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Mco #190

Merged
merged 17 commits into from
May 8, 2024
Merged

Mco #190

merged 17 commits into from
May 8, 2024

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kozinove and others added 14 commits October 17, 2023 16:09
* 1. Добавлены интерфейсы классов для многокритериальной оптимизации

* rename classes
* mco test problem & optim task

* mco test problem & optim task 2

* added mco_process, fixed convolution and added to mco to solverFactory

* mco test problem & optim task 3

* reverted optim task. shouldn't have touched in first place

* fixed bug

* mco test problem & optim task 4

* mco test problem & optim task 5

* mco test problem & optim task 6

* new problem&test, update method

* working ver

* mb work

* delete comment, add task, evolvent for init lambdas, other refac

* delete comment, add start_lambdas&is_scaling, add init_lambdas

* fix with comments

* fix with comments 1

---------

Co-authored-by: MADZEROPIE <[email protected]>
* Benchmarks (#165)

* add benchmarks

* fix readme

* fix readme

* bolt font for arguments

* Перевод комментариев в разделе iOpt на английский для документации (#164)

* Перевод комментариев в разделе iOpt на английский для документации

* Перевод комментариев в разделе iOpt на английский для документации (с исправлениями)

* Исправление замечаний по переводу комментов iOpt

* Исправление замечаний по переводу комментов iOpt (2)

* Перевод комментариев из раздела problems

* Update .readthedocs.yml for current requirements of Read the Docs

* Update .readthedocs.yml

* Update .readthedocs.yml

* Update conf.py for English language

* I supplemented the documentation with a paragraph about the work of the framework with the optimal selection of two real and one discrete parameters. Corrected the problem code for finding real and discrete parameters. (#167)

* Fixed a bug in the calculator destructor (#168)

* Fixed a bug in the calculator destructor

* Fixed problem with process pool destruction

* The design of the example is brought to a single sample

* Correct target score (#170)

* I supplemented the documentation with a paragraph about the work of the framework with the optimal selection of two real and one discrete parameters. Corrected the problem code for finding real and discrete parameters.

* correct target score

* Grid search (#169)

* Fixed a bug in the calculator destructor

* Fixed problem with process pool destruction

* The design of the example is brought to a single sample

* Added grid search

* Fixed search

* Corrected comments

* Fix problem with pool

* Removed unnecessary field

* Corrected comments

* Построение по сеткам известных точек + исправление багов (#172)

* add graph by points

* fix double axes bug

* add lines layers by points

---------

Co-authored-by: Marina Usova <[email protected]>

* Асинхронная параллельная схема (#166)

* async initial

* async up

* async second

* pep8

* pep8

* switch multiprocessing to multiprocess (part of pathos)

* revert gkls example

* revert requirements.txt

* move async implementation from async_parallel_process to async_calculator

* pep8

* redundant code removed

* test for async parallel process

* gkls async example
add multiprocess to requirements

* gkls async example

* async initial

* async up

* async second

* pep8

* pep8

* switch multiprocessing to multiprocess (part of pathos)

* revert gkls example

* revert requirements.txt

* move async implementation from async_parallel_process to async_calculator

* pep8

* redundant code removed

* test for async parallel process

* gkls async example
add multiprocess to requirements

* gkls async example

* semi-fix for iter-tasks

* Fixed test for asynchronous parallel circuit (#173)

* Fixed a bug in the calculator destructor

* Fixed problem with process pool destruction

* The design of the example is brought to a single sample

* Fixed test for asynchronous parallel circuit

* add characteristic in save progress (#176)

* add characteristic in save progress

* add sol time&accuracy

* Дополнение для сохранения в JSON (#177)

* add characteristic in save progress

* add sol time&accuracy

* add Task, Parameters and creation_time for sd_item in save_progress

* change save&load

* Update method.py

* meaningless change

* add _init_ in loadProgress

* The output of the optimal solution in problems with restrictions has … (#180)

* The output of the optimal solution in problems with restrictions has been corrected
Parallel index calculator is working properly

* Update Stronginc3_example.py

* Fix bug with original optimum using (#181)

* fix bug with original optimum using

* add var for number of constraints and fix objective function value

---------

Co-authored-by: Marina Usova <[email protected]>

* Corrected documentation of examples (#182)

* I supplemented the documentation with a paragraph about the work of the framework with the optimal selection of two real and one discrete parameters. Corrected the problem code for finding real and discrete parameters.

* correct target score

* Append new examples. Correct documentation

* Corrected documentation of examples

* The calculator is used in trial calculation

* Added work with the calculator

* Реализация решения задач MCO (#163)

* 1. Добавлены интерфейсы классов для многокритериальной оптимизации

* rename classes

* Рабочая начальная версия mco (#179)

* mco test problem & optim task

* mco test problem & optim task 2

* added mco_process, fixed convolution and added to mco to solverFactory

* mco test problem & optim task 3

* reverted optim task. shouldn't have touched in first place

* fixed bug

* mco test problem & optim task 4

* mco test problem & optim task 5

* mco test problem & optim task 6

* new problem&test, update method

* working ver

* mb work

* delete comment, add task, evolvent for init lambdas, other refac

* delete comment, add start_lambdas&is_scaling, add init_lambdas

* fix with comments

* fix with comments 1

---------

Co-authored-by: MADZEROPIE <[email protected]>

* The calculator is used in trial calculation

* Added work with the calculator

* Corrected to match the updated interface

* Added example with MCO Test1

* Fixed calculator factory

---------

Co-authored-by: dyonichhh <[email protected]>
Co-authored-by: Anton A. Shtanyuk <[email protected]>
Co-authored-by: Alexander Sysoyev <[email protected]>
Co-authored-by: Karchkov Denis <[email protected]>
Co-authored-by: UsovaMA <[email protected]>
Co-authored-by: Marina Usova <[email protected]>
Co-authored-by: oleg-w570 <[email protected]>
Co-authored-by: Yanina Kolt <[email protected]>
Co-authored-by: kozinove <[email protected]>
Co-authored-by: MADZEROPIE <[email protected]>
* Added support for parallel computing
mco_process.py -> mco_method_many_lambdas.py

* fix tests

* Исправлена асинхронная схема

* fix comments

* fix comment

* fix comment
* Benchmarks (#165)

* add benchmarks

* fix readme

* fix readme

* bolt font for arguments

* Перевод комментариев в разделе iOpt на английский для документации (#164)

* Перевод комментариев в разделе iOpt на английский для документации

* Перевод комментариев в разделе iOpt на английский для документации (с исправлениями)

* Исправление замечаний по переводу комментов iOpt

* Исправление замечаний по переводу комментов iOpt (2)

* Перевод комментариев из раздела problems

* Update .readthedocs.yml for current requirements of Read the Docs

* Update .readthedocs.yml

* Update .readthedocs.yml

* Update conf.py for English language

* I supplemented the documentation with a paragraph about the work of the framework with the optimal selection of two real and one discrete parameters. Corrected the problem code for finding real and discrete parameters. (#167)

* Fixed a bug in the calculator destructor (#168)

* Fixed a bug in the calculator destructor

* Fixed problem with process pool destruction

* The design of the example is brought to a single sample

* Correct target score (#170)

* I supplemented the documentation with a paragraph about the work of the framework with the optimal selection of two real and one discrete parameters. Corrected the problem code for finding real and discrete parameters.

* correct target score

* Grid search (#169)

* Fixed a bug in the calculator destructor

* Fixed problem with process pool destruction

* The design of the example is brought to a single sample

* Added grid search

* Fixed search

* Corrected comments

* Fix problem with pool

* Removed unnecessary field

* Corrected comments

* Построение по сеткам известных точек + исправление багов (#172)

* add graph by points

* fix double axes bug

* add lines layers by points

---------

Co-authored-by: Marina Usova <[email protected]>

* Асинхронная параллельная схема (#166)

* async initial

* async up

* async second

* pep8

* pep8

* switch multiprocessing to multiprocess (part of pathos)

* revert gkls example

* revert requirements.txt

* move async implementation from async_parallel_process to async_calculator

* pep8

* redundant code removed

* test for async parallel process

* gkls async example
add multiprocess to requirements

* gkls async example

* async initial

* async up

* async second

* pep8

* pep8

* switch multiprocessing to multiprocess (part of pathos)

* revert gkls example

* revert requirements.txt

* move async implementation from async_parallel_process to async_calculator

* pep8

* redundant code removed

* test for async parallel process

* gkls async example
add multiprocess to requirements

* gkls async example

* semi-fix for iter-tasks

* Fixed test for asynchronous parallel circuit (#173)

* Fixed a bug in the calculator destructor

* Fixed problem with process pool destruction

* The design of the example is brought to a single sample

* Fixed test for asynchronous parallel circuit

* add characteristic in save progress (#176)

* add characteristic in save progress

* add sol time&accuracy

* Дополнение для сохранения в JSON (#177)

* add characteristic in save progress

* add sol time&accuracy

* add Task, Parameters and creation_time for sd_item in save_progress

* change save&load

* Update method.py

* meaningless change

* add _init_ in loadProgress

* The output of the optimal solution in problems with restrictions has … (#180)

* The output of the optimal solution in problems with restrictions has been corrected
Parallel index calculator is working properly

* Update Stronginc3_example.py

* Fix bug with original optimum using (#181)

* fix bug with original optimum using

* add var for number of constraints and fix objective function value

---------

Co-authored-by: Marina Usova <[email protected]>

* Corrected documentation of examples (#182)

* I supplemented the documentation with a paragraph about the work of the framework with the optimal selection of two real and one discrete parameters. Corrected the problem code for finding real and discrete parameters.

* correct target score

* Append new examples. Correct documentation

* Corrected documentation of examples

* The calculator is used in trial calculation

* Added work with the calculator

* Реализация решения задач MCO (#163)

* 1. Добавлены интерфейсы классов для многокритериальной оптимизации

* rename classes

* Рабочая начальная версия mco (#179)

* mco test problem & optim task

* mco test problem & optim task 2

* added mco_process, fixed convolution and added to mco to solverFactory

* mco test problem & optim task 3

* reverted optim task. shouldn't have touched in first place

* fixed bug

* mco test problem & optim task 4

* mco test problem & optim task 5

* mco test problem & optim task 6

* new problem&test, update method

* working ver

* mb work

* delete comment, add task, evolvent for init lambdas, other refac

* delete comment, add start_lambdas&is_scaling, add init_lambdas

* fix with comments

* fix with comments 1

---------

Co-authored-by: MADZEROPIE <[email protected]>

* The calculator is used in trial calculation

* Added work with the calculator

* Corrected to match the updated interface

* Added example with MCO Test1

* Fixed calculator factory

* Add mco breast cancer problem

* line end character changed

* Files moved

* Corrected comments

---------

Co-authored-by: dyonichhh <[email protected]>
Co-authored-by: Anton A. Shtanyuk <[email protected]>
Co-authored-by: Alexander Sysoyev <[email protected]>
Co-authored-by: Karchkov Denis <[email protected]>
Co-authored-by: UsovaMA <[email protected]>
Co-authored-by: Marina Usova <[email protected]>
Co-authored-by: oleg-w570 <[email protected]>
Co-authored-by: Yanina Kolt <[email protected]>
Co-authored-by: kozinove <[email protected]>
Co-authored-by: MADZEROPIE <[email protected]>
* 1. Добавлены интерфейсы классов для многокритериальной оптимизации

* rename classes
* mco test problem & optim task

* mco test problem & optim task 2

* added mco_process, fixed convolution and added to mco to solverFactory

* mco test problem & optim task 3

* reverted optim task. shouldn't have touched in first place

* fixed bug

* mco test problem & optim task 4

* mco test problem & optim task 5

* mco test problem & optim task 6

* new problem&test, update method

* working ver

* mb work

* delete comment, add task, evolvent for init lambdas, other refac

* delete comment, add start_lambdas&is_scaling, add init_lambdas

* fix with comments

* fix with comments 1

---------

Co-authored-by: MADZEROPIE <[email protected]>
* Benchmarks (#165)

* add benchmarks

* fix readme

* fix readme

* bolt font for arguments

* Перевод комментариев в разделе iOpt на английский для документации (#164)

* Перевод комментариев в разделе iOpt на английский для документации

* Перевод комментариев в разделе iOpt на английский для документации (с исправлениями)

* Исправление замечаний по переводу комментов iOpt

* Исправление замечаний по переводу комментов iOpt (2)

* Перевод комментариев из раздела problems

* Update .readthedocs.yml for current requirements of Read the Docs

* Update .readthedocs.yml

* Update .readthedocs.yml

* Update conf.py for English language

* I supplemented the documentation with a paragraph about the work of the framework with the optimal selection of two real and one discrete parameters. Corrected the problem code for finding real and discrete parameters. (#167)

* Fixed a bug in the calculator destructor (#168)

* Fixed a bug in the calculator destructor

* Fixed problem with process pool destruction

* The design of the example is brought to a single sample

* Correct target score (#170)

* I supplemented the documentation with a paragraph about the work of the framework with the optimal selection of two real and one discrete parameters. Corrected the problem code for finding real and discrete parameters.

* correct target score

* Grid search (#169)

* Fixed a bug in the calculator destructor

* Fixed problem with process pool destruction

* The design of the example is brought to a single sample

* Added grid search

* Fixed search

* Corrected comments

* Fix problem with pool

* Removed unnecessary field

* Corrected comments

* Построение по сеткам известных точек + исправление багов (#172)

* add graph by points

* fix double axes bug

* add lines layers by points

---------

Co-authored-by: Marina Usova <[email protected]>

* Асинхронная параллельная схема (#166)

* async initial

* async up

* async second

* pep8

* pep8

* switch multiprocessing to multiprocess (part of pathos)

* revert gkls example

* revert requirements.txt

* move async implementation from async_parallel_process to async_calculator

* pep8

* redundant code removed

* test for async parallel process

* gkls async example
add multiprocess to requirements

* gkls async example

* async initial

* async up

* async second

* pep8

* pep8

* switch multiprocessing to multiprocess (part of pathos)

* revert gkls example

* revert requirements.txt

* move async implementation from async_parallel_process to async_calculator

* pep8

* redundant code removed

* test for async parallel process

* gkls async example
add multiprocess to requirements

* gkls async example

* semi-fix for iter-tasks

* Fixed test for asynchronous parallel circuit (#173)

* Fixed a bug in the calculator destructor

* Fixed problem with process pool destruction

* The design of the example is brought to a single sample

* Fixed test for asynchronous parallel circuit

* add characteristic in save progress (#176)

* add characteristic in save progress

* add sol time&accuracy

* Дополнение для сохранения в JSON (#177)

* add characteristic in save progress

* add sol time&accuracy

* add Task, Parameters and creation_time for sd_item in save_progress

* change save&load

* Update method.py

* meaningless change

* add _init_ in loadProgress

* The output of the optimal solution in problems with restrictions has … (#180)

* The output of the optimal solution in problems with restrictions has been corrected
Parallel index calculator is working properly

* Update Stronginc3_example.py

* Fix bug with original optimum using (#181)

* fix bug with original optimum using

* add var for number of constraints and fix objective function value

---------

Co-authored-by: Marina Usova <[email protected]>

* Corrected documentation of examples (#182)

* I supplemented the documentation with a paragraph about the work of the framework with the optimal selection of two real and one discrete parameters. Corrected the problem code for finding real and discrete parameters.

* correct target score

* Append new examples. Correct documentation

* Corrected documentation of examples

* The calculator is used in trial calculation

* Added work with the calculator

* Реализация решения задач MCO (#163)

* 1. Добавлены интерфейсы классов для многокритериальной оптимизации

* rename classes

* Рабочая начальная версия mco (#179)

* mco test problem & optim task

* mco test problem & optim task 2

* added mco_process, fixed convolution and added to mco to solverFactory

* mco test problem & optim task 3

* reverted optim task. shouldn't have touched in first place

* fixed bug

* mco test problem & optim task 4

* mco test problem & optim task 5

* mco test problem & optim task 6

* new problem&test, update method

* working ver

* mb work

* delete comment, add task, evolvent for init lambdas, other refac

* delete comment, add start_lambdas&is_scaling, add init_lambdas

* fix with comments

* fix with comments 1

---------

Co-authored-by: MADZEROPIE <[email protected]>

* The calculator is used in trial calculation

* Added work with the calculator

* Corrected to match the updated interface

* Added example with MCO Test1

* Fixed calculator factory

---------

Co-authored-by: dyonichhh <[email protected]>
Co-authored-by: Anton A. Shtanyuk <[email protected]>
Co-authored-by: Alexander Sysoyev <[email protected]>
Co-authored-by: Karchkov Denis <[email protected]>
Co-authored-by: UsovaMA <[email protected]>
Co-authored-by: Marina Usova <[email protected]>
Co-authored-by: oleg-w570 <[email protected]>
Co-authored-by: Yanina Kolt <[email protected]>
Co-authored-by: kozinove <[email protected]>
Co-authored-by: MADZEROPIE <[email protected]>
* Added support for parallel computing
mco_process.py -> mco_method_many_lambdas.py

* fix tests

* Исправлена асинхронная схема

* fix comments

* fix comment

* fix comment
* Benchmarks (#165)

* add benchmarks

* fix readme

* fix readme

* bolt font for arguments

* Перевод комментариев в разделе iOpt на английский для документации (#164)

* Перевод комментариев в разделе iOpt на английский для документации

* Перевод комментариев в разделе iOpt на английский для документации (с исправлениями)

* Исправление замечаний по переводу комментов iOpt

* Исправление замечаний по переводу комментов iOpt (2)

* Перевод комментариев из раздела problems

* Update .readthedocs.yml for current requirements of Read the Docs

* Update .readthedocs.yml

* Update .readthedocs.yml

* Update conf.py for English language

* I supplemented the documentation with a paragraph about the work of the framework with the optimal selection of two real and one discrete parameters. Corrected the problem code for finding real and discrete parameters. (#167)

* Fixed a bug in the calculator destructor (#168)

* Fixed a bug in the calculator destructor

* Fixed problem with process pool destruction

* The design of the example is brought to a single sample

* Correct target score (#170)

* I supplemented the documentation with a paragraph about the work of the framework with the optimal selection of two real and one discrete parameters. Corrected the problem code for finding real and discrete parameters.

* correct target score

* Grid search (#169)

* Fixed a bug in the calculator destructor

* Fixed problem with process pool destruction

* The design of the example is brought to a single sample

* Added grid search

* Fixed search

* Corrected comments

* Fix problem with pool

* Removed unnecessary field

* Corrected comments

* Построение по сеткам известных точек + исправление багов (#172)

* add graph by points

* fix double axes bug

* add lines layers by points

---------

Co-authored-by: Marina Usova <[email protected]>

* Асинхронная параллельная схема (#166)

* async initial

* async up

* async second

* pep8

* pep8

* switch multiprocessing to multiprocess (part of pathos)

* revert gkls example

* revert requirements.txt

* move async implementation from async_parallel_process to async_calculator

* pep8

* redundant code removed

* test for async parallel process

* gkls async example
add multiprocess to requirements

* gkls async example

* async initial

* async up

* async second

* pep8

* pep8

* switch multiprocessing to multiprocess (part of pathos)

* revert gkls example

* revert requirements.txt

* move async implementation from async_parallel_process to async_calculator

* pep8

* redundant code removed

* test for async parallel process

* gkls async example
add multiprocess to requirements

* gkls async example

* semi-fix for iter-tasks

* Fixed test for asynchronous parallel circuit (#173)

* Fixed a bug in the calculator destructor

* Fixed problem with process pool destruction

* The design of the example is brought to a single sample

* Fixed test for asynchronous parallel circuit

* add characteristic in save progress (#176)

* add characteristic in save progress

* add sol time&accuracy

* Дополнение для сохранения в JSON (#177)

* add characteristic in save progress

* add sol time&accuracy

* add Task, Parameters and creation_time for sd_item in save_progress

* change save&load

* Update method.py

* meaningless change

* add _init_ in loadProgress

* The output of the optimal solution in problems with restrictions has … (#180)

* The output of the optimal solution in problems with restrictions has been corrected
Parallel index calculator is working properly

* Update Stronginc3_example.py

* Fix bug with original optimum using (#181)

* fix bug with original optimum using

* add var for number of constraints and fix objective function value

---------

Co-authored-by: Marina Usova <[email protected]>

* Corrected documentation of examples (#182)

* I supplemented the documentation with a paragraph about the work of the framework with the optimal selection of two real and one discrete parameters. Corrected the problem code for finding real and discrete parameters.

* correct target score

* Append new examples. Correct documentation

* Corrected documentation of examples

* The calculator is used in trial calculation

* Added work with the calculator

* Реализация решения задач MCO (#163)

* 1. Добавлены интерфейсы классов для многокритериальной оптимизации

* rename classes

* Рабочая начальная версия mco (#179)

* mco test problem & optim task

* mco test problem & optim task 2

* added mco_process, fixed convolution and added to mco to solverFactory

* mco test problem & optim task 3

* reverted optim task. shouldn't have touched in first place

* fixed bug

* mco test problem & optim task 4

* mco test problem & optim task 5

* mco test problem & optim task 6

* new problem&test, update method

* working ver

* mb work

* delete comment, add task, evolvent for init lambdas, other refac

* delete comment, add start_lambdas&is_scaling, add init_lambdas

* fix with comments

* fix with comments 1

---------

Co-authored-by: MADZEROPIE <[email protected]>

* The calculator is used in trial calculation

* Added work with the calculator

* Corrected to match the updated interface

* Added example with MCO Test1

* Fixed calculator factory

* Add mco breast cancer problem

* line end character changed

* Files moved

* Corrected comments

---------

Co-authored-by: dyonichhh <[email protected]>
Co-authored-by: Anton A. Shtanyuk <[email protected]>
Co-authored-by: Alexander Sysoyev <[email protected]>
Co-authored-by: Karchkov Denis <[email protected]>
Co-authored-by: UsovaMA <[email protected]>
Co-authored-by: Marina Usova <[email protected]>
Co-authored-by: oleg-w570 <[email protected]>
Co-authored-by: Yanina Kolt <[email protected]>
Co-authored-by: kozinove <[email protected]>
Co-authored-by: MADZEROPIE <[email protected]>
# Conflicts:
#	iOpt/method/method.py
#	setup.py
examples/MCO_Test1_example.py Outdated Show resolved Hide resolved
examples/MCO_Test1_example.py Outdated Show resolved Hide resolved
cfol = ConsoleOutputListener(mode='full')
solver.add_listener(cfol)

# Решение задачи
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Решаем задачу

# Решение задачи
sol = solver.solve()

# вывод множества Парето (координаты - значения функций)
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Выводим множество Парето

for fvar, fval in zip(var, val):
print(fvar, fval)

# Точки для постороения графика множества Парето x[0]-x[1]
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Точки для построения

Вычисление значения выбранной функции в заданной точке.

:param point: координаты точки испытания, в которой будет вычислено значение функции
:param function_value: объект определяющий номер функции в задаче и хранящий значение функции
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объект, определяющий

Вычисление значения выбранной функции в заданной точке.

:param point: координаты точки испытания, в которой будет вычислено значение функции
:param function_value: объект определяющий номер функции в задаче и хранящий значение функции
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объект, определяющий

Вычисление значения выбранной функции в заданной точке.

:param point: координаты точки испытания, в которой будет вычислено значение функции
:param function_value: объект определяющий номер функции в задаче и хранящий значение функции
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объект, определяющий

Вычисление значения выбранной функции в заданной точке.

:param point: координаты точки испытания, в которой будет вычислено значение функции
:param function_value: объект определяющий номер функции в задаче и хранящий значение функции
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объект, определяющий

Вычисление значения выбранной функции в заданной точке.

:param point: координаты точки испытания, в которой будет вычислено значение функции
:param function_value: объект определяющий номер функции в задаче и хранящий значение функции
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объект, определяющий

@alvls alvls merged commit be52caa into aimclub:main May 8, 2024
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4 participants