From 2ab487355b2fe9ff55f6be95afa72ffd8406bb2a Mon Sep 17 00:00:00 2001
From: Naoto Mizuno <naotomizuno@preferred.jp>
Date: Thu, 23 May 2024 16:54:47 +0900
Subject: [PATCH 1/2] Add built-in GPSampler

---
 package/samplers/gp/LICENSE     | 21 +++++++++++++++++++
 package/samplers/gp/README.md   | 36 +++++++++++++++++++++++++++++++++
 package/samplers/gp/__init__.py |  4 ++++
 3 files changed, 61 insertions(+)
 create mode 100644 package/samplers/gp/LICENSE
 create mode 100644 package/samplers/gp/README.md
 create mode 100644 package/samplers/gp/__init__.py

diff --git a/package/samplers/gp/LICENSE b/package/samplers/gp/LICENSE
new file mode 100644
index 00000000..4e2b34c1
--- /dev/null
+++ b/package/samplers/gp/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/gp/README.md b/package/samplers/gp/README.md
new file mode 100644
index 00000000..1f59a9aa
--- /dev/null
+++ b/package/samplers/gp/README.md
@@ -0,0 +1,36 @@
+---
+author: 'Optuna team'
+title: 'Gaussian Process-Based Sampler'
+description: 'Sampler using Gaussian process-based Bayesian optimization.'
+tags: ['sampler', 'built-in']
+optuna_versions: ['3.6.1']
+license: 'MIT License'
+---
+
+## Class or Function Names
+- GPSampler
+
+## Installation
+```bash
+pip install scipy pytorch
+```
+
+## Example
+```python
+import optuna
+import optunahub
+
+
+def objective(trial):
+  x = trial.suggest_float("x", -5, 5)
+  return x**2
+
+
+mod = optunahub.load_module("samplers/gp")
+sampler = mod.GPSampler()
+study = optuna.create_study(sampler=sampler)
+study.optimize(objective, n_trials=100)
+```
+
+## Others
+See the [documentation](https://optuna.readthedocs.io/en/stable/reference/samplers/generated/optuna.samplers.GPSampler.html) for more details.
diff --git a/package/samplers/gp/__init__.py b/package/samplers/gp/__init__.py
new file mode 100644
index 00000000..20772eb0
--- /dev/null
+++ b/package/samplers/gp/__init__.py
@@ -0,0 +1,4 @@
+from optuna.samplers import GPSampler
+
+
+__all__ = ["GPSampler"]

From f83e83cbd0b403ac65aa9e08f8f99434a0b29f6d Mon Sep 17 00:00:00 2001
From: Naoto Mizuno <naotomizuno@preferred.jp>
Date: Fri, 24 May 2024 15:12:23 +0900
Subject: [PATCH 2/2] Add requirements.txt

---
 package/samplers/gp/requirements.txt | 2 ++
 1 file changed, 2 insertions(+)
 create mode 100644 package/samplers/gp/requirements.txt

diff --git a/package/samplers/gp/requirements.txt b/package/samplers/gp/requirements.txt
new file mode 100644
index 00000000..6a70935c
--- /dev/null
+++ b/package/samplers/gp/requirements.txt
@@ -0,0 +1,2 @@
+scipy
+pytorch