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{
  "cells": [
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "w41HoLsbD5lw"
      },
      "source": [
        "#The code used below is from Cuong's repo"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "RIGAqwoR9Em3",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "44409566-22f1-4a6a-f8d0-bb695b04b6b8"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "fatal: destination path 'GI-RVC-models' already exists and is not an empty directory.\n"
          ]
        }
      ],
      "source": [
        "!git clone https://huggingface.co/vunhucuongit/GI-RVC-models"
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "%cd /content/GI-RVC-models\n",
        "!git fetch --all\n",
        "!git pull"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "6GVGWwopY2qn",
        "outputId": "f09c5c25-5366-4553-c915-8e5064d69992"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "/content/GI-RVC-models\n",
            "Fetching origin\n",
            "\u001b[33mhint: You have divergent branches and need to specify how to reconcile them.\u001b[m\n",
            "\u001b[33mhint: You can do so by running one of the following commands sometime before\u001b[m\n",
            "\u001b[33mhint: your next pull:\u001b[m\n",
            "\u001b[33mhint: \u001b[m\n",
            "\u001b[33mhint:   git config pull.rebase false  # merge (the default strategy)\u001b[m\n",
            "\u001b[33mhint:   git config pull.rebase true   # rebase\u001b[m\n",
            "\u001b[33mhint:   git config pull.ff only       # fast-forward only\u001b[m\n",
            "\u001b[33mhint: \u001b[m\n",
            "\u001b[33mhint: You can replace \"git config\" with \"git config --global\" to set a default\u001b[m\n",
            "\u001b[33mhint: preference for all repositories. You can also pass --rebase, --no-rebase,\u001b[m\n",
            "\u001b[33mhint: or --ff-only on the command line to override the configured default per\u001b[m\n",
            "\u001b[33mhint: invocation.\u001b[m\n",
            "fatal: Need to specify how to reconcile divergent branches.\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "PQQbI96A9dyZ"
      },
      "outputs": [],
      "source": [
        "!python -m pip install -U pip wheel\n",
        "%pip install -U ipython"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "uVRmSaNJilqN",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "94948bad-9b3d-4d58-b135-88f6e6f16e82"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Requirement already satisfied: wheel in /usr/local/lib/python3.10/dist-packages (from -r /content/GI-RVC-models/requirements.txt (line 1)) (0.41.2)\n",
            "Requirement already satisfied: setuptools in /usr/local/lib/python3.10/dist-packages (from -r /content/GI-RVC-models/requirements.txt (line 2)) (67.7.2)\n",
            "Collecting ffmpeg (from -r /content/GI-RVC-models/requirements.txt (line 3))\n",
            "  Downloading ffmpeg-1.4.tar.gz (5.1 kB)\n",
            "  Preparing metadata (setup.py) ... \u001b[?25l\u001b[?25hdone\n",
            "Requirement already satisfied: numba==0.56.4 in /usr/local/lib/python3.10/dist-packages (from -r /content/GI-RVC-models/requirements.txt (line 4)) (0.56.4)\n",
            "Requirement already satisfied: numpy==1.23.5 in /usr/local/lib/python3.10/dist-packages (from -r /content/GI-RVC-models/requirements.txt (line 5)) (1.23.5)\n",
            "Collecting scipy==1.9.3 (from -r /content/GI-RVC-models/requirements.txt (line 6))\n",
            "  Downloading scipy-1.9.3-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (33.7 MB)\n",
            "\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m33.7/33.7 MB\u001b[0m \u001b[31m45.3 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
            "\u001b[?25hCollecting librosa==0.9.1 (from -r /content/GI-RVC-models/requirements.txt (line 7))\n",
            "  Downloading librosa-0.9.1-py3-none-any.whl (213 kB)\n",
            "\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m213.1/213.1 kB\u001b[0m \u001b[31m28.3 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
            "\u001b[?25hCollecting fairseq==0.12.2 (from -r /content/GI-RVC-models/requirements.txt (line 8))\n",
            "  Downloading fairseq-0.12.2.tar.gz (9.6 MB)\n",
            "\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m9.6/9.6 MB\u001b[0m \u001b[31m107.3 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
            "\u001b[?25h  Installing build dependencies ... \u001b[?25l\u001b[?25hdone\n",
            "  Getting requirements to build wheel ... \u001b[?25l\u001b[?25hdone\n",
            "  Installing backend dependencies ... \u001b[?25l\u001b[?25hdone\n",
            "  Preparing metadata (pyproject.toml) ... \u001b[?25l\u001b[?25hdone\n",
            "Collecting faiss-cpu==1.7.3 (from -r /content/GI-RVC-models/requirements.txt (line 9))\n",
            "  Downloading faiss_cpu-1.7.3-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (17.0 MB)\n",
            "\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m17.0/17.0 MB\u001b[0m \u001b[31m91.1 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
            "\u001b[?25hCollecting gradio==3.36.1 (from -r /content/GI-RVC-models/requirements.txt (line 10))\n",
            "  Obtaining dependency information for gradio==3.36.1 from https://files.pythonhosted.org/packages/98/ad/be1bdac5810d3b8497a8a1361e922180f43ec8634cca28cc6b5de68cb18d/gradio-3.36.1-py3-none-any.whl.metadata\n",
            "  Downloading gradio-3.36.1-py3-none-any.whl.metadata (15 kB)\n",
            "Collecting pyworld==0.3.2 (from -r /content/GI-RVC-models/requirements.txt (line 11))\n",
            "  Downloading pyworld-0.3.2.tar.gz (214 kB)\n",
            "\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m214.4/214.4 kB\u001b[0m \u001b[31m25.3 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
            "\u001b[?25h  Installing build dependencies ... \u001b[?25l\u001b[?25hdone\n",
            "  Getting requirements to build wheel ... \u001b[?25l\u001b[?25hdone\n",
            "  Preparing metadata (pyproject.toml) ... \u001b[?25l\u001b[?25hdone\n",
            "Requirement already satisfied: soundfile>=0.12.1 in /usr/local/lib/python3.10/dist-packages (from -r /content/GI-RVC-models/requirements.txt (line 12)) (0.12.1)\n",
            "Collecting praat-parselmouth>=0.4.2 (from -r /content/GI-RVC-models/requirements.txt (line 13))\n",
            "  Downloading praat_parselmouth-0.4.3-cp310-cp310-manylinux_2_12_x86_64.manylinux2010_x86_64.whl (10.7 MB)\n",
            "\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m10.7/10.7 MB\u001b[0m \u001b[31m111.5 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
            "\u001b[?25hCollecting httpx==0.23.0 (from -r /content/GI-RVC-models/requirements.txt (line 14))\n",
            "  Downloading httpx-0.23.0-py3-none-any.whl (84 kB)\n",
            "\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m84.8/84.8 kB\u001b[0m \u001b[31m11.8 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
            "\u001b[?25hRequirement already satisfied: tensorboard in /usr/local/lib/python3.10/dist-packages (from -r /content/GI-RVC-models/requirements.txt (line 15)) (2.13.0)\n",
            "Collecting tensorboardX (from -r /content/GI-RVC-models/requirements.txt (line 16))\n",
            "  Obtaining dependency information for tensorboardX from https://files.pythonhosted.org/packages/44/71/f3e7c9b2ab67e28c572ab4e9d5fa3499e0d252650f96d8a3a03e26677f53/tensorboardX-2.6.2.2-py2.py3-none-any.whl.metadata\n",
            "  Downloading tensorboardX-2.6.2.2-py2.py3-none-any.whl.metadata (5.8 kB)\n",
            "Collecting torchcrepe (from -r /content/GI-RVC-models/requirements.txt (line 17))\n",
            "  Obtaining dependency information for torchcrepe from https://files.pythonhosted.org/packages/e0/9a/494062efd4bcd3cda13a632249646e1d7cef1746a6537aecf823c11772a8/torchcrepe-0.0.21-py3-none-any.whl.metadata\n",
            "  Downloading torchcrepe-0.0.21-py3-none-any.whl.metadata (7.8 kB)\n",
            "Collecting onnxruntime (from -r /content/GI-RVC-models/requirements.txt (line 18))\n",
            "  Obtaining dependency information for onnxruntime from https://files.pythonhosted.org/packages/26/f5/5f0aaf4cbd0017258619a0bfe117e1263035bd501a480eead0799c140025/onnxruntime-1.16.0-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl.metadata\n",
            "  Downloading onnxruntime-1.16.0-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl.metadata (4.0 kB)\n",
            "Collecting demucs (from -r /content/GI-RVC-models/requirements.txt (line 19))\n",
            "  Downloading demucs-4.0.1.tar.gz (1.2 MB)\n",
            "\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m1.2/1.2 MB\u001b[0m \u001b[31m77.3 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
            "\u001b[?25h  Preparing metadata (setup.py) ... \u001b[?25l\u001b[?25hdone\n",
            "Collecting edge-tts (from -r /content/GI-RVC-models/requirements.txt (line 20))\n",
            "  Obtaining dependency information for edge-tts from https://files.pythonhosted.org/packages/97/32/97ac099d46ec610fd14224f0e762f2777d88363c42559de0b4ad92660dfc/edge_tts-6.1.8-py3-none-any.whl.metadata\n",
            "  Downloading edge_tts-6.1.8-py3-none-any.whl.metadata (4.2 kB)\n",
            "Collecting yt_dlp (from -r /content/GI-RVC-models/requirements.txt (line 21))\n",
            "  Obtaining dependency information for yt_dlp from https://files.pythonhosted.org/packages/70/b4/94e72fd0e1541ab50f8efe224ead550a367da3df1b8aa733bd2d9bde9aed/yt_dlp-2023.9.24-py2.py3-none-any.whl.metadata\n",
            "  Downloading yt_dlp-2023.9.24-py2.py3-none-any.whl.metadata (158 kB)\n",
            "\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m158.6/158.6 kB\u001b[0m \u001b[31m21.1 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
            "\u001b[?25hRequirement already satisfied: llvmlite<0.40,>=0.39.0dev0 in /usr/local/lib/python3.10/dist-packages (from numba==0.56.4->-r /content/GI-RVC-models/requirements.txt (line 4)) (0.39.1)\n",
            "Requirement already satisfied: audioread>=2.1.5 in /usr/local/lib/python3.10/dist-packages (from librosa==0.9.1->-r /content/GI-RVC-models/requirements.txt (line 7)) (3.0.0)\n",
            "Requirement already satisfied: scikit-learn>=0.19.1 in /usr/local/lib/python3.10/dist-packages (from librosa==0.9.1->-r /content/GI-RVC-models/requirements.txt (line 7)) (1.2.2)\n",
            "Requirement already satisfied: joblib>=0.14 in /usr/local/lib/python3.10/dist-packages (from librosa==0.9.1->-r /content/GI-RVC-models/requirements.txt (line 7)) (1.3.2)\n",
            "Requirement already satisfied: decorator>=4.0.10 in /usr/local/lib/python3.10/dist-packages (from librosa==0.9.1->-r /content/GI-RVC-models/requirements.txt (line 7)) (4.4.2)\n",
            "Collecting resampy>=0.2.2 (from librosa==0.9.1->-r /content/GI-RVC-models/requirements.txt (line 7))\n",
            "  Downloading resampy-0.4.2-py3-none-any.whl (3.1 MB)\n",
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            "  Stored in directory: /root/.cache/pip/wheels/01/a6/d1/1c0828c304a4283b2c1639a09ad86f83d7c487ef34c6b4a1bf\n",
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            "Successfully built fairseq pyworld ffmpeg demucs antlr4-python3-runtime julius dora-search ffmpy treetable\n",
            "\u001b[33mDEPRECATION: omegaconf 2.0.6 has a non-standard dependency specifier PyYAML>=5.1.*. pip 23.3 will enforce this behaviour change. A possible replacement is to upgrade to a newer version of omegaconf or contact the author to suggest that they release a version with a conforming dependency specifiers. Discussion can be found at https://github.com/pypa/pip/issues/12063\u001b[0m\u001b[33m\n",
            "\u001b[0mInstalling collected packages: rfc3986, pydub, lameenc, ffmpy, ffmpeg, faiss-cpu, brotli, bitarray, antlr4-python3-runtime, websockets, treetable, tensorboardX, submitit, semantic-version, scipy, retrying, pyworld, python-multipart, pycryptodomex, praat-parselmouth, portalocker, orjson, omegaconf, mutagen, markdown-it-py, humanfriendly, h11, einops, colorama, aiofiles, yt_dlp, uvicorn, starlette, sacrebleu, resampy, mdit-py-plugins, hydra-core, huggingface-hub, httpcore, coloredlogs, onnxruntime, librosa, httpx, fastapi, edge-tts, gradio-client, gradio, openunmix, julius, dora-search, torchcrepe, fairseq, demucs\n",
            "  Attempting uninstall: scipy\n",
            "    Found existing installation: scipy 1.11.2\n",
            "    Uninstalling scipy-1.11.2:\n",
            "      Successfully uninstalled scipy-1.11.2\n",
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            "    Found existing installation: markdown-it-py 3.0.0\n",
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            "      Successfully uninstalled mdit-py-plugins-0.4.0\n",
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            "    Uninstalling librosa-0.10.1:\n",
            "      Successfully uninstalled librosa-0.10.1\n",
            "Successfully installed aiofiles-23.2.1 antlr4-python3-runtime-4.8 bitarray-2.8.1 brotli-1.1.0 colorama-0.4.6 coloredlogs-15.0.1 demucs-4.0.1 dora-search-0.1.12 edge-tts-6.1.8 einops-0.7.0 fairseq-0.12.2 faiss-cpu-1.7.3 fastapi-0.103.2 ffmpeg-1.4 ffmpy-0.3.1 gradio-3.36.1 gradio-client-0.5.3 h11-0.12.0 httpcore-0.15.0 httpx-0.23.0 huggingface-hub-0.17.3 humanfriendly-10.0 hydra-core-1.0.7 julius-0.2.7 lameenc-1.6.1 librosa-0.9.1 markdown-it-py-2.2.0 mdit-py-plugins-0.3.3 mutagen-1.47.0 omegaconf-2.0.6 onnxruntime-1.16.0 openunmix-1.2.1 orjson-3.9.7 portalocker-2.8.2 praat-parselmouth-0.4.3 pycryptodomex-3.19.0 pydub-0.25.1 python-multipart-0.0.6 pyworld-0.3.2 resampy-0.4.2 retrying-1.3.4 rfc3986-1.5.0 sacrebleu-2.3.1 scipy-1.9.3 semantic-version-2.10.0 starlette-0.27.0 submitit-1.4.6 tensorboardX-2.6.2.2 torchcrepe-0.0.21 treetable-0.2.5 uvicorn-0.23.2 websockets-11.0.3 yt_dlp-2023.9.24\n",
            "\u001b[33mWARNING: Running pip as the 'root' user can result in broken permissions and conflicting behaviour with the system package manager. It is recommended to use a virtual environment instead: https://pip.pypa.io/warnings/venv\u001b[0m\u001b[33m\n",
            "\u001b[0m"
          ]
        }
      ],
      "source": [
        "!pip install -r /content/GI-RVC-models/requirements.txt"
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "#@title Run Gradio\n",
        "%cd /content/GI-RVC-models\n",
        "!python app-full.py --colab"
      ],
      "metadata": {
        "id": "fW87HQ7uXWqC",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "eeee59bb-a0cd-44a5-b9d1-5e99d82abcef"
      },
      "execution_count": 20,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "/content/GI-RVC-models\n",
            "2023-10-03 08:00:56.866725: I tensorflow/core/platform/cpu_feature_guard.cc:182] This TensorFlow binary is optimized to use available CPU instructions in performance-critical operations.\n",
            "To enable the following instructions: AVX2 FMA, in other operations, rebuild TensorFlow with the appropriate compiler flags.\n",
            "2023-10-03 08:00:57.845883: W tensorflow/compiler/tf2tensorrt/utils/py_utils.cc:38] TF-TRT Warning: Could not find TensorRT\n",
            "2023-10-03 08:00:59 | INFO | faiss.loader | Loading faiss with AVX2 support.\n",
            "2023-10-03 08:00:59 | INFO | faiss.loader | Successfully loaded faiss with AVX2 support.\n",
            "Found GPU Tesla T4\n",
            "2023-10-03 08:01:00 | INFO | fairseq.tasks.hubert_pretraining | current directory is /content/GI-RVC-models\n",
            "2023-10-03 08:01:00 | INFO | fairseq.tasks.hubert_pretraining | HubertPretrainingTask Config {'_name': 'hubert_pretraining', 'data': 'metadata', 'fine_tuning': False, 'labels': ['km'], 'label_dir': 'label', 'label_rate': 50.0, 'sample_rate': 16000, 'normalize': False, 'enable_padding': False, 'max_keep_size': None, 'max_sample_size': 250000, 'min_sample_size': 32000, 'single_target': False, 'random_crop': True, 'pad_audio': False}\n",
            "2023-10-03 08:01:00 | INFO | fairseq.models.hubert.hubert | HubertModel Config: {'_name': 'hubert', 'label_rate': 50.0, 'extractor_mode': default, 'encoder_layers': 12, 'encoder_embed_dim': 768, 'encoder_ffn_embed_dim': 3072, 'encoder_attention_heads': 12, 'activation_fn': gelu, 'layer_type': transformer, 'dropout': 0.1, 'attention_dropout': 0.1, 'activation_dropout': 0.0, 'encoder_layerdrop': 0.05, 'dropout_input': 0.1, 'dropout_features': 0.1, 'final_dim': 256, 'untie_final_proj': True, 'layer_norm_first': False, 'conv_feature_layers': '[(512,10,5)] + [(512,3,2)] * 4 + [(512,2,2)] * 2', 'conv_bias': False, 'logit_temp': 0.1, 'target_glu': False, 'feature_grad_mult': 0.1, 'mask_length': 10, 'mask_prob': 0.8, 'mask_selection': static, 'mask_other': 0.0, 'no_mask_overlap': False, 'mask_min_space': 1, 'mask_channel_length': 10, 'mask_channel_prob': 0.0, 'mask_channel_selection': static, 'mask_channel_other': 0.0, 'no_mask_channel_overlap': False, 'mask_channel_min_space': 1, 'conv_pos': 128, 'conv_pos_groups': 16, 'latent_temp': [2.0, 0.5, 0.999995], 'skip_masked': False, 'skip_nomask': False, 'checkpoint_activations': False, 'required_seq_len_multiple': 2, 'depthwise_conv_kernel_size': 31, 'attn_type': '', 'pos_enc_type': 'abs', 'fp16': False}\n",
            "Traceback (most recent call last):\n",
            "  File \"/content/GI-RVC-models/app-full.py\", line 339, in <module>\n",
            "    models = load_model()\n",
            "  File \"/content/GI-RVC-models/app-full.py\", line 131, in load_model\n",
            "    cpt = torch.load(f\"weights/{character_name}/{model_name}\", map_location=\"cpu\")\n",
            "  File \"/usr/local/lib/python3.10/dist-packages/torch/serialization.py\", line 791, in load\n",
            "    with _open_file_like(f, 'rb') as opened_file:\n",
            "  File \"/usr/local/lib/python3.10/dist-packages/torch/serialization.py\", line 271, in _open_file_like\n",
            "    return _open_file(name_or_buffer, mode)\n",
            "  File \"/usr/local/lib/python3.10/dist-packages/torch/serialization.py\", line 252, in __init__\n",
            "    super().__init__(open(name, mode))\n",
            "FileNotFoundError: [Errno 2] No such file or directory: 'weights/hutao-jp/hutao-jp.pth'\n"
          ]
        }
      ]
    }
  ],
  "metadata": {
    "colab": {
      "provenance": [],
      "gpuType": "T4"
    },
    "kernelspec": {
      "display_name": "Python 3",
      "name": "python3"
    },
    "language_info": {
      "name": "python"
    },
    "accelerator": "GPU"
  },
  "nbformat": 4,
  "nbformat_minor": 0
}