voice-changer/SOFT_VC_FLASK.ipynb

{
  "cells": [
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "view-in-github",
        "colab_type": "text"
      },
      "source": [
        "<a href=\"https://colab.research.google.com/github/w-okada/voice-changer/blob/dev/SOFT_VC_FLASK.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 1,
      "metadata": {
        "id": "5m_Xf_2NY6mI"
      },
      "outputs": [],
      "source": [
        "import torch, torchaudio\n",
        "import requests\n",
        "import IPython.display as display"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 6,
      "metadata": {
        "id": "GGiC0rT2hoik",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "37af24c7-2f22-46b5-af7c-e5487816abd0"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Looking in indexes: https://pypi.org/simple, https://us-python.pkg.dev/colab-wheels/public/simple/\n",
            "Collecting fastapi\n",
            "  Downloading fastapi-0.85.0-py3-none-any.whl (55 kB)\n",
            "\u001b[K     |████████████████████████████████| 55 kB 3.7 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) (1.9.2)\n",
            "Collecting starlette==0.20.4\n",
            "  Downloading starlette-0.20.4-py3-none-any.whl (63 kB)\n",
            "\u001b[K     |████████████████████████████████| 63 kB 2.8 MB/s \n",
            "\u001b[?25hCollecting anyio<5,>=3.4.0\n",
            "  Downloading anyio-3.6.1-py3-none-any.whl (80 kB)\n",
            "\u001b[K     |████████████████████████████████| 80 kB 10.5 MB/s \n",
            "\u001b[?25hRequirement already satisfied: typing-extensions>=3.10.0 in /usr/local/lib/python3.7/dist-packages (from starlette==0.20.4->fastapi) (4.1.1)\n",
            "Collecting sniffio>=1.1\n",
            "  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-3.6.1 fastapi-0.85.0 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 uvicorn\n",
            "  Downloading uvicorn-0.18.3-py3-none-any.whl (57 kB)\n",
            "\u001b[K     |████████████████████████████████| 57 kB 5.3 MB/s \n",
            "\u001b[?25hCollecting h11>=0.8\n",
            "  Downloading h11-0.13.0-py3-none-any.whl (58 kB)\n",
            "\u001b[K     |████████████████████████████████| 58 kB 6.6 MB/s \n",
            "\u001b[?25hRequirement already satisfied: click>=7.0 in /usr/local/lib/python3.7/dist-packages (from uvicorn) (7.1.2)\n",
            "Requirement already satisfied: typing-extensions in /usr/local/lib/python3.7/dist-packages (from uvicorn) (4.1.1)\n",
            "Installing collected packages: h11, uvicorn\n",
            "Successfully installed h11-0.13.0 uvicorn-0.18.3\n"
          ]
        }
      ],
      "source": [
        "!pip install fastapi\n",
        "!pip install uvicorn\n"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 3,
      "metadata": {
        "id": "WO8XzrFMZGoj",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 324,
          "referenced_widgets": [
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            "98f9877b91024110a0845bcad5aa9373",
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            "57976d7425c74a6ba59fc8690c71556f",
            "41b7d72ce3164b79ad0206cf9372e35c",
            "88580af9b2e24861824c3a699be36b57",
            "87080b573d3841d9847db312969c20d2",
            "96552e354a024d0caee5420e43097791",
            "a6de0a8cc9744b38b672d4f95a6b6435",
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            "18dde4dbce394d43a7f6e2e6657136bd",
            "bee40572e9d440f6bf8ce945a599dc92",
            "8593cbf5e07d46038a8fe307adc34984",
            "730f342e75244fba90d5fc32c9acc2e6"
          ]
        },
        "outputId": "f5836b09-bc6d-4914-bf71-583f4aa531b4"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "/usr/local/lib/python3.7/dist-packages/torch/hub.py:267: UserWarning: You are about to download and run code from an untrusted repository. In a future release, this won't be allowed. To add the repository to your trusted list, change the command to {calling_fn}(..., trust_repo=False) and a command prompt will appear asking for an explicit confirmation of trust, or load(..., trust_repo=True), which will assume that the prompt is to be answered with 'yes'. You can also use load(..., trust_repo='check') which will only prompt for confirmation if the repo is not already trusted. This will eventually be the default behaviour\n",
            "  \"You are about to download and run code from an untrusted repository. In a future release, this won't \"\n",
            "Downloading: \"https://github.com/bshall/hubert/zipball/main\" to /root/.cache/torch/hub/main.zip\n",
            "Downloading: \"https://github.com/bshall/hubert/releases/download/v0.1/hubert-soft-0d54a1f4.pt\" to /root/.cache/torch/hub/checkpoints/hubert-soft-0d54a1f4.pt\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
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            ],
            "application/vnd.jupyter.widget-view+json": {
              "version_major": 2,
              "version_minor": 0,
              "model_id": "1fb6c0e3138f4b488bb34e37146ff37d"
            }
          },
          "metadata": {}
        },
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "/usr/local/lib/python3.7/dist-packages/torch/hub.py:267: UserWarning: You are about to download and run code from an untrusted repository. In a future release, this won't be allowed. To add the repository to your trusted list, change the command to {calling_fn}(..., trust_repo=False) and a command prompt will appear asking for an explicit confirmation of trust, or load(..., trust_repo=True), which will assume that the prompt is to be answered with 'yes'. You can also use load(..., trust_repo='check') which will only prompt for confirmation if the repo is not already trusted. This will eventually be the default behaviour\n",
            "  \"You are about to download and run code from an untrusted repository. In a future release, this won't \"\n",
            "Downloading: \"https://github.com/bshall/acoustic-model/zipball/main\" to /root/.cache/torch/hub/main.zip\n",
            "Downloading: \"https://github.com/bshall/acoustic-model/releases/download/v0.1/hubert-soft-0321fd7e.pt\" to /root/.cache/torch/hub/checkpoints/hubert-soft-0321fd7e.pt\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
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            ],
            "application/vnd.jupyter.widget-view+json": {
              "version_major": 2,
              "version_minor": 0,
              "model_id": "a8f2eeaf998d4931b0a393874b1dab47"
            }
          },
          "metadata": {}
        },
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "Downloading: \"https://github.com/bshall/hifigan/zipball/main\" to /root/.cache/torch/hub/main.zip\n",
            "Downloading: \"https://github.com/bshall/hifigan/releases/download/v0.1/hifigan-hubert-discrete-bbad3043.pt\" to /root/.cache/torch/hub/checkpoints/hifigan-hubert-discrete-bbad3043.pt\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
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            ],
            "application/vnd.jupyter.widget-view+json": {
              "version_major": 2,
              "version_minor": 0,
              "model_id": "136e831d42c74b3790488c8916628b1b"
            }
          },
          "metadata": {}
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Removing weight norm...\n"
          ]
        }
      ],
      "source": [
        "hubert = torch.hub.load(\"bshall/hubert:main\", \"hubert_soft\").cuda()\n",
        "acoustic = torch.hub.load(\"bshall/acoustic-model:main\", \"hubert_soft\").cuda()\n",
        "hifigan = torch.hub.load(\"bshall/hifigan:main\", \"hifigan_hubert_soft\").cuda()"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 7,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "lzo_ZWmAjaby",
        "outputId": "4a86a60b-3aef-4d05-d165-00060b341ba4"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Cloning into 'voice-changer'...\n",
            "remote: Enumerating objects: 509, done.\u001b[K\n",
            "remote: Counting objects: 100% (93/93), done.\u001b[K\n",
            "remote: Compressing objects: 100% (77/77), done.\u001b[K\n",
            "remote: Total 509 (delta 31), reused 27 (delta 16), pack-reused 416\u001b[K\n",
            "Receiving objects: 100% (509/509), 21.40 MiB | 17.42 MiB/s, done.\n",
            "Resolving deltas: 100% (258/258), done.\n",
            "\u001b[0m\u001b[01;34massets\u001b[0m/      \u001b[01;32mfavicon.ico\u001b[0m*  \u001b[01;32mindex.js\u001b[0m*\n",
            "\u001b[01;32mcoffee.png\u001b[0m*  \u001b[01;32mindex.html\u001b[0m*   \u001b[01;32mindex.js.LICENSE.txt\u001b[0m*\n"
          ]
        }
      ],
      "source": [
        "# (3) リポジトリのクローン\n",
        "!git clone https://github.com/w-okada/voice-changer.git\n",
        "%ls voice-changer/frontend/dist"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 11,
      "metadata": {
        "id": "8-z9j4e_j-Wb"
      },
      "outputs": [],
      "source": [
        "# (4-1) 設定ファイルの配置\n",
        "!cp voice-changer/template/setting_colab.json voice-changer/frontend/dist/assets/setting.json\n"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 26,
      "metadata": {
        "id": "-iPiSzvAepCl"
      },
      "outputs": [],
      "source": [
        "# (6-1) サーバの起動\n",
        "PORT=8092\n",
        "get_ipython().system_raw(f'python3 SoftVcServerFastAPI.py {PORT} >foo 2>&1 &')"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 37,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "IiWSwDjQidc7",
        "outputId": "46ac3638-9525-4b7c-9139-bd43ffad87b5"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Using cache found in /root/.cache/torch/hub/bshall_hubert_main\n",
            "Using cache found in /root/.cache/torch/hub/bshall_acoustic-model_main\n",
            "Using cache found in /root/.cache/torch/hub/bshall_hifigan_main\n",
            "INFO:     Will watch for changes in these directories: ['/content']\n",
            "INFO:     Uvicorn running on http://0.0.0.0:8092 (Press CTRL+C to quit)\n",
            "INFO:     Started reloader process [301] using StatReload\n",
            "Removing weight norm...\n",
            "Using cache found in /root/.cache/torch/hub/bshall_hubert_main\n",
            "Using cache found in /root/.cache/torch/hub/bshall_acoustic-model_main\n",
            "Using cache found in /root/.cache/torch/hub/bshall_hifigan_main\n",
            "Using cache found in /root/.cache/torch/hub/bshall_hubert_main\n",
            "Using cache found in /root/.cache/torch/hub/bshall_acoustic-model_main\n",
            "Using cache found in /root/.cache/torch/hub/bshall_hifigan_main\n",
            "INFO:     Started server process [311]\n",
            "INFO:     Waiting for application startup.\n",
            "INFO:     Application startup complete.\n",
            "Removing weight norm...\n",
            "Removing weight norm...\n",
            "INFO:     127.0.0.1:38374 - \"GET / HTTP/1.1\" 404 Not Found\n",
            "INFO:     127.0.0.1:38118 - \"GET / HTTP/1.1\" 200 OK\n",
            "INFO:     127.0.0.1:38120 - \"GET /index.js HTTP/1.1\" 200 OK\n",
            "INFO:     127.0.0.1:38086 - \"GET /assets/setting.json HTTP/1.1\" 200 OK\n",
            "INFO:     127.0.0.1:38094 - \"GET /coffee.png HTTP/1.1\" 200 OK\n",
            "INFO:     127.0.0.1:45478 - \"GET /assets/icons/flect.png HTTP/1.1\" 200 OK\n",
            "INFO:     127.0.0.1:45492 - \"GET /assets/vrm/zundamon/zundamon.vrm HTTP/1.1\" 200 OK\n",
            "INFO:     127.0.0.1:45502 - \"GET /assets/tflite-simd.wasm1f6a0e789251efcdaa4d HTTP/1.1\" 200 OK\n",
            "INFO:     127.0.0.1:45504 - \"GET /assets/palm_detection_lite.binba92fbef448d5b4334bc HTTP/1.1\" 200 OK\n",
            "INFO:     127.0.0.1:45518 - \"GET /assets/hand_landmark_lite.bin037c09b22c066e04d3ff HTTP/1.1\" 200 OK\n",
            "INFO:     127.0.0.1:45532 - \"GET /assets/pose_detection.bin5f6876fde03ed33ebc9a HTTP/1.1\" 200 OK\n",
            "INFO:     127.0.0.1:45534 - \"GET /assets/images/bg_natural_sougen.jpg HTTP/1.1\" 200 OK\n",
            "INFO:     127.0.0.1:45536 - \"GET /assets/face_detection_short_range.binc083ebee6df759da467d HTTP/1.1\" 200 OK\n",
            "INFO:     127.0.0.1:45540 - \"GET /assets/pose_landmark_lite.bin80f1d546bddf782578f3 HTTP/1.1\" 200 OK\n",
            "INFO:     127.0.0.1:45546 - \"GET /assets/model_float16_quant.bin33ee0cfa3b13c82ace2a HTTP/1.1\" 200 OK\n",
            "INFO:     127.0.0.1:45552 - \"GET / HTTP/1.1\" 200 OK\n",
            "INFO:     127.0.0.1:54030 - \"POST /test HTTP/1.1\" 405 Method Not Allowed\n",
            "WARNING:  StatReload detected changes in 'SoftVcServerFastAPI.py'. Reloading...\n",
            "INFO:     Shutting down\n",
            "INFO:     Waiting for application shutdown.\n",
            "INFO:     Application shutdown complete.\n",
            "INFO:     Finished server process [311]\n",
            "Using cache found in /root/.cache/torch/hub/bshall_hubert_main\n",
            "Using cache found in /root/.cache/torch/hub/bshall_acoustic-model_main\n",
            "Using cache found in /root/.cache/torch/hub/bshall_hifigan_main\n",
            "Using cache found in /root/.cache/torch/hub/bshall_hubert_main\n",
            "Using cache found in /root/.cache/torch/hub/bshall_acoustic-model_main\n",
            "Using cache found in /root/.cache/torch/hub/bshall_hifigan_main\n",
            "INFO:     Started server process [345]\n",
            "INFO:     Waiting for application startup.\n",
            "INFO:     Application startup complete.\n",
            "WARNING:  StatReload detected changes in 'SoftVcServerFastAPI.py'. Reloading...\n",
            "INFO:     Shutting down\n",
            "INFO:     Waiting for application shutdown.\n",
            "INFO:     Application shutdown complete.\n",
            "INFO:     Finished server process [345]\n",
            "Removing weight norm...\n",
            "Removing weight norm...\n",
            "Using cache found in /root/.cache/torch/hub/bshall_hubert_main\n",
            "Using cache found in /root/.cache/torch/hub/bshall_acoustic-model_main\n",
            "Using cache found in /root/.cache/torch/hub/bshall_hifigan_main\n",
            "Using cache found in /root/.cache/torch/hub/bshall_hubert_main\n",
            "Using cache found in /root/.cache/torch/hub/bshall_acoustic-model_main\n",
            "Using cache found in /root/.cache/torch/hub/bshall_hifigan_main\n",
            "INFO:     Started server process [356]\n",
            "INFO:     Waiting for application startup.\n",
            "INFO:     Application startup complete.\n",
            "Removing weight norm...\n",
            "Removing weight norm...\n",
            "INFO:     127.0.0.1:56660 - \"POST /test HTTP/1.1\" 405 Method Not Allowed\n",
            "WARNING:  StatReload detected changes in 'SoftVcServerFastAPI.py'. Reloading...\n",
            "INFO:     Shutting down\n",
            "INFO:     Waiting for application shutdown.\n",
            "INFO:     Application shutdown complete.\n",
            "INFO:     Finished server process [356]\n",
            "Using cache found in /root/.cache/torch/hub/bshall_hubert_main\n",
            "Using cache found in /root/.cache/torch/hub/bshall_acoustic-model_main\n",
            "Using cache found in /root/.cache/torch/hub/bshall_hifigan_main\n",
            "Using cache found in /root/.cache/torch/hub/bshall_hubert_main\n",
            "Using cache found in /root/.cache/torch/hub/bshall_acoustic-model_main\n",
            "Using cache found in /root/.cache/torch/hub/bshall_hifigan_main\n",
            "INFO:     Started server process [366]\n",
            "INFO:     Waiting for application startup.\n",
            "INFO:     Application startup complete.\n",
            "WARNING:  StatReload detected changes in 'SoftVcServerFastAPI.py'. Reloading...\n",
            "INFO:     Shutting down\n",
            "INFO:     Waiting for application shutdown.\n",
            "INFO:     Application shutdown complete.\n",
            "INFO:     Finished server process [366]\n",
            "Removing weight norm...\n",
            "Removing weight norm...\n",
            "Using cache found in /root/.cache/torch/hub/bshall_hubert_main\n",
            "Using cache found in /root/.cache/torch/hub/bshall_acoustic-model_main\n",
            "Using cache found in /root/.cache/torch/hub/bshall_hifigan_main\n",
            "WARNING:  StatReload detected changes in 'SoftVcServerFastAPI.py'. Reloading...\n",
            "WARNING:  StatReload detected changes in 'SoftVcServerFastAPI.py'. Reloading...\n",
            "WARNING:  StatReload detected changes in 'SoftVcServerFastAPI.py'. Reloading...\n",
            "WARNING:  StatReload detected changes in 'SoftVcServerFastAPI.py'. Reloading...\n",
            "WARNING:  StatReload detected changes in 'SoftVcServerFastAPI.py'. Reloading...\n",
            "Using cache found in /root/.cache/torch/hub/bshall_hubert_main\n",
            "Using cache found in /root/.cache/torch/hub/bshall_acoustic-model_main\n",
            "Using cache found in /root/.cache/torch/hub/bshall_hifigan_main\n",
            "Using cache found in /root/.cache/torch/hub/bshall_hubert_main\n",
            "Using cache found in /root/.cache/torch/hub/bshall_acoustic-model_main\n",
            "Using cache found in /root/.cache/torch/hub/bshall_hifigan_main\n",
            "INFO:     Started server process [402]\n",
            "INFO:     Waiting for application startup.\n",
            "INFO:     Application startup complete.\n",
            "Removing weight norm...\n",
            "Removing weight norm...\n",
            "INFO:     127.0.0.1:32880 - \"POST /front/test HTTP/1.1\" 404 Not Found\n",
            "INFO:     127.0.0.1:49254 - \"POST /front/test HTTP/1.1\" 404 Not Found\n",
            "/usr/local/lib/python3.7/dist-packages/torchaudio/functional/functional.py:540: UserWarning: At least one mel filterbank has all zero values. The value for `n_mels` (128) may be set too high. Or, the value for `n_freqs` (201) may be set too low.\n",
            "  \"At least one mel filterbank has all zero values. \"\n",
            "INFO:     prepro:0.15424752235412598, softvc:3.7410171031951904, postpro:0.060701847076416016 \n",
            "INFO:     prepros:0.00015926361083984375, 0.0014684200286865234, 0.0002689361572265625, 0.004341840744018555, 0.14786338806152344, 0.0001456737518310547,  \n",
            "INFO:     prexxxxxxxxxxxxxxx:1.6689300537109375e-06, prepros:4.76837158203125e-07, prepros:4.76837158203125e-07,  \n",
            "POST REQUEST PROCESSING....\n",
            "INFO:     127.0.0.1:59618 - \"POST /test HTTP/1.1\" 200 OK\n",
            "INFO:     prepro:0.005713939666748047, softvc:0.1370687484741211, postpro:0.006365537643432617 \n",
            "INFO:     prepros:0.00034618377685546875, 0.002839803695678711, 0.00032806396484375, 0.0006778240203857422, 0.0013592243194580078, 0.0001628398895263672,  \n",
            "INFO:     prexxxxxxxxxxxxxxx:1.6689300537109375e-06, prepros:4.76837158203125e-07, prepros:2.384185791015625e-07,  \n",
            "POST REQUEST PROCESSING....\n",
            "INFO:     127.0.0.1:59782 - \"POST /test HTTP/1.1\" 200 OK\n",
            "INFO:     prepro:0.006774425506591797, softvc:0.18008971214294434, postpro:0.008988618850708008 \n",
            "INFO:     prepros:0.0004303455352783203, 0.003702878952026367, 0.0003914833068847656, 0.00066375732421875, 0.0013895034790039062, 0.0001964569091796875,  \n",
            "INFO:     prexxxxxxxxxxxxxxx:1.6689300537109375e-06, prepros:4.76837158203125e-07, prepros:4.76837158203125e-07,  \n",
            "POST REQUEST PROCESSING....\n",
            "INFO:     127.0.0.1:59790 - \"POST /test HTTP/1.1\" 200 OK\n",
            "WARNING:  StatReload detected changes in 'SoftVcServerFastAPI.py'. Reloading...\n",
            "INFO:     Shutting down\n",
            "INFO:     Waiting for application shutdown.\n",
            "INFO:     Application shutdown complete.\n",
            "INFO:     Finished server process [402]\n",
            "WARNING:  StatReload detected changes in 'SoftVcServerFastAPI.py'. Reloading...\n",
            "WARNING:  StatReload detected changes in 'SoftVcServerFastAPI.py'. Reloading...\n",
            "WARNING:  StatReload detected changes in 'SoftVcServerFastAPI.py'. Reloading...\n"
          ]
        }
      ],
      "source": [
        "# (6-2) サーバの起動確認 (Ctrl+Retで実行)\n",
        "!cat foo"
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "from google.colab.output import eval_js\n",
        "proxy = eval_js( \"google.colab.kernel.proxyPort(\" + str(PORT) + \")\" )\n",
        "print(f\"{proxy}front/\")"
      ],
      "metadata": {
        "id": "H8EpnHqDjknR",
        "outputId": "f637993b-75a7-44a5-804b-cb75f9765ba5",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 34
        }
      },
      "execution_count": 42,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "https://llhntm6iyu-496ff2e9c6d22116-8092-colab.googleusercontent.com/front/\n"
          ]
        }
      ]
    },
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