2022-08-31 09:21:16 +03:00
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{
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"nbformat": 4,
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"nbformat_minor": 0,
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"metadata": {
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"colab": {
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"name": "VoiceChangerDemo",
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"provenance": [],
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"collapsed_sections": [],
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2022-09-19 00:16:08 +03:00
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"authorship_tag": "ABX9TyMnmljx6Vcud0r/IwjCrzBW",
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2022-08-31 09:21:16 +03:00
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"include_colab_link": true
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},
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"kernelspec": {
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"name": "python3",
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"display_name": "Python 3"
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},
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"language_info": {
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"name": "python"
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},
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"accelerator": "GPU",
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"gpuClass": "standard"
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},
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"cells": [
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{
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"cell_type": "markdown",
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"metadata": {
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"id": "view-in-github",
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"colab_type": "text"
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},
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"source": [
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"<a href=\"https://colab.research.google.com/github/w-okada/voice-changer/blob/dev/VoiceChangerDemo.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
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]
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},
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2022-08-31 09:27:34 +03:00
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{
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2022-08-31 09:59:55 +03:00
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"cell_type": "markdown",
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2022-08-31 09:27:34 +03:00
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"source": [
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2022-08-31 09:59:55 +03:00
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"Voice Changer (デモ版)\n",
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"---\n",
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"\n",
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"このノートはVoice ChangerをColab上で動かすデモ版です。\n",
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"\n",
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"正式版はローカルPCのDocker上で動かすアプリケーションです。\n",
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"\n",
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"正式版は、多くの場合より少ないタイムラグで滑らかに音声を変換できます。\n",
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"\n",
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2022-08-31 13:55:50 +03:00
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"詳細な使用方法はこちらの[リポジトリ](https://github.com/w-okada/voice-changer)からご確認ください。\n"
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2022-08-31 09:27:34 +03:00
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],
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"metadata": {
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2022-08-31 09:59:55 +03:00
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"id": "Lbbmx_Vjl0zo"
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}
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2022-08-31 09:27:34 +03:00
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},
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2022-08-31 09:21:16 +03:00
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{
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"cell_type": "markdown",
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2022-08-31 09:59:55 +03:00
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"source": [
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"# GPUを確認\n",
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"GPUを用いたほうが高速に処理が行えます。\n",
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"\n",
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"下記のコマンドでGPUが確認できない場合は、上のメニューから\n",
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"\n",
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"「ランタイム」→「ランタイムの変更」→「ハードウェア アクセラレータ」\n",
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"\n",
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"でGPUを選択してください。"
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],
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2022-08-31 09:21:16 +03:00
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"metadata": {
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2022-08-31 09:59:55 +03:00
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"id": "oUKi1NYMmXrr"
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2022-08-31 09:21:16 +03:00
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}
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},
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{
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"cell_type": "code",
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"source": [
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2022-08-31 09:59:55 +03:00
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"# (1) GPUの確認\n",
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2022-08-31 09:21:16 +03:00
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"!nvidia-smi"
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],
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"metadata": {
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"colab": {
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"base_uri": "https://localhost:8080/"
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},
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"id": "vV1t7PBRm-o6",
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2022-09-19 00:16:08 +03:00
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"outputId": "033cdd79-1aa3-436c-a99d-a01ca35d8757"
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2022-08-31 09:21:16 +03:00
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},
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2022-09-02 06:11:05 +03:00
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"execution_count": 1,
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2022-08-31 09:21:16 +03:00
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"outputs": [
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{
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"output_type": "stream",
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"name": "stdout",
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"text": [
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2022-09-19 00:16:08 +03:00
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"Sun Sep 18 21:11:39 2022 \n",
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2022-08-31 09:21:16 +03:00
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"+-----------------------------------------------------------------------------+\n",
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"| NVIDIA-SMI 460.32.03 Driver Version: 460.32.03 CUDA Version: 11.2 |\n",
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"|-------------------------------+----------------------+----------------------+\n",
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"| GPU Name Persistence-M| Bus-Id Disp.A | Volatile Uncorr. ECC |\n",
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"| Fan Temp Perf Pwr:Usage/Cap| Memory-Usage | GPU-Util Compute M. |\n",
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"| | | MIG M. |\n",
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"|===============================+======================+======================|\n",
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"| 0 Tesla T4 Off | 00000000:00:04.0 Off | 0 |\n",
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2022-09-19 00:16:08 +03:00
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"| N/A 42C P8 9W / 70W | 0MiB / 15109MiB | 0% Default |\n",
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2022-08-31 09:21:16 +03:00
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"| | | N/A |\n",
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"+-------------------------------+----------------------+----------------------+\n",
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" \n",
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"+-----------------------------------------------------------------------------+\n",
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"| Processes: |\n",
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"| GPU GI CI PID Type Process name GPU Memory |\n",
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"| ID ID Usage |\n",
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"|=============================================================================|\n",
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"| No running processes found |\n",
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"+-----------------------------------------------------------------------------+\n"
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]
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}
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]
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},
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2022-08-31 09:59:55 +03:00
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{
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"cell_type": "markdown",
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"source": [
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"# 使用するモデルとコンフィグファイルの指定\n",
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"\n",
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"使用するトレーニング済みのモデルと、トレーニングで使用したコンフィグファイルのパスを指定してください。\n",
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"\n",
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"多くの場合はGoogle Driveに格納されているファイルを使用すると思います。その場合は、下の(2-2)のセルを実行してドライブをマウントしてください"
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],
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"metadata": {
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"id": "mHvGrgaWnIPA"
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}
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},
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2022-08-31 09:21:16 +03:00
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{
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"cell_type": "code",
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"source": [
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2022-08-31 09:59:55 +03:00
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"# (2-1) 使用するモデルとコンフィグファイルの指定\n",
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2022-08-31 09:21:16 +03:00
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"CONFIG=\"/content/drive/MyDrive/VoiceChanger/config.json\"\n",
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"MODEL=\"/content/drive/MyDrive/VoiceChanger/G_326000.pth\""
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],
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"metadata": {
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"id": "nSXATMWYb4Ik"
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},
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2022-09-02 06:11:05 +03:00
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"execution_count": 2,
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2022-08-31 09:21:16 +03:00
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"outputs": []
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},
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{
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"cell_type": "code",
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2022-09-02 06:11:05 +03:00
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"execution_count": 3,
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2022-08-31 09:21:16 +03:00
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"metadata": {
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2022-08-31 09:59:55 +03:00
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"colab": {
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"base_uri": "https://localhost:8080/"
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},
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"id": "2wxD-gRSMU5R",
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2022-09-19 00:16:08 +03:00
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"outputId": "d0f2beee-9d62-4832-d2a5-565b38718731"
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2022-08-31 09:21:16 +03:00
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},
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2022-08-31 09:59:55 +03:00
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"outputs": [
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{
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"output_type": "stream",
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"name": "stdout",
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"text": [
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"Mounted at /content/drive\n"
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]
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}
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],
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2022-08-31 09:21:16 +03:00
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"source": [
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2022-08-31 09:59:55 +03:00
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"# (2-2) Google Driveのマウント\n",
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2022-08-31 09:21:16 +03:00
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"from google.colab import drive\n",
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"drive.mount('/content/drive')"
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]
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},
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2022-08-31 09:59:55 +03:00
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{
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"cell_type": "markdown",
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"source": [
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"# リポジトリのクローン\n",
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"リポジトリをクローンします"
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],
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"metadata": {
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"id": "sLBfykjBnjWc"
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}
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},
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2022-08-31 09:21:16 +03:00
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{
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"cell_type": "code",
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"source": [
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2022-08-31 09:59:55 +03:00
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"# (3) リポジトリのクローン\n",
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2022-09-19 00:16:08 +03:00
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"!git clone --depth 1 https://github.com/w-okada/voice-changer.git\n",
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2022-08-31 09:21:16 +03:00
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"%cd voice-changer/demo/\n"
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],
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"metadata": {
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"colab": {
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"base_uri": "https://localhost:8080/"
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},
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"id": "86wTFmqsNMnD",
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2022-09-19 00:16:08 +03:00
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"outputId": "22a1773c-6642-4412-e292-f753c5000bc2"
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2022-08-31 09:21:16 +03:00
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},
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2022-09-02 06:11:05 +03:00
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"execution_count": 4,
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2022-08-31 09:21:16 +03:00
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"outputs": [
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{
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"output_type": "stream",
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"name": "stdout",
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"text": [
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"Cloning into 'voice-changer'...\n",
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2022-09-19 00:16:08 +03:00
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"remote: Enumerating objects: 591, done.\u001b[K\n",
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"remote: Counting objects: 100% (175/175), done.\u001b[K\n",
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"remote: Compressing objects: 100% (138/138), done.\u001b[K\n",
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"remote: Total 591 (delta 70), reused 71 (delta 35), pack-reused 416\u001b[K\n",
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"Receiving objects: 100% (591/591), 23.57 MiB | 9.38 MiB/s, done.\n",
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"Resolving deltas: 100% (297/297), done.\n",
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2022-08-31 09:21:16 +03:00
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"/content/voice-changer/demo\n"
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]
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}
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]
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},
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{
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2022-08-31 09:59:55 +03:00
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"cell_type": "markdown",
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2022-08-31 09:21:16 +03:00
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"source": [
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2022-08-31 09:59:55 +03:00
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"# ファイルの配置\n",
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2022-09-05 21:23:02 +03:00
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"アプリケーションの挙動を記した設定ファイルをコピーします(4-1)。(4-2)はコピーした設定ファイルを表示しています。もしかしたらうまく動かないときに役立つかもしれません。"
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2022-08-31 09:21:16 +03:00
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],
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"metadata": {
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2022-08-31 09:59:55 +03:00
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"id": "jmDY8W_fnuSi"
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}
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2022-08-31 09:21:16 +03:00
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},
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{
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"cell_type": "code",
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"source": [
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2022-09-05 21:23:02 +03:00
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"# (4-1) 設定ファイルの配置\n",
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2022-09-19 00:01:50 +03:00
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"!cp ../template/setting_mmvc_colab.json ../frontend/dist/assets/setting.json\n"
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2022-08-31 09:21:16 +03:00
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],
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"metadata": {
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"id": "Bn4kV8TgXp8i"
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},
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2022-09-19 00:16:08 +03:00
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"execution_count": 5,
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2022-08-31 09:21:16 +03:00
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"outputs": []
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},
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{
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"cell_type": "code",
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"source": [
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2022-09-05 21:23:02 +03:00
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"# (4-2) 設定ファイルの確認\n",
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2022-08-31 09:59:55 +03:00
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"!cat ../frontend/dist/assets/setting.json\n"
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2022-08-31 09:21:16 +03:00
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],
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"metadata": {
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"colab": {
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"base_uri": "https://localhost:8080/"
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},
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"id": "pjxPsOOaXXTj",
|
2022-09-19 00:16:08 +03:00
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"outputId": "62d019ab-921d-4c1c-f6dd-2e7c354bb453"
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2022-08-31 09:21:16 +03:00
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},
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2022-09-19 00:16:08 +03:00
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"execution_count": 6,
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2022-08-31 09:21:16 +03:00
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"outputs": [
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{
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"output_type": "stream",
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"name": "stdout",
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"text": [
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"{\n",
|
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" \"app_title\": \"voice-changer\",\n",
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" \"majar_mode\": \"colab\",\n",
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2022-09-19 00:01:50 +03:00
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" \"voice_changer_server_url\": \"/test\",\n",
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" \"sample_rate\": 48000,\n",
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" \"speaker_ids\": [100, 107, 101, 102, 103],\n",
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" \"speaker_names\": [\"ずんだもん\", \"user\", \"そら\", \"めたん\", \"つむぎ\"],\n",
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" \"src_id\": 107,\n",
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" \"lip_overwrite_with_voice\": true,\n",
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" \"avatar_url\": \"./assets/vrm/zundamon/zundamon.vrm\",\n",
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" \"backgournd_image_url\": \"./assets/images/bg_natural_sougen.jpg\",\n",
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" }\n",
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}
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{
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"source": [
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2022-08-31 09:59:55 +03:00
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"# モジュールのインストール\n",
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"\n",
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2022-08-31 09:59:55 +03:00
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"必要なモジュールをインストールします。"
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2022-08-31 09:21:16 +03:00
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],
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"metadata": {
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"id": "8Na2PbLZSWgZ"
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}
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{
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"cell_type": "code",
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"source": [
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2022-08-31 09:59:55 +03:00
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"# (5) 設定ファイルの確認\n",
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2022-08-31 09:21:16 +03:00
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"!apt-get install -y espeak libsndfile1-dev\n",
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"!pip install unidecode\n",
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"!pip install phonemizer\n",
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"!pip install retry\n",
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"!pip install fastapi\n",
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"!pip install uvicorn"
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2022-08-31 09:21:16 +03:00
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],
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"metadata": {
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"colab": {
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"base_uri": "https://localhost:8080/"
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},
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"id": "LwZAAuqxX7yY",
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2022-09-19 00:16:08 +03:00
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"outputId": "5a4091f0-7301-4ad4-e6da-5e16fdcaf67a"
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2022-08-31 09:21:16 +03:00
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},
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2022-09-19 00:16:08 +03:00
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"execution_count": 7,
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"outputs": [
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{
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"output_type": "stream",
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"name": "stdout",
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"text": [
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"Reading package lists... Done\n",
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"Building dependency tree \n",
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"Reading state information... Done\n",
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"libsndfile1-dev is already the newest version (1.0.28-4ubuntu0.18.04.2).\n",
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"The following package was automatically installed and is no longer required:\n",
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" libnvidia-common-460\n",
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"Use 'apt autoremove' to remove it.\n",
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"The following additional packages will be installed:\n",
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" espeak-data libespeak1 libportaudio2 libsonic0\n",
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"The following NEW packages will be installed:\n",
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" espeak espeak-data libespeak1 libportaudio2 libsonic0\n",
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"0 upgraded, 5 newly installed, 0 to remove and 20 not upgraded.\n",
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"Need to get 1,219 kB of archives.\n",
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"After this operation, 3,031 kB of additional disk space will be used.\n",
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"Get:1 http://archive.ubuntu.com/ubuntu bionic/universe amd64 libportaudio2 amd64 19.6.0-1 [64.6 kB]\n",
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"Get:2 http://archive.ubuntu.com/ubuntu bionic/main amd64 libsonic0 amd64 0.2.0-6 [13.4 kB]\n",
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"Get:3 http://archive.ubuntu.com/ubuntu bionic/universe amd64 espeak-data amd64 1.48.04+dfsg-5 [934 kB]\n",
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"Get:4 http://archive.ubuntu.com/ubuntu bionic/universe amd64 libespeak1 amd64 1.48.04+dfsg-5 [145 kB]\n",
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"Get:5 http://archive.ubuntu.com/ubuntu bionic/universe amd64 espeak amd64 1.48.04+dfsg-5 [61.6 kB]\n",
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"Selecting previously unselected package libportaudio2:amd64.\n",
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"(Reading database ... 155569 files and directories currently installed.)\n",
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"Preparing to unpack .../libportaudio2_19.6.0-1_amd64.deb ...\n",
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"Unpacking espeak (1.48.04+dfsg-5) ...\n",
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"Setting up libportaudio2:amd64 (19.6.0-1) ...\n",
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"Setting up libespeak1:amd64 (1.48.04+dfsg-5) ...\n",
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"Setting up espeak (1.48.04+dfsg-5) ...\n",
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"Processing triggers for man-db (2.8.3-2ubuntu0.1) ...\n",
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"Processing triggers for libc-bin (2.27-3ubuntu1.5) ...\n",
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"Looking in indexes: https://pypi.org/simple, https://us-python.pkg.dev/colab-wheels/public/simple/\n",
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"Collecting unidecode\n",
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" Downloading Unidecode-1.3.4-py3-none-any.whl (235 kB)\n",
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2022-09-19 00:16:08 +03:00
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"\u001b[K |████████████████████████████████| 235 kB 29.4 MB/s \n",
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"\u001b[?25hInstalling collected packages: unidecode\n",
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"Successfully installed unidecode-1.3.4\n",
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"Looking in indexes: https://pypi.org/simple, https://us-python.pkg.dev/colab-wheels/public/simple/\n",
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"Collecting phonemizer\n",
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" Downloading phonemizer-3.2.1-py3-none-any.whl (90 kB)\n",
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"\u001b[K |████████████████████████████████| 90 kB 8.6 MB/s \n",
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" Downloading segments-2.2.1-py2.py3-none-any.whl (15 kB)\n",
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"Requirement already satisfied: joblib in /usr/local/lib/python3.7/dist-packages (from phonemizer) (1.1.0)\n",
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" Downloading dlinfo-1.2.1-py3-none-any.whl (3.6 kB)\n",
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" Downloading isodate-0.6.1-py2.py3-none-any.whl (41 kB)\n",
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"Successfully installed clldutils-3.12.0 colorama-0.4.5 colorlog-6.7.0 csvw-3.1.1 dlinfo-1.2.1 isodate-0.6.1 language-tags-1.1.0 phonemizer-3.2.1 rdflib-6.2.0 rfc3986-1.5.0 segments-2.2.1\n",
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{
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"cell_type": "markdown",
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"source": [
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"# サーバの起動\n",
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"\n",
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"サーバを起動します。(6-1)\n",
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"\n",
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"サーバの起動状況を確認します。(6-2) \n",
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"\n",
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"このセルは繰り返し実行することになるのでCtrl+Retでセルを実行してください。\n",
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"\n",
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"アクセスできるようになるまで、１～２分かかるようです。コーヒーでも飲みに行きましょう。\n",
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"\n",
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"下記のようなテキストが表示されたら起動完了です。\n",
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"\n",
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"```\n",
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"[2022-08-31 06:48:38,064] INFO in serverFlask: INITIALIZE MODEL\n",
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"[2022-08-31 06:48:45,660] INFO in utils: Loaded checkpoint '/content/drive/MyDrive/VoiceChanger/G_326000.pth' (iteration 1136)\n",
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"[2022-08-31 06:48:57,329] INFO in serverFlask: START APP\n",
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"GPU_NUM: 1\n",
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" * Serving Flask app \"serverFlask\" (lazy loading)\n",
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" * Environment: production\n",
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" WARNING: This is a development server. Do not use it in a production deployment.\n",
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" Use a production WSGI server instead.\n",
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" * Debug mode: on\n",
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"[2022-08-31 06:48:57,336] INFO in _internal: * Running on http://0.0.0.0:8082/ (Press CTRL+C to quit)\n",
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"[2022-08-31 06:48:57,337] INFO in _internal: * Restarting with stat\n",
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"[2022-08-31 06:48:59,283] INFO in serverFlask: INITIALIZE MODEL\n",
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"[2022-08-31 06:49:01,125] INFO in utils: Loaded checkpoint '/content/drive/MyDrive/VoiceChanger/G_326000.pth' (iteration 1136)\n",
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"[2022-08-31 06:49:04,996] INFO in serverFlask: START APP\n",
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"[2022-08-31 06:49:05,002] WARNING in _internal: * Debugger is active!\n",
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"[2022-08-31 06:49:05,074] INFO in _internal: * Debugger PIN: 879-442-767\n",
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"```\n",
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"\n"
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],
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"metadata": {
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"id": "-_2OcN9Borke"
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}
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},
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2022-08-31 09:21:16 +03:00
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{
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"cell_type": "code",
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"source": [
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2022-08-31 09:59:55 +03:00
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"# (6-1) サーバの起動\n",
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2022-09-19 00:01:50 +03:00
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"PORT=8088\n",
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2022-09-19 00:16:08 +03:00
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"get_ipython().system_raw(f'python3 serverFastAPI.py {PORT} {CONFIG} {MODEL} >foo 2>&1 &')"
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2022-08-31 09:21:16 +03:00
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],
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"metadata": {
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"id": "iNOAB7zISI6J"
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},
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2022-09-19 00:16:08 +03:00
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"execution_count": 10,
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"outputs": []
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},
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{
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"cell_type": "code",
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"source": [
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2022-08-31 09:59:55 +03:00
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"# (6-2) サーバの起動確認 (Ctrl+Retで実行)\n",
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"!cat foo"
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],
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"metadata": {
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"colab": {
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"base_uri": "https://localhost:8080/"
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},
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"id": "chu06KpAjEK6",
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2022-09-19 00:16:08 +03:00
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"outputId": "ed8791b6-d2fa-42c5-bb3b-177973b8b835"
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},
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"execution_count": 19,
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"outputs": [
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{
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"output_type": "stream",
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"name": "stdout",
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"text": [
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2022-09-19 00:16:08 +03:00
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"INFO:uvicorn:INITIALIZE MODEL\n",
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"GPU_NUM: 1\n",
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"INFO:root:Loaded checkpoint '/content/drive/MyDrive/VoiceChanger/G_326000.pth' (iteration 1136)\n",
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"INFO:uvicorn:START APP\n",
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"INFO: Will watch for changes in these directories: ['/content/voice-changer/demo']\n",
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"INFO:uvicorn.error:Will watch for changes in these directories: ['/content/voice-changer/demo']\n",
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"INFO: Uvicorn running on http://0.0.0.0:8088 (Press CTRL+C to quit)\n",
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"INFO:uvicorn.error:Uvicorn running on http://0.0.0.0:8088 (Press CTRL+C to quit)\n",
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"INFO: Started reloader process [646] using StatReload\n",
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"INFO:uvicorn.error:Started reloader process [646] using StatReload\n",
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"INFO:uvicorn:INITIALIZE MODEL\n",
|
2022-08-31 09:59:55 +03:00
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"GPU_NUM: 1\n",
|
2022-09-19 00:16:08 +03:00
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"INFO:root:Loaded checkpoint '/content/drive/MyDrive/VoiceChanger/G_326000.pth' (iteration 1136)\n",
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"DEBUG:asyncio:Using selector: EpollSelector\n",
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"INFO: INITIALIZE MODEL\n",
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"INFO:uvicorn:INITIALIZE MODEL\n",
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"GPU_NUM: 1\n",
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"INFO:root:Loaded checkpoint '/content/drive/MyDrive/VoiceChanger/G_326000.pth' (iteration 1136)\n",
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"INFO: Started server process [666]\n",
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"INFO:uvicorn.error:Started server process [666]\n",
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"INFO: Waiting for application startup.\n",
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"INFO:uvicorn.error:Waiting for application startup.\n",
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"INFO: Application startup complete.\n",
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"INFO:uvicorn.error:Application startup complete.\n"
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2022-08-31 09:21:16 +03:00
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]
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}
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]
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},
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2022-08-31 09:59:55 +03:00
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{
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"cell_type": "markdown",
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"source": [
|
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"# プロキシを起動\n",
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"ウェブサーバへのアクセスをするためのプロキシを起動します。\n",
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"\n",
|
2022-09-02 06:11:05 +03:00
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"表示されたURLをクリックして開くと別タブでアプリが開きます。\n",
|
2022-08-31 09:59:55 +03:00
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"\n",
|
2022-09-02 06:11:05 +03:00
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"Colabなので、ロードにある程度時間がかかります(30秒くらい)。"
|
2022-08-31 09:59:55 +03:00
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],
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"metadata": {
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"id": "WhxcFLQEpctq"
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}
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},
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2022-08-31 09:21:16 +03:00
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{
|
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|
"cell_type": "code",
|
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"source": [
|
2022-08-31 09:59:55 +03:00
|
|
|
|
"# (7) プロキシを起動\n",
|
2022-09-19 00:01:50 +03:00
|
|
|
|
"from google.colab.output import eval_js\n",
|
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"proxy = eval_js( \"google.colab.kernel.proxyPort(\" + str(PORT) + \")\" )\n",
|
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"print(f\"{proxy}front/\")"
|
2022-08-31 09:21:16 +03:00
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],
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"metadata": {
|
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"id": "nkRjZm95l87C",
|
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"colab": {
|
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"base_uri": "https://localhost:8080/",
|
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"height": 34
|
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},
|
2022-09-19 00:16:08 +03:00
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"outputId": "02961b25-a5fc-4e46-bca2-c834b4f00f59"
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2022-08-31 09:21:16 +03:00
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},
|
2022-09-19 00:16:08 +03:00
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"execution_count": 20,
|
2022-08-31 09:21:16 +03:00
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"outputs": [
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{
|
2022-09-19 00:16:08 +03:00
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"output_type": "stream",
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"name": "stdout",
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"text": [
|
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"https://efftd8s2tmd-496ff2e9c6d22116-8088-colab.googleusercontent.com/front/\n"
|
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]
|
2022-08-31 09:21:16 +03:00
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}
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]
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},
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{
|
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"cell_type": "code",
|
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"source": [],
|
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"metadata": {
|
|
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"id": "3hwJmseXZhJY"
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},
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"execution_count": null,
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"outputs": []
|
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}
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]
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}
|
