server/Youtube_transcript_summarizer.ipynb

{
  "nbformat": 4,
  "nbformat_minor": 0,
  "metadata": {
    "colab": {
      "name": "Youtube_transcript_summarizer.ipynb",
      "provenance": [],
      "collapsed_sections": []
    },
    "kernelspec": {
      "name": "python3",
      "display_name": "Python 3"
    },
    "language_info": {
      "name": "python"
    }
  },
  "cells": [
    {
      "cell_type": "code",
      "metadata": {
        "id": "OQ9rnxyhd1rv"
      },
      "source": [
        "from pyngrok import ngrok\n",
        "ngrok.kill()"
      ],
      "execution_count": 11,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "rzJkD4kinDln",
        "outputId": "d6915ef7-6c5b-4fc9-cba9-2d2347eb12cb"
      },
      "source": [
        "! ngrok authtoken YOUR_AUTH_TOKEN"
      ],
      "execution_count": 7,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Authtoken saved to configuration file: /root/.ngrok2/ngrok.yml\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "etuFAR23wV4_",
        "outputId": "f8bff7ac-dd9e-4d4d-e9bb-3916decbadb2"
      },
      "source": [
        "ngrok.connect(5000)"
      ],
      "execution_count": 10,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<NgrokTunnel: \"http://508780ad039d.ngrok.io\" -> \"http://localhost:5000\">"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 10
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "W62JYEZbQL3N",
        "outputId": "bab2e2eb-32f4-4c49-855b-7eadac0cae51"
      },
      "source": [
        "!apt-get install portaudio19-dev python3-pyaudio"
      ],
      "execution_count": 4,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Requirement already satisfied: pyaudio in /usr/lib/python3/dist-packages (0.2.11)\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        },
        "id": "XaACeBQ0C66O",
        "outputId": "63cc4a30-dc46-48e3-af3b-2cdd28e7c934"
      },
      "source": [
        "!pip install -r requirements.txt"
      ],
      "execution_count": 5,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Requirement already satisfied: absl-py==0.12.0 in /usr/local/lib/python3.7/dist-packages (from -r requirements.txt (line 1)) (0.12.0)\n",
            "Collecting bert-extractive-summarizer==0.7.1\n",
            "  Downloading https://files.pythonhosted.org/packages/1a/07/fdb05f9e18b6f641499ef56737126fbd2fafe1cdc1a04ba069d5aa205901/bert_extractive_summarizer-0.7.1-py3-none-any.whl\n",
            "Collecting blis==0.7.4\n",
            "\u001b[?25l  Downloading https://files.pythonhosted.org/packages/0e/c1/f364687078298233696eff17305f9a54c4a27d9da03c07c0062909d550f1/blis-0.7.4-cp37-cp37m-manylinux2014_x86_64.whl (9.8MB)\n",
            "\u001b[K     |████████████████████████████████| 9.8MB 4.3MB/s \n",
            "\u001b[?25hCollecting catalogue==2.0.4\n",
            "  Downloading https://files.pythonhosted.org/packages/9c/10/dbc1203a4b1367c7b02fddf08cb2981d9aa3e688d398f587cea0ab9e3bec/catalogue-2.0.4-py3-none-any.whl\n",
            "Requirement already satisfied: certifi==2020.12.5 in /usr/local/lib/python3.7/dist-packages (from -r requirements.txt (line 5)) (2020.12.5)\n",
            "Requirement already satisfied: cffi==1.14.5 in /usr/local/lib/python3.7/dist-packages (from -r requirements.txt (line 6)) (1.14.5)\n",
            "Requirement already satisfied: chardet==3.0.4 in /usr/local/lib/python3.7/dist-packages (from -r requirements.txt (line 7)) (3.0.4)\n",
            "Collecting click==7.1.2\n",
            "\u001b[?25l  Downloading https://files.pythonhosted.org/packages/d2/3d/fa76db83bf75c4f8d338c2fd15c8d33fdd7ad23a9b5e57eb6c5de26b430e/click-7.1.2-py2.py3-none-any.whl (82kB)\n",
            "\u001b[K     |████████████████████████████████| 92kB 10.2MB/s \n",
            "\u001b[?25hCollecting cryptography==3.4.7\n",
            "\u001b[?25l  Downloading https://files.pythonhosted.org/packages/b2/26/7af637e6a7e87258b963f1731c5982fb31cd507f0d90d91836e446955d02/cryptography-3.4.7-cp36-abi3-manylinux2014_x86_64.whl (3.2MB)\n",
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            "Requirement already satisfied: filelock==3.0.12 in /usr/local/lib/python3.7/dist-packages (from -r requirements.txt (line 12)) (3.0.12)\n",
            "Requirement already satisfied: Flask==1.1.2 in /usr/local/lib/python3.7/dist-packages (from -r requirements.txt (line 13)) (1.1.2)\n",
            "Collecting Flask-Cors==3.0.10\n",
            "  Downloading https://files.pythonhosted.org/packages/db/84/901e700de86604b1c4ef4b57110d4e947c218b9997adf5d38fa7da493bce/Flask_Cors-3.0.10-py2.py3-none-any.whl\n",
            "Collecting flask-ngrok==0.0.25\n",
            "  Downloading https://files.pythonhosted.org/packages/af/6c/f54cb686ad1129e27d125d182f90f52b32f284e6c8df58c1bae54fa1adbc/flask_ngrok-0.0.25-py3-none-any.whl\n",
            "Requirement already satisfied: flatbuffers==1.12 in /usr/local/lib/python3.7/dist-packages (from -r requirements.txt (line 16)) (1.12)\n",
            "Collecting flax==0.3.3\n",
            "\u001b[?25l  Downloading https://files.pythonhosted.org/packages/63/1f/63c720200f7a679d9fd408eb2641960d6fa99030c874ecba24091e694f91/flax-0.3.3-py3-none-any.whl (179kB)\n",
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            "\u001b[?25hCollecting folium==0.2.1\n",
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            "Collecting itsdangerous==1.1.0\n",
            "  Downloading https://files.pythonhosted.org/packages/76/ae/44b03b253d6fade317f32c24d100b3b35c2239807046a4c953c7b89fa49e/itsdangerous-1.1.0-py2.py3-none-any.whl\n",
            "Requirement already satisfied: jax==0.2.13 in /usr/local/lib/python3.7/dist-packages (from -r requirements.txt (line 21)) (0.2.13)\n",
            "Collecting jaxlib==0.1.65\n",
            "\u001b[?25l  Downloading https://files.pythonhosted.org/packages/bb/64/927d770b40ddc2e247c8fe8823266565fe9d5cd048cca2aa0771baa6ed29/jaxlib-0.1.65-cp37-none-manylinux2010_x86_64.whl (44.7MB)\n",
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            "Requirement already satisfied: joblib==1.0.1 in /usr/local/lib/python3.7/dist-packages (from -r requirements.txt (line 24)) (1.0.1)\n",
            "Requirement already satisfied: kiwisolver==1.3.1 in /usr/local/lib/python3.7/dist-packages (from -r requirements.txt (line 25)) (1.3.1)\n",
            "Collecting MarkupSafe==1.1.1\n",
            "  Downloading https://files.pythonhosted.org/packages/c2/37/2e4def8ce3739a258998215df907f5815ecd1af71e62147f5eea2d12d4e8/MarkupSafe-1.1.1-cp37-cp37m-manylinux2010_x86_64.whl\n",
            "Collecting matplotlib==3.4.1\n",
            "\u001b[?25l  Downloading https://files.pythonhosted.org/packages/ce/63/74c0b6184b6b169b121bb72458818ee60a7d7c436d7b1907bd5874188c55/matplotlib-3.4.1-cp37-cp37m-manylinux1_x86_64.whl (10.3MB)\n",
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            "Collecting numpy==1.19.2\n",
            "\u001b[?25l  Downloading https://files.pythonhosted.org/packages/9b/04/c3846024ddc7514cde17087f62f0502abf85c53e8f69f6312c70db6d144e/numpy-1.19.2-cp37-cp37m-manylinux2010_x86_64.whl (14.5MB)\n",
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            "Collecting pathy==0.5.2\n",
            "\u001b[?25l  Downloading https://files.pythonhosted.org/packages/13/87/5991d87be8ed60beb172b4062dbafef18b32fa559635a8e2b633c2974f85/pathy-0.5.2-py3-none-any.whl (42kB)\n",
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            "\u001b[?25hCollecting Pillow==8.2.0\n",
            "\u001b[?25l  Downloading https://files.pythonhosted.org/packages/33/34/542152297dcc6c47a9dcb0685eac6d652d878ed3cea83bf2b23cb988e857/Pillow-8.2.0-cp37-cp37m-manylinux1_x86_64.whl (3.0MB)\n",
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            "Collecting pydantic==1.7.4\n",
            "\u001b[?25l  Downloading https://files.pythonhosted.org/packages/ca/fa/d43f31874e1f2a9633e4c025be310f2ce7a8350017579e9e837a62630a7e/pydantic-1.7.4-cp37-cp37m-manylinux2014_x86_64.whl (9.1MB)\n",
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            "\u001b[?25l  Downloading https://files.pythonhosted.org/packages/b2/5e/06351ede29fd4899782ad335c2e02f1f862a887c20a3541f17c3fa1a3525/pyOpenSSL-20.0.1-py2.py3-none-any.whl (54kB)\n",
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            "Collecting regex==2021.4.4\n",
            "\u001b[?25l  Downloading https://files.pythonhosted.org/packages/c4/28/5f08d8841013ccf72cd95dfff2500fe7fb39467af12c5e7b802d8381d811/regex-2021.4.4-cp37-cp37m-manylinux2014_x86_64.whl (720kB)\n",
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            "Collecting sacremoses==0.0.45\n",
            "\u001b[?25l  Downloading https://files.pythonhosted.org/packages/75/ee/67241dc87f266093c533a2d4d3d69438e57d7a90abb216fa076e7d475d4a/sacremoses-0.0.45-py3-none-any.whl (895kB)\n",
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            "\u001b[?25hCollecting scikit-learn==0.24.2\n",
            "\u001b[?25l  Downloading https://files.pythonhosted.org/packages/a8/eb/a48f25c967526b66d5f1fa7a984594f0bf0a5afafa94a8c4dbc317744620/scikit_learn-0.24.2-cp37-cp37m-manylinux2010_x86_64.whl (22.3MB)\n",
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            "\u001b[?25hCollecting scipy==1.6.3\n",
            "\u001b[?25l  Downloading https://files.pythonhosted.org/packages/7d/e8/43ffca541d2f208d516296950b25fe1084b35c2881f4d444c1346ca75815/scipy-1.6.3-cp37-cp37m-manylinux1_x86_64.whl (27.4MB)\n",
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            "\u001b[?25hCollecting sentencepiece==0.1.95\n",
            "\u001b[?25l  Downloading https://files.pythonhosted.org/packages/f5/99/e0808cb947ba10f575839c43e8fafc9cc44e4a7a2c8f79c60db48220a577/sentencepiece-0.1.95-cp37-cp37m-manylinux2014_x86_64.whl (1.2MB)\n",
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            "Collecting smart-open==3.0.0\n",
            "\u001b[?25l  Downloading https://files.pythonhosted.org/packages/11/9a/ba2d5f67f25e8d5bbf2fcec7a99b1e38428e83cb715f64dd179ca43a11bb/smart_open-3.0.0.tar.gz (113kB)\n",
            "\u001b[K     |████████████████████████████████| 122kB 44.8MB/s \n",
            "\u001b[?25hCollecting spacy==3.0.6\n",
            "\u001b[?25l  Downloading https://files.pythonhosted.org/packages/1b/d8/0361bbaf7a1ff56b44dca04dace54c82d63dad7475b7d25ea1baefafafb2/spacy-3.0.6-cp37-cp37m-manylinux2014_x86_64.whl (12.8MB)\n",
            "\u001b[K     |████████████████████████████████| 12.8MB 142kB/s \n",
            "\u001b[?25hCollecting spacy-legacy==3.0.5\n",
            "  Downloading https://files.pythonhosted.org/packages/8d/67/d4002a18e26bf29b17ab563ddb55232b445ab6a02f97bf17d1345ff34d3f/spacy_legacy-3.0.5-py2.py3-none-any.whl\n",
            "Collecting srsly==2.4.1\n",
            "\u001b[?25l  Downloading https://files.pythonhosted.org/packages/c3/84/dfdfc9f6f04f6b88207d96d9520b911e5fec0c67ff47a0dea31ab5429a1e/srsly-2.4.1-cp37-cp37m-manylinux2014_x86_64.whl (456kB)\n",
            "\u001b[K     |████████████████████████████████| 460kB 44.0MB/s \n",
            "\u001b[?25hCollecting thinc==8.0.3\n",
            "\u001b[?25l  Downloading https://files.pythonhosted.org/packages/61/87/decceba68a0c6ca356ddcb6aea8b2500e71d9bc187f148aae19b747b7d3c/thinc-8.0.3-cp37-cp37m-manylinux2014_x86_64.whl (1.1MB)\n",
            "\u001b[K     |████████████████████████████████| 1.1MB 29.7MB/s \n",
            "\u001b[?25hCollecting threadpoolctl==2.1.0\n",
            "  Downloading https://files.pythonhosted.org/packages/f7/12/ec3f2e203afa394a149911729357aa48affc59c20e2c1c8297a60f33f133/threadpoolctl-2.1.0-py3-none-any.whl\n",
            "Collecting tokenizers==0.10.2\n",
            "\u001b[?25l  Downloading https://files.pythonhosted.org/packages/ae/04/5b870f26a858552025a62f1649c20d29d2672c02ff3c3fb4c688ca46467a/tokenizers-0.10.2-cp37-cp37m-manylinux2010_x86_64.whl (3.3MB)\n",
            "\u001b[K     |████████████████████████████████| 3.3MB 22.9MB/s \n",
            "\u001b[?25hCollecting tqdm==4.60.0\n",
            "\u001b[?25l  Downloading https://files.pythonhosted.org/packages/72/8a/34efae5cf9924328a8f34eeb2fdaae14c011462d9f0e3fcded48e1266d1c/tqdm-4.60.0-py2.py3-none-any.whl (75kB)\n",
            "\u001b[K     |████████████████████████████████| 81kB 9.7MB/s \n",
            "\u001b[?25hCollecting transformers==4.5.1\n",
            "\u001b[?25l  Downloading https://files.pythonhosted.org/packages/d8/b2/57495b5309f09fa501866e225c84532d1fd89536ea62406b2181933fb418/transformers-4.5.1-py3-none-any.whl (2.1MB)\n",
            "\u001b[K     |████████████████████████████████| 2.1MB 25.6MB/s \n",
            "\u001b[?25hCollecting typer==0.3.2\n",
            "  Downloading https://files.pythonhosted.org/packages/90/34/d138832f6945432c638f32137e6c79a3b682f06a63c488dcfaca6b166c64/typer-0.3.2-py3-none-any.whl\n",
            "Collecting urllib3==1.25.9\n",
            "\u001b[?25l  Downloading https://files.pythonhosted.org/packages/e1/e5/df302e8017440f111c11cc41a6b432838672f5a70aa29227bf58149dc72f/urllib3-1.25.9-py2.py3-none-any.whl (126kB)\n",
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            "\u001b[?25hRequirement already satisfied: wasabi==0.8.2 in /usr/local/lib/python3.7/dist-packages (from -r requirements.txt (line 59)) (0.8.2)\n",
            "Collecting Werkzeug==1.0.1\n",
            "\u001b[?25l  Downloading https://files.pythonhosted.org/packages/cc/94/5f7079a0e00bd6863ef8f1da638721e9da21e5bacee597595b318f71d62e/Werkzeug-1.0.1-py2.py3-none-any.whl (298kB)\n",
            "\u001b[K     |████████████████████████████████| 307kB 55.0MB/s \n",
            "\u001b[?25hCollecting youtube-transcript-api==0.4.1\n",
            "  Downloading https://files.pythonhosted.org/packages/c9/24/581920922d80f6d6d2feb30787aa4d9e298db83cb081c1de1a63cc7cf121/youtube_transcript_api-0.4.1-py3-none-any.whl\n",
            "Collecting pyngrok\n",
            "\u001b[?25l  Downloading https://files.pythonhosted.org/packages/6b/4e/a2fe095bbe17cf26424c4abcd22a0490e22d01cc628f25af5e220ddbf6f0/pyngrok-5.0.5.tar.gz (745kB)\n",
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            "\u001b[?25hCollecting ffmpeg-python\n",
            "  Downloading https://files.pythonhosted.org/packages/d7/0c/56be52741f75bad4dc6555991fabd2e07b432d333da82c11ad701123888a/ffmpeg_python-0.2.0-py3-none-any.whl\n",
            "Collecting SpeechRecognition\n",
            "\u001b[?25l  Downloading https://files.pythonhosted.org/packages/26/e1/7f5678cd94ec1234269d23756dbdaa4c8cfaed973412f88ae8adf7893a50/SpeechRecognition-3.8.1-py2.py3-none-any.whl (32.8MB)\n",
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            "\u001b[?25hCollecting pydub\n",
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            "\u001b[?25hRequirement already satisfied: typing-extensions>=3.6.4; python_version < \"3.8\" in /usr/local/lib/python3.7/dist-packages (from catalogue==2.0.4->-r requirements.txt (line 4)) (3.7.4.3)\n",
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            "Requirement already satisfied: setuptools in /usr/local/lib/python3.7/dist-packages (from spacy==3.0.6->-r requirements.txt (line 49)) (56.1.0)\n",
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            "  Found existing installation: numpy 1.19.5\n",
            "    Uninstalling numpy-1.19.5:\n",
            "      Successfully uninstalled numpy-1.19.5\n",
            "  Found existing installation: blis 0.4.1\n",
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            "  Found existing installation: thinc 7.4.0\n",
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            "  Found existing installation: Pillow 7.1.2\n",
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            "  Found existing installation: matplotlib 3.2.2\n",
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            "  Found existing installation: folium 0.8.3\n",
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            "  Found existing installation: jaxlib 0.1.66+cuda110\n",
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            "  Found existing installation: urllib3 1.24.3\n",
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            "  Found existing installation: Werkzeug 2.0.0\n",
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            "Successfully installed Flask-Cors-3.0.10 MarkupSafe-1.1.1 Pillow-8.2.0 SpeechRecognition-3.8.1 Werkzeug-1.0.1 bert-extractive-summarizer-0.7.1 blis-0.7.4 breadability-0.1.20 catalogue-2.0.4 click-7.1.2 cryptography-3.4.7 ffmpeg-python-0.2.0 flask-ngrok-0.0.25 flax-0.3.3 folium-0.2.1 itsdangerous-1.1.0 jaxlib-0.1.65 matplotlib-3.4.1 numpy-1.19.2 pathy-0.5.2 pyOpenSSL-20.0.1 pycountry-20.7.3 pydantic-1.7.4 pydub-0.25.1 pyngrok-5.0.5 regex-2021.4.4 sacremoses-0.0.45 scikit-learn-0.24.2 scipy-1.6.3 sentencepiece-0.1.95 smart-open-3.0.0 spacy-3.0.6 spacy-legacy-3.0.5 srsly-2.4.1 sumy-0.8.1 thinc-8.0.3 threadpoolctl-2.1.0 tokenizers-0.10.2 tqdm-4.60.0 transformers-4.5.1 typer-0.3.2 urllib3-1.25.9 youtube-dl-2021.4.26 youtube-transcript-api-0.4.1\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "application/vnd.colab-display-data+json": {
              "pip_warning": {
                "packages": [
                  "PIL",
                  "matplotlib",
                  "mpl_toolkits",
                  "numpy"
                ]
              }
            }
          },
          "metadata": {
            "tags": []
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "zO1-AY0rC1xB",
        "outputId": "c2fc30ed-d50c-463f-d864-aa91db1cb5f9"
      },
      "source": [
        "from __future__ import absolute_import\n",
        "from __future__ import division, print_function, unicode_literals\n",
        "from flask import Flask\n",
        "import datetime\n",
        "from flask import request # used to parse payload\n",
        "from youtube_transcript_api import YouTubeTranscriptApi\n",
        "from youtube_transcript_api.formatters import TextFormatter\n",
        "from flask import render_template\n",
        "from flask import abort\n",
        "from flask_cors import CORS\n",
        "import os\n",
        "\n",
        "# define a variable to hold you app\n",
        "app = Flask(__name__)\n",
        "CORS(app)\n",
        "\n",
        "@app.route('/')\n",
        "def hello():\n",
        "    return render_template('index.html')\n",
        "\n",
        "@app.route('/time', methods=['GET'])\n",
        "def get_time():\n",
        "    return str(datetime.datetime.now())\n",
        "\n",
        "@app.route('/api/summarize', methods=['GET'])\n",
        "def GetUrl():\n",
        "    \"\"\"\n",
        "    Called as /api/summarize?youtube_url='url'\n",
        "    \"\"\"\n",
        "    # if user sends payload to variable name, get it. Else empty string\n",
        "    video_url = request.args.get('youtube_url', '') \n",
        "    # if(len(video_url) == 0) or (not '=' in video_url):\n",
        "    #   print(\"f\")\n",
        "    #   abort(404)\n",
        "    \n",
        "    response = GetTranscript(video_url)\n",
        "    return response\n",
        "\n",
        "def SumySummarize(text):\n",
        "\n",
        "    from sumy.parsers.html import HtmlParser\n",
        "    from sumy.parsers.plaintext import PlaintextParser\n",
        "    from sumy.nlp.tokenizers import Tokenizer\n",
        "    from sumy.summarizers.lsa import LsaSummarizer as Summarizer\n",
        "    from sumy.nlp.stemmers import Stemmer\n",
        "    from sumy.utils import get_stop_words\n",
        "\n",
        "    LANGUAGE = \"english\"\n",
        "    SENTENCES_COUNT = 10\n",
        "    import nltk;  \n",
        "    nltk.download('punkt')\n",
        "\n",
        "    # url = \"https://en.wikipedia.org/wiki/Automatic_summarization\"\n",
        "    # parser = HtmlParser.from_url(url, Tokenizer(LANGUAGE))\n",
        "    # or for plain text files\n",
        "    # parser = PlaintextParser.from_file(\"document.txt\", Tokenizer(LANGUAGE))\n",
        "    parser = PlaintextParser.from_string(text, Tokenizer(LANGUAGE))\n",
        "    stemmer = Stemmer(LANGUAGE)\n",
        "\n",
        "    summarizer = Summarizer(stemmer)\n",
        "    summarizer.stop_words = get_stop_words(LANGUAGE)\n",
        "    s = \"\"\n",
        "    for sentence in summarizer(parser.document, SENTENCES_COUNT):\n",
        "      s += (str)(sentence)\n",
        "      s += \"\\n\"\n",
        "    print('The summary is: ', s)\n",
        "    return s\n",
        "\n",
        "def GetTextFromAudio():\n",
        "    import speech_recognition as sr\n",
        "    from pydub import AudioSegment\n",
        "    \n",
        "    f = \"\"\n",
        "\n",
        "    # convert mp3 file to wav           \n",
        "    for file in os.listdir(os.getcwd()):\n",
        "      if file.endswith(\".mp3\"):\n",
        "          f = os.path.join(os.getcwd(), file)\n",
        "          print(os.path.join(os.getcwd(), file))      \n",
        "                                          \n",
        "    if(len(f) == 0):\n",
        "      return f\n",
        "    print('The file is: ', f)\n",
        "    sound = AudioSegment.from_mp3(f)\n",
        "\n",
        "    os.remove(f)\n",
        "    \n",
        "    sound.export(\"transcript.wav\", format=\"wav\")\n",
        "    \n",
        "    # use the audio file as the audio source                                        \n",
        "    AUDIO_FILE = \"transcript.wav\"\n",
        "\n",
        "    r = sr.Recognizer()\n",
        "    with sr.AudioFile(AUDIO_FILE) as source:\n",
        "      audio = r.record(source)  # read the entire audio file    \n",
        "      print(audio)              \n",
        "      return (r.recognize_google(audio))\n",
        "\n",
        "def GetAudio(video_url):\n",
        "    from youtube_dl import YoutubeDL\n",
        "    ydl_opts = {\n",
        "        'format': 'bestaudio/best',\n",
        "        'postprocessors': [{\n",
        "            'key': 'FFmpegExtractAudio',\n",
        "            'preferredcodec': 'mp3'\n",
        "        }],\n",
        "    }\n",
        "    with YoutubeDL(ydl_opts) as ydl:\n",
        "       ydl.download([video_url])\n",
        "      \n",
        "\n",
        "# video id are the last characters in the link of youtube video\n",
        "def GetTranscript(video_url): \n",
        "    text = \"\"\n",
        "    try:\n",
        "      video_id = video_url.split('=')[1]\n",
        "      transcript = YouTubeTranscriptApi.get_transcript(video_id)\n",
        "      formatter = TextFormatter()\n",
        "      text = formatter.format_transcript(transcript)\n",
        "      return SumySummarize(text)\n",
        "    except:\n",
        "      GetAudio(video_url)\n",
        "      text = GetTextFromAudio()\n",
        "      print('The text is: ', text)\n",
        "      return SumySummarize(text)\n",
        "\n",
        "# server the app when this file is run\n",
        "if __name__ == '__main__': \n",
        "  app.run()"
      ],
      "execution_count": 9,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            " * Serving Flask app \"__main__\" (lazy loading)\n",
            " * Environment: production\n",
            "\u001b[31m   WARNING: This is a development server. Do not use it in a production deployment.\u001b[0m\n",
            "\u001b[2m   Use a production WSGI server instead.\u001b[0m\n",
            " * Debug mode: off\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            " * Running on http://127.0.0.1:5000/ (Press CTRL+C to quit)\n",
            "127.0.0.1 - - [15/May/2021 04:03:43] \"\u001b[37mGET / HTTP/1.1\u001b[0m\" 200 -\n",
            "127.0.0.1 - - [15/May/2021 04:03:44] \"\u001b[33mGET /favicon.ico HTTP/1.1\u001b[0m\" 404 -\n",
            "127.0.0.1 - - [15/May/2021 04:03:46] \"\u001b[37mGET / HTTP/1.1\u001b[0m\" 200 -\n"
          ],
          "name": "stderr"
        },
        {
          "output_type": "stream",
          "text": [
            "[nltk_data] Downloading package punkt to /root/nltk_data...\n",
            "[nltk_data]   Unzipping tokenizers/punkt.zip.\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "127.0.0.1 - - [15/May/2021 04:03:51] \"\u001b[37mGET /api/summarize?youtube_url=https://www.youtube.com/watch?v=sXdfRYyzbmU HTTP/1.1\u001b[0m\" 200 -\n"
          ],
          "name": "stderr"
        },
        {
          "output_type": "stream",
          "text": [
            "The summary is:  but people are not objects on an assembly line that's a ridiculous notion [Music] what would you do if you had a free reign over education generally you want education to be like as close to a video game as possible like a good video game like you do not need to tell your kid to play video games they will play video games on autopilot all day so if you can make it interactive and engaging then then you can make education far more compelling and far easier to do so you really want to um disconnect the whole grade level three thing from the subjects allow people to progress at the fastest pace that they can or are interested in in each subject it seems like a really obvious thing um i mean i think like most teaching today is is a lot like vordeville where um and it's and as a result just not that compelling it's like somebody's standing up there and lecturing to you and they've done the same lecture several years in a row they're not necessarily all that engaged or or in doing it do you agree with peter thiel about the unnecessariness of university higher education a university education is often unnecessary that's not to say it's unnecessary for all people but i think you probably learn about as much or the vast majority what you're going to learn there in the first two years and most of it is from your classmates now for a lot of companies they they do want to see the completion of the degree because they're looking for someone who's going to persevere and see it through to the end and that's actually what what's important to them so it really depends on what somebody's goal is if the goal is to start a company i would say no point in finishing college so i think that's how it should be and it shouldn't be that you've got like these grades where people move in lockstep um and so everyone goes through you know goes like normally you will go through english math uh science and so forth from like fifth grade to sixth grade to seventh grade like it's an assembly line but but people are not objects on an assembly line that's a ridiculous notion [Music]\n",
            "\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "127.0.0.1 - - [15/May/2021 04:05:17] \"\u001b[37mGET /api/summarize?youtube_url=https://www.youtube.com/watch?v=sXdfRYyzbmU HTTP/1.1\u001b[0m\" 200 -\n"
          ],
          "name": "stderr"
        },
        {
          "output_type": "stream",
          "text": [
            "[nltk_data] Downloading package punkt to /root/nltk_data...\n",
            "[nltk_data]   Package punkt is already up-to-date!\n",
            "The summary is:  but people are not objects on an assembly line that's a ridiculous notion [Music] what would you do if you had a free reign over education generally you want education to be like as close to a video game as possible like a good video game like you do not need to tell your kid to play video games they will play video games on autopilot all day so if you can make it interactive and engaging then then you can make education far more compelling and far easier to do so you really want to um disconnect the whole grade level three thing from the subjects allow people to progress at the fastest pace that they can or are interested in in each subject it seems like a really obvious thing um i mean i think like most teaching today is is a lot like vordeville where um and it's and as a result just not that compelling it's like somebody's standing up there and lecturing to you and they've done the same lecture several years in a row they're not necessarily all that engaged or or in doing it do you agree with peter thiel about the unnecessariness of university higher education a university education is often unnecessary that's not to say it's unnecessary for all people but i think you probably learn about as much or the vast majority what you're going to learn there in the first two years and most of it is from your classmates now for a lot of companies they they do want to see the completion of the degree because they're looking for someone who's going to persevere and see it through to the end and that's actually what what's important to them so it really depends on what somebody's goal is if the goal is to start a company i would say no point in finishing college so i think that's how it should be and it shouldn't be that you've got like these grades where people move in lockstep um and so everyone goes through you know goes like normally you will go through english math uh science and so forth from like fifth grade to sixth grade to seventh grade like it's an assembly line but but people are not objects on an assembly line that's a ridiculous notion [Music]\n",
            "\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "127.0.0.1 - - [15/May/2021 04:05:45] \"\u001b[37mGET /api/summarize?youtube_url=https://www.youtube.com/watch?v=rfpuhFXWwe8 HTTP/1.1\u001b[0m\" 200 -\n"
          ],
          "name": "stderr"
        },
        {
          "output_type": "stream",
          "text": [
            "[nltk_data] Downloading package punkt to /root/nltk_data...\n",
            "[nltk_data]   Package punkt is already up-to-date!\n",
            "The summary is:  fly people to overton back and um i mean i really came here because i just wanted to see bum duck to be totally fine like thank goodness um like my entire adrenaline it was just just dumped you know thank god you know and i'm not very religious but i prayed for this one um so it's once again thanks everyone uh spacex nasa f a ever everyone f4 suit it you know that that played a role in in this and not its key suppliers that that did incredible work thanks thanks again and you know i think this is something that the whole world can take uh some some pleasure in and and can really look at this as an achievement of humanity\n",
            "\n",
            "[youtube] irPJTOBOo3c: Downloading webpage\n",
            "[download] Destination: A Day In The Life Of Elon Musk-irPJTOBOo3c.webm\n",
            "[download] 100% of 9.06MiB in 00:00\n",
            "[ffmpeg] Destination: A Day In The Life Of Elon Musk-irPJTOBOo3c.mp3\n",
            "Deleting original file A Day In The Life Of Elon Musk-irPJTOBOo3c.webm (pass -k to keep)\n",
            "/content/A Day In The Life Of Elon Musk-irPJTOBOo3c.mp3\n",
            "The file is:  /content/A Day In The Life Of Elon Musk-irPJTOBOo3c.mp3\n",
            "<speech_recognition.AudioData object at 0x7fd19e28fcd0>\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "[2021-05-15 04:06:24,637] ERROR in app: Exception on /api/summarize [GET]\n",
            "Traceback (most recent call last):\n",
            "  File \"<ipython-input-9-d3640f8f1dac>\", line 141, in GetTranscript\n",
            "    transcript = YouTubeTranscriptApi.get_transcript(video_id)\n",
            "  File \"/usr/local/lib/python3.7/dist-packages/youtube_transcript_api/_api.py\", line 128, in get_transcript\n",
            "    return cls.list_transcripts(video_id, proxies, cookies).find_transcript(languages).fetch()\n",
            "  File \"/usr/local/lib/python3.7/dist-packages/youtube_transcript_api/_api.py\", line 70, in list_transcripts\n",
            "    return TranscriptListFetcher(http_client).fetch(video_id)\n",
            "  File \"/usr/local/lib/python3.7/dist-packages/youtube_transcript_api/_transcripts.py\", line 36, in fetch\n",
            "    self._extract_captions_json(self._fetch_video_html(video_id), video_id)\n",
            "  File \"/usr/local/lib/python3.7/dist-packages/youtube_transcript_api/_transcripts.py\", line 48, in _extract_captions_json\n",
            "    raise TranscriptsDisabled(video_id)\n",
            "youtube_transcript_api._errors.TranscriptsDisabled: \n",
            "Could not retrieve a transcript for the video https://www.youtube.com/watch?v=irPJTOBOo3c! This is most likely caused by:\n",
            "\n",
            "Subtitles are disabled for this video\n",
            "\n",
            "If you are sure that the described cause is not responsible for this error and that a transcript should be retrievable, please create an issue at https://github.com/jdepoix/youtube-transcript-api/issues. Please add which version of youtube_transcript_api you are using and provide the information needed to replicate the error. Also make sure that there are no open issues which already describe your problem!\n",
            "\n",
            "During handling of the above exception, another exception occurred:\n",
            "\n",
            "Traceback (most recent call last):\n",
            "  File \"/usr/lib/python3.7/urllib/request.py\", line 1350, in do_open\n",
            "    encode_chunked=req.has_header('Transfer-encoding'))\n",
            "  File \"/usr/lib/python3.7/http/client.py\", line 1277, in request\n",
            "    self._send_request(method, url, body, headers, encode_chunked)\n",
            "  File \"/usr/lib/python3.7/http/client.py\", line 1323, in _send_request\n",
            "    self.endheaders(body, encode_chunked=encode_chunked)\n",
            "  File \"/usr/lib/python3.7/http/client.py\", line 1272, in endheaders\n",
            "    self._send_output(message_body, encode_chunked=encode_chunked)\n",
            "  File \"/usr/lib/python3.7/http/client.py\", line 1071, in _send_output\n",
            "    self.send(chunk)\n",
            "  File \"/usr/lib/python3.7/http/client.py\", line 993, in send\n",
            "    self.sock.sendall(data)\n",
            "BrokenPipeError: [Errno 32] Broken pipe\n",
            "\n",
            "During handling of the above exception, another exception occurred:\n",
            "\n",
            "Traceback (most recent call last):\n",
            "  File \"/usr/local/lib/python3.7/dist-packages/speech_recognition/__init__.py\", line 840, in recognize_google\n",
            "    response = urlopen(request, timeout=self.operation_timeout)\n",
            "  File \"/usr/lib/python3.7/urllib/request.py\", line 222, in urlopen\n",
            "    return opener.open(url, data, timeout)\n",
            "  File \"/usr/lib/python3.7/urllib/request.py\", line 525, in open\n",
            "    response = self._open(req, data)\n",
            "  File \"/usr/lib/python3.7/urllib/request.py\", line 543, in _open\n",
            "    '_open', req)\n",
            "  File \"/usr/lib/python3.7/urllib/request.py\", line 503, in _call_chain\n",
            "    result = func(*args)\n",
            "  File \"/usr/lib/python3.7/urllib/request.py\", line 1378, in http_open\n",
            "    return self.do_open(http.client.HTTPConnection, req)\n",
            "  File \"/usr/lib/python3.7/urllib/request.py\", line 1352, in do_open\n",
            "    raise URLError(err)\n",
            "urllib.error.URLError: <urlopen error [Errno 32] Broken pipe>\n",
            "\n",
            "During handling of the above exception, another exception occurred:\n",
            "\n",
            "Traceback (most recent call last):\n",
            "  File \"/usr/local/lib/python3.7/dist-packages/flask/app.py\", line 2447, in wsgi_app\n",
            "    response = self.full_dispatch_request()\n",
            "  File \"/usr/local/lib/python3.7/dist-packages/flask/app.py\", line 1952, in full_dispatch_request\n",
            "    rv = self.handle_user_exception(e)\n",
            "  File \"/usr/local/lib/python3.7/dist-packages/flask_cors/extension.py\", line 165, in wrapped_function\n",
            "    return cors_after_request(app.make_response(f(*args, **kwargs)))\n",
            "  File \"/usr/local/lib/python3.7/dist-packages/flask/app.py\", line 1821, in handle_user_exception\n",
            "    reraise(exc_type, exc_value, tb)\n",
            "  File \"/usr/local/lib/python3.7/dist-packages/flask/_compat.py\", line 39, in reraise\n",
            "    raise value\n",
            "  File \"/usr/local/lib/python3.7/dist-packages/flask/app.py\", line 1950, in full_dispatch_request\n",
            "    rv = self.dispatch_request()\n",
            "  File \"/usr/local/lib/python3.7/dist-packages/flask/app.py\", line 1936, in dispatch_request\n",
            "    return self.view_functions[rule.endpoint](**req.view_args)\n",
            "  File \"<ipython-input-9-d3640f8f1dac>\", line 38, in GetUrl\n",
            "    response = GetTranscript(video_url)\n",
            "  File \"<ipython-input-9-d3640f8f1dac>\", line 147, in GetTranscript\n",
            "    text = GetTextFromAudio()\n",
            "  File \"<ipython-input-9-d3640f8f1dac>\", line 121, in GetTextFromAudio\n",
            "    return (r.recognize_google(audio))\n",
            "  File \"/usr/local/lib/python3.7/dist-packages/speech_recognition/__init__.py\", line 844, in recognize_google\n",
            "    raise RequestError(\"recognition connection failed: {}\".format(e.reason))\n",
            "speech_recognition.RequestError: recognition connection failed: [Errno 32] Broken pipe\n",
            "127.0.0.1 - - [15/May/2021 04:06:24] \"\u001b[35m\u001b[1mGET /api/summarize?youtube_url=https://www.youtube.com/watch?v=irPJTOBOo3c HTTP/1.1\u001b[0m\" 500 -\n"
          ],
          "name": "stderr"
        }
      ]
    }
  ]
}