diff --git a/notebooks/piper_multilingual_training_notebook.ipynb b/notebooks/piper_multilingual_training_notebook.ipynb
index 57e576d..c3879d0 100644
--- a/notebooks/piper_multilingual_training_notebook.ipynb
+++ b/notebooks/piper_multilingual_training_notebook.ipynb
@@ -114,17 +114,18 @@
         "!git clone -q https://github.com/rmcpantoja/piper\n",
         "%cd /content/piper/src/python\n",
         "!wget -q \"https://raw.githubusercontent.com/coqui-ai/TTS/dev/TTS/bin/resample.py\"\n",
-        "!pip install -q -r requirements.txt\n",
-        "!pip install -q torchtext==0.12.0\n",
-        "!pip install -q torchvision==0.12.0\n",
+        "#!pip install -q -r requirements.txt\n",
+        "!pip install -q cython>=0.29.0 piper-phonemize==1.1.0 librosa>=0.9.2 numpy>=1.19.0 onnxruntime>=1.11.0 pytorch-lightning==1.7.0 torch==1.11.0\n",
+        "!pip install -q torchtext==0.12.0 torchvision==0.12.0\n",
         "# fixing recent compativility isswes:\n",
         "!pip install -q torchaudio==0.11.0 torchmetrics==0.11.4\n",
         "!bash build_monotonic_align.sh\n",
         "!apt-get install -q espeak-ng\n",
         "# download patches:\n",
-        "print(\"Downloading patch...\")\n",
-        "!gdown -q \"1EWEb7amo1rgFGpBFfRD4BKX3pkjVK1I-\" -O \"/content/piper/src/python/patch.zip\"\n",
-        "!unzip -o -q \"patch.zip\"\n",
+        "if usepatch:\n",
+        "    print(\"Downloading patch...\")\n",
+        "    !gdown -q \"1EWEb7amo1rgFGpBFfRD4BKX3pkjVK1I-\" -O \"/content/piper/src/python/patch.zip\"\n",
+        "    !unzip -o -q \"patch.zip\"\n",
         "%cd /content"
       ]
     },
@@ -160,7 +161,7 @@
         "!mkdir /content/dataset\n",
         "%cd /content/dataset\n",
         "!mkdir /content/dataset/wavs\n",
-        "#@markdown ### Audio dataset path to unzip\n",
+        "#@markdown ### Audio dataset path to unzip:\n",
         "zip_path = \"/content/drive/MyDrive/Wavs.zip\" #@param {type:\"string\"}\n",
         "!unzip \"{zip_path}\" -d /content/dataset/wavs\n",
         "#@markdown ---"
@@ -217,7 +218,7 @@
         "\n",
         "import os\n",
         "#@markdown ### First of all, select the language of your dataset.\n",
-        "language = \"English (U.S.)\" #@param [\"Català\", \"Dansk\", \"Deutsch\", \"Ελληνικά\", \"English (British)\", \"English (U.S.)\", \"Español\", \"Español (latinoamericano)\", \"Suomi\", \"Français\", \"ქართული\", \"Icelandic\", \"Italiano\", \"қазақша\", \"नेपाली\", \"Nederlands\", \"Norsk\", \"Polski\", \"Português (Brasil)\", \"Русский\", \"Svenska\", \"украї́нська\", \"Tiếng Việt\", \"简体中文\"]\n",
+        "language = \"English (U.S.)\" #@param [\"Català\", \"Dansk\", \"Deutsch\", \"Ελληνικά\", \"English (British)\", \"English (U.S.)\", \"Español\", \"Español (latinoamericano)\", \"Suomi\", \"Français\", \"ქართული\", \"hindy\", \"Icelandic\", \"Italiano\", \"қазақша\", \"नेपाली\", \"Nederlands\", \"Norsk\", \"Polski\", \"Português (Brasil)\", \"Русский\", \"Svenska\", \"украї́нська\", \"Tiếng Việt\", \"简体中文\"]\n",
         "#@markdown ---\n",
         "# language definition:\n",
         "languages = {\n",
@@ -231,6 +232,7 @@
         "    \"Español (latinoamericano)\": \"es-419\",\n",
         "    \"Suomi\": \"fi\",\n",
         "    \"Français\": \"fr\",\n",
+        "    \"hindy\": \"hi\",\n",
         "    \"Icelandic\": \"is\",\n",
         "    \"Italiano\": \"it\",\n",
         "    \"ქართული\": \"ka\",\n",