diff --git a/PaliGemma/[PaliGemma_1]Finetune_with_image_description.ipynb b/PaliGemma/[PaliGemma_1]Finetune_with_image_description.ipynb
index f547106f..dee4c08e 100644
--- a/PaliGemma/[PaliGemma_1]Finetune_with_image_description.ipynb
+++ b/PaliGemma/[PaliGemma_1]Finetune_with_image_description.ipynb
@@ -292,7 +292,8 @@
         "TOKENIZER_PATH = \"./paligemma_tokenizer.model\"\n",
         "if not os.path.exists(TOKENIZER_PATH):\n",
         "  print(\"Downloading the model tokenizer...\")\n",
-        "  !gcloud storage cp gs://big_vision/paligemma_tokenizer.model {TOKENIZER_PATH}\n",        "  print(f\"Tokenizer path: {TOKENIZER_PATH}\")"
+        "  !gcloud storage cp gs://big_vision/paligemma_tokenizer.model {TOKENIZER_PATH}\n",
+        "  print(f\"Tokenizer path: {TOKENIZER_PATH}\")"
       ]
     },
     {
diff --git a/PaliGemma/[PaliGemma_1]Finetune_with_object_detection.ipynb b/PaliGemma/[PaliGemma_1]Finetune_with_object_detection.ipynb
index 5f34ebbc..14c44bca 100644
--- a/PaliGemma/[PaliGemma_1]Finetune_with_object_detection.ipynb
+++ b/PaliGemma/[PaliGemma_1]Finetune_with_object_detection.ipynb
@@ -591,7 +591,8 @@
         "TOKENIZER_PATH = \"./paligemma_tokenizer.model\"\n",
         "if not os.path.exists(TOKENIZER_PATH):\n",
         "    print(\"Downloading the model tokenizer...\")\n",
-        "    !gcloud storage cp gs://big_vision/paligemma_tokenizer.model {TOKENIZER_PATH}\n",        "    print(f\"Tokenizer path: {TOKENIZER_PATH}\")"
+        "    !gcloud storage cp gs://big_vision/paligemma_tokenizer.model {TOKENIZER_PATH}\n",
+        "    print(f\"Tokenizer path: {TOKENIZER_PATH}\")"
       ]
     },
     {
diff --git a/PaliGemma/[PaliGemma_2]Finetune_with_JAX.ipynb b/PaliGemma/[PaliGemma_2]Finetune_with_JAX.ipynb
index 099ddf58..d7239dff 100644
--- a/PaliGemma/[PaliGemma_2]Finetune_with_JAX.ipynb
+++ b/PaliGemma/[PaliGemma_2]Finetune_with_JAX.ipynb
@@ -424,12 +424,14 @@
         "TOKENIZER_PATH = \"./paligemma_tokenizer.model\"\n",
         "if not os.path.exists(TOKENIZER_PATH):\n",
         "  print(\"Downloading the model tokenizer...\")\n",
-        "  !gcloud storage cp gs://big_vision/paligemma_tokenizer.model {TOKENIZER_PATH}\n",        "  print(f\"Tokenizer path: {TOKENIZER_PATH}\")\n",
+        "  !gcloud storage cp gs://big_vision/paligemma_tokenizer.model {TOKENIZER_PATH}\n",
+        "  print(f\"Tokenizer path: {TOKENIZER_PATH}\")\n",
         "\n",
         "DATA_DIR=\"./longcap100\"\n",
         "if not os.path.exists(DATA_DIR):\n",
         "  print(\"Downloading the dataset...\")\n",
-        "  !gcloud storage cp --no-clobber --recursive gs://longcap100/ .\n",        "  print(f\"Data path: {DATA_DIR}\")"
+        "  !gcloud storage cp --no-clobber --recursive gs://longcap100/ .\n",
+        "  print(f\"Data path: {DATA_DIR}\")"
       ]
     },
     {