diff --git a/Colab-Inference.ipynb b/Colab-Inference.ipynb
new file mode 100644
index 0000000..8a31701
--- /dev/null
+++ b/Colab-Inference.ipynb
@@ -0,0 +1,184 @@
+{
+  "cells": [
+    {
+      "cell_type": "markdown",
+      "metadata": {},
+      "source": [
+        "# GPT-SoVITS Infer"
+      ]
+    },
+    {
+      "cell_type": "markdown",
+      "metadata": {},
+      "source": [
+        "## Env Setup (Run Once Only)\n",
+        "## 环境配置, 只需运行一次"
+      ]
+    },
+    {
+      "cell_type": "markdown",
+      "metadata": {},
+      "source": [
+        "### 1."
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": null,
+      "metadata": {
+        "id": "e9b7iFV3dm1f"
+      },
+      "outputs": [],
+      "source": [
+        "%%writefile /content/setup.sh\n",
+        "set -e\n",
+        "\n",
+        "cd /content\n",
+        "\n",
+        "git clone https://github.com/RVC-Boss/GPT-SoVITS.git\n",
+        "\n",
+        "cd GPT-SoVITS\n",
+        "\n",
+        "mkdir GPT_weights\n",
+        "\n",
+        "mkdir SoVITS_weights\n",
+        "\n",
+        "if conda env list | awk '{print $1}' | grep -Fxq \"GPTSoVITS\"; then\n",
+        "    :\n",
+        "else\n",
+        "    conda create -n GPTSoVITS python=3.10 -y\n",
+        "fi\n",
+        "\n",
+        "source activate GPTSoVITS\n",
+        "\n",
+        "pip install ipykernel\n",
+        "\n",
+        "bash install.sh --source HF"
+      ]
+    },
+    {
+      "cell_type": "markdown",
+      "metadata": {},
+      "source": [
+        "### 2."
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": null,
+      "metadata": {
+        "cellView": "form",
+        "id": "0NgxXg5sjv7z"
+      },
+      "outputs": [],
+      "source": [
+        "%pip install -q condacolab\n",
+        "import condacolab\n",
+        "condacolab.install_from_url(\"https://repo.anaconda.com/archive/Anaconda3-2024.10-1-Linux-x86_64.sh\")\n",
+        "!cd /content && bash setup.sh"
+      ]
+    },
+    {
+      "cell_type": "markdown",
+      "metadata": {},
+      "source": [
+        "# Download Model"
+      ]
+    },
+    {
+      "cell_type": "markdown",
+      "metadata": {},
+      "source": [
+        "### Download From HuggingFace"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": null,
+      "metadata": {
+        "cellView": "form",
+        "id": "vbZY-LnM0tzq"
+      },
+      "outputs": [],
+      "source": [
+        "# Modify These\n",
+        "USER_ID = \"AkitoP\"\n",
+        "REPO_NAME = \"GPT-SoVITS-v2-aegi\"\n",
+        "BRANCH = \"main\"\n",
+        "GPT_PATH = \"new_aegigoe-e100.ckpt\"\n",
+        "SOVITS_PATH = \"new_aegigoe_e60_s32220.pth\"\n",
+        "\n",
+        "# Do Not Modify\n",
+        "HF_BASE = \"https://huggingface.co\"\n",
+        "REPO_ID = f\"{USER_ID}/{REPO_NAME}\"\n",
+        "GPT_URL = f\"{HF_BASE}/{REPO_ID}/blob/{BRANCH}/{GPT_PATH}\"\n",
+        "SOVITS_URL = f\"{HF_BASE}/{REPO_ID}/blob/{BRANCH}/{SOVITS_PATH}\"\n",
+        "\n",
+        "!cd \"/content/GPT-SoVITS/GPT_weights\" && wget \"{GPT_URL}\"\n",
+        "!cd \"/content/GPT-SoVITS/SoVITS_weights\" && wget \"{SOVITS_URL}\"\n"
+      ]
+    },
+    {
+      "cell_type": "markdown",
+      "metadata": {},
+      "source": [
+        "### Download From ModelScope"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": null,
+      "metadata": {},
+      "outputs": [],
+      "source": [
+        "# Modify These\n",
+        "USER_ID = \"aihobbyist\"\n",
+        "REPO_NAME = \"GPT-SoVits-V2-models\"\n",
+        "BRANCH = \"master\"\n",
+        "GPT_PATH = \"Genshin_Impact/EN/GPT_GenshinImpact_EN_5.1.ckpt\"\n",
+        "SOVITS_PATH = \"Wuthering_Waves/CN/SV_WutheringWaves_CN_1.3.pth\"\n",
+        "\n",
+        "# Do Not Modify\n",
+        "HF_BASE = \"https://www.modelscope.cn/models\"\n",
+        "REPO_ID = f\"{USER_ID}/{REPO_NAME}\"\n",
+        "GPT_URL = f\"{HF_BASE}/{REPO_ID}/resolve/{BRANCH}/{GPT_PATH}\"\n",
+        "SOVITS_URL = f\"{HF_BASE}/{REPO_ID}/resolve/{BRANCH}/{SOVITS_PATH}\"\n",
+        "\n",
+        "!cd \"/content/GPT-SoVITS/GPT_weights\" && wget \"{GPT_URL}\"\n",
+        "!cd \"/content/GPT-SoVITS/SoVITS_weights\" && wget \"{SOVITS_URL}\""
+      ]
+    },
+    {
+      "cell_type": "markdown",
+      "metadata": {},
+      "source": [
+        "# Launch WebUI\n",
+        "# 启动 WebUI"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": null,
+      "metadata": {
+        "cellView": "form",
+        "id": "4oRGUzkrk8C7"
+      },
+      "outputs": [],
+      "source": [
+        "!cd /content/GPT-SoVITS && source activate GPTSoVITS && export is_share=True && python webui.py"
+      ]
+    }
+  ],
+  "metadata": {
+    "accelerator": "GPU",
+    "colab": {
+      "provenance": []
+    },
+    "kernelspec": {
+      "display_name": "Python 3",
+      "name": "python3"
+    }
+  },
+  "nbformat": 4,
+  "nbformat_minor": 0
+}
diff --git a/colab_webui.ipynb b/Colab-WebUI.ipynb
similarity index 85%
rename from colab_webui.ipynb
rename to Colab-WebUI.ipynb
index c44ea21..b410775 100644
--- a/colab_webui.ipynb
+++ b/Colab-WebUI.ipynb
@@ -10,21 +10,28 @@
         "<a href=\"https://colab.research.google.com/github/RVC-Boss/GPT-SoVITS/blob/main/colab_webui.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
       ]
     },
+    {
+      "cell_type": "markdown",
+      "metadata": {},
+      "source": [
+        "# GPT-SoVITS WebUI"
+      ]
+    },
     {
       "cell_type": "markdown",
       "metadata": {
         "id": "_o6a8GS2lWQM"
       },
       "source": [
-        "# Env Setup (Run Once Only)\n",
-        "# 环境配置, 只需运行一次"
+        "## Env Setup (Run Once Only)\n",
+        "## 环境配置, 只需运行一次"
       ]
     },
     {
       "cell_type": "markdown",
       "metadata": {},
       "source": [
-        "## 1."
+        "### 1."
       ]
     },
     {
@@ -35,9 +42,11 @@
       "source": [
         "%%writefile /content/setup.sh\n",
         "set -e\n",
+        "\n",
         "cd /content\n",
-        "rm -rf GPT-SoVITS\n",
+        "\n",
         "git clone https://github.com/RVC-Boss/GPT-SoVITS.git\n",
+        "\n",
         "cd GPT-SoVITS\n",
         "\n",
         "if conda env list | awk '{print $1}' | grep -Fxq \"GPTSoVITS\"; then\n",
@@ -48,6 +57,8 @@
         "\n",
         "source activate GPTSoVITS\n",
         "\n",
+        "pip install ipykernel\n",
+        "\n",
         "bash install.sh --source HF --download-uvr5"
       ]
     },
@@ -55,7 +66,7 @@
       "cell_type": "markdown",
       "metadata": {},
       "source": [
-        "## 2."
+        "### 2."
       ]
     },
     {
@@ -74,8 +85,8 @@
       "cell_type": "markdown",
       "metadata": {},
       "source": [
-        "# Launch WebUI\n",
-        "# 启动 WebUI"
+        "## Launch WebUI\n",
+        "## 启动 WebUI"
       ]
     },
     {
diff --git a/GPT_SoVITS_Inference.ipynb b/GPT_SoVITS_Inference.ipynb
deleted file mode 100644
index 1b8ec64..0000000
--- a/GPT_SoVITS_Inference.ipynb
+++ /dev/null
@@ -1,153 +0,0 @@
-{
-  "cells": [
-    {
-      "cell_type": "markdown",
-      "metadata": {
-        "id": "himHYZmra7ix"
-      },
-      "source": [
-        "# Credits for bubarino giving me the huggingface import code (感谢 bubarino 给了我 huggingface 导入代码)"
-      ]
-    },
-    {
-      "cell_type": "code",
-      "execution_count": null,
-      "metadata": {
-        "id": "e9b7iFV3dm1f"
-      },
-      "outputs": [],
-      "source": [
-        "!git clone https://github.com/RVC-Boss/GPT-SoVITS.git\n",
-        "%cd GPT-SoVITS\n",
-        "!apt-get update && apt-get install -y --no-install-recommends tzdata ffmpeg libsox-dev parallel aria2 git git-lfs && git lfs install\n",
-        "!pip install -r extra-req.txt --no-deps\n",
-        "!pip install -r requirements.txt"
-      ]
-    },
-    {
-      "cell_type": "code",
-      "execution_count": null,
-      "metadata": {
-        "cellView": "form",
-        "id": "0NgxXg5sjv7z"
-      },
-      "outputs": [],
-      "source": [
-        "# @title Download pretrained models 下载预训练模型\n",
-        "!mkdir -p /content/GPT-SoVITS/GPT_SoVITS/pretrained_models\n",
-        "!mkdir -p /content/GPT-SoVITS/tools/damo_asr/models\n",
-        "!mkdir -p /content/GPT-SoVITS/tools/uvr5\n",
-        "%cd /content/GPT-SoVITS/GPT_SoVITS/pretrained_models\n",
-        "!git clone https://huggingface.co/lj1995/GPT-SoVITS\n",
-        "%cd /content/GPT-SoVITS/tools/damo_asr/models\n",
-        "!git clone https://www.modelscope.cn/damo/speech_paraformer-large_asr_nat-zh-cn-16k-common-vocab8404-pytorch.git\n",
-        "!git clone https://www.modelscope.cn/damo/speech_fsmn_vad_zh-cn-16k-common-pytorch.git\n",
-        "!git clone https://www.modelscope.cn/damo/punc_ct-transformer_zh-cn-common-vocab272727-pytorch.git\n",
-        "# @title UVR5 pretrains 安装uvr5模型\n",
-        "%cd /content/GPT-SoVITS/tools/uvr5\n",
-        "!git clone https://huggingface.co/Delik/uvr5_weights\n",
-        "!git config core.sparseCheckout true\n",
-        "!mv /content/GPT-SoVITS/GPT_SoVITS/pretrained_models/GPT-SoVITS/* /content/GPT-SoVITS/GPT_SoVITS/pretrained_models/"
-      ]
-    },
-    {
-      "cell_type": "code",
-      "execution_count": null,
-      "metadata": {
-        "cellView": "form",
-        "id": "cPDEH-9czOJF"
-      },
-      "outputs": [],
-      "source": [
-        "#@title Create folder models 创建文件夹模型\n",
-        "import os\n",
-        "base_directory = \"/content/GPT-SoVITS\"\n",
-        "folder_names = [\"SoVITS_weights\", \"GPT_weights\"]\n",
-        "\n",
-        "for folder_name in folder_names:\n",
-        "  if os.path.exists(os.path.join(base_directory, folder_name)):\n",
-        "    print(f\"The folder '{folder_name}' already exists. (文件夹'{folder_name}'已经存在。)\")\n",
-        "  else:\n",
-        "    os.makedirs(os.path.join(base_directory, folder_name))\n",
-        "    print(f\"The folder '{folder_name}' was created successfully! (文件夹'{folder_name}'已成功创建！)\")\n",
-        "\n",
-        "print(\"All folders have been created. (所有文件夹均已创建。)\")"
-      ]
-    },
-    {
-      "cell_type": "code",
-      "execution_count": null,
-      "metadata": {
-        "cellView": "form",
-        "id": "vbZY-LnM0tzq"
-      },
-      "outputs": [],
-      "source": [
-        "import requests\n",
-        "import zipfile\n",
-        "import shutil\n",
-        "import os\n",
-        "\n",
-        "#@title Import model 导入模型 (HuggingFace)\n",
-        "hf_link = 'https://huggingface.co/modelloosrvcc/Nagisa_Shingetsu_GPT-SoVITS/resolve/main/Nagisa.zip' #@param {type: \"string\"}\n",
-        "\n",
-        "output_path = '/content/'\n",
-        "\n",
-        "response = requests.get(hf_link)\n",
-        "with open(output_path + 'file.zip', 'wb') as file:\n",
-        "    file.write(response.content)\n",
-        "\n",
-        "with zipfile.ZipFile(output_path + 'file.zip', 'r') as zip_ref:\n",
-        "    zip_ref.extractall(output_path)\n",
-        "\n",
-        "os.remove(output_path + \"file.zip\")\n",
-        "\n",
-        "source_directory = output_path\n",
-        "SoVITS_destination_directory = '/content/GPT-SoVITS/SoVITS_weights'\n",
-        "GPT_destination_directory = '/content/GPT-SoVITS/GPT_weights'\n",
-        "\n",
-        "for filename in os.listdir(source_directory):\n",
-        "    if filename.endswith(\".pth\"):\n",
-        "        source_path = os.path.join(source_directory, filename)\n",
-        "        destination_path = os.path.join(SoVITS_destination_directory, filename)\n",
-        "        shutil.move(source_path, destination_path)\n",
-        "\n",
-        "for filename in os.listdir(source_directory):\n",
-        "    if filename.endswith(\".ckpt\"):\n",
-        "        source_path = os.path.join(source_directory, filename)\n",
-        "        destination_path = os.path.join(GPT_destination_directory, filename)\n",
-        "        shutil.move(source_path, destination_path)\n",
-        "\n",
-        "print(f'Model downloaded. (模型已下载。)')"
-      ]
-    },
-    {
-      "cell_type": "code",
-      "execution_count": null,
-      "metadata": {
-        "cellView": "form",
-        "id": "4oRGUzkrk8C7"
-      },
-      "outputs": [],
-      "source": [
-        "# @title launch WebUI 启动WebUI\n",
-        "!/usr/local/bin/pip install ipykernel\n",
-        "!sed -i '10s/False/True/' /content/GPT-SoVITS/config.py\n",
-        "%cd /content/GPT-SoVITS/\n",
-        "!/usr/local/bin/python  webui.py"
-      ]
-    }
-  ],
-  "metadata": {
-    "accelerator": "GPU",
-    "colab": {
-      "provenance": []
-    },
-    "kernelspec": {
-      "display_name": "Python 3",
-      "name": "python3"
-    }
-  },
-  "nbformat": 4,
-  "nbformat_minor": 0
-}
diff --git a/api.py b/api.py
index c1c917a..4b79d50 100644
--- a/api.py
+++ b/api.py
@@ -534,7 +534,7 @@ class DictToAttrRecursive(dict):
 
 
 def get_spepc(hps, filename):
-    audio, _ = librosa.load(filename, int(hps.data.sampling_rate))
+    audio, _ = librosa.load(filename, sr=int(hps.data.sampling_rate))
     audio = torch.FloatTensor(audio)
     maxx = audio.abs().max()
     if maxx > 1:
diff --git a/gpt-sovits_kaggle.ipynb b/gpt-sovits_kaggle.ipynb
index 9f28f6f..764c23c 100644
--- a/gpt-sovits_kaggle.ipynb
+++ b/gpt-sovits_kaggle.ipynb
@@ -1,5 +1,13 @@
 {
  "cells": [
+  {
+   "cell_type": "markdown",
+   "id": "9fd922fb",
+   "metadata": {},
+   "source": [
+    "# Deprecated"
+   ]
+  },
   {
    "cell_type": "code",
    "execution_count": null,
diff --git a/install.sh b/install.sh
index 31b4761..e45b91b 100644
--- a/install.sh
+++ b/install.sh
@@ -202,6 +202,8 @@ pip install -r extra-req.txt --no-deps
 
 pip install -r requirements.txt
 
+python -c "import nltk; nltk.download(['averaged_perceptron_tagger','averaged_perceptron_tagger_eng','cmudict'])"
+
 if [ "$USE_ROCM" = true ] && [ "$IS_WSL" = true ]; then
     echo "Update to WSL compatible runtime lib..."
     location=$(pip show torch | grep Location | awk -F ": " '{print $2}')