner_builder_with_custom_params (6 steal not work)

* Fix pep8

* Add tuners comparison in docs

* Update golem version in requirements

* Fix warn_requirements

* Fix warn_requirements

* Fix table in tuning docs

* Fix credit_scoring_problem_multiobj.py

* Fix extra requirements

* Edit docs

* Fix table in docs

* Change requirements

* Test requirements

* Set stable branch

+ h2o benchmark's tabular data values  (aimclub#1106)

* +h2o vals

* change csv to html

* specified table uuid

* change max values style

* add df to html converter

---------

Co-authored-by: nicl-nno <nicl.nno@gmail.com>

Added results for multimodal benchmark into FEDOT.docs (aimclub#1115)

* - added results for multimodal benchmark

...

add docstrings and type hints

add prediction intervals unit test

simplified solvers code

correct pep issues

add class defining PredictionIntervals params

fix MutationStrength import issue

correct test_data path

update imports

updated unit tests

correct type-hint

small corrections

take short ts for unit test

update pred_int test

change ql_models to 'max' in pred_ints test

update params for ql method

...

update example

update tests

add base_quantiles visualization

fix import get_base_quantiles

update examples and deleted ql from tests

update

pep

pep issues

pep

pep

update requirements.txt