diff --git "a/Sambert\344\270\255\346\226\207\345\243\260\351\237\263\345\205\213\351\232\206v2.ipynb" "b/Sambert\344\270\255\346\226\207\345\243\260\351\237\263\345\205\213\351\232\206v2.ipynb"
new file mode 100644
index 0000000..c8328f8
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+{
+ "nbformat": 4,
+ "nbformat_minor": 0,
+ "metadata": {
+ "colab": {
+ "provenance": [],
+ "machine_shape": "hm",
+ "gpuType": "V100",
+ "authorship_tag": "ABX9TyPlHFyW04xkOShGFsrqykJH",
+ "include_colab_link": true
+ },
+ "kernelspec": {
+ "name": "python3",
+ "display_name": "Python 3"
+ },
+ "language_info": {
+ "name": "python"
+ },
+ "accelerator": "GPU"
+ },
+ "cells": [
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "id": "view-in-github",
+ "colab_type": "text"
+ },
+ "source": [
+ "![\"Open](\"https://colab.research.google.com/assets/colab-badge.svg\")
"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "source": [
+ "# 全新中文声音克隆 Voice Cloning for Chinese Speech"
+ ],
+ "metadata": {
+ "id": "Uhhc4_stcdSf"
+ }
+ },
+ {
+ "cell_type": "markdown",
+ "source": [
+ "## 配置环境 Set up"
+ ],
+ "metadata": {
+ "id": "qIFF53SWVDe-"
+ }
+ },
+ {
+ "cell_type": "code",
+ "source": [
+ "! nvidia-smi # 需要使用GPU运行"
+ ],
+ "metadata": {
+ "id": "4RZJ1P69VKLU",
+ "colab": {
+ "base_uri": "https://localhost:8080/"
+ },
+ "outputId": "42ee2dbc-c527-472c-bd1f-a5ccfa37f5ae"
+ },
+ "execution_count": null,
+ "outputs": [
+ {
+ "output_type": "stream",
+ "name": "stdout",
+ "text": [
+ "Thu Aug 31 07:46:44 2023 \n",
+ "+-----------------------------------------------------------------------------+\n",
+ "| NVIDIA-SMI 525.105.17 Driver Version: 525.105.17 CUDA Version: 12.0 |\n",
+ "|-------------------------------+----------------------+----------------------+\n",
+ "| GPU Name Persistence-M| Bus-Id Disp.A | Volatile Uncorr. ECC |\n",
+ "| Fan Temp Perf Pwr:Usage/Cap| Memory-Usage | GPU-Util Compute M. |\n",
+ "| | | MIG M. |\n",
+ "|===============================+======================+======================|\n",
+ "| 0 Tesla V100-SXM2... Off | 00000000:00:04.0 Off | 0 |\n",
+ "| N/A 35C P0 24W / 300W | 0MiB / 16384MiB | 0% Default |\n",
+ "| | | N/A |\n",
+ "+-------------------------------+----------------------+----------------------+\n",
+ " \n",
+ "+-----------------------------------------------------------------------------+\n",
+ "| Processes: |\n",
+ "| GPU GI CI PID Type Process name GPU Memory |\n",
+ "| ID ID Usage |\n",
+ "|=============================================================================|\n",
+ "| No running processes found |\n",
+ "+-----------------------------------------------------------------------------+\n"
+ ]
+ }
+ ]
+ },
+ {
+ "cell_type": "code",
+ "source": [
+ "! pip install openai-whisper\n",
+ "! pip install modelscope\n",
+ "! pip install tts-autolabel -f https://modelscope.oss-cn-beijing.aliyuncs.com/releases/repo.html\n",
+ "! pip install typeguard==2.3.1\n",
+ "! pip install sox\n",
+ "! pip install bitstring\n",
+ "! pip install pysptk --no-build-isolation\n",
+ "! pip install kantts -f https://modelscope.oss-cn-beijing.aliyuncs.com/releases/repo.html\n",
+ "! pip install pytorch_wavelets\n",
+ "! pip install tensorboardX\n",
+ "! git clone https://github.com/fbcotter/pytorch_wavelets\n",
+ "! pip install matplotlib\n",
+ "! pip install numpy==1.22.0"
+ ],
+ "metadata": {
+ "id": "s2aAbOEPaVh6",
+ "colab": {
+ "base_uri": "https://localhost:8080/",
+ "height": 1000
+ },
+ "outputId": "604b8cc2-6b7a-4185-f14c-c22a51f0b706"
+ },
+ "execution_count": null,
+ "outputs": [
+ {
+ "output_type": "stream",
+ "name": "stdout",
+ "text": [
+ "Collecting openai-whisper\n",
+ " Downloading openai-whisper-20230314.tar.gz (792 kB)\n",
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+ "\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",
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+ "Building wheels for collected packages: openai-whisper\n",
+ " Building wheel for openai-whisper (pyproject.toml) ... \u001b[?25l\u001b[?25hdone\n",
+ " Created wheel for openai-whisper: filename=openai_whisper-20230314-py3-none-any.whl size=796907 sha256=3f1f7b29554cb12038ac028a6ee51993ce2ef2958631f12e95b53f3406e33050\n",
+ " Stored in directory: /root/.cache/pip/wheels/b2/13/5f/fe8245f6dc59df505879da4b2129932e342f02a80e6b87f27d\n",
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+ "\u001b[2K \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m70.8/70.8 kB\u001b[0m \u001b[31m8.8 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
+ "\u001b[?25hCollecting aliyun-python-sdk-core>=2.13.12 (from oss2->modelscope)\n",
+ " Downloading aliyun-python-sdk-core-2.13.36.tar.gz (440 kB)\n",
+ "\u001b[2K \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m440.5/440.5 kB\u001b[0m \u001b[31m45.1 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
+ "\u001b[?25h Preparing metadata (setup.py) ... \u001b[?25l\u001b[?25hdone\n",
+ "Requirement already satisfied: pytz>=2020.1 in /usr/local/lib/python3.10/dist-packages (from pandas->modelscope) (2023.3)\n",
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+ "Collecting jmespath<1.0.0,>=0.9.3 (from aliyun-python-sdk-core>=2.13.12->oss2->modelscope)\n",
+ " Downloading jmespath-0.10.0-py2.py3-none-any.whl (24 kB)\n",
+ "Requirement already satisfied: cryptography>=2.6.0 in /usr/local/lib/python3.10/dist-packages (from aliyun-python-sdk-core>=2.13.12->oss2->modelscope) (41.0.3)\n",
+ "Requirement already satisfied: multidict<7.0,>=4.5 in /usr/local/lib/python3.10/dist-packages (from aiohttp->datasets<=2.13.0,>=2.8.0->modelscope) (6.0.4)\n",
+ "Requirement already satisfied: async-timeout<5.0,>=4.0.0a3 in /usr/local/lib/python3.10/dist-packages (from aiohttp->datasets<=2.13.0,>=2.8.0->modelscope) (4.0.3)\n",
+ "Requirement already satisfied: yarl<2.0,>=1.0 in /usr/local/lib/python3.10/dist-packages (from aiohttp->datasets<=2.13.0,>=2.8.0->modelscope) (1.9.2)\n",
+ "Requirement already satisfied: frozenlist>=1.1.1 in /usr/local/lib/python3.10/dist-packages (from aiohttp->datasets<=2.13.0,>=2.8.0->modelscope) (1.4.0)\n",
+ "Requirement already satisfied: aiosignal>=1.1.2 in /usr/local/lib/python3.10/dist-packages (from aiohttp->datasets<=2.13.0,>=2.8.0->modelscope) (1.3.1)\n",
+ "Requirement already satisfied: typing-extensions>=3.7.4.3 in /usr/local/lib/python3.10/dist-packages (from huggingface-hub<1.0.0,>=0.11.0->datasets<=2.13.0,>=2.8.0->modelscope) (4.7.1)\n",
+ "Requirement already satisfied: zipp>=0.5 in /usr/local/lib/python3.10/dist-packages (from importlib-metadata>=6.6.0->yapf->modelscope) (3.16.2)\n",
+ "INFO: pip is looking at multiple versions of multiprocess to determine which version is compatible with other requirements. This could take a while.\n",
+ "Collecting multiprocess (from datasets<=2.13.0,>=2.8.0->modelscope)\n",
+ " Downloading multiprocess-0.70.14-py310-none-any.whl (134 kB)\n",
+ "\u001b[2K \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m134.3/134.3 kB\u001b[0m \u001b[31m16.9 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
+ "\u001b[?25hRequirement already satisfied: cffi>=1.12 in /usr/local/lib/python3.10/dist-packages (from cryptography>=2.6.0->aliyun-python-sdk-core>=2.13.12->oss2->modelscope) (1.15.1)\n",
+ "Requirement already satisfied: pycparser in /usr/local/lib/python3.10/dist-packages (from cffi>=1.12->cryptography>=2.6.0->aliyun-python-sdk-core>=2.13.12->oss2->modelscope) (2.21)\n",
+ "Building wheels for collected packages: oss2, aliyun-python-sdk-core, crcmod\n",
+ " Building wheel for oss2 (setup.py) ... \u001b[?25l\u001b[?25hdone\n",
+ " Created wheel for oss2: filename=oss2-2.18.1-py3-none-any.whl size=115175 sha256=2902a22b29235e69d55720bc93c3b6d72fccccbe9e1211538db502da0f129a3a\n",
+ " Stored in directory: /root/.cache/pip/wheels/54/b1/27/f9d5791a1f01ee0ad99c934aa0e1df3eaae375b5d5aa3da184\n",
+ " Building wheel for aliyun-python-sdk-core (setup.py) ... \u001b[?25l\u001b[?25hdone\n",
+ " Created wheel for aliyun-python-sdk-core: filename=aliyun_python_sdk_core-2.13.36-py3-none-any.whl size=533190 sha256=630d5bd7cc39123af8b9ce7e2b6d7ec588fbd60800db17c3b668f66edf8487c7\n",
+ " Stored in directory: /root/.cache/pip/wheels/c0/f4/0e/87c534857132bd3bd2c4465c0b15b4db650cf6c15a876bda34\n",
+ " Building wheel for crcmod (setup.py) ... \u001b[?25l\u001b[?25hdone\n",
+ " Created wheel for crcmod: filename=crcmod-1.7-cp310-cp310-linux_x86_64.whl size=31405 sha256=5969199ddbffe80016650574a05f5ba65cbc83bb839dc881302a238ea4b462f5\n",
+ " Stored in directory: /root/.cache/pip/wheels/85/4c/07/72215c529bd59d67e3dac29711d7aba1b692f543c808ba9e86\n",
+ "Successfully built oss2 aliyun-python-sdk-core crcmod\n",
+ "Installing collected packages: crcmod, addict, xxhash, simplejson, pycryptodome, pyarrow, jmespath, einops, dill, yapf, multiprocess, huggingface-hub, aliyun-python-sdk-core, datasets, aliyun-python-sdk-kms, oss2, modelscope\n",
+ " Attempting uninstall: pyarrow\n",
+ " Found existing installation: pyarrow 9.0.0\n",
+ " Uninstalling pyarrow-9.0.0:\n",
+ " Successfully uninstalled pyarrow-9.0.0\n",
+ "\u001b[31mERROR: pip's dependency resolver does not currently take into account all the packages that are installed. This behaviour is the source of the following dependency conflicts.\n",
+ "pandas-gbq 0.17.9 requires pyarrow<10.0dev,>=3.0.0, but you have pyarrow 13.0.0 which is incompatible.\u001b[0m\u001b[31m\n",
+ "\u001b[0mSuccessfully installed addict-2.4.0 aliyun-python-sdk-core-2.13.36 aliyun-python-sdk-kms-2.16.1 crcmod-1.7 datasets-2.13.0 dill-0.3.6 einops-0.6.1 huggingface-hub-0.16.4 jmespath-0.10.0 modelscope-1.8.4 multiprocess-0.70.14 oss2-2.18.1 pyarrow-13.0.0 pycryptodome-3.18.0 simplejson-3.19.1 xxhash-3.3.0 yapf-0.40.1\n",
+ "Looking in links: https://modelscope.oss-cn-beijing.aliyuncs.com/releases/repo.html\n",
+ "Collecting tts-autolabel\n",
+ " Downloading https://modelscope.oss-cn-beijing.aliyuncs.com/releases/dependencies/kantts/tts_autolabel-1.1.8-py3-none-any.whl (117 kB)\n",
+ "\u001b[2K \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m117.3/117.3 kB\u001b[0m \u001b[31m216.0 kB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
+ "\u001b[?25hRequirement already satisfied: torch in /usr/local/lib/python3.10/dist-packages (from tts-autolabel) (2.0.1+cu118)\n",
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+ "Collecting onnxruntime (from tts-autolabel)\n",
+ " Downloading onnxruntime-1.15.1-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (5.9 MB)\n",
+ "\u001b[2K \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m5.9/5.9 MB\u001b[0m \u001b[31m15.3 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
+ "\u001b[?25hRequirement already satisfied: librosa in /usr/local/lib/python3.10/dist-packages (from tts-autolabel) (0.10.1)\n",
+ "Collecting numpy<=1.23.1 (from tts-autolabel)\n",
+ " Downloading numpy-1.23.1-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[31m54.5 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
+ "\u001b[?25hCollecting sox (from tts-autolabel)\n",
+ " Downloading sox-1.4.1-py2.py3-none-any.whl (39 kB)\n",
+ "Requirement already satisfied: pyyaml in /usr/local/lib/python3.10/dist-packages (from tts-autolabel) (6.0.1)\n",
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+ "Collecting nls-fa (from tts-autolabel)\n",
+ " Downloading https://modelscope.oss-cn-beijing.aliyuncs.com/releases/dependencies/nls_fa-0.1-cp310-cp310-linux_x86_64.whl (1.2 MB)\n",
+ "\u001b[2K \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m1.2/1.2 MB\u001b[0m \u001b[31m1.8 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
+ "\u001b[?25hCollecting kaldi-native-fbank (from tts-autolabel)\n",
+ " Downloading kaldi_native_fbank-1.18.4-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (210 kB)\n",
+ "\u001b[2K \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m210.5/210.5 kB\u001b[0m \u001b[31m23.0 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
+ "\u001b[?25hCollecting typeguard<=2.13.3 (from tts-autolabel)\n",
+ " Downloading typeguard-2.13.3-py3-none-any.whl (17 kB)\n",
+ "Collecting ttsfrd>=0.2.1 (from tts-autolabel)\n",
+ " Downloading https://modelscope.oss-cn-beijing.aliyuncs.com/releases/dependencies/ttsfrd/linux/ttsfrd-0.2.1-cp310-cp310-linux_x86_64.whl (53.4 MB)\n",
+ "\u001b[2K \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m53.4/53.4 MB\u001b[0m \u001b[31m10.7 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
+ "\u001b[?25hRequirement already satisfied: audioread>=2.1.9 in /usr/local/lib/python3.10/dist-packages (from librosa->tts-autolabel) (3.0.0)\n",
+ "Requirement already satisfied: scikit-learn>=0.20.0 in /usr/local/lib/python3.10/dist-packages (from librosa->tts-autolabel) (1.2.2)\n",
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+ "Requirement already satisfied: soxr>=0.3.2 in /usr/local/lib/python3.10/dist-packages (from librosa->tts-autolabel) (0.3.6)\n",
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+ "Requirement already satisfied: msgpack>=1.0 in /usr/local/lib/python3.10/dist-packages (from librosa->tts-autolabel) (1.0.5)\n",
+ "Collecting coloredlogs (from onnxruntime->tts-autolabel)\n",
+ " Downloading coloredlogs-15.0.1-py2.py3-none-any.whl (46 kB)\n",
+ "\u001b[2K \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m46.0/46.0 kB\u001b[0m \u001b[31m5.0 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
+ "\u001b[?25hRequirement already satisfied: flatbuffers in /usr/local/lib/python3.10/dist-packages (from onnxruntime->tts-autolabel) (23.5.26)\n",
+ "Requirement already satisfied: packaging in /usr/local/lib/python3.10/dist-packages (from onnxruntime->tts-autolabel) (23.1)\n",
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+ "Requirement already satisfied: filelock in /usr/local/lib/python3.10/dist-packages (from torch->tts-autolabel) (3.12.2)\n",
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+ "Requirement already satisfied: jinja2 in /usr/local/lib/python3.10/dist-packages (from torch->tts-autolabel) (3.1.2)\n",
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+ "Requirement already satisfied: cmake in /usr/local/lib/python3.10/dist-packages (from triton==2.0.0->torch->tts-autolabel) (3.27.2)\n",
+ "Requirement already satisfied: lit in /usr/local/lib/python3.10/dist-packages (from triton==2.0.0->torch->tts-autolabel) (16.0.6)\n",
+ "Requirement already satisfied: llvmlite<0.40,>=0.39.0dev0 in /usr/local/lib/python3.10/dist-packages (from numba>=0.51.0->librosa->tts-autolabel) (0.39.1)\n",
+ "Requirement already satisfied: setuptools in /usr/local/lib/python3.10/dist-packages (from numba>=0.51.0->librosa->tts-autolabel) (67.7.2)\n",
+ "Requirement already satisfied: platformdirs>=2.5.0 in /usr/local/lib/python3.10/dist-packages (from pooch>=1.0->librosa->tts-autolabel) (3.10.0)\n",
+ "Requirement already satisfied: requests>=2.19.0 in /usr/local/lib/python3.10/dist-packages (from pooch>=1.0->librosa->tts-autolabel) (2.31.0)\n",
+ "Requirement already satisfied: threadpoolctl>=2.0.0 in /usr/local/lib/python3.10/dist-packages (from scikit-learn>=0.20.0->librosa->tts-autolabel) (3.2.0)\n",
+ "Requirement already satisfied: cffi>=1.0 in /usr/local/lib/python3.10/dist-packages (from soundfile>=0.12.1->librosa->tts-autolabel) (1.15.1)\n",
+ "Collecting humanfriendly>=9.1 (from coloredlogs->onnxruntime->tts-autolabel)\n",
+ " Downloading humanfriendly-10.0-py2.py3-none-any.whl (86 kB)\n",
+ "\u001b[2K \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m86.8/86.8 kB\u001b[0m \u001b[31m10.4 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
+ "\u001b[?25hRequirement already satisfied: MarkupSafe>=2.0 in /usr/local/lib/python3.10/dist-packages (from jinja2->torch->tts-autolabel) (2.1.3)\n",
+ "Requirement already satisfied: mpmath>=0.19 in /usr/local/lib/python3.10/dist-packages (from sympy->onnxruntime->tts-autolabel) (1.3.0)\n",
+ "Requirement already satisfied: pycparser in /usr/local/lib/python3.10/dist-packages (from cffi>=1.0->soundfile>=0.12.1->librosa->tts-autolabel) (2.21)\n",
+ "Requirement already satisfied: charset-normalizer<4,>=2 in /usr/local/lib/python3.10/dist-packages (from requests>=2.19.0->pooch>=1.0->librosa->tts-autolabel) (3.2.0)\n",
+ "Requirement already satisfied: idna<4,>=2.5 in /usr/local/lib/python3.10/dist-packages (from requests>=2.19.0->pooch>=1.0->librosa->tts-autolabel) (3.4)\n",
+ "Requirement already satisfied: urllib3<3,>=1.21.1 in /usr/local/lib/python3.10/dist-packages (from requests>=2.19.0->pooch>=1.0->librosa->tts-autolabel) (2.0.4)\n",
+ "Requirement already satisfied: certifi>=2017.4.17 in /usr/local/lib/python3.10/dist-packages (from requests>=2.19.0->pooch>=1.0->librosa->tts-autolabel) (2023.7.22)\n",
+ "Installing collected packages: typeguard, ttsfrd, numpy, nls-fa, kaldi-native-fbank, humanfriendly, sox, coloredlogs, onnxruntime, tts-autolabel\n",
+ " Attempting uninstall: numpy\n",
+ " Found existing installation: numpy 1.23.5\n",
+ " Uninstalling numpy-1.23.5:\n",
+ " Successfully uninstalled numpy-1.23.5\n",
+ "\u001b[31mERROR: pip's dependency resolver does not currently take into account all the packages that are installed. This behaviour is the source of the following dependency conflicts.\n",
+ "pandas-gbq 0.17.9 requires pyarrow<10.0dev,>=3.0.0, but you have pyarrow 13.0.0 which is incompatible.\u001b[0m\u001b[31m\n",
+ "\u001b[0mSuccessfully installed coloredlogs-15.0.1 humanfriendly-10.0 kaldi-native-fbank-1.18.4 nls-fa-0.1 numpy-1.23.1 onnxruntime-1.15.1 sox-1.4.1 tts-autolabel-1.1.8 ttsfrd-0.2.1 typeguard-2.13.3\n"
+ ]
+ },
+ {
+ "output_type": "display_data",
+ "data": {
+ "application/vnd.colab-display-data+json": {
+ "pip_warning": {
+ "packages": [
+ "numpy"
+ ]
+ }
+ }
+ },
+ "metadata": {}
+ },
+ {
+ "output_type": "stream",
+ "name": "stdout",
+ "text": [
+ "Collecting typeguard==2.3.1\n",
+ " Downloading typeguard-2.3.1-py3-none-any.whl (10 kB)\n",
+ "Installing collected packages: typeguard\n",
+ " Attempting uninstall: typeguard\n",
+ " Found existing installation: typeguard 2.13.3\n",
+ " Uninstalling typeguard-2.13.3:\n",
+ " Successfully uninstalled typeguard-2.13.3\n",
+ "Successfully installed typeguard-2.3.1\n",
+ "Requirement already satisfied: sox in /usr/local/lib/python3.10/dist-packages (1.4.1)\n",
+ "Requirement already satisfied: numpy>=1.9.0 in /usr/local/lib/python3.10/dist-packages (from sox) (1.23.1)\n",
+ "Collecting bitstring\n",
+ " Downloading bitstring-4.1.1-py3-none-any.whl (56 kB)\n",
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+ "\u001b[?25hCollecting bitarray<3.0.0,>=2.8.0 (from bitstring)\n",
+ " Downloading bitarray-2.8.1-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (286 kB)\n",
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+ "\u001b[?25hInstalling collected packages: bitarray, bitstring\n",
+ "Successfully installed bitarray-2.8.1 bitstring-4.1.1\n",
+ "Collecting pysptk\n",
+ " Downloading pysptk-0.2.1.tar.gz (419 kB)\n",
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+ "\u001b[?25h Preparing metadata (pyproject.toml) ... \u001b[?25l\u001b[?25hdone\n",
+ "Requirement already satisfied: scipy in /usr/local/lib/python3.10/dist-packages (from pysptk) (1.10.1)\n",
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+ "Building wheels for collected packages: pysptk\n",
+ " Building wheel for pysptk (pyproject.toml) ... \u001b[?25l\u001b[?25hdone\n",
+ " Created wheel for pysptk: filename=pysptk-0.2.1-cp310-cp310-linux_x86_64.whl size=1137273 sha256=b57158ca005bb75139e737d40ee28c7fb86b5e166def7734f2a1dfd5997e5812\n",
+ " Stored in directory: /root/.cache/pip/wheels/aa/96/e5/2348f6f568b9888d3505a97dc53287152ffd0440526cc6105d\n",
+ "Successfully built pysptk\n",
+ "Installing collected packages: pysptk\n",
+ "Successfully installed pysptk-0.2.1\n",
+ "Looking in links: https://modelscope.oss-cn-beijing.aliyuncs.com/releases/repo.html\n",
+ "Collecting kantts\n",
+ " Downloading https://modelscope.oss-cn-beijing.aliyuncs.com/releases/dependencies/kantts/kantts-1.0.1-py3-none-any.whl (147 kB)\n",
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+ "\u001b[?25hRequirement already satisfied: librosa>=0.9.2 in /usr/local/lib/python3.10/dist-packages (from kantts) (0.10.1)\n",
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+ "Collecting unidecode (from kantts)\n",
+ " Downloading Unidecode-1.3.6-py3-none-any.whl (235 kB)\n",
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+ "Requirement already satisfied: pooch>=1.0 in /usr/local/lib/python3.10/dist-packages (from librosa>=0.9.2->kantts) (1.7.0)\n",
+ "Requirement already satisfied: soxr>=0.3.2 in /usr/local/lib/python3.10/dist-packages (from librosa>=0.9.2->kantts) (0.3.6)\n",
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+ "Requirement already satisfied: setuptools in /usr/local/lib/python3.10/dist-packages (from numba->kantts) (67.7.2)\n",
+ "Requirement already satisfied: threadpoolctl>=2.0.0 in /usr/local/lib/python3.10/dist-packages (from scikit-learn>=1.0.2->kantts) (3.2.0)\n",
+ "Requirement already satisfied: pydantic>=1.9.1 in /usr/local/lib/python3.10/dist-packages (from inflect->kantts) (2.2.1)\n",
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+ "Requirement already satisfied: cycler>=0.10 in /usr/local/lib/python3.10/dist-packages (from matplotlib->kantts) (0.11.0)\n",
+ "Requirement already satisfied: fonttools>=4.22.0 in /usr/local/lib/python3.10/dist-packages (from matplotlib->kantts) (4.42.1)\n",
+ "Requirement already satisfied: kiwisolver>=1.0.1 in /usr/local/lib/python3.10/dist-packages (from matplotlib->kantts) (1.4.4)\n",
+ "Requirement already satisfied: packaging>=20.0 in /usr/local/lib/python3.10/dist-packages (from matplotlib->kantts) (23.1)\n",
+ "Requirement already satisfied: pillow>=6.2.0 in /usr/local/lib/python3.10/dist-packages (from matplotlib->kantts) (9.4.0)\n",
+ "Requirement already satisfied: pyparsing>=2.3.1 in /usr/local/lib/python3.10/dist-packages (from matplotlib->kantts) (3.1.1)\n",
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+ "Requirement already satisfied: cython>=0.28.0 in /usr/local/lib/python3.10/dist-packages (from pysptk->kantts) (0.29.36)\n",
+ "Requirement already satisfied: platformdirs>=2.5.0 in /usr/local/lib/python3.10/dist-packages (from pooch>=1.0->librosa>=0.9.2->kantts) (3.10.0)\n",
+ "Requirement already satisfied: requests>=2.19.0 in /usr/local/lib/python3.10/dist-packages (from pooch>=1.0->librosa>=0.9.2->kantts) (2.31.0)\n",
+ "Requirement already satisfied: annotated-types>=0.4.0 in /usr/local/lib/python3.10/dist-packages (from pydantic>=1.9.1->inflect->kantts) (0.5.0)\n",
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+ "Requirement already satisfied: six>=1.5 in /usr/local/lib/python3.10/dist-packages (from python-dateutil>=2.7->matplotlib->kantts) (1.16.0)\n",
+ "Requirement already satisfied: cffi>=1.0 in /usr/local/lib/python3.10/dist-packages (from soundfile>=0.12.1->librosa>=0.9.2->kantts) (1.15.1)\n",
+ "Requirement already satisfied: pycparser in /usr/local/lib/python3.10/dist-packages (from cffi>=1.0->soundfile>=0.12.1->librosa>=0.9.2->kantts) (2.21)\n",
+ "Requirement already satisfied: charset-normalizer<4,>=2 in /usr/local/lib/python3.10/dist-packages (from requests>=2.19.0->pooch>=1.0->librosa>=0.9.2->kantts) (3.2.0)\n",
+ "Requirement already satisfied: idna<4,>=2.5 in /usr/local/lib/python3.10/dist-packages (from requests>=2.19.0->pooch>=1.0->librosa>=0.9.2->kantts) (3.4)\n",
+ "Requirement already satisfied: urllib3<3,>=1.21.1 in /usr/local/lib/python3.10/dist-packages (from requests>=2.19.0->pooch>=1.0->librosa>=0.9.2->kantts) (2.0.4)\n",
+ "Requirement already satisfied: certifi>=2017.4.17 in /usr/local/lib/python3.10/dist-packages (from requests>=2.19.0->pooch>=1.0->librosa>=0.9.2->kantts) (2023.7.22)\n",
+ "Installing collected packages: unidecode, kantts\n",
+ "Successfully installed kantts-1.0.1 unidecode-1.3.6\n",
+ "Collecting pytorch_wavelets\n",
+ " Downloading pytorch_wavelets-1.3.0-py3-none-any.whl (54 kB)\n",
+ "\u001b[2K \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m54.9/54.9 kB\u001b[0m \u001b[31m1.6 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
+ "\u001b[?25hRequirement already satisfied: numpy in /usr/local/lib/python3.10/dist-packages (from pytorch_wavelets) (1.23.1)\n",
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+ "Requirement already satisfied: jinja2 in /usr/local/lib/python3.10/dist-packages (from torch->pytorch_wavelets) (3.1.2)\n",
+ "Requirement already satisfied: triton==2.0.0 in /usr/local/lib/python3.10/dist-packages (from torch->pytorch_wavelets) (2.0.0)\n",
+ "Requirement already satisfied: cmake in /usr/local/lib/python3.10/dist-packages (from triton==2.0.0->torch->pytorch_wavelets) (3.27.2)\n",
+ "Requirement already satisfied: lit in /usr/local/lib/python3.10/dist-packages (from triton==2.0.0->torch->pytorch_wavelets) (16.0.6)\n",
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+ "Requirement already satisfied: mpmath>=0.19 in /usr/local/lib/python3.10/dist-packages (from sympy->torch->pytorch_wavelets) (1.3.0)\n",
+ "Installing collected packages: pytorch_wavelets\n",
+ "Successfully installed pytorch_wavelets-1.3.0\n",
+ "Collecting tensorboardX\n",
+ " Downloading tensorboardX-2.6.2.2-py2.py3-none-any.whl (101 kB)\n",
+ "\u001b[2K \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m101.7/101.7 kB\u001b[0m \u001b[31m2.4 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
+ "\u001b[?25hRequirement already satisfied: numpy in /usr/local/lib/python3.10/dist-packages (from tensorboardX) (1.23.1)\n",
+ "Requirement already satisfied: packaging in /usr/local/lib/python3.10/dist-packages (from tensorboardX) (23.1)\n",
+ "Requirement already satisfied: protobuf>=3.20 in /usr/local/lib/python3.10/dist-packages (from tensorboardX) (3.20.3)\n",
+ "Installing collected packages: tensorboardX\n",
+ "Successfully installed tensorboardX-2.6.2.2\n",
+ "Cloning into 'pytorch_wavelets'...\n",
+ "remote: Enumerating objects: 978, done.\u001b[K\n",
+ "remote: Counting objects: 100% (142/142), done.\u001b[K\n",
+ "remote: Compressing objects: 100% (96/96), done.\u001b[K\n",
+ "remote: Total 978 (delta 79), reused 91 (delta 46), pack-reused 836\u001b[K\n",
+ "Receiving objects: 100% (978/978), 6.80 MiB | 7.11 MiB/s, done.\n",
+ "Resolving deltas: 100% (663/663), done.\n",
+ "Requirement already satisfied: matplotlib in /usr/local/lib/python3.10/dist-packages (3.7.1)\n",
+ "Requirement already satisfied: contourpy>=1.0.1 in /usr/local/lib/python3.10/dist-packages (from matplotlib) (1.1.0)\n",
+ "Requirement already satisfied: cycler>=0.10 in /usr/local/lib/python3.10/dist-packages (from matplotlib) (0.11.0)\n",
+ "Requirement already satisfied: fonttools>=4.22.0 in /usr/local/lib/python3.10/dist-packages (from matplotlib) (4.42.1)\n",
+ "Requirement already satisfied: kiwisolver>=1.0.1 in /usr/local/lib/python3.10/dist-packages (from matplotlib) (1.4.4)\n",
+ "Requirement already satisfied: numpy>=1.20 in /usr/local/lib/python3.10/dist-packages (from matplotlib) (1.23.1)\n",
+ "Requirement already satisfied: packaging>=20.0 in /usr/local/lib/python3.10/dist-packages (from matplotlib) (23.1)\n",
+ "Requirement already satisfied: pillow>=6.2.0 in /usr/local/lib/python3.10/dist-packages (from matplotlib) (9.4.0)\n",
+ "Requirement already satisfied: pyparsing>=2.3.1 in /usr/local/lib/python3.10/dist-packages (from matplotlib) (3.1.1)\n",
+ "Requirement already satisfied: python-dateutil>=2.7 in /usr/local/lib/python3.10/dist-packages (from matplotlib) (2.8.2)\n",
+ "Requirement already satisfied: six>=1.5 in /usr/local/lib/python3.10/dist-packages (from python-dateutil>=2.7->matplotlib) (1.16.0)\n",
+ "Collecting numpy==1.22.0\n",
+ " Downloading numpy-1.22.0-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (16.8 MB)\n",
+ "\u001b[2K \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m16.8/16.8 MB\u001b[0m \u001b[31m84.7 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
+ "\u001b[?25hInstalling collected packages: numpy\n",
+ " Attempting uninstall: numpy\n",
+ " Found existing installation: numpy 1.23.1\n",
+ " Uninstalling numpy-1.23.1:\n",
+ " Successfully uninstalled numpy-1.23.1\n",
+ "\u001b[31mERROR: pip's dependency resolver does not currently take into account all the packages that are installed. This behaviour is the source of the following dependency conflicts.\n",
+ "librosa 0.10.1 requires numpy!=1.22.0,!=1.22.1,!=1.22.2,>=1.20.3, but you have numpy 1.22.0 which is incompatible.\n",
+ "pandas-gbq 0.17.9 requires pyarrow<10.0dev,>=3.0.0, but you have pyarrow 13.0.0 which is incompatible.\n",
+ "plotnine 0.12.2 requires numpy>=1.23.0, but you have numpy 1.22.0 which is incompatible.\u001b[0m\u001b[31m\n",
+ "\u001b[0mSuccessfully installed numpy-1.22.0\n"
+ ]
+ },
+ {
+ "output_type": "display_data",
+ "data": {
+ "application/vnd.colab-display-data+json": {
+ "pip_warning": {
+ "packages": [
+ "numpy"
+ ]
+ }
+ }
+ },
+ "metadata": {}
+ }
+ ]
+ },
+ {
+ "cell_type": "code",
+ "source": [
+ "!apt-get install sox"
+ ],
+ "metadata": {
+ "colab": {
+ "base_uri": "https://localhost:8080/"
+ },
+ "id": "b4uSdumvUcQC",
+ "outputId": "df09129e-5df0-44cf-bd46-d5589cb1b438"
+ },
+ "execution_count": null,
+ "outputs": [
+ {
+ "output_type": "stream",
+ "name": "stdout",
+ "text": [
+ "Reading package lists... Done\n",
+ "Building dependency tree... Done\n",
+ "Reading state information... Done\n",
+ "The following additional packages will be installed:\n",
+ " libopencore-amrnb0 libopencore-amrwb0 libsox-fmt-alsa libsox-fmt-base\n",
+ " libsox3 libwavpack1\n",
+ "Suggested packages:\n",
+ " libsox-fmt-all\n",
+ "The following NEW packages will be installed:\n",
+ " libopencore-amrnb0 libopencore-amrwb0 libsox-fmt-alsa libsox-fmt-base\n",
+ " libsox3 libwavpack1 sox\n",
+ "0 upgraded, 7 newly installed, 0 to remove and 16 not upgraded.\n",
+ "Need to get 617 kB of archives.\n",
+ "After this operation, 1,760 kB of additional disk space will be used.\n",
+ "Get:1 http://archive.ubuntu.com/ubuntu jammy/universe amd64 libopencore-amrnb0 amd64 0.1.5-1 [94.8 kB]\n",
+ "Get:2 http://archive.ubuntu.com/ubuntu jammy/universe amd64 libopencore-amrwb0 amd64 0.1.5-1 [49.1 kB]\n",
+ "Get:3 http://archive.ubuntu.com/ubuntu jammy-updates/universe amd64 libsox3 amd64 14.4.2+git20190427-2+deb11u2build0.22.04.1 [240 kB]\n",
+ "Get:4 http://archive.ubuntu.com/ubuntu jammy-updates/universe amd64 libsox-fmt-alsa amd64 14.4.2+git20190427-2+deb11u2build0.22.04.1 [11.2 kB]\n",
+ "Get:5 http://archive.ubuntu.com/ubuntu jammy/main amd64 libwavpack1 amd64 5.4.0-1build2 [83.7 kB]\n",
+ "Get:6 http://archive.ubuntu.com/ubuntu jammy-updates/universe amd64 libsox-fmt-base amd64 14.4.2+git20190427-2+deb11u2build0.22.04.1 [33.7 kB]\n",
+ "Get:7 http://archive.ubuntu.com/ubuntu jammy-updates/universe amd64 sox amd64 14.4.2+git20190427-2+deb11u2build0.22.04.1 [104 kB]\n",
+ "Fetched 617 kB in 1s (580 kB/s)\n",
+ "Selecting previously unselected package libopencore-amrnb0:amd64.\n",
+ "(Reading database ... 120831 files and directories currently installed.)\n",
+ "Preparing to unpack .../0-libopencore-amrnb0_0.1.5-1_amd64.deb ...\n",
+ "Unpacking libopencore-amrnb0:amd64 (0.1.5-1) ...\n",
+ "Selecting previously unselected package libopencore-amrwb0:amd64.\n",
+ "Preparing to unpack .../1-libopencore-amrwb0_0.1.5-1_amd64.deb ...\n",
+ "Unpacking libopencore-amrwb0:amd64 (0.1.5-1) ...\n",
+ "Selecting previously unselected package libsox3:amd64.\n",
+ "Preparing to unpack .../2-libsox3_14.4.2+git20190427-2+deb11u2build0.22.04.1_amd64.deb ...\n",
+ "Unpacking libsox3:amd64 (14.4.2+git20190427-2+deb11u2build0.22.04.1) ...\n",
+ "Selecting previously unselected package libsox-fmt-alsa:amd64.\n",
+ "Preparing to unpack .../3-libsox-fmt-alsa_14.4.2+git20190427-2+deb11u2build0.22.04.1_amd64.deb ...\n",
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+ "Setting up libopencore-amrnb0:amd64 (0.1.5-1) ...\n",
+ "Setting up libsox-fmt-base:amd64 (14.4.2+git20190427-2+deb11u2build0.22.04.1) ...\n",
+ "Setting up sox (14.4.2+git20190427-2+deb11u2build0.22.04.1) ...\n",
+ "Processing triggers for man-db (2.10.2-1) ...\n",
+ "Processing triggers for libc-bin (2.35-0ubuntu3.1) ...\n",
+ "/sbin/ldconfig.real: /usr/local/lib/libtbb.so.12 is not a symbolic link\n",
+ "\n",
+ "/sbin/ldconfig.real: /usr/local/lib/libtbbbind.so.3 is not a symbolic link\n",
+ "\n",
+ "/sbin/ldconfig.real: /usr/local/lib/libtbbmalloc_proxy.so.2 is not a symbolic link\n",
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+ "/sbin/ldconfig.real: /usr/local/lib/libtbbbind_2_0.so.3 is not a symbolic link\n",
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+ "\n",
+ "/sbin/ldconfig.real: /usr/local/lib/libtbbbind_2_5.so.3 is not a symbolic link\n",
+ "\n"
+ ]
+ }
+ ]
+ },
+ {
+ "cell_type": "code",
+ "source": [
+ "cd pytorch_wavelets"
+ ],
+ "metadata": {
+ "colab": {
+ "base_uri": "https://localhost:8080/"
+ },
+ "id": "A5mtXiAEUeOi",
+ "outputId": "e777914d-f3a1-4dfe-b0f9-b44a49b1bd21"
+ },
+ "execution_count": null,
+ "outputs": [
+ {
+ "output_type": "stream",
+ "name": "stdout",
+ "text": [
+ "/content/pytorch_wavelets\n"
+ ]
+ }
+ ]
+ },
+ {
+ "cell_type": "code",
+ "source": [
+ "pip install ."
+ ],
+ "metadata": {
+ "colab": {
+ "base_uri": "https://localhost:8080/"
+ },
+ "id": "0279o9cEUgYo",
+ "outputId": "db8ed7e3-834e-4624-b7c2-44291426a63a"
+ },
+ "execution_count": null,
+ "outputs": [
+ {
+ "output_type": "stream",
+ "name": "stdout",
+ "text": [
+ "Processing /content/pytorch_wavelets\n",
+ " Preparing metadata (setup.py) ... \u001b[?25l\u001b[?25hdone\n",
+ "Requirement already satisfied: numpy in /usr/local/lib/python3.10/dist-packages (from pytorch-wavelets==1.3.0) (1.22.0)\n",
+ "Requirement already satisfied: six in /usr/local/lib/python3.10/dist-packages (from pytorch-wavelets==1.3.0) (1.16.0)\n",
+ "Requirement already satisfied: torch in /usr/local/lib/python3.10/dist-packages (from pytorch-wavelets==1.3.0) (2.0.1+cu118)\n",
+ "Requirement already satisfied: filelock in /usr/local/lib/python3.10/dist-packages (from torch->pytorch-wavelets==1.3.0) (3.12.2)\n",
+ "Requirement already satisfied: typing-extensions in /usr/local/lib/python3.10/dist-packages (from torch->pytorch-wavelets==1.3.0) (4.7.1)\n",
+ "Requirement already satisfied: sympy in /usr/local/lib/python3.10/dist-packages (from torch->pytorch-wavelets==1.3.0) (1.12)\n",
+ "Requirement already satisfied: networkx in /usr/local/lib/python3.10/dist-packages (from torch->pytorch-wavelets==1.3.0) (3.1)\n",
+ "Requirement already satisfied: jinja2 in /usr/local/lib/python3.10/dist-packages (from torch->pytorch-wavelets==1.3.0) (3.1.2)\n",
+ "Requirement already satisfied: triton==2.0.0 in /usr/local/lib/python3.10/dist-packages (from torch->pytorch-wavelets==1.3.0) (2.0.0)\n",
+ "Requirement already satisfied: cmake in /usr/local/lib/python3.10/dist-packages (from triton==2.0.0->torch->pytorch-wavelets==1.3.0) (3.27.2)\n",
+ "Requirement already satisfied: lit in /usr/local/lib/python3.10/dist-packages (from triton==2.0.0->torch->pytorch-wavelets==1.3.0) (16.0.6)\n",
+ "Requirement already satisfied: MarkupSafe>=2.0 in /usr/local/lib/python3.10/dist-packages (from jinja2->torch->pytorch-wavelets==1.3.0) (2.1.3)\n",
+ "Requirement already satisfied: mpmath>=0.19 in /usr/local/lib/python3.10/dist-packages (from sympy->torch->pytorch-wavelets==1.3.0) (1.3.0)\n",
+ "Building wheels for collected packages: pytorch-wavelets\n",
+ " Building wheel for pytorch-wavelets (setup.py) ... \u001b[?25l\u001b[?25hdone\n",
+ " Created wheel for pytorch-wavelets: filename=pytorch_wavelets-1.3.0-py3-none-any.whl size=54852 sha256=6db8460229d2f3b684b7c3e8ef429bb0dee02914a30baba28db7994e49ea6ae9\n",
+ " Stored in directory: /tmp/pip-ephem-wheel-cache-2bodt4br/wheels/f6/77/89/ac0462961f441a5dd4d226216613ef64f3eb2c7f2883efcebf\n",
+ "Successfully built pytorch-wavelets\n",
+ "Installing collected packages: pytorch-wavelets\n",
+ " Attempting uninstall: pytorch-wavelets\n",
+ " Found existing installation: pytorch-wavelets 1.3.0\n",
+ " Uninstalling pytorch-wavelets-1.3.0:\n",
+ " Successfully uninstalled pytorch-wavelets-1.3.0\n",
+ "Successfully installed pytorch-wavelets-1.3.0\n"
+ ]
+ }
+ ]
+ },
+ {
+ "cell_type": "code",
+ "source": [
+ "import os\n",
+ "os._exit(00) # 重启notebook"
+ ],
+ "metadata": {
+ "id": "lO29uxHrVafx"
+ },
+ "execution_count": null,
+ "outputs": []
+ },
+ {
+ "cell_type": "code",
+ "source": [
+ "import sox"
+ ],
+ "metadata": {
+ "id": "UsOLbeoYFO04"
+ },
+ "execution_count": null,
+ "outputs": []
+ },
+ {
+ "cell_type": "markdown",
+ "source": [
+ "## 对音频切片处理"
+ ],
+ "metadata": {
+ "id": "YZqH0DtGcsXJ"
+ }
+ },
+ {
+ "cell_type": "code",
+ "source": [
+ "import subprocess\n",
+ "from pathlib import Path\n",
+ "import librosa\n",
+ "from scipy.io import wavfile\n",
+ "import numpy as np\n",
+ "import torch\n",
+ "import csv\n",
+ "import whisper\n",
+ "\n",
+ "def split_long_audio(model, filepaths, save_dir=\"data_dir\", out_sr=44100):\n",
+ " if isinstance(filepaths, str):\n",
+ " filepaths = [filepaths]\n",
+ "\n",
+ " for file_idx, filepath in enumerate(filepaths):\n",
+ "\n",
+ " save_path = Path(save_dir)\n",
+ " save_path.mkdir(exist_ok=True, parents=True)\n",
+ "\n",
+ " print(f\"Transcribing file {file_idx}: '{filepath}' to segments...\")\n",
+ " result = model.transcribe(filepath, word_timestamps=True, task=\"transcribe\", beam_size=5, best_of=5)\n",
+ " segments = result['segments']\n",
+ "\n",
+ " wav, sr = librosa.load(filepath, sr=None, offset=0, duration=None, mono=True)\n",
+ " wav, _ = librosa.effects.trim(wav, top_db=20)\n",
+ " peak = np.abs(wav).max()\n",
+ " if peak > 1.0:\n",
+ " wav = 0.98 * wav / peak\n",
+ " wav2 = librosa.resample(wav, orig_sr=sr, target_sr=out_sr)\n",
+ " wav2 /= max(wav2.max(), -wav2.min())\n",
+ "\n",
+ " for i, seg in enumerate(segments):\n",
+ " start_time = seg['start']\n",
+ " end_time = seg['end']\n",
+ " wav_seg = wav2[int(start_time * out_sr):int(end_time * out_sr)]\n",
+ " wav_seg_name = f\"{file_idx}_{i}.wav\"\n",
+ " out_fpath = save_path / wav_seg_name\n",
+ " wavfile.write(out_fpath, rate=out_sr, data=(wav_seg * np.iinfo(np.int16).max).astype(np.int16))"
+ ],
+ "metadata": {
+ "id": "NdoD-ZnIaWhN"
+ },
+ "execution_count": null,
+ "outputs": []
+ },
+ {
+ "cell_type": "code",
+ "source": [
+ "whisper_size = \"medium\"\n",
+ "whisper_model = whisper.load_model(whisper_size)"
+ ],
+ "metadata": {
+ "id": "yXrxpjEGaWlT",
+ "colab": {
+ "base_uri": "https://localhost:8080/"
+ },
+ "outputId": "5fa21ff1-9b8b-4e5a-c45f-c97951ea12e2"
+ },
+ "execution_count": null,
+ "outputs": [
+ {
+ "output_type": "stream",
+ "name": "stderr",
+ "text": [
+ "100%|██████████████████████████████████████| 1.42G/1.42G [00:08<00:00, 190MiB/s]\n"
+ ]
+ }
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "source": [
+ "## 需要新建两个文件夹，分别是：\"output_training_data\", \"pretrain_work_dir\""
+ ],
+ "metadata": {
+ "id": "ccQC4ZcWbtXy"
+ }
+ },
+ {
+ "cell_type": "code",
+ "source": [
+ "from modelscope.tools import run_auto_label\n",
+ "\n",
+ "import os\n",
+ "from modelscope.models.audio.tts import SambertHifigan\n",
+ "from modelscope.pipelines import pipeline\n",
+ "from modelscope.utils.constant import Tasks\n",
+ "\n",
+ "from modelscope.metainfo import Trainers\n",
+ "from modelscope.trainers import build_trainer\n",
+ "from modelscope.utils.audio.audio_utils import TtsTrainType\n",
+ "\n",
+ "pretrained_model_id = 'damo/speech_personal_sambert-hifigan_nsf_tts_zh-cn_pretrain_16k'\n",
+ "\n",
+ "dataset_id = \"./output_training_data/\"\n",
+ "pretrain_work_dir = \"./pretrain_work_dir/\"\n",
+ "\n"
+ ],
+ "metadata": {
+ "id": "X6U1kIM8ouSs",
+ "colab": {
+ "base_uri": "https://localhost:8080/"
+ },
+ "outputId": "7edf72aa-df6e-465c-90a8-4114beb17112"
+ },
+ "execution_count": null,
+ "outputs": [
+ {
+ "output_type": "stream",
+ "name": "stderr",
+ "text": [
+ "2023-08-31 07:49:43,205 - modelscope - INFO - PyTorch version 2.0.1+cu118 Found.\n",
+ "2023-08-31 07:49:43,208 - modelscope - INFO - TensorFlow version 2.12.0 Found.\n",
+ "2023-08-31 07:49:43,209 - modelscope - INFO - Loading ast index from /root/.cache/modelscope/ast_indexer\n",
+ "2023-08-31 07:49:43,212 - modelscope - INFO - No valid ast index found from /root/.cache/modelscope/ast_indexer, generating ast index from prebuilt!\n",
+ "2023-08-31 07:49:43,268 - modelscope - INFO - Loading done! Current index file version is 1.8.4, with md5 0b679d299d0b8626e3c5221da77c0ae7 and a total number of 902 components indexed\n"
+ ]
+ }
+ ]
+ },
+ {
+ "cell_type": "code",
+ "source": [
+ "def auto_label(audio):\n",
+ " try:\n",
+ " split_long_audio(whisper_model, audio, \"test_wavs\")\n",
+ " os.makedirs(\"output_training_data\", exist_ok=True)\n",
+ " input_wav = \"./test_wavs/\"\n",
+ " output_data = \"./output_training_data/\"\n",
+ " ret, report = run_auto_label(input_wav=input_wav, work_dir=output_data, resource_revision=\"v1.0.7\")\n",
+ "\n",
+ " except Exception:\n",
+ " pass\n",
+ " return \"标注成功\""
+ ],
+ "metadata": {
+ "id": "uq5Jdd7umcvj"
+ },
+ "execution_count": null,
+ "outputs": []
+ },
+ {
+ "cell_type": "code",
+ "source": [
+ "def train(a):\n",
+ " try:\n",
+ " os.makedirs(\"pretrain_work_dir\", exist_ok=True)\n",
+ "\n",
+ " train_info = {\n",
+ " TtsTrainType.TRAIN_TYPE_SAMBERT: { # 配置训练AM（sambert）模型\n",
+ " 'train_steps': 52, # 训练多少个step\n",
+ " 'save_interval_steps': 50, # 每训练多少个step保存一次checkpoint\n",
+ " 'log_interval': 10 # 每训练多少个step打印一次训练日志\n",
+ " }\n",
+ " }\n",
+ "\n",
+ " # 配置训练参数，指定数据集，临时工作目录和train_info\n",
+ " kwargs = dict(\n",
+ " model=pretrained_model_id, # 指定要finetune的模型\n",
+ " model_revision = \"v1.0.6\",\n",
+ " work_dir=pretrain_work_dir, # 指定临时工作目录\n",
+ " train_dataset=dataset_id, # 指定数据集id\n",
+ " train_type=train_info # 指定要训练类型及参数\n",
+ " )\n",
+ "\n",
+ " trainer = build_trainer(Trainers.speech_kantts_trainer,\n",
+ " default_args=kwargs)\n",
+ "\n",
+ " trainer.train()\n",
+ "\n",
+ " except Exception:\n",
+ " pass\n",
+ "\n",
+ " return \"训练完成\"\n"
+ ],
+ "metadata": {
+ "id": "36jXpTLyoO3s"
+ },
+ "execution_count": null,
+ "outputs": []
+ },
+ {
+ "cell_type": "code",
+ "source": [
+ "import random\n",
+ "\n",
+ "def infer(text):\n",
+ "\n",
+ " model_dir = os.path.abspath(\"./pretrain_work_dir\")\n",
+ "\n",
+ " custom_infer_abs = {\n",
+ " 'voice_name':\n",
+ " 'F7',\n",
+ " 'am_ckpt':\n",
+ " os.path.join(model_dir, 'tmp_am', 'ckpt'),\n",
+ " 'am_config':\n",
+ " os.path.join(model_dir, 'tmp_am', 'config.yaml'),\n",
+ " 'voc_ckpt':\n",
+ " os.path.join(model_dir, 'orig_model', 'basemodel_16k', 'hifigan', 'ckpt'),\n",
+ " 'voc_config':\n",
+ " os.path.join(model_dir, 'orig_model', 'basemodel_16k', 'hifigan',\n",
+ " 'config.yaml'),\n",
+ " 'audio_config':\n",
+ " os.path.join(model_dir, 'data', 'audio_config.yaml'),\n",
+ " 'se_file':\n",
+ " os.path.join(model_dir, 'data', 'se', 'se.npy')\n",
+ " }\n",
+ " kwargs = {'custom_ckpt': custom_infer_abs}\n",
+ "\n",
+ " model_id = SambertHifigan(os.path.join(model_dir, \"orig_model\"), **kwargs)\n",
+ "\n",
+ " inference = pipeline(task=Tasks.text_to_speech, model=model_id)\n",
+ " output = inference(input=text)\n",
+ "\n",
+ " filename = str(random.randint(1, 1000000000000))\n",
+ "\n",
+ " with open(filename + \"myfile.wav\", mode='bx') as f:\n",
+ " f.write(output[\"output_wav\"])\n",
+ " return filename + \"myfile.wav\"\n"
+ ],
+ "metadata": {
+ "id": "qw7KYommooFU"
+ },
+ "execution_count": null,
+ "outputs": []
+ },
+ {
+ "cell_type": "code",
+ "source": [
+ "pip install gradio"
+ ],
+ "metadata": {
+ "id": "GNJhguT6q4ej",
+ "colab": {
+ "base_uri": "https://localhost:8080/"
+ },
+ "outputId": "cba0f880-4dc5-40a1-9fa5-2d2c42b556a4"
+ },
+ "execution_count": null,
+ "outputs": [
+ {
+ "output_type": "stream",
+ "name": "stdout",
+ "text": [
+ "Collecting gradio\n",
+ " Downloading gradio-3.41.2-py3-none-any.whl (20.1 MB)\n",
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+ "\u001b[?25hCollecting websockets<12.0,>=10.0 (from gradio)\n",
+ " Downloading websockets-11.0.3-cp310-cp310-manylinux_2_5_x86_64.manylinux1_x86_64.manylinux_2_17_x86_64.manylinux2014_x86_64.whl (129 kB)\n",
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+ "Collecting h11>=0.8 (from uvicorn>=0.14.0->gradio)\n",
+ " Downloading h11-0.14.0-py3-none-any.whl (58 kB)\n",
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+ "\u001b[?25hCollecting starlette<0.28.0,>=0.27.0 (from fastapi->gradio)\n",
+ " Downloading starlette-0.27.0-py3-none-any.whl (66 kB)\n",
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+ "\u001b[?25hCollecting httpcore<0.18.0,>=0.15.0 (from httpx->gradio)\n",
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+ "Requirement already satisfied: six>=1.5 in /usr/local/lib/python3.10/dist-packages (from python-dateutil>=2.7->matplotlib~=3.0->gradio) (1.16.0)\n",
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+ "Building wheels for collected packages: ffmpy\n",
+ " Building wheel for ffmpy (setup.py) ... \u001b[?25l\u001b[?25hdone\n",
+ " Created wheel for ffmpy: filename=ffmpy-0.3.1-py3-none-any.whl size=5579 sha256=050e26280ad1f47f4cc51ef4bd0044dadd4befcb088f21983acc55ff71a10c87\n",
+ " Stored in directory: /root/.cache/pip/wheels/01/a6/d1/1c0828c304a4283b2c1639a09ad86f83d7c487ef34c6b4a1bf\n",
+ "Successfully built ffmpy\n",
+ "Installing collected packages: pydub, ffmpy, websockets, semantic-version, python-multipart, orjson, h11, aiofiles, uvicorn, starlette, httpcore, httpx, fastapi, gradio-client, gradio\n",
+ "Successfully installed aiofiles-23.2.1 fastapi-0.103.0 ffmpy-0.3.1 gradio-3.41.2 gradio-client-0.5.0 h11-0.14.0 httpcore-0.17.3 httpx-0.24.1 orjson-3.9.5 pydub-0.25.1 python-multipart-0.0.6 semantic-version-2.10.0 starlette-0.27.0 uvicorn-0.23.2 websockets-11.0.3\n"
+ ]
+ }
+ ]
+ },
+ {
+ "cell_type": "code",
+ "source": [
+ "import gradio as gr"
+ ],
+ "metadata": {
+ "id": "e30tBe6vtzGU"
+ },
+ "execution_count": null,
+ "outputs": []
+ },
+ {
+ "cell_type": "code",
+ "source": [
+ "app = gr.Blocks()\n",
+ "\n",
+ "with app:\n",
+ " gr.Markdown(\"# 🥳🎶🎡 - Sambert中文声音克隆\")\n",
+ " gr.Markdown(\"## 🌟 - 训练3分钟，推理5秒钟，中英自然发音 \")\n",
+ " gr.Markdown(\"### 🌊 - 更多精彩应用，敬请关注[滔滔AI](http://www.talktalkai.com)；滔滔AI，为爱滔滔！💕\")\n",
+ "\n",
+ " with gr.Row():\n",
+ " inp1 = gr.Audio(type=\"filepath\", label=\"请上传一段音频\")\n",
+ " out1 = gr.Textbox(label=\"标注情况\", lines=1, interactive=False)\n",
+ "\n",
+ " out2 = gr.Textbox(label=\"训练情况\", lines=1, interactive=False)\n",
+ " inp2 = gr.Textbox(label=\"文本\", lines=3)\n",
+ " out3 = gr.Audio(type=\"filepath\", label=\"合成的音频\")\n",
+ " btn1 = gr.Button(\"标注数据\")\n",
+ " btn2 = gr.Button(\"训练\")\n",
+ " btn3 = gr.Button(\"推理\")\n",
+ "\n",
+ " btn1.click(auto_label, inp1, out1)\n",
+ " btn2.click(train, out1, out2)\n",
+ " btn3.click(infer, inp2, out3)\n",
+ "\n",
+ " gr.Markdown(\"### 注意❗：请不要生成会对个人以及组织造成侵害的内容，此程序仅供科研、学习及个人娱乐使用。\")\n",
+ " gr.HTML('''\n",
+ " \n",
+ " ''')\n",
+ "app.launch(show_error=True)"
+ ],
+ "metadata": {
+ "id": "P03LT9IOrq2C",
+ "colab": {
+ "base_uri": "https://localhost:8080/",
+ "height": 617
+ },
+ "outputId": "1a0453cf-b81e-442b-e1fe-130dea4be07a"
+ },
+ "execution_count": null,
+ "outputs": [
+ {
+ "output_type": "stream",
+ "name": "stdout",
+ "text": [
+ "Colab notebook detected. To show errors in colab notebook, set debug=True in launch()\n",
+ "Note: opening Chrome Inspector may crash demo inside Colab notebooks.\n",
+ "\n",
+ "To create a public link, set `share=True` in `launch()`.\n"
+ ]
+ },
+ {
+ "output_type": "display_data",
+ "data": {
+ "text/plain": [
+ ""
+ ],
+ "application/javascript": [
+ "(async (port, path, width, height, cache, element) => {\n",
+ " if (!google.colab.kernel.accessAllowed && !cache) {\n",
+ " return;\n",
+ " }\n",
+ " element.appendChild(document.createTextNode(''));\n",
+ " const url = await google.colab.kernel.proxyPort(port, {cache});\n",
+ "\n",
+ " const external_link = document.createElement('div');\n",
+ " external_link.innerHTML = `\n",
+ " \n",
+ " `;\n",
+ " element.appendChild(external_link);\n",
+ "\n",
+ " const iframe = document.createElement('iframe');\n",
+ " iframe.src = new URL(path, url).toString();\n",
+ " iframe.height = height;\n",
+ " iframe.allow = \"autoplay; camera; microphone; clipboard-read; clipboard-write;\"\n",
+ " iframe.width = width;\n",
+ " iframe.style.border = 0;\n",
+ " element.appendChild(iframe);\n",
+ " })(7860, \"/\", \"100%\", 500, false, window.element)"
+ ]
+ },
+ "metadata": {}
+ },
+ {
+ "output_type": "execute_result",
+ "data": {
+ "text/plain": []
+ },
+ "metadata": {},
+ "execution_count": 12
+ }
+ ]
+ },
+ {
+ "cell_type": "code",
+ "source": [
+ "#infer(\"欢迎使用滔滔智能的声音克隆产品\")"
+ ],
+ "metadata": {
+ "id": "YCm0L5U9tmP9"
+ },
+ "execution_count": null,
+ "outputs": []
+ },
+ {
+ "cell_type": "code",
+ "source": [],
+ "metadata": {
+ "id": "onmCp6Ou2Lqb"
+ },
+ "execution_count": null,
+ "outputs": []
+ }
+ ]
+}
\ No newline at end of file