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w-okada 2022-10-30 23:38:51 +09:00
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commit 1ec80ca306
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VoiceChangerDemo_Simple.ipynb
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@ -5,7 +5,7 @@
"colab": {
"provenance": [],
"collapsed_sections": [],
"authorship_tag": "ABX9TyPxl1WcxxuSmUBoG19oFBDK",
"authorship_tag": "ABX9TyN7lDdQ3iB8T1SI4BKFzkWz",
"include_colab_link": true
},
"kernelspec": {
@ -76,7 +76,7 @@
"id": "vV1t7PBRm-o6",
"outputId": "2ab5d79e-0fe1-4e48-9fb4-8a61399e0b60"
},
"execution_count": 1,
"execution_count": null,
"outputs": [
{
"output_type": "stream",
@ -180,39 +180,22 @@
"base_uri": "https://localhost:8080/"
},
"id": "86wTFmqsNMnD",
"outputId": "4c5b6fc7-d554-4ed8-daf7-4d3e45dfb456"
"outputId": "a52d5b0e-826e-445d-cd3a-4a42cbd52212"
},
"execution_count": 2,
"execution_count": 36,
"outputs": [
{
"output_type": "stream",
"name": "stdout",
"text": [
"Cloning into '/MMVC_Trainer'...\n",
"remote: Enumerating objects: 917, done.\u001b[K\n",
"remote: Counting objects: 100% (917/917), done.\u001b[K\n",
"remote: Compressing objects: 100% (828/828), done.\u001b[K\n",
"remote: Total 917 (delta 3), reused 888 (delta 0), pack-reused 0\u001b[K\n",
"Receiving objects: 100% (917/917), 53.02 MiB | 23.35 MiB/s, done.\n",
"Resolving deltas: 100% (3/3), done.\n",
"Note: checking out '39723b3243e0265b8802e020e4d4d90a4b8b65ee'.\n",
"\n",
"You are in 'detached HEAD' state. You can look around, make experimental\n",
"changes and commit them, and you can discard any commits you make in this\n",
"state without impacting any branches by performing another checkout.\n",
"\n",
"If you want to create a new branch to retain commits you create, you may\n",
"do so (now or later) by using -b with the checkout command again. Example:\n",
"\n",
" git checkout -b <new-branch-name>\n",
"\n",
"fatal: destination path '/MMVC_Trainer' already exists and is not an empty directory.\n",
"Cloning into 'voice-changer'...\n",
"remote: Enumerating objects: 88, done.\u001b[K\n",
"remote: Counting objects: 100% (88/88), done.\u001b[K\n",
"remote: Compressing objects: 100% (74/74), done.\u001b[K\n",
"remote: Total 88 (delta 14), reused 59 (delta 6), pack-reused 0\u001b[K\n",
"remote: Total 88 (delta 14), reused 57 (delta 6), pack-reused 0\u001b[K\n",
"Unpacking objects: 100% (88/88), done.\n",
"/content/voice-changer/demo\n"
"/content/voice-changer/demo/voice-changer/demo/voice-changer/demo/voice-changer/demo/voice-changer/demo\n"
]
}
]
@ -236,7 +219,7 @@
"metadata": {
"id": "Bn4kV8TgXp8i"
},
"execution_count": 3,
"execution_count": 37,
"outputs": []
},
{
@ -250,9 +233,9 @@
"base_uri": "https://localhost:8080/"
},
"id": "pjxPsOOaXXTj",
"outputId": "714c37a6-1031-4b7c-9793-168ccc273a89"
"outputId": "425a36dd-fbdc-4f55-825e-a2c7026f2aab"
},
"execution_count": 4,
"execution_count": 38,
"outputs": [
{
"output_type": "stream",
@ -315,209 +298,22 @@
"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 unidecode\n",
"!pip install phonemizer\n",
"!pip install retry\n",
"!pip install python-socketio\n",
"!pip install fastapi\n",
"!pip install python-multipart\n",
"!pip install uvicorn\n",
"!pip install websockets\n",
"!pip install pyOpenSSL\n"
"!apt-get install -y espeak libsndfile1-dev &> /dev/null\n",
"!pip install unidecode &> /dev/null\n",
"!pip install phonemizer &> /dev/null\n",
"!pip install retry &> /dev/null\n",
"!pip install python-socketio &> /dev/null\n",
"!pip install fastapi &> /dev/null\n",
"!pip install python-multipart &> /dev/null\n",
"!pip install uvicorn &> /dev/null\n",
"!pip install websockets &> /dev/null\n",
"!pip install pyOpenSSL &> /dev/null\n"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
"id": "LwZAAuqxX7yY"
},
"id": "LwZAAuqxX7yY",
"outputId": "f19c7f17-0a38-407d-daf2-08b90e81dfbf"
},
"execution_count": 5,
"outputs": [
{
"output_type": "stream",
"name": "stdout",
"text": [
"Reading package lists... Done\n",
"Building dependency tree \n",
"Reading state information... Done\n",
"libsndfile1-dev is already the newest version (1.0.28-4ubuntu0.18.04.2).\n",
"The following package was automatically installed and is no longer required:\n",
" libnvidia-common-460\n",
"Use 'apt autoremove' to remove it.\n",
"The following additional packages will be installed:\n",
" espeak-data libespeak1 libportaudio2 libsonic0\n",
"The following NEW packages will be installed:\n",
" espeak espeak-data libespeak1 libportaudio2 libsonic0\n",
"0 upgraded, 5 newly installed, 0 to remove and 29 not upgraded.\n",
"Need to get 1,219 kB of archives.\n",
"After this operation, 3,031 kB of additional disk space will be used.\n",
"Get:1 http://archive.ubuntu.com/ubuntu bionic/universe amd64 libportaudio2 amd64 19.6.0-1 [64.6 kB]\n",
"Get:2 http://archive.ubuntu.com/ubuntu bionic/main amd64 libsonic0 amd64 0.2.0-6 [13.4 kB]\n",
"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 0s (4,142 kB/s)\n",
"Selecting previously unselected package libportaudio2:amd64.\n",
"(Reading database ... 123942 files and directories currently installed.)\n",
"Preparing to unpack .../libportaudio2_19.6.0-1_amd64.deb ...\n",
"Unpacking libportaudio2:amd64 (19.6.0-1) ...\n",
"Selecting previously unselected package libsonic0:amd64.\n",
"Preparing to unpack .../libsonic0_0.2.0-6_amd64.deb ...\n",
"Unpacking libsonic0:amd64 (0.2.0-6) ...\n",
"Selecting previously unselected package espeak-data:amd64.\n",
"Preparing to unpack .../espeak-data_1.48.04+dfsg-5_amd64.deb ...\n",
"Unpacking espeak-data:amd64 (1.48.04+dfsg-5) ...\n",
"Selecting previously unselected package libespeak1:amd64.\n",
"Preparing to unpack .../libespeak1_1.48.04+dfsg-5_amd64.deb ...\n",
"Unpacking libespeak1:amd64 (1.48.04+dfsg-5) ...\n",
"Selecting previously unselected package espeak.\n",
"Preparing to unpack .../espeak_1.48.04+dfsg-5_amd64.deb ...\n",
"Unpacking espeak (1.48.04+dfsg-5) ...\n",
"Setting up libportaudio2:amd64 (19.6.0-1) ...\n",
"Setting up espeak-data:amd64 (1.48.04+dfsg-5) ...\n",
"Setting up libsonic0:amd64 (0.2.0-6) ...\n",
"Setting up libespeak1:amd64 (1.48.04+dfsg-5) ...\n",
"Setting up espeak (1.48.04+dfsg-5) ...\n",
"Processing triggers for man-db (2.8.3-2ubuntu0.1) ...\n",
"Processing triggers for libc-bin (2.27-3ubuntu1.6) ...\n",
"Looking in indexes: https://pypi.org/simple, https://us-python.pkg.dev/colab-wheels/public/simple/\n",
"Collecting unidecode\n",
" Downloading Unidecode-1.3.6-py3-none-any.whl (235 kB)\n",
"\u001b[K |████████████████████████████████| 235 kB 6.5 MB/s \n",
"\u001b[?25hInstalling collected packages: unidecode\n",
"Successfully installed unidecode-1.3.6\n",
"Looking in indexes: https://pypi.org/simple, https://us-python.pkg.dev/colab-wheels/public/simple/\n",
"Collecting phonemizer\n",
" Downloading phonemizer-3.2.1-py3-none-any.whl (90 kB)\n",
"\u001b[K |████████████████████████████████| 90 kB 4.3 MB/s \n",
"\u001b[?25hCollecting segments\n",
" Downloading segments-2.2.1-py2.py3-none-any.whl (15 kB)\n",
"Requirement already satisfied: joblib in /usr/local/lib/python3.7/dist-packages (from phonemizer) (1.2.0)\n",
"Requirement already satisfied: typing-extensions in /usr/local/lib/python3.7/dist-packages (from phonemizer) (4.1.1)\n",
"Collecting dlinfo\n",
" Downloading dlinfo-1.2.1-py3-none-any.whl (3.6 kB)\n",
"Requirement already satisfied: attrs>=18.1 in /usr/local/lib/python3.7/dist-packages (from phonemizer) (22.1.0)\n",
"Requirement already satisfied: regex in /usr/local/lib/python3.7/dist-packages (from segments->phonemizer) (2022.6.2)\n",
"Collecting clldutils>=1.7.3\n",
" Downloading clldutils-3.12.0-py2.py3-none-any.whl (197 kB)\n",
"\u001b[K |████████████████████████████████| 197 kB 28.9 MB/s \n",
"\u001b[?25hCollecting csvw>=1.5.6\n",
" Downloading csvw-3.1.3-py2.py3-none-any.whl (56 kB)\n",
"\u001b[K |████████████████████████████████| 56 kB 5.1 MB/s \n",
"\u001b[?25hCollecting colorlog\n",
" Downloading colorlog-6.7.0-py2.py3-none-any.whl (11 kB)\n",
"Requirement already satisfied: python-dateutil in /usr/local/lib/python3.7/dist-packages (from clldutils>=1.7.3->segments->phonemizer) (2.8.2)\n",
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"Collecting colorama\n",
" Downloading colorama-0.4.6-py2.py3-none-any.whl (25 kB)\n",
"Collecting rfc3986<2\n",
" Downloading rfc3986-1.5.0-py2.py3-none-any.whl (31 kB)\n",
"Requirement already satisfied: babel in /usr/local/lib/python3.7/dist-packages (from csvw>=1.5.6->segments->phonemizer) (2.10.3)\n",
"Collecting isodate\n",
" Downloading isodate-0.6.1-py2.py3-none-any.whl (41 kB)\n",
"\u001b[K |████████████████████████████████| 41 kB 608 kB/s \n",
"\u001b[?25hCollecting rdflib\n",
" Downloading rdflib-6.2.0-py3-none-any.whl (500 kB)\n",
"\u001b[K |████████████████████████████████| 500 kB 68.9 MB/s \n",
"\u001b[?25hCollecting language-tags\n",
" Downloading language_tags-1.1.0-py2.py3-none-any.whl (210 kB)\n",
"\u001b[K |████████████████████████████████| 210 kB 71.7 MB/s \n",
"\u001b[?25hRequirement already satisfied: jsonschema in /usr/local/lib/python3.7/dist-packages (from csvw>=1.5.6->segments->phonemizer) (4.3.3)\n",
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"Requirement already satisfied: importlib-resources>=1.4.0 in /usr/local/lib/python3.7/dist-packages (from jsonschema->csvw>=1.5.6->segments->phonemizer) (5.10.0)\n",
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"Requirement already satisfied: certifi>=2017.4.17 in /usr/local/lib/python3.7/dist-packages (from requests->csvw>=1.5.6->segments->phonemizer) (2022.9.24)\n",
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"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",
"Installing collected packages: isodate, rfc3986, rdflib, language-tags, colorama, csvw, colorlog, clldutils, segments, dlinfo, phonemizer\n",
"Successfully installed clldutils-3.12.0 colorama-0.4.6 colorlog-6.7.0 csvw-3.1.3 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",
"Looking in indexes: https://pypi.org/simple, https://us-python.pkg.dev/colab-wheels/public/simple/\n",
"Collecting retry\n",
" Downloading retry-0.9.2-py2.py3-none-any.whl (8.0 kB)\n",
"Requirement already satisfied: decorator>=3.4.2 in /usr/local/lib/python3.7/dist-packages (from retry) (4.4.2)\n",
"Requirement already satisfied: py<2.0.0,>=1.4.26 in /usr/local/lib/python3.7/dist-packages (from retry) (1.11.0)\n",
"Installing collected packages: retry\n",
"Successfully installed retry-0.9.2\n",
"Looking in indexes: https://pypi.org/simple, https://us-python.pkg.dev/colab-wheels/public/simple/\n",
"Collecting python-socketio\n",
" Downloading python_socketio-5.7.2-py3-none-any.whl (56 kB)\n",
"\u001b[K |████████████████████████████████| 56 kB 2.8 MB/s \n",
"\u001b[?25hCollecting python-engineio>=4.3.0\n",
" Downloading python_engineio-4.3.4-py3-none-any.whl (52 kB)\n",
"\u001b[K |████████████████████████████████| 52 kB 1.3 MB/s \n",
"\u001b[?25hCollecting bidict>=0.21.0\n",
" Downloading bidict-0.22.0-py3-none-any.whl (36 kB)\n",
"Installing collected packages: python-engineio, bidict, python-socketio\n",
"Successfully installed bidict-0.22.0 python-engineio-4.3.4 python-socketio-5.7.2\n",
"Looking in indexes: https://pypi.org/simple, https://us-python.pkg.dev/colab-wheels/public/simple/\n",
"Collecting fastapi\n",
" Downloading fastapi-0.85.1-py3-none-any.whl (55 kB)\n",
"\u001b[K |████████████████████████████████| 55 kB 2.3 MB/s \n",
"\u001b[?25hCollecting starlette==0.20.4\n",
" Downloading starlette-0.20.4-py3-none-any.whl (63 kB)\n",
"\u001b[K |████████████████████████████████| 63 kB 2.4 MB/s \n",
"\u001b[?25hRequirement already satisfied: pydantic!=1.7,!=1.7.1,!=1.7.2,!=1.7.3,!=1.8,!=1.8.1,<2.0.0,>=1.6.2 in /usr/local/lib/python3.7/dist-packages (from fastapi) (1.10.2)\n",
"Collecting anyio<5,>=3.4.0\n",
" Downloading anyio-3.6.2-py3-none-any.whl (80 kB)\n",
"\u001b[K |████████████████████████████████| 80 kB 8.5 MB/s \n",
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" Downloading sniffio-1.3.0-py3-none-any.whl (10 kB)\n",
"Requirement already satisfied: idna>=2.8 in /usr/local/lib/python3.7/dist-packages (from anyio<5,>=3.4.0->starlette==0.20.4->fastapi) (2.10)\n",
"Installing collected packages: sniffio, anyio, starlette, fastapi\n",
"Successfully installed anyio-3.6.2 fastapi-0.85.1 sniffio-1.3.0 starlette-0.20.4\n",
"Looking in indexes: https://pypi.org/simple, https://us-python.pkg.dev/colab-wheels/public/simple/\n",
"Collecting python-multipart\n",
" Downloading python-multipart-0.0.5.tar.gz (32 kB)\n",
"Requirement already satisfied: six>=1.4.0 in /usr/local/lib/python3.7/dist-packages (from python-multipart) (1.15.0)\n",
"Building wheels for collected packages: python-multipart\n",
" Building wheel for python-multipart (setup.py) ... \u001b[?25l\u001b[?25hdone\n",
" Created wheel for python-multipart: filename=python_multipart-0.0.5-py3-none-any.whl size=31678 sha256=deecc15b54cd4ab9b8d5a7f651448ff37623cf48c728bf9ca2f0749c6087631f\n",
" Stored in directory: /root/.cache/pip/wheels/2c/41/7c/bfd1c180534ffdcc0972f78c5758f89881602175d48a8bcd2c\n",
"Successfully built python-multipart\n",
"Installing collected packages: python-multipart\n",
"Successfully installed python-multipart-0.0.5\n",
"Looking in indexes: https://pypi.org/simple, https://us-python.pkg.dev/colab-wheels/public/simple/\n",
"Collecting uvicorn\n",
" Downloading uvicorn-0.19.0-py3-none-any.whl (56 kB)\n",
"\u001b[K |████████████████████████████████| 56 kB 2.9 MB/s \n",
"\u001b[?25hCollecting h11>=0.8\n",
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"\u001b[?25hRequirement already satisfied: typing-extensions in /usr/local/lib/python3.7/dist-packages (from uvicorn) (4.1.1)\n",
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"Installing collected packages: h11, uvicorn\n",
"Successfully installed h11-0.14.0 uvicorn-0.19.0\n",
"Looking in indexes: https://pypi.org/simple, https://us-python.pkg.dev/colab-wheels/public/simple/\n",
"Collecting websockets\n",
" Downloading websockets-10.4-cp37-cp37m-manylinux_2_5_x86_64.manylinux1_x86_64.manylinux_2_17_x86_64.manylinux2014_x86_64.whl (106 kB)\n",
"\u001b[K |████████████████████████████████| 106 kB 5.1 MB/s \n",
"\u001b[?25hInstalling collected packages: websockets\n",
"Successfully installed websockets-10.4\n",
"Looking in indexes: https://pypi.org/simple, https://us-python.pkg.dev/colab-wheels/public/simple/\n",
"Collecting pyOpenSSL\n",
" Downloading pyOpenSSL-22.1.0-py3-none-any.whl (57 kB)\n",
"\u001b[K |████████████████████████████████| 57 kB 2.9 MB/s \n",
"\u001b[?25hCollecting cryptography<39,>=38.0.0\n",
" Downloading cryptography-38.0.1-cp36-abi3-manylinux_2_24_x86_64.whl (4.0 MB)\n",
"\u001b[K |████████████████████████████████| 4.0 MB 9.4 MB/s \n",
"\u001b[?25hRequirement already satisfied: cffi>=1.12 in /usr/local/lib/python3.7/dist-packages (from cryptography<39,>=38.0.0->pyOpenSSL) (1.15.1)\n",
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"Installing collected packages: cryptography, pyOpenSSL\n",
"Successfully installed cryptography-38.0.1 pyOpenSSL-22.1.0\n"
]
}
]
"execution_count": 44,
"outputs": []
},
{
"cell_type": "markdown",
@ -534,32 +330,15 @@
"\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",
"**`Application startup complete`**\n",
"\n",
"という文字列で完了です。`uvicorn.error`という不穏なメッセージも見られますが、これはプロセスの名前で大して重要な意味を持ちませんので無視してください。（どうやったら消せるのだろうか。）\n",
"\n",
"**`DEBUG:asyncio:Using selector: EpollSelector`**\n",
"\n",
"```\n",
"INFO: Will watch for changes in these directories: ['/content/voice-changer/demo']\n",
"INFO:uvicorn.error:Will watch for changes in these directories: ['/content/voice-changer/demo']\n",
"INFO: Uvicorn running on http://0.0.0.0:8088 (Press CTRL+C to quit)\n",
"INFO:uvicorn.error:Uvicorn running on http://0.0.0.0:8088 (Press CTRL+C to quit)\n",
"INFO: Started reloader process [617] using StatReload\n",
"INFO:uvicorn.error:Started reloader process [617] using StatReload\n",
"INFO:uvicorn:INITIALIZE MODEL\n",
"GPU_NUM: 1\n",
"INFO:root:Loaded checkpoint '/content/drive/MyDrive/VoiceChanger/G_326000.pth' (iteration 1136)\n",
" Phase name:__main__\n",
" PHASE3:__main__\n",
" PHASE1:__main__\n",
"Start MMVC SocketIO Server\n",
" CONFIG:None, MODEL:None\n",
"DEBUG:asyncio:Using selector: EpollSelector\n",
"INFO: INITIALIZE MODEL\n",
"INFO:uvicorn:INITIALIZE MODEL\n",
"GPU_NUM: 1\n",
"INFO:root:Loaded checkpoint '/content/drive/MyDrive/VoiceChanger/G_326000.pth' (iteration 1136)\n",
"INFO: Started server process [637]\n",
"INFO:uvicorn.error:Started server process [637]\n",
"INFO: Waiting for application startup.\n",
"INFO:uvicorn.error:Waiting for application startup.\n",
"INFO: Application startup complete.\n",
"INFO:uvicorn.error:Application startup complete.\n",
"```\n",
"\n"
],
@ -576,22 +355,22 @@
"LOG_FILE = f\"LOG_FILE_{PORT}\"\n",
"\n",
"get_ipython().system_raw(f'python3 MMVCServerSIO.py -p {PORT} --colab True >{LOG_FILE} 2>&1 &')\n",
"print(f\"PORT:{PORT}, LOG_FILE:{LOG_FILE}\")"
"#print(f\"PORT:{PORT}, LOG_FILE:{LOG_FILE}\")"
],
"metadata": {
"id": "G-nMdPxEW1rc",
"outputId": "8ba8fee5-fac6-4687-d599-5da928ef4c71",
"outputId": "ed5fc2d9-f1c5-4aa3-df8d-e306de2e2a30",
"colab": {
"base_uri": "https://localhost:8080/"
}
},
"execution_count": 34,
"execution_count": 40,
"outputs": [
{
"output_type": "stream",
"name": "stdout",
"text": [
"PORT:17552, LOG_FILE:LOG_FILE_17552\n"
"PORT:19751, LOG_FILE:LOG_FILE_19751\n"
]
}
]
@ -600,16 +379,16 @@
"cell_type": "code",
"source": [
"# (6-2) サーバの起動確認 (Ctrl+Retで実行)\n",
"!tail -10 {LOG_FILE}"
"!tail -20 {LOG_FILE}"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "chu06KpAjEK6",
"outputId": "f44f5ba1-38a0-4f82-fcc7-cd609988efc3"
"outputId": "e6b67606-1279-49aa-e276-4e2bb83284c1"
},
"execution_count": 44,
"execution_count": 45,
"outputs": [
{
"output_type": "stream",
@ -620,7 +399,12 @@
"\u001b[32m PHASE1:__main__\u001b[0m\n",
"\u001b[17mStart MMVC SocketIO Server\u001b[0m\n",
"\u001b[34m CONFIG:None, MODEL:None\u001b[0m\n",
"DEBUG:asyncio:Using selector: EpollSelector\n"
"DEBUG:asyncio:Using selector: EpollSelector\n",
"\u001b[32m Phase name:MMVCServerSIO\u001b[0m\n",
"\u001b[32m PHASE3:MMVCServerSIO\u001b[0m\n",
"File saved to: G_326000.pth\n",
"Load: config.json, G_326000.pth\n",
"INFO:root:Loaded checkpoint 'model_upload_dir/G_326000.pth' (iteration 1136)\n"
]
}
]
@ -653,15 +437,15 @@
"base_uri": "https://localhost:8080/",
"height": 34
},
"outputId": "276d9fd9-7a89-4ed8-a406-8a5307e4d407"
"outputId": "bbc830e9-209a-4b71-891d-8cf78cf3077d"
},
"execution_count": 42,
"execution_count": 43,
"outputs": [
{
"output_type": "stream",
"name": "stdout",
"text": [
"https://0m68en94011q-496ff2e9c6d22116-17552-colab.googleusercontent.com/front/\n"
"https://w6x1mbngbj-496ff2e9c6d22116-19751-colab.googleusercontent.com/front/\n"
]
}
]