diff --git a/tortoise_tts.ipynb b/tortoise_tts.ipynb
index 47f4488..4ab12db 100755
--- a/tortoise_tts.ipynb
+++ b/tortoise_tts.ipynb
@@ -1 +1,96 @@
-{"nbformat":4,"nbformat_minor":0,"metadata":{"colab":{"private_outputs":true,"provenance":[]},"kernelspec":{"name":"python3","display_name":"Python 3"},"language_info":{"name":"python"},"accelerator":"GPU","gpuClass":"standard"},"cells":[{"cell_type":"markdown","source":["## Initialization"],"metadata":{"id":"ni41hmE03DL6"}},{"cell_type":"code","execution_count":null,"metadata":{"id":"FtsMKKfH18iM"},"outputs":[],"source":["!git clone https://git.ecker.tech/mrq/tortoise-tts/\n","%cd tortoise-tts\n","!python -m pip install --upgrade pip\n","!pip install torch torchvision torchaudio --extra-index-url https://download.pytorch.org/whl/cu116\n","!python -m pip install -r ./requirements.txt\n","!pip install Pillow==9.0.0 # errors out only when importing\n","!python setup.py install"]},{"cell_type":"markdown","source":["## Running"],"metadata":{"id":"o1gkfw3B3JSk"}},{"cell_type":"code","source":["import webui as mrq\n","\n","mrq.args = mrq.setup_args()\n","mrq.webui = mrq.setup_gradio()\n","mrq.webui.launch(share=True, prevent_thread_lock=True)\n","mrq.tts = mrq.setup_tortoise()\n","mrq.webui.block_thread()"],"metadata":{"id":"c_EQZLTA19c7"},"execution_count":null,"outputs":[]}]}
\ No newline at end of file
+{
+   "nbformat":4,
+   "nbformat_minor":0,
+   "metadata":{
+      "colab":{
+         "private_outputs":true,
+         "provenance":[
+            
+         ]
+      },
+      "kernelspec":{
+         "name":"python3",
+         "display_name":"Python 3"
+      },
+      "language_info":{
+         "name":"python"
+      },
+      "accelerator":"GPU",
+      "gpuClass":"standard"
+   },
+   "cells":[
+      {
+         "cell_type":"markdown",
+         "source":[
+            "## Initialization"
+         ],
+         "metadata":{
+            "id":"ni41hmE03DL6"
+         }
+      },
+      {
+         "cell_type":"code",
+         "execution_count":null,
+         "metadata":{
+            "id":"FtsMKKfH18iM"
+         },
+         "outputs":[
+            
+         ],
+         "source":[
+            "!git clone https://git.ecker.tech/mrq/tortoise-tts/\n",
+            "%cd tortoise-tts\n",
+            "!python -m pip install --upgrade pip\n",
+            "!pip install torch torchvision torchaudio --extra-index-url https://download.pytorch.org/whl/cu116\n",
+            "!python -m pip install -r ./requirements.txt\n",
+            "!python setup.py install"
+         ]
+      },
+      {
+         "cell_type":"code",
+         "source":[
+            "# hotfix for colab\n",
+            "!pip install Pillow==9.0.0\n",
+            "exit()"
+         ],
+         "metadata":{
+            "id":"FVUOtSASCSJ8"
+         },
+         "execution_count":null,
+         "outputs":[
+            
+         ]
+      },
+      {
+         "cell_type":"markdown",
+         "source":[
+            "## Running"
+         ],
+         "metadata":{
+            "id":"o1gkfw3B3JSk"
+         }
+      },
+      {
+         "cell_type":"code",
+         "source":[
+            "%cd tortoise-tts\n",
+            "import webui as mrq\n",
+            "import sys\n",
+            "sys.argv = [\"\"]\n",
+            "\n",
+            "mrq.args = mrq.setup_args()\n",
+            "mrq.webui = mrq.setup_gradio()\n",
+            "mrq.webui.launch(share=True, prevent_thread_lock=True)\n",
+            "mrq.tts = mrq.setup_tortoise()\n",
+            "mrq.webui.block_thread()"
+         ],
+         "metadata":{
+            "id":"c_EQZLTA19c7"
+         },
+         "execution_count":null,
+         "outputs":[
+            
+         ]
+      }
+   ]
+}
\ No newline at end of file