From 4ca11b2e0b8bcc9172d7488de56e7c62ae720461 Mon Sep 17 00:00:00 2001 From: hiroki-takizawa Date: Fri, 24 May 2024 13:17:36 +0900 Subject: [PATCH] Add built-in NSGAIIISampler --- package/samplers/nsgaiii/LICENSE | 21 ++++++++++++++++++ package/samplers/nsgaiii/README.md | 32 ++++++++++++++++++++++++++++ package/samplers/nsgaiii/__init__.py | 4 ++++ 3 files changed, 57 insertions(+) create mode 100644 package/samplers/nsgaiii/LICENSE create mode 100644 package/samplers/nsgaiii/README.md create mode 100644 package/samplers/nsgaiii/__init__.py diff --git a/package/samplers/nsgaiii/LICENSE b/package/samplers/nsgaiii/LICENSE new file mode 100644 index 00000000..4e2b34c1 --- /dev/null +++ b/package/samplers/nsgaiii/LICENSE @@ -0,0 +1,21 @@ +MIT License + +Copyright (c) 2024 Preferred Networks, Inc. + +Permission is hereby granted, free of charge, to any person obtaining a copy +of this software and associated documentation files (the "Software"), to deal +in the Software without restriction, including without limitation the rights +to use, copy, modify, merge, publish, distribute, sublicense, and/or sell +copies of the Software, and to permit persons to whom the Software is +furnished to do so, subject to the following conditions: + +The above copyright notice and this permission notice shall be included in all +copies or substantial portions of the Software. + +THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR +IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, +FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE +AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER +LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, +OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE +SOFTWARE. diff --git a/package/samplers/nsgaiii/README.md b/package/samplers/nsgaiii/README.md new file mode 100644 index 00000000..f4813835 --- /dev/null +++ b/package/samplers/nsgaiii/README.md @@ -0,0 +1,32 @@ +--- +author: 'Optuna team' +title: 'NSGAIII Search' +description: 'Sampler using NSGAIII algotithm.' +tags: ['sampler', 'built-in'] +optuna_versions: ['3.6.1'] +license: 'MIT License' +--- + +## Class or Function Names +- NSGAIIISampler + +## Example +```python +import optuna +import optunahub + + +def objective(trial): + x = trial.suggest_float("x", -5, 5) + return x**2 + + +mod = optunahub.load_module("samplers/nsgaiii") +sampler = mod.NSGAIIISampler() +study = optuna.create_study(sampler=sampler) +study.optimize(objective, n_trials=10) +``` + +## Others +See the [documentation](https://optuna.readthedocs.io/en/stable/reference/samplers/generated/optuna.samplers.NSGAIIISampler.html) for more details. + diff --git a/package/samplers/nsgaiii/__init__.py b/package/samplers/nsgaiii/__init__.py new file mode 100644 index 00000000..4249a271 --- /dev/null +++ b/package/samplers/nsgaiii/__init__.py @@ -0,0 +1,4 @@ +from optuna.samplers import NSGAIIISampler + + +__all__ = ["NSGAIIISampler"]