From 3c9bc669d7e9e5961055753bea7d634ad5ea70c9 Mon Sep 17 00:00:00 2001
From: Ryan Roussel <rroussel@slac.stanford.edu>
Date: Tue, 7 Jan 2025 23:30:14 -0600
Subject: [PATCH] formatting

---
 .../constrained_bo_tutorial.ipynb                         | 4 ++--
 .../single_objective_bayes_opt/custom_model.ipynb         | 8 ++++----
 .../heteroskedastic_noise_tutorial.ipynb                  | 2 +-
 .../single_objective_bayes_opt/noisy_bo_tutorial.ipynb    | 5 ++---
 4 files changed, 9 insertions(+), 10 deletions(-)

diff --git a/docs/examples/single_objective_bayes_opt/constrained_bo_tutorial.ipynb b/docs/examples/single_objective_bayes_opt/constrained_bo_tutorial.ipynb
index 2a071b65..57f84068 100644
--- a/docs/examples/single_objective_bayes_opt/constrained_bo_tutorial.ipynb
+++ b/docs/examples/single_objective_bayes_opt/constrained_bo_tutorial.ipynb
@@ -227,8 +227,8 @@
     "\n",
     "    # add ground truth functions to plots\n",
     "    out = test_function({\"x\": test_x})\n",
-    "    ax[0,0].plot(test_x, out[\"f\"], \"C0-.\")\n",
-    "    ax[1,0].plot(test_x, out[\"c\"], \"C2-.\")\n",
+    "    ax[0, 0].plot(test_x, out[\"f\"], \"C0-.\")\n",
+    "    ax[1, 0].plot(test_x, out[\"c\"], \"C2-.\")\n",
     "\n",
     "    # do the optimization step\n",
     "    X.step()"
diff --git a/docs/examples/single_objective_bayes_opt/custom_model.ipynb b/docs/examples/single_objective_bayes_opt/custom_model.ipynb
index 35d2f921..6e7dfd9d 100644
--- a/docs/examples/single_objective_bayes_opt/custom_model.ipynb
+++ b/docs/examples/single_objective_bayes_opt/custom_model.ipynb
@@ -155,8 +155,8 @@
     "\n",
     "fig, ax = generator.visualize_model(n_grid=len(test_x))\n",
     "# plot ground truth\n",
-    "ax[0,0].plot(test_x, y(test_x), \"C0-.\")\n",
-    "ax[1,0].plot(test_x, c(test_x), \"C2-.\");"
+    "ax[0, 0].plot(test_x, y(test_x), \"C0-.\")\n",
+    "ax[1, 0].plot(test_x, c(test_x), \"C2-.\");"
    ]
   },
   {
@@ -260,8 +260,8 @@
     "\n",
     "fig, ax = generator.visualize_model(n_grid=len(test_x))\n",
     "# plot ground truth\n",
-    "ax[0,0].plot(test_x, y(test_x), \"C0-.\")\n",
-    "ax[1,0].plot(test_x, c(test_x), \"C2-.\");"
+    "ax[0, 0].plot(test_x, y(test_x), \"C0-.\")\n",
+    "ax[1, 0].plot(test_x, c(test_x), \"C2-.\");"
    ]
   },
   {
diff --git a/docs/examples/single_objective_bayes_opt/heteroskedastic_noise_tutorial.ipynb b/docs/examples/single_objective_bayes_opt/heteroskedastic_noise_tutorial.ipynb
index 432e1d26..b9fbcdca 100644
--- a/docs/examples/single_objective_bayes_opt/heteroskedastic_noise_tutorial.ipynb
+++ b/docs/examples/single_objective_bayes_opt/heteroskedastic_noise_tutorial.ipynb
@@ -234,7 +234,7 @@
     "\n",
     "    # plot true function\n",
     "    true_f = sin_function({\"x\": test_x})[\"f\"]\n",
-    "    ax[0,0].plot(test_x, true_f, \"C1--\")\n",
+    "    ax[0, 0].plot(test_x, true_f, \"C1--\")\n",
     "\n",
     "    # do the optimization step\n",
     "    X.step()"
diff --git a/docs/examples/single_objective_bayes_opt/noisy_bo_tutorial.ipynb b/docs/examples/single_objective_bayes_opt/noisy_bo_tutorial.ipynb
index 56e45622..846f826b 100644
--- a/docs/examples/single_objective_bayes_opt/noisy_bo_tutorial.ipynb
+++ b/docs/examples/single_objective_bayes_opt/noisy_bo_tutorial.ipynb
@@ -227,11 +227,10 @@
     "\n",
     "    # plot true function\n",
     "    true_f = torch.sin(test_x)\n",
-    "    ax[0,0].plot(test_x, true_f, \"C1--\")\n",
+    "    ax[0, 0].plot(test_x, true_f, \"C1--\")\n",
     "\n",
     "    # do the optimization step\n",
-    "    X.step()\n",
-    "\n"
+    "    X.step()"
    ]
   },
   {