From c23fda70492f2b685c0b923600ba1eb6b2808045 Mon Sep 17 00:00:00 2001
From: Contramundum <contramundum53@outlook.com>
Date: Mon, 14 Aug 2023 16:43:10 +0900
Subject: [PATCH] format

---
 examples/preferential-optimization/evaluator.py |  4 ++--
 examples/preferential-optimization/generator.py | 11 +++--------
 optuna_dashboard/preferential/samplers/_gp.py   |  5 ++++-
 3 files changed, 9 insertions(+), 11 deletions(-)

diff --git a/examples/preferential-optimization/evaluator.py b/examples/preferential-optimization/evaluator.py
index c03f598b..1909ddd8 100644
--- a/examples/preferential-optimization/evaluator.py
+++ b/examples/preferential-optimization/evaluator.py
@@ -9,10 +9,10 @@ from typing import NoReturn
 import uuid
 
 from optuna_dashboard.artifact.file_system import FileSystemBackend
-import streamlit as st
-
 from optuna_dashboard.preferential import load_study
 
+import streamlit as st
+
 
 STORAGE_URL = "sqlite:///st-example.db"
 artifact_path = os.path.join(os.path.dirname(__file__), "artifact")
diff --git a/examples/preferential-optimization/generator.py b/examples/preferential-optimization/generator.py
index 5b9aab43..63e81183 100644
--- a/examples/preferential-optimization/generator.py
+++ b/examples/preferential-optimization/generator.py
@@ -2,20 +2,16 @@ from __future__ import annotations
 
 import os
 import tempfile
+import textwrap
 import time
-from time import sleep
 from typing import NoReturn
 
-import optuna
+from optuna_dashboard import save_note
 from optuna_dashboard.artifact import upload_artifact
 from optuna_dashboard.artifact.file_system import FileSystemBackend
-from PIL import Image
-
 from optuna_dashboard.preferential import create_study
 from optuna_dashboard.preferential.samplers._gp import PreferentialGPSampler
-
-from optuna_dashboard import save_note
-import textwrap
+from PIL import Image
 
 
 STORAGE_URL = "sqlite:///st-example.db"
@@ -58,7 +54,6 @@ def main() -> NoReturn:
             trial.set_user_attr("image_caption", f"(R, G, B) = ({r}, {g}, {b})")
             print("RGB:", (r, g, b))
 
-
             # 4. Save Note
             note = textwrap.dedent(
                 f"""\
diff --git a/optuna_dashboard/preferential/samplers/_gp.py b/optuna_dashboard/preferential/samplers/_gp.py
index 9b62f98d..86192a78 100644
--- a/optuna_dashboard/preferential/samplers/_gp.py
+++ b/optuna_dashboard/preferential/samplers/_gp.py
@@ -260,7 +260,10 @@ class _PreferentialGP(GPyTorchModel, ExactGP):
 
 
 def _set_params(
-    module: gpytorch.Module, params_dict: dict[str, torch.Tensor], memo: set | None=None, prefix: str=""
+    module: gpytorch.Module,
+    params_dict: dict[str, torch.Tensor],
+    memo: set | None = None,
+    prefix: str = "",
 ) -> None:
     if memo is None:
         memo = set()