From a83cae36521bdf4310e20aa00e7bea063443afa6 Mon Sep 17 00:00:00 2001
From: Ethan Wu <ethan.yj.wu@gmail.com>
Date: Tue, 21 May 2024 19:57:23 -0700
Subject: [PATCH] chore: reformat files

---
 mabby/__init__.py       | 1 +
 mabby/stats.py          | 1 +
 mabby/strategies/ucb.py | 1 +
 mabby/utils.py          | 1 +
 4 files changed, 4 insertions(+)

diff --git a/mabby/__init__.py b/mabby/__init__.py
index 06415d8..752a72b 100644
--- a/mabby/__init__.py
+++ b/mabby/__init__.py
@@ -8,6 +8,7 @@
 * configure environments with custom arm spaces and rewards distributions
 * collect and visualize simulation metrics like regret and optimality
 """
+
 from mabby.agent import Agent
 from mabby.arms import Arm, BernoulliArm, GaussianArm
 from mabby.bandit import Bandit
diff --git a/mabby/stats.py b/mabby/stats.py
index dd336cf..aff5443 100644
--- a/mabby/stats.py
+++ b/mabby/stats.py
@@ -1,4 +1,5 @@
 """Provides metric tracking for multi-armed bandit simulations."""
+
 from __future__ import annotations
 
 from collections.abc import Iterable
diff --git a/mabby/strategies/ucb.py b/mabby/strategies/ucb.py
index 9aa1d17..4f6fb83 100644
--- a/mabby/strategies/ucb.py
+++ b/mabby/strategies/ucb.py
@@ -1,4 +1,5 @@
 """Provides implementations of upper confidence bound (UCB) strategies."""
+
 from __future__ import annotations
 
 import numpy as np
diff --git a/mabby/utils.py b/mabby/utils.py
index 9c39b32..79f973a 100644
--- a/mabby/utils.py
+++ b/mabby/utils.py
@@ -1,4 +1,5 @@
 """Provides commonly used utility functions."""
+
 from __future__ import annotations
 
 import numpy as np