Colaboratory を使用して作成しました

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w-okada 2022-08-31 15:59:55 +09:00
parent e80acf99a2
commit 9f318e96ea

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@ -6,7 +6,7 @@
"name": "VoiceChangerDemo",
"provenance": [],
"collapsed_sections": [],
"authorship_tag": "ABX9TyMGicNQLwe01+RypHQi293k",
"authorship_tag": "ABX9TyPUNk3o1zBcw8KyZOFlhFH1",
"include_colab_link": true
},
"kernelspec": {
@ -31,27 +31,43 @@
]
},
{
"cell_type": "code",
"cell_type": "markdown",
"source": [
"# Voice Changer Demo\n",
"このートはVoice Changer"
"Voice Changer (デモ版)\n",
"---\n",
"\n",
"このートはVoice ChangerをColab上で動かすデモ版です。\n",
"\n",
"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",
"\n",
"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",
"\n",
"詳細な使用方法はこちらの[リポジトリ](https://https://github.com/w-okada/voice-changer)からご確認ください。\n"
],
"metadata": {
"id": "3oW_LGv-lL_d"
},
"execution_count": null,
"outputs": []
"id": "Lbbmx_Vjl0zo"
}
},
{
"cell_type": "markdown",
"source": [],
"source": [
"# GPUを確認\n",
"GPUを用いたほうが高速に処理が行えます。\n",
"\n",
"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",
"\n",
"「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",
"\n",
"でGPUを選択してください。"
],
"metadata": {
"id": "57p7pA1Qb5wa"
"id": "oUKi1NYMmXrr"
}
},
{
"cell_type": "code",
"source": [
"# (1) GPUの確認\n",
"!nvidia-smi"
],
"metadata": {
@ -59,7 +75,7 @@
"base_uri": "https://localhost:8080/"
},
"id": "vV1t7PBRm-o6",
"outputId": "d796c25d-c3f7-4977-cd26-7c724c72e178"
"outputId": "5f5c582b-08f3-4575-db1e-6524a16fbc30"
},
"execution_count": 1,
"outputs": [
@ -67,7 +83,7 @@
"output_type": "stream",
"name": "stdout",
"text": [
"Wed Aug 31 06:26:38 2022 \n",
"Wed Aug 31 06:47:03 2022 \n",
"+-----------------------------------------------------------------------------+\n",
"| NVIDIA-SMI 460.32.03 Driver Version: 460.32.03 CUDA Version: 11.2 |\n",
"|-------------------------------+----------------------+----------------------+\n",
@ -76,7 +92,7 @@
"| | | MIG M. |\n",
"|===============================+======================+======================|\n",
"| 0 Tesla T4 Off | 00000000:00:04.0 Off | 0 |\n",
"| N/A 58C P8 10W / 70W | 0MiB / 15109MiB | 0% Default |\n",
"| N/A 47C P8 9W / 70W | 0MiB / 15109MiB | 0% Default |\n",
"| | | N/A |\n",
"+-------------------------------+----------------------+----------------------+\n",
" \n",
@ -91,9 +107,23 @@
}
]
},
{
"cell_type": "markdown",
"source": [
"# 使用するモデルとコンフィグファイルの指定\n",
"\n",
"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",
"\n",
"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"
],
"metadata": {
"id": "mHvGrgaWnIPA"
}
},
{
"cell_type": "code",
"source": [
"# (2-1) 使用するモデルとコンフィグファイルの指定\n",
"CONFIG=\"/content/drive/MyDrive/VoiceChanger/config.json\"\n",
"MODEL=\"/content/drive/MyDrive/VoiceChanger/G_326000.pth\""
],
@ -105,19 +135,43 @@
},
{
"cell_type": "code",
"execution_count": null,
"execution_count": 3,
"metadata": {
"id": "2wxD-gRSMU5R"
"colab": {
"base_uri": "https://localhost:8080/"
},
"outputs": [],
"id": "2wxD-gRSMU5R",
"outputId": "22755d32-b29f-4bc5-b674-6443ca45d184"
},
"outputs": [
{
"output_type": "stream",
"name": "stdout",
"text": [
"Mounted at /content/drive\n"
]
}
],
"source": [
"# (2-2) Google Driveのマウント\n",
"from google.colab import drive\n",
"drive.mount('/content/drive')"
]
},
{
"cell_type": "markdown",
"source": [
"# リポジトリのクローン\n",
"リポジトリをクローンします"
],
"metadata": {
"id": "sLBfykjBnjWc"
}
},
{
"cell_type": "code",
"source": [
"# (3) リポジトリのクローン\n",
"!git clone https://github.com/w-okada/voice-changer.git\n",
"%cd voice-changer/demo/\n"
],
@ -126,53 +180,42 @@
"base_uri": "https://localhost:8080/"
},
"id": "86wTFmqsNMnD",
"outputId": "3fc68f14-b6b7-48bb-e285-5bed78e74f26"
"outputId": "078feaed-9b1a-4946-f1e8-0a87d447e392"
},
"execution_count": null,
"execution_count": 4,
"outputs": [
{
"output_type": "stream",
"name": "stdout",
"text": [
"Cloning into 'voice-changer'...\n",
"remote: Enumerating objects: 266, done.\u001b[K\n",
"remote: Counting objects: 100% (266/266), done.\u001b[K\n",
"remote: Compressing objects: 100% (189/189), done.\u001b[K\n",
"remote: Total 266 (delta 123), reused 194 (delta 65), pack-reused 0\u001b[K\n",
"Receiving objects: 100% (266/266), 19.11 MiB | 35.44 MiB/s, done.\n",
"Resolving deltas: 100% (123/123), done.\n",
"remote: Enumerating objects: 276, done.\u001b[K\n",
"remote: Counting objects: 100% (276/276), done.\u001b[K\n",
"remote: Compressing objects: 100% (195/195), done.\u001b[K\n",
"remote: Total 276 (delta 127), reused 200 (delta 69), pack-reused 0\u001b[K\n",
"Receiving objects: 100% (276/276), 19.11 MiB | 30.11 MiB/s, done.\n",
"Resolving deltas: 100% (127/127), done.\n",
"/content/voice-changer/demo\n"
]
}
]
},
{
"cell_type": "code",
"cell_type": "markdown",
"source": [
"!git checkout dev\n"
"# ファイルの配置\n",
"このデモでは、GUIをWebサーバで提供します。WebサーバからGUIのファイルにアクセスできるようにファイルをコピーします(4-1)。\n",
"\n",
"また、アプリケーションの挙動を記した設定ファイルもコピーします(4-2)。(4-3)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。"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "CBsogR-zWH4r",
"outputId": "f4c9737b-831d-4938-d387-caf07693030e"
},
"execution_count": null,
"outputs": [
{
"output_type": "stream",
"name": "stdout",
"text": [
"Branch 'dev' set up to track remote branch 'dev' from 'origin'.\n",
"Switched to a new branch 'dev'\n"
]
"id": "jmDY8W_fnuSi"
}
]
},
{
"cell_type": "code",
"source": [
"# (4-1) GUIファイルの配置 \n",
"!mkdir -p ../frontend/dist\n",
"!cp -r ../docs/* ../frontend/dist/\n",
"!ls ../frontend/dist\n"
@ -182,9 +225,9 @@
"base_uri": "https://localhost:8080/"
},
"id": "uCEKf3_JNoyq",
"outputId": "746e1946-5c3a-49af-df26-d86149f8adb1"
"outputId": "fd4efece-deaa-4766-a5c1-c6866eb5ffe1"
},
"execution_count": null,
"execution_count": 5,
"outputs": [
{
"output_type": "stream",
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{
"cell_type": "code",
"source": [
"!cp ../template/setting_colab.json ../frontend/dist/assets/setting.json"
"# (4-2) 設定ファイルの配置\n",
"!cp ../template/setting_colab.json ../frontend/dist/assets/setting.json\n"
],
"metadata": {
"id": "Bn4kV8TgXp8i"
},
"execution_count": null,
"execution_count": 6,
"outputs": []
},
{
"cell_type": "code",
"source": [
"!cat ../frontend/dist/assets/setting.json"
"# (4-3) 設定ファイルの確認\n",
"!cat ../frontend/dist/assets/setting.json\n"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "pjxPsOOaXXTj",
"outputId": "1bf85102-87ed-462c-e732-cffb878d95f3"
"outputId": "99ad8af6-d4d0-4ba1-c5fe-a5c701b38a0a"
},
"execution_count": null,
"execution_count": 7,
"outputs": [
{
"output_type": "stream",
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{
"cell_type": "markdown",
"source": [
"# 手作業\n",
"# モジュールのインストール\n",
"\n",
"・configとモデルをdemoフォルダにコピー\n",
"\n",
"・docsをfrontendに変更\n",
"\n",
"・setting.jsonをfrontendにコピー\n"
"必要なモジュールをインストールします。"
],
"metadata": {
"id": "8Na2PbLZSWgZ"
@ -282,6 +323,7 @@
{
"cell_type": "code",
"source": [
"# (5) 設定ファイルの確認\n",
"!apt-get install -y espeak libsndfile1-dev\n",
"!pip install flask\n",
"!pip install python-socketio\n",
@ -297,9 +339,9 @@
"base_uri": "https://localhost:8080/"
},
"id": "LwZAAuqxX7yY",
"outputId": "c67b2741-7a1e-448d-abf9-7b8d8f5e3d15"
"outputId": "d45cbfdf-27aa-4a00-baee-a6e6e5646a01"
},
"execution_count": null,
"execution_count": 8,
"outputs": [
{
"output_type": "stream",
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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",
"Get:4 http://archive.ubuntu.com/ubuntu bionic/universe amd64 libespeak1 amd64 1.48.04+dfsg-5 [145 kB]\n",
"Get:5 http://archive.ubuntu.com/ubuntu bionic/universe amd64 espeak amd64 1.48.04+dfsg-5 [61.6 kB]\n",
"Fetched 1,219 kB in 1s (1,636 kB/s)\n",
"Fetched 1,219 kB in 1s (1,125 kB/s)\n",
"Selecting previously unselected package libportaudio2:amd64.\n",
"(Reading database ... 155676 files and directories currently installed.)\n",
"Preparing to unpack .../libportaudio2_19.6.0-1_amd64.deb ...\n",
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"Requirement already satisfied: importlib-metadata in /usr/local/lib/python3.7/dist-packages (from jsonschema->csvw>=1.5.6->segments->phonemizer) (4.12.0)\n",
"Requirement already satisfied: zipp>=3.1.0 in /usr/local/lib/python3.7/dist-packages (from importlib-resources>=1.4.0->jsonschema->csvw>=1.5.6->segments->phonemizer) (3.8.1)\n",
"Requirement already satisfied: setuptools in /usr/local/lib/python3.7/dist-packages (from rdflib->csvw>=1.5.6->segments->phonemizer) (57.4.0)\n",
"Requirement already satisfied: pyparsing in /usr/local/lib/python3.7/dist-packages (from rdflib->csvw>=1.5.6->segments->phonemizer) (3.0.9)\n",
"Requirement already satisfied: chardet<4,>=3.0.2 in /usr/local/lib/python3.7/dist-packages (from requests->csvw>=1.5.6->segments->phonemizer) (3.0.4)\n",
"Requirement already satisfied: certifi>=2017.4.17 in /usr/local/lib/python3.7/dist-packages (from requests->csvw>=1.5.6->segments->phonemizer) (2022.6.15)\n",
"Requirement already satisfied: setuptools in /usr/local/lib/python3.7/dist-packages (from rdflib->csvw>=1.5.6->segments->phonemizer) (57.4.0)\n",
"Requirement already satisfied: idna<3,>=2.5 in /usr/local/lib/python3.7/dist-packages (from requests->csvw>=1.5.6->segments->phonemizer) (2.10)\n",
"Requirement already satisfied: certifi>=2017.4.17 in /usr/local/lib/python3.7/dist-packages (from requests->csvw>=1.5.6->segments->phonemizer) (2022.6.15)\n",
"Requirement already satisfied: chardet<4,>=3.0.2 in /usr/local/lib/python3.7/dist-packages (from requests->csvw>=1.5.6->segments->phonemizer) (3.0.4)\n",
"Requirement already satisfied: urllib3!=1.25.0,!=1.25.1,<1.26,>=1.21.1 in /usr/local/lib/python3.7/dist-packages (from requests->csvw>=1.5.6->segments->phonemizer) (1.24.3)\n",
"Installing collected packages: isodate, rfc3986, rdflib, language-tags, colorama, csvw, colorlog, clldutils, segments, dlinfo, phonemizer\n",
"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",
@ -445,20 +487,20 @@
"Successfully installed retry-0.9.2\n",
"Looking in indexes: https://pypi.org/simple, https://us-python.pkg.dev/colab-wheels/public/simple/\n",
"Requirement already satisfied: flask in /usr/local/lib/python3.7/dist-packages (1.1.4)\n",
"Requirement already satisfied: itsdangerous<2.0,>=0.24 in /usr/local/lib/python3.7/dist-packages (from flask) (1.1.0)\n",
"Requirement already satisfied: Jinja2<3.0,>=2.10.1 in /usr/local/lib/python3.7/dist-packages (from flask) (2.11.3)\n",
"Requirement already satisfied: Werkzeug<2.0,>=0.15 in /usr/local/lib/python3.7/dist-packages (from flask) (1.0.1)\n",
"Requirement already satisfied: click<8.0,>=5.1 in /usr/local/lib/python3.7/dist-packages (from flask) (7.1.2)\n",
"Requirement already satisfied: itsdangerous<2.0,>=0.24 in /usr/local/lib/python3.7/dist-packages (from flask) (1.1.0)\n",
"Requirement already satisfied: Werkzeug<2.0,>=0.15 in /usr/local/lib/python3.7/dist-packages (from flask) (1.0.1)\n",
"Requirement already satisfied: MarkupSafe>=0.23 in /usr/local/lib/python3.7/dist-packages (from Jinja2<3.0,>=2.10.1->flask) (2.0.1)\n",
"Looking in indexes: https://pypi.org/simple, https://us-python.pkg.dev/colab-wheels/public/simple/\n",
"Collecting flask_cors\n",
" Downloading Flask_Cors-3.0.10-py2.py3-none-any.whl (14 kB)\n",
"Requirement already satisfied: Flask>=0.9 in /usr/local/lib/python3.7/dist-packages (from flask_cors) (1.1.4)\n",
"Requirement already satisfied: Six in /usr/local/lib/python3.7/dist-packages (from flask_cors) (1.15.0)\n",
"Requirement already satisfied: itsdangerous<2.0,>=0.24 in /usr/local/lib/python3.7/dist-packages (from Flask>=0.9->flask_cors) (1.1.0)\n",
"Requirement already satisfied: Flask>=0.9 in /usr/local/lib/python3.7/dist-packages (from flask_cors) (1.1.4)\n",
"Requirement already satisfied: Jinja2<3.0,>=2.10.1 in /usr/local/lib/python3.7/dist-packages (from Flask>=0.9->flask_cors) (2.11.3)\n",
"Requirement already satisfied: Werkzeug<2.0,>=0.15 in /usr/local/lib/python3.7/dist-packages (from Flask>=0.9->flask_cors) (1.0.1)\n",
"Requirement already satisfied: click<8.0,>=5.1 in /usr/local/lib/python3.7/dist-packages (from Flask>=0.9->flask_cors) (7.1.2)\n",
"Requirement already satisfied: itsdangerous<2.0,>=0.24 in /usr/local/lib/python3.7/dist-packages (from Flask>=0.9->flask_cors) (1.1.0)\n",
"Requirement already satisfied: MarkupSafe>=0.23 in /usr/local/lib/python3.7/dist-packages (from Jinja2<3.0,>=2.10.1->Flask>=0.9->flask_cors) (2.0.1)\n",
"Installing collected packages: flask-cors\n",
"Successfully installed flask-cors-3.0.10\n"
@ -466,20 +508,61 @@
}
]
},
{
"cell_type": "markdown",
"source": [
"# サーバの起動\n",
"\n",
"サーバを起動します。(6-1)\n",
"\n",
"サーバの起動状況を確認します。(6-2) \n",
"\n",
"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",
"\n",
"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",
"\n",
"下記のようなテキストが表示されたら起動完了です。\n",
"\n",
"```\n",
"[2022-08-31 06:48:38,064] INFO in serverFlask: INITIALIZE MODEL\n",
"[2022-08-31 06:48:45,660] INFO in utils: Loaded checkpoint '/content/drive/MyDrive/VoiceChanger/G_326000.pth' (iteration 1136)\n",
"[2022-08-31 06:48:57,329] INFO in serverFlask: START APP\n",
"GPU_NUM: 1\n",
" * Serving Flask app \"serverFlask\" (lazy loading)\n",
" * Environment: production\n",
" WARNING: This is a development server. Do not use it in a production deployment.\n",
" Use a production WSGI server instead.\n",
" * Debug mode: on\n",
"[2022-08-31 06:48:57,336] INFO in _internal: * Running on http://0.0.0.0:8082/ (Press CTRL+C to quit)\n",
"[2022-08-31 06:48:57,337] INFO in _internal: * Restarting with stat\n",
"[2022-08-31 06:48:59,283] INFO in serverFlask: INITIALIZE MODEL\n",
"[2022-08-31 06:49:01,125] INFO in utils: Loaded checkpoint '/content/drive/MyDrive/VoiceChanger/G_326000.pth' (iteration 1136)\n",
"[2022-08-31 06:49:04,996] INFO in serverFlask: START APP\n",
"[2022-08-31 06:49:05,002] WARNING in _internal: * Debugger is active!\n",
"[2022-08-31 06:49:05,074] INFO in _internal: * Debugger PIN: 879-442-767\n",
"```\n",
"\n"
],
"metadata": {
"id": "-_2OcN9Borke"
}
},
{
"cell_type": "code",
"source": [
"# (6-1) サーバの起動\n",
"get_ipython().system_raw(f'python3 serverFlask.py 8082 {CONFIG} {MODEL} >foo 2>&1 &')"
],
"metadata": {
"id": "iNOAB7zISI6J"
},
"execution_count": null,
"execution_count": 9,
"outputs": []
},
{
"cell_type": "code",
"source": [
"# (6-2) サーバの起動確認 (Ctrl+Retで実行)\n",
"!cat foo"
],
"metadata": {
@ -487,23 +570,60 @@
"base_uri": "https://localhost:8080/"
},
"id": "chu06KpAjEK6",
"outputId": "887c2d50-c49f-4a22-f0d0-8a3667511466"
"outputId": "2f203b23-54a3-4d0b-e173-c8f2628c0dd0"
},
"execution_count": null,
"execution_count": 14,
"outputs": [
{
"output_type": "stream",
"name": "stdout",
"text": [
"[2022-08-31 06:17:58,669] INFO in serverFlask: INITIALIZE MODEL\n",
"[2022-08-31 06:18:08,764] INFO in utils: Loaded checkpoint '/content/drive/MyDrive/VoiceChanger/G_326000.pth' (iteration 1136)\n"
"[2022-08-31 06:48:38,064] INFO in serverFlask: INITIALIZE MODEL\n",
"[2022-08-31 06:48:45,660] INFO in utils: Loaded checkpoint '/content/drive/MyDrive/VoiceChanger/G_326000.pth' (iteration 1136)\n",
"[2022-08-31 06:48:57,329] INFO in serverFlask: START APP\n",
"GPU_NUM: 1\n",
" * Serving Flask app \"serverFlask\" (lazy loading)\n",
" * Environment: production\n",
" WARNING: This is a development server. Do not use it in a production deployment.\n",
" Use a production WSGI server instead.\n",
" * Debug mode: on\n",
"[2022-08-31 06:48:57,336] INFO in _internal: * Running on http://0.0.0.0:8082/ (Press CTRL+C to quit)\n",
"[2022-08-31 06:48:57,337] INFO in _internal: * Restarting with stat\n",
"[2022-08-31 06:48:59,283] INFO in serverFlask: INITIALIZE MODEL\n",
"[2022-08-31 06:49:01,125] INFO in utils: Loaded checkpoint '/content/drive/MyDrive/VoiceChanger/G_326000.pth' (iteration 1136)\n",
"[2022-08-31 06:49:04,996] INFO in serverFlask: START APP\n",
"[2022-08-31 06:49:05,002] WARNING in _internal: * Debugger is active!\n",
"[2022-08-31 06:49:05,074] INFO in _internal: * Debugger PIN: 879-442-767\n"
]
}
]
},
{
"cell_type": "markdown",
"source": [
"# プロキシを起動\n",
"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",
"\n",
"表示されたURLをクリックして開くと、\n",
"\n",
"**うまくページが表示されていないと思います**。\n",
"\n",
"また、アドレスバーには\"localhost\"とは異なるURLが表示されていると思います。\n",
"\n",
"**そのURLの末尾に/index.htmlを追加してアクセス**\n",
"\n",
"しなおしてください。\n",
"\n",
"ちなみに、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)。"
],
"metadata": {
"id": "WhxcFLQEpctq"
}
},
{
"cell_type": "code",
"source": [
"# (7) プロキシを起動\n",
"from google.colab import output\n",
"\n",
"output.serve_kernel_port_as_window(8082)"
@ -514,9 +634,9 @@
"base_uri": "https://localhost:8080/",
"height": 34
},
"outputId": "abf57f92-5cb6-4325-b64a-095d42f561d5"
"outputId": "84879cea-2a09-428a-d707-857bc43d5cb1"
},
"execution_count": null,
"execution_count": 15,
"outputs": [
{
"output_type": "display_data",
@ -544,29 +664,6 @@
}
]
},
{
"cell_type": "code",
"source": [
"! ls ../frontend/dist/index.html"
],
"metadata": {
"id": "DKWni4moSyzO",
"colab": {
"base_uri": "https://localhost:8080/"
},
"outputId": "b5635a1e-6ac6-41db-a706-dc3e5fb866a5"
},
"execution_count": null,
"outputs": [
{
"output_type": "stream",
"name": "stdout",
"text": [
"../frontend/dist/index.html\n"
]
}
]
},
{
"cell_type": "code",
"source": [],