Rasa_Initial_chatbot.ipynb

{
  "cells": [
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "w_DrnkwFlT-G"
      },
      "source": [
        "**Rasa is Opensource Machine Learning framework used for developing AI based chatbot.**\n"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 1,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        },
        "id": "ffcul5QcvbFr",
        "outputId": "abc262e7-7159-4a7f-cbbb-a4dbbbdce683"
      },
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "Collecting rasa==1.10.3\n",
            "  Downloading rasa-1.10.3-py3-none-any.whl (510 kB)\n",
            "\u001b[K     |████████████████████████████████| 510 kB 9.7 MB/s \n",
            "\u001b[?25hCollecting sanic<20.0.0,>=19.12.2\n",
            "  Downloading sanic-19.12.5-py3-none-any.whl (73 kB)\n",
            "\u001b[K     |████████████████████████████████| 73 kB 1.7 MB/s \n",
            "\u001b[?25hCollecting sklearn-crfsuite<0.4,>=0.3\n",
            "  Downloading sklearn_crfsuite-0.3.6-py2.py3-none-any.whl (12 kB)\n",
            "Collecting pydot<1.5,>=1.4\n",
            "  Downloading pydot-1.4.2-py2.py3-none-any.whl (21 kB)\n",
            "Collecting sanic-jwt<1.5.0,>=1.3.2\n",
            "  Downloading sanic-jwt-1.4.1.tar.gz (19 kB)\n",
            "Collecting psycopg2-binary<2.9.0,>=2.8.2\n",
            "  Downloading psycopg2_binary-2.8.6-cp37-cp37m-manylinux1_x86_64.whl (3.0 MB)\n",
            "\u001b[K     |████████████████████████████████| 3.0 MB 49.9 MB/s \n",
            "\u001b[?25hCollecting tensorflow-probability<0.10,>=0.7\n",
            "  Downloading tensorflow_probability-0.9.0-py2.py3-none-any.whl (3.2 MB)\n",
            "\u001b[K     |████████████████████████████████| 3.2 MB 65.0 MB/s \n",
            "\u001b[?25hCollecting python-engineio<3.13,>=3.11\n",
            "  Downloading python_engineio-3.12.1-py2.py3-none-any.whl (49 kB)\n",
            "\u001b[K     |████████████████████████████████| 49 kB 6.7 MB/s \n",
            "\u001b[?25hCollecting tensorflow-estimator==2.1.0\n",
            "  Downloading tensorflow_estimator-2.1.0-py2.py3-none-any.whl (448 kB)\n",
            "\u001b[K     |████████████████████████████████| 448 kB 50.9 MB/s \n",
            "\u001b[?25hCollecting multidict<5.0,>=4.6\n",
            "  Downloading multidict-4.7.6-cp37-cp37m-manylinux1_x86_64.whl (149 kB)\n",
            "\u001b[K     |████████████████████████████████| 149 kB 60.8 MB/s \n",
            "\u001b[?25hCollecting redis<4.0,>=3.4\n",
            "  Downloading redis-3.5.3-py2.py3-none-any.whl (72 kB)\n",
            "\u001b[K     |████████████████████████████████| 72 kB 606 kB/s \n",
            "\u001b[?25hCollecting ujson<3.0,>=1.35\n",
            "  Downloading ujson-2.0.3-cp37-cp37m-manylinux1_x86_64.whl (174 kB)\n",
            "\u001b[K     |████████████████████████████████| 174 kB 63.3 MB/s \n",
            "\u001b[?25hCollecting pykwalify<1.8.0,>=1.7.0\n",
            "  Downloading pykwalify-1.7.0-py2.py3-none-any.whl (40 kB)\n",
            "\u001b[K     |████████████████████████████████| 40 kB 5.6 MB/s \n",
            "\u001b[?25hCollecting apscheduler<3.7,>=3.6\n",
            "  Downloading APScheduler-3.6.3-py2.py3-none-any.whl (58 kB)\n",
            "\u001b[K     |████████████████████████████████| 58 kB 6.3 MB/s \n",
            "\u001b[?25hCollecting attrs<19.4,>=19.3\n",
            "  Downloading attrs-19.3.0-py2.py3-none-any.whl (39 kB)\n",
            "Collecting PyJWT<1.8,>=1.7\n",
            "  Downloading PyJWT-1.7.1-py2.py3-none-any.whl (18 kB)\n",
            "Collecting pymongo[srv,tls]<3.9.0,>=3.8.0\n",
            "  Downloading pymongo-3.8.0-cp37-cp37m-manylinux1_x86_64.whl (417 kB)\n",
            "\u001b[K     |████████████████████████████████| 417 kB 55.2 MB/s \n",
            "\u001b[?25hRequirement already satisfied: setuptools>=41.0.0 in /usr/local/lib/python3.7/dist-packages (from rasa==1.10.3) (57.4.0)\n",
            "Collecting twilio<6.27,>=6.26\n",
            "  Downloading twilio-6.26.3-py2.py3-none-any.whl (979 kB)\n",
            "\u001b[K     |████████████████████████████████| 979 kB 31.7 MB/s \n",
            "\u001b[?25hCollecting mattermostwrapper<2.3,>=2.2\n",
            "  Downloading mattermostwrapper-2.2.tar.gz (2.5 kB)\n",
            "Collecting boto3<2.0,>=1.12\n",
            "  Downloading boto3-1.21.2-py3-none-any.whl (132 kB)\n",
            "\u001b[K     |████████████████████████████████| 132 kB 56.5 MB/s \n",
            "\u001b[?25hCollecting webexteamssdk<1.4.0,>=1.1.1\n",
            "  Downloading webexteamssdk-1.3.tar.gz (56 kB)\n",
            "\u001b[K     |████████████████████████████████| 56 kB 5.1 MB/s \n",
            "\u001b[?25hCollecting coloredlogs<11.0,>=10.0\n",
            "  Downloading coloredlogs-10.0-py2.py3-none-any.whl (47 kB)\n",
            "\u001b[K     |████████████████████████████████| 47 kB 4.7 MB/s \n",
            "\u001b[?25hRequirement already satisfied: matplotlib<3.3,>=3.1 in /usr/local/lib/python3.7/dist-packages (from rasa==1.10.3) (3.2.2)\n",
            "Requirement already satisfied: oauth2client==4.1.3 in /usr/local/lib/python3.7/dist-packages (from rasa==1.10.3) (4.1.3)\n",
            "Collecting tensorflow<2.2,>=2.1\n",
            "  Downloading tensorflow-2.1.4-cp37-cp37m-manylinux2010_x86_64.whl (422.0 MB)\n",
            "\u001b[K     |████████████████████████████████| 422.0 MB 30 kB/s \n",
            "\u001b[?25hCollecting fbmessenger<6.1.0,>=6.0.0\n",
            "  Downloading fbmessenger-6.0.0-py2.py3-none-any.whl (11 kB)\n",
            "Collecting aiohttp<3.7,>=3.6\n",
            "  Downloading aiohttp-3.6.3-cp37-cp37m-manylinux1_x86_64.whl (1.2 MB)\n",
            "\u001b[K     |████████████████████████████████| 1.2 MB 52.9 MB/s \n",
            "\u001b[?25hCollecting terminaltables<3.2.0,>=3.1.0\n",
            "  Downloading terminaltables-3.1.10-py2.py3-none-any.whl (15 kB)\n",
            "Collecting colorclass<2.3,>=2.2\n",
            "  Downloading colorclass-2.2.2-py2.py3-none-any.whl (18 kB)\n",
            "Collecting absl-py<0.10,>=0.9\n",
            "  Downloading absl-py-0.9.0.tar.gz (104 kB)\n",
            "\u001b[K     |████████████████████████████████| 104 kB 57.3 MB/s \n",
            "\u001b[?25hCollecting rasa-sdk<2.0.0,>=1.10.0\n",
            "  Downloading rasa_sdk-1.10.3-py3-none-any.whl (39 kB)\n",
            "Collecting colorhash<1.1.0,>=1.0.2\n",
            "  Downloading colorhash-1.0.4-py3-none-any.whl (5.5 kB)\n",
            "Collecting python-telegram-bot<13.0,>=11.1\n",
            "  Downloading python_telegram_bot-12.8-py2.py3-none-any.whl (375 kB)\n",
            "\u001b[K     |████████████████████████████████| 375 kB 42.9 MB/s \n",
            "\u001b[?25hCollecting tqdm<4.46,>=4.31\n",
            "  Downloading tqdm-4.45.0-py2.py3-none-any.whl (60 kB)\n",
            "\u001b[K     |████████████████████████████████| 60 kB 8.4 MB/s \n",
            "\u001b[?25hCollecting jsonschema<3.3,>=3.2\n",
            "  Downloading jsonschema-3.2.0-py2.py3-none-any.whl (56 kB)\n",
            "\u001b[K     |████████████████████████████████| 56 kB 5.0 MB/s \n",
            "\u001b[?25hCollecting kafka-python<2.0,>=1.4\n",
            "  Downloading kafka_python-1.4.7-py2.py3-none-any.whl (266 kB)\n",
            "\u001b[K     |████████████████████████████████| 266 kB 74.2 MB/s \n",
            "\u001b[?25hCollecting gevent<1.6,>=1.4\n",
            "  Downloading gevent-1.5.0-cp37-cp37m-manylinux2010_x86_64.whl (5.1 MB)\n",
            "\u001b[K     |████████████████████████████████| 5.1 MB 49.4 MB/s \n",
            "\u001b[?25hCollecting sanic-cors<0.11.0,>=0.10.0b1\n",
            "  Downloading Sanic_Cors-0.10.0.post3-py2.py3-none-any.whl (17 kB)\n",
            "Collecting pika<1.2.0,>=1.1.0\n",
            "  Downloading pika-1.1.0-py2.py3-none-any.whl (148 kB)\n",
            "\u001b[K     |████████████████████████████████| 148 kB 51.0 MB/s \n",
            "\u001b[?25hCollecting async_generator<1.11,>=1.10\n",
            "  Downloading async_generator-1.10-py3-none-any.whl (18 kB)\n",
            "Requirement already satisfied: requests<3.0,>=2.23 in /usr/local/lib/python3.7/dist-packages (from rasa==1.10.3) (2.23.0)\n",
            "Collecting ruamel.yaml<0.17,>=0.16\n",
            "  Downloading ruamel.yaml-0.16.13-py2.py3-none-any.whl (111 kB)\n",
            "\u001b[K     |████████████████████████████████| 111 kB 58.4 MB/s \n",
            "\u001b[?25hCollecting questionary<1.6.0,>=1.5.1\n",
            "  Downloading questionary-1.5.2-py3-none-any.whl (26 kB)\n",
            "Collecting jsonpickle<1.5,>=1.3\n",
            "  Downloading jsonpickle-1.4.2-py2.py3-none-any.whl (36 kB)\n",
            "Collecting pytz<2020.0,>=2019.1\n",
            "  Downloading pytz-2019.3-py2.py3-none-any.whl (509 kB)\n",
            "\u001b[K     |████████████████████████████████| 509 kB 52.5 MB/s \n",
            "\u001b[?25hRequirement already satisfied: scipy<2.0.0,>=1.4.1 in /usr/local/lib/python3.7/dist-packages (from rasa==1.10.3) (1.4.1)\n",
            "Collecting SQLAlchemy<1.4.0,>=1.3.3\n",
            "  Downloading SQLAlchemy-1.3.24-cp37-cp37m-manylinux2010_x86_64.whl (1.3 MB)\n",
            "\u001b[K     |████████████████████████████████| 1.3 MB 53.0 MB/s \n",
            "\u001b[?25hRequirement already satisfied: numpy<2.0,>=1.16 in /usr/local/lib/python3.7/dist-packages (from rasa==1.10.3) (1.21.5)\n",
            "Collecting prompt-toolkit<3.0,>=2.0\n",
            "  Downloading prompt_toolkit-2.0.10-py3-none-any.whl (340 kB)\n",
            "\u001b[K     |████████████████████████████████| 340 kB 58.9 MB/s \n",
            "\u001b[?25hRequirement already satisfied: cloudpickle<1.4,>=1.2 in /usr/local/lib/python3.7/dist-packages (from rasa==1.10.3) (1.3.0)\n",
            "Collecting packaging<21.0,>=20.0\n",
            "  Downloading packaging-20.9-py2.py3-none-any.whl (40 kB)\n",
            "\u001b[K     |████████████████████████████████| 40 kB 6.1 MB/s \n",
            "\u001b[?25hCollecting tensorflow-addons<0.8.0,>=0.7.1\n",
            "  Downloading tensorflow_addons-0.7.1-cp37-cp37m-manylinux2010_x86_64.whl (990 kB)\n",
            "\u001b[K     |████████████████████████████████| 990 kB 71.9 MB/s \n",
            "\u001b[?25hCollecting tensorflow_hub<0.9,>=0.7\n",
            "  Downloading tensorflow_hub-0.8.0-py2.py3-none-any.whl (101 kB)\n",
            "\u001b[K     |████████████████████████████████| 101 kB 13.1 MB/s \n",
            "\u001b[?25hRequirement already satisfied: python-dateutil<2.9,>=2.8 in /usr/local/lib/python3.7/dist-packages (from rasa==1.10.3) (2.8.2)\n",
            "Collecting scikit-learn<0.23,>=0.22\n",
            "  Downloading scikit_learn-0.22.2.post1-cp37-cp37m-manylinux1_x86_64.whl (7.1 MB)\n",
            "\u001b[K     |████████████████████████████████| 7.1 MB 18.2 MB/s \n",
            "\u001b[?25hCollecting slackclient<3.0.0,>=2.0.0\n",
            "  Downloading slackclient-2.9.3-py2.py3-none-any.whl (96 kB)\n",
            "\u001b[K     |████████████████████████████████| 96 kB 7.1 MB/s \n",
            "\u001b[?25hCollecting rocketchat_API<1.4.0,>=0.6.31\n",
            "  Downloading rocketchat_API-1.3.1-py3-none-any.whl (9.6 kB)\n",
            "Collecting python-socketio<4.6,>=4.4\n",
            "  Downloading python_socketio-4.5.1-py2.py3-none-any.whl (51 kB)\n",
            "\u001b[K     |████████████████████████████████| 51 kB 377 kB/s \n",
            "\u001b[?25hCollecting networkx<2.5.0,>=2.4.0\n",
            "  Downloading networkx-2.4-py3-none-any.whl (1.6 MB)\n",
            "\u001b[K     |████████████████████████████████| 1.6 MB 51.9 MB/s \n",
            "\u001b[?25hRequirement already satisfied: six>=1.6.1 in /usr/local/lib/python3.7/dist-packages (from oauth2client==4.1.3->rasa==1.10.3) (1.15.0)\n",
            "Requirement already satisfied: pyasn1>=0.1.7 in /usr/local/lib/python3.7/dist-packages (from oauth2client==4.1.3->rasa==1.10.3) (0.4.8)\n",
            "Requirement already satisfied: pyasn1-modules>=0.0.5 in /usr/local/lib/python3.7/dist-packages (from oauth2client==4.1.3->rasa==1.10.3) (0.2.8)\n",
            "Requirement already satisfied: httplib2>=0.9.1 in /usr/local/lib/python3.7/dist-packages (from oauth2client==4.1.3->rasa==1.10.3) (0.17.4)\n",
            "Requirement already satisfied: rsa>=3.1.4 in /usr/local/lib/python3.7/dist-packages (from oauth2client==4.1.3->rasa==1.10.3) (4.8)\n",
            "Collecting async-timeout<4.0,>=3.0\n",
            "  Downloading async_timeout-3.0.1-py3-none-any.whl (8.2 kB)\n",
            "Collecting yarl<1.6.0,>=1.0\n",
            "  Downloading yarl-1.5.1-cp37-cp37m-manylinux1_x86_64.whl (258 kB)\n",
            "\u001b[K     |████████████████████████████████| 258 kB 50.6 MB/s \n",
            "\u001b[?25hRequirement already satisfied: chardet<4.0,>=2.0 in /usr/local/lib/python3.7/dist-packages (from aiohttp<3.7,>=3.6->rasa==1.10.3) (3.0.4)\n",
            "Requirement already satisfied: tzlocal>=1.2 in /usr/local/lib/python3.7/dist-packages (from apscheduler<3.7,>=3.6->rasa==1.10.3) (1.5.1)\n",
            "Collecting jmespath<1.0.0,>=0.7.1\n",
            "  Downloading jmespath-0.10.0-py2.py3-none-any.whl (24 kB)\n",
            "Collecting s3transfer<0.6.0,>=0.5.0\n",
            "  Downloading s3transfer-0.5.1-py3-none-any.whl (79 kB)\n",
            "\u001b[K     |████████████████████████████████| 79 kB 7.2 MB/s \n",
            "\u001b[?25hCollecting botocore<1.25.0,>=1.24.2\n",
            "  Downloading botocore-1.24.2-py3-none-any.whl (8.5 MB)\n",
            "\u001b[K     |████████████████████████████████| 8.5 MB 42.3 MB/s \n",
            "\u001b[?25hCollecting urllib3<1.27,>=1.25.4\n",
            "  Downloading urllib3-1.26.8-py2.py3-none-any.whl (138 kB)\n",
            "\u001b[K     |████████████████████████████████| 138 kB 54.6 MB/s \n",
            "\u001b[?25hCollecting humanfriendly>=4.7\n",
            "  Downloading humanfriendly-10.0-py2.py3-none-any.whl (86 kB)\n",
            "\u001b[K     |████████████████████████████████| 86 kB 6.7 MB/s \n",
            "\u001b[?25hRequirement already satisfied: greenlet>=0.4.14 in /usr/local/lib/python3.7/dist-packages (from gevent<1.6,>=1.4->rasa==1.10.3) (1.1.2)\n",
            "Requirement already satisfied: importlib-metadata in /usr/local/lib/python3.7/dist-packages (from jsonpickle<1.5,>=1.3->rasa==1.10.3) (4.11.0)\n",
            "Requirement already satisfied: pyrsistent>=0.14.0 in /usr/local/lib/python3.7/dist-packages (from jsonschema<3.3,>=3.2->rasa==1.10.3) (0.18.1)\n",
            "Requirement already satisfied: cycler>=0.10 in /usr/local/lib/python3.7/dist-packages (from matplotlib<3.3,>=3.1->rasa==1.10.3) (0.11.0)\n",
            "Requirement already satisfied: pyparsing!=2.0.4,!=2.1.2,!=2.1.6,>=2.0.1 in /usr/local/lib/python3.7/dist-packages (from matplotlib<3.3,>=3.1->rasa==1.10.3) (3.0.7)\n",
            "Requirement already satisfied: kiwisolver>=1.0.1 in /usr/local/lib/python3.7/dist-packages (from matplotlib<3.3,>=3.1->rasa==1.10.3) (1.3.2)\n",
            "Requirement already satisfied: decorator>=4.3.0 in /usr/local/lib/python3.7/dist-packages (from networkx<2.5.0,>=2.4.0->rasa==1.10.3) (4.4.2)\n",
            "Requirement already satisfied: wcwidth in /usr/local/lib/python3.7/dist-packages (from prompt-toolkit<3.0,>=2.0->rasa==1.10.3) (0.2.5)\n",
            "Requirement already satisfied: PyYAML>=3.11 in /usr/local/lib/python3.7/dist-packages (from pykwalify<1.8.0,>=1.7.0->rasa==1.10.3) (3.13)\n",
            "Requirement already satisfied: docopt>=0.6.2 in /usr/local/lib/python3.7/dist-packages (from pykwalify<1.8.0,>=1.7.0->rasa==1.10.3) (0.6.2)\n",
            "Collecting dnspython<2.0.0,>=1.13.0\n",
            "  Downloading dnspython-1.16.0-py2.py3-none-any.whl (188 kB)\n",
            "\u001b[K     |████████████████████████████████| 188 kB 61.9 MB/s \n",
            "\u001b[?25hRequirement already satisfied: certifi in /usr/local/lib/python3.7/dist-packages (from python-telegram-bot<13.0,>=11.1->rasa==1.10.3) (2021.10.8)\n",
            "Requirement already satisfied: tornado>=5.1 in /usr/local/lib/python3.7/dist-packages (from python-telegram-bot<13.0,>=11.1->rasa==1.10.3) (5.1.1)\n",
            "Collecting cryptography\n",
            "  Downloading cryptography-36.0.1-cp36-abi3-manylinux_2_24_x86_64.whl (3.6 MB)\n",
            "\u001b[K     |████████████████████████████████| 3.6 MB 51.5 MB/s \n",
            "\u001b[?25hCollecting urllib3<1.27,>=1.25.4\n",
            "  Downloading urllib3-1.25.11-py2.py3-none-any.whl (127 kB)\n",
            "\u001b[K     |████████████████████████████████| 127 kB 79.0 MB/s \n",
            "\u001b[?25hRequirement already satisfied: idna<3,>=2.5 in /usr/local/lib/python3.7/dist-packages (from requests<3.0,>=2.23->rasa==1.10.3) (2.10)\n",
            "Collecting ruamel.yaml.clib>=0.1.2\n",
            "  Downloading ruamel.yaml.clib-0.2.6-cp37-cp37m-manylinux1_x86_64.whl (546 kB)\n",
            "\u001b[K     |████████████████████████████████| 546 kB 75.0 MB/s \n",
            "\u001b[?25hCollecting uvloop<0.15.0,>=0.5.3\n",
            "  Downloading uvloop-0.14.0-cp37-cp37m-manylinux2010_x86_64.whl (3.8 MB)\n",
            "\u001b[K     |████████████████████████████████| 3.8 MB 46.4 MB/s \n",
            "\u001b[?25hCollecting sanic<20.0.0,>=19.12.2\n",
            "  Downloading sanic-19.12.4-py3-none-any.whl (73 kB)\n",
            "\u001b[K     |████████████████████████████████| 73 kB 1.9 MB/s \n",
            "\u001b[?25h  Downloading sanic-19.12.3-py3-none-any.whl (72 kB)\n",
            "\u001b[K     |████████████████████████████████| 72 kB 1.4 MB/s \n",
            "\u001b[?25h  Downloading sanic-19.12.2-py3-none-any.whl (72 kB)\n",
            "\u001b[K     |████████████████████████████████| 72 kB 834 kB/s \n",
            "\u001b[?25hCollecting aiofiles>=0.3.0\n",
            "  Downloading aiofiles-0.8.0-py3-none-any.whl (13 kB)\n",
            "Collecting uvloop>=0.5.3\n",
            "  Downloading uvloop-0.16.0-cp37-cp37m-manylinux_2_12_x86_64.manylinux2010_x86_64.whl (3.8 MB)\n",
            "\u001b[K     |████████████████████████████████| 3.8 MB 45.8 MB/s \n",
            "\u001b[?25hCollecting websockets<9.0,>=7.0\n",
            "  Downloading websockets-8.1-cp37-cp37m-manylinux2010_x86_64.whl (79 kB)\n",
            "\u001b[K     |████████████████████████████████| 79 kB 10.2 MB/s \n",
            "\u001b[?25hCollecting httpx==0.9.3\n",
            "  Downloading httpx-0.9.3-py2.py3-none-any.whl (64 kB)\n",
            "\u001b[K     |████████████████████████████████| 64 kB 3.6 MB/s \n",
            "\u001b[?25hCollecting httptools>=0.0.10\n",
            "  Downloading httptools-0.3.0-cp37-cp37m-manylinux_2_5_x86_64.manylinux1_x86_64.manylinux_2_12_x86_64.manylinux2010_x86_64.whl (402 kB)\n",
            "\u001b[K     |████████████████████████████████| 402 kB 57.4 MB/s \n",
            "\u001b[?25hCollecting h2==3.*\n",
            "  Downloading h2-3.2.0-py2.py3-none-any.whl (65 kB)\n",
            "\u001b[K     |████████████████████████████████| 65 kB 3.6 MB/s \n",
            "\u001b[?25hCollecting h11==0.8.*\n",
            "  Downloading h11-0.8.1-py2.py3-none-any.whl (55 kB)\n",
            "\u001b[K     |████████████████████████████████| 55 kB 4.6 MB/s \n",
            "\u001b[?25hCollecting sniffio==1.*\n",
            "  Downloading sniffio-1.2.0-py3-none-any.whl (10 kB)\n",
            "Collecting hstspreload\n",
            "  Downloading hstspreload-2021.12.1-py3-none-any.whl (1.3 MB)\n",
            "\u001b[K     |████████████████████████████████| 1.3 MB 46.4 MB/s \n",
            "\u001b[?25hCollecting rfc3986<2,>=1.3\n",
            "  Downloading rfc3986-1.5.0-py2.py3-none-any.whl (31 kB)\n",
            "Collecting hyperframe<6,>=5.2.0\n",
            "  Downloading hyperframe-5.2.0-py2.py3-none-any.whl (12 kB)\n",
            "Collecting hpack<4,>=3.0\n",
            "  Downloading hpack-3.0.0-py2.py3-none-any.whl (38 kB)\n",
            "Collecting sanic-plugins-framework>=0.9.0\n",
            "  Downloading Sanic_Plugins_Framework-0.9.5-py2.py3-none-any.whl (23 kB)\n",
            "Requirement already satisfied: joblib>=0.11 in /usr/local/lib/python3.7/dist-packages (from scikit-learn<0.23,>=0.22->rasa==1.10.3) (1.1.0)\n",
            "Requirement already satisfied: tabulate in /usr/local/lib/python3.7/dist-packages (from sklearn-crfsuite<0.4,>=0.3->rasa==1.10.3) (0.8.9)\n",
            "Collecting python-crfsuite>=0.8.3\n",
            "  Downloading python_crfsuite-0.9.7-cp37-cp37m-manylinux1_x86_64.whl (743 kB)\n",
            "\u001b[K     |████████████████████████████████| 743 kB 59.0 MB/s \n",
            "\u001b[?25hCollecting gast==0.2.2\n",
            "  Downloading gast-0.2.2.tar.gz (10 kB)\n",
            "Requirement already satisfied: opt-einsum>=2.3.2 in /usr/local/lib/python3.7/dist-packages (from tensorflow<2.2,>=2.1->rasa==1.10.3) (3.3.0)\n",
            "Collecting tensorboard<2.2.0,>=2.1.0\n",
            "  Downloading tensorboard-2.1.1-py3-none-any.whl (3.8 MB)\n",
            "\u001b[K     |████████████████████████████████| 3.8 MB 45.9 MB/s \n",
            "\u001b[?25hCollecting numpy<2.0,>=1.16\n",
            "  Downloading numpy-1.18.5-cp37-cp37m-manylinux1_x86_64.whl (20.1 MB)\n",
            "\u001b[K     |████████████████████████████████| 20.1 MB 1.2 MB/s \n",
            "\u001b[?25hCollecting keras-applications>=1.0.8\n",
            "  Downloading Keras_Applications-1.0.8-py3-none-any.whl (50 kB)\n",
            "\u001b[K     |████████████████████████████████| 50 kB 7.7 MB/s \n",
            "\u001b[?25hCollecting h5py<=2.10.0\n",
            "  Downloading h5py-2.10.0-cp37-cp37m-manylinux1_x86_64.whl (2.9 MB)\n",
            "\u001b[K     |████████████████████████████████| 2.9 MB 46.4 MB/s \n",
            "\u001b[?25hRequirement already satisfied: astor>=0.6.0 in /usr/local/lib/python3.7/dist-packages (from tensorflow<2.2,>=2.1->rasa==1.10.3) (0.8.1)\n",
            "Collecting keras-preprocessing==1.1.0\n",
            "  Downloading Keras_Preprocessing-1.1.0-py2.py3-none-any.whl (41 kB)\n",
            "\u001b[K     |████████████████████████████████| 41 kB 786 kB/s \n",
            "\u001b[?25hRequirement already satisfied: google-pasta>=0.1.6 in /usr/local/lib/python3.7/dist-packages (from tensorflow<2.2,>=2.1->rasa==1.10.3) (0.2.0)\n",
            "Requirement already satisfied: termcolor>=1.1.0 in /usr/local/lib/python3.7/dist-packages (from tensorflow<2.2,>=2.1->rasa==1.10.3) (1.1.0)\n",
            "Requirement already satisfied: grpcio>=1.8.6 in /usr/local/lib/python3.7/dist-packages (from tensorflow<2.2,>=2.1->rasa==1.10.3) (1.43.0)\n",
            "Requirement already satisfied: protobuf>=3.8.0 in /usr/local/lib/python3.7/dist-packages (from tensorflow<2.2,>=2.1->rasa==1.10.3) (3.17.3)\n",
            "Requirement already satisfied: wheel>=0.26 in /usr/local/lib/python3.7/dist-packages (from tensorflow<2.2,>=2.1->rasa==1.10.3) (0.37.1)\n",
            "Requirement already satisfied: wrapt>=1.11.1 in /usr/local/lib/python3.7/dist-packages (from tensorflow<2.2,>=2.1->rasa==1.10.3) (1.13.3)\n",
            "Requirement already satisfied: markdown>=2.6.8 in /usr/local/lib/python3.7/dist-packages (from tensorboard<2.2.0,>=2.1.0->tensorflow<2.2,>=2.1->rasa==1.10.3) (3.3.6)\n",
            "Requirement already satisfied: werkzeug>=0.11.15 in /usr/local/lib/python3.7/dist-packages (from tensorboard<2.2.0,>=2.1.0->tensorflow<2.2,>=2.1->rasa==1.10.3) (1.0.1)\n",
            "Requirement already satisfied: google-auth-oauthlib<0.5,>=0.4.1 in /usr/local/lib/python3.7/dist-packages (from tensorboard<2.2.0,>=2.1.0->tensorflow<2.2,>=2.1->rasa==1.10.3) (0.4.6)\n",
            "Requirement already satisfied: google-auth<2,>=1.6.3 in /usr/local/lib/python3.7/dist-packages (from tensorboard<2.2.0,>=2.1.0->tensorflow<2.2,>=2.1->rasa==1.10.3) (1.35.0)\n",
            "Requirement already satisfied: cachetools<5.0,>=2.0.0 in /usr/local/lib/python3.7/dist-packages (from google-auth<2,>=1.6.3->tensorboard<2.2.0,>=2.1.0->tensorflow<2.2,>=2.1->rasa==1.10.3) (4.2.4)\n",
            "Requirement already satisfied: requests-oauthlib>=0.7.0 in /usr/local/lib/python3.7/dist-packages (from google-auth-oauthlib<0.5,>=0.4.1->tensorboard<2.2.0,>=2.1.0->tensorflow<2.2,>=2.1->rasa==1.10.3) (1.3.1)\n",
            "Requirement already satisfied: typing-extensions>=3.6.4 in /usr/local/lib/python3.7/dist-packages (from importlib-metadata->jsonpickle<1.5,>=1.3->rasa==1.10.3) (3.10.0.2)\n",
            "Requirement already satisfied: zipp>=0.5 in /usr/local/lib/python3.7/dist-packages (from importlib-metadata->jsonpickle<1.5,>=1.3->rasa==1.10.3) (3.7.0)\n",
            "Requirement already satisfied: oauthlib>=3.0.0 in /usr/local/lib/python3.7/dist-packages (from requests-oauthlib>=0.7.0->google-auth-oauthlib<0.5,>=0.4.1->tensorboard<2.2.0,>=2.1.0->tensorflow<2.2,>=2.1->rasa==1.10.3) (3.2.0)\n",
            "Requirement already satisfied: pysocks in /usr/local/lib/python3.7/dist-packages (from twilio<6.27,>=6.26->rasa==1.10.3) (1.7.1)\n",
            "Requirement already satisfied: future in /usr/local/lib/python3.7/dist-packages (from webexteamssdk<1.4.0,>=1.1.1->rasa==1.10.3) (0.16.0)\n",
            "Collecting requests-toolbelt\n",
            "  Downloading requests_toolbelt-0.9.1-py2.py3-none-any.whl (54 kB)\n",
            "\u001b[K     |████████████████████████████████| 54 kB 85 kB/s \n",
            "\u001b[?25hRequirement already satisfied: cffi>=1.12 in /usr/local/lib/python3.7/dist-packages (from cryptography->python-telegram-bot<13.0,>=11.1->rasa==1.10.3) (1.15.0)\n",
            "Requirement already satisfied: pycparser in /usr/local/lib/python3.7/dist-packages (from cffi>=1.12->cryptography->python-telegram-bot<13.0,>=11.1->rasa==1.10.3) (2.21)\n",
            "Building wheels for collected packages: absl-py, mattermostwrapper, sanic-jwt, gast, webexteamssdk\n",
            "  Building wheel for absl-py (setup.py) ... \u001b[?25l\u001b[?25hdone\n",
            "  Created wheel for absl-py: filename=absl_py-0.9.0-py3-none-any.whl size=121939 sha256=0e3600d0134849c18b0c17f2fca30a5cf44359ba376fe970a0dec3e28fc143e3\n",
            "  Stored in directory: /root/.cache/pip/wheels/cc/af/1a/498a24d0730ef484019e007bb9e8cef3ac00311a672c049a3e\n",
            "  Building wheel for mattermostwrapper (setup.py) ... \u001b[?25l\u001b[?25hdone\n",
            "  Created wheel for mattermostwrapper: filename=mattermostwrapper-2.2-py3-none-any.whl size=2465 sha256=19df5c25aa49786cf11f8efb74df4be37c8a75dab88bfad90a96e2e9c8e4f707\n",
            "  Stored in directory: /root/.cache/pip/wheels/b9/70/77/6c3f3c9a6f096f765d0767b21e73598d66c3b79cb7b09b62ad\n",
            "  Building wheel for sanic-jwt (setup.py) ... \u001b[?25l\u001b[?25hdone\n",
            "  Created wheel for sanic-jwt: filename=sanic_jwt-1.4.1-py3-none-any.whl size=21613 sha256=83585836dedfdae854ef3e3f18e955bee35d3086b5e2de3a2cb6d94d9b352d5d\n",
            "  Stored in directory: /root/.cache/pip/wheels/26/df/b1/f72efce63fe6e26b2bae666e1cae88c68c38d718dafb9183b0\n",
            "  Building wheel for gast (setup.py) ... \u001b[?25l\u001b[?25hdone\n",
            "  Created wheel for gast: filename=gast-0.2.2-py3-none-any.whl size=7554 sha256=bdbacf0f944eed500f803494b0b90e60e7df8543ffe95ddfcdfec8cae7cd2a58\n",
            "  Stored in directory: /root/.cache/pip/wheels/21/7f/02/420f32a803f7d0967b48dd823da3f558c5166991bfd204eef3\n",
            "  Building wheel for webexteamssdk (setup.py) ... \u001b[?25l\u001b[?25hdone\n",
            "  Created wheel for webexteamssdk: filename=webexteamssdk-1.3-py3-none-any.whl size=99579 sha256=5d5b68a30abd7e98f3853804f94c5982d740d2fe62c96102e6d81d37b02b1793\n",
            "  Stored in directory: /root/.cache/pip/wheels/08/88/4d/7fe6eec20e0658e8ad6edd9969d27114280780d7f4ef42e436\n",
            "Successfully built absl-py mattermostwrapper sanic-jwt gast webexteamssdk\n",
            "Installing collected packages: urllib3, hyperframe, hpack, sniffio, rfc3986, hstspreload, h2, h11, websockets, uvloop, ujson, numpy, multidict, httpx, httptools, aiofiles, sanic, jmespath, h5py, absl-py, yarl, tensorflow-estimator, tensorboard, sanic-plugins-framework, pytz, keras-preprocessing, keras-applications, humanfriendly, gast, botocore, attrs, async-timeout, tqdm, tensorflow, sanic-cors, s3transfer, ruamel.yaml.clib, requests-toolbelt, python-engineio, python-crfsuite, pymongo, PyJWT, prompt-toolkit, dnspython, cryptography, coloredlogs, aiohttp, webexteamssdk, twilio, terminaltables, tensorflow-probability, tensorflow-hub, tensorflow-addons, SQLAlchemy, slackclient, sklearn-crfsuite, scikit-learn, sanic-jwt, ruamel.yaml, rocketchat-API, redis, rasa-sdk, questionary, python-telegram-bot, python-socketio, pykwalify, pydot, psycopg2-binary, pika, packaging, networkx, mattermostwrapper, kafka-python, jsonschema, jsonpickle, gevent, fbmessenger, colorhash, colorclass, boto3, async-generator, apscheduler, rasa\n",
            "  Attempting uninstall: urllib3\n",
            "    Found existing installation: urllib3 1.24.3\n",
            "    Uninstalling urllib3-1.24.3:\n",
            "      Successfully uninstalled urllib3-1.24.3\n",
            "  Attempting uninstall: numpy\n",
            "    Found existing installation: numpy 1.21.5\n",
            "    Uninstalling numpy-1.21.5:\n",
            "      Successfully uninstalled numpy-1.21.5\n",
            "  Attempting uninstall: h5py\n",
            "    Found existing installation: h5py 3.1.0\n",
            "    Uninstalling h5py-3.1.0:\n",
            "      Successfully uninstalled h5py-3.1.0\n",
            "  Attempting uninstall: absl-py\n",
            "    Found existing installation: absl-py 1.0.0\n",
            "    Uninstalling absl-py-1.0.0:\n",
            "      Successfully uninstalled absl-py-1.0.0\n",
            "  Attempting uninstall: tensorflow-estimator\n",
            "    Found existing installation: tensorflow-estimator 2.8.0\n",
            "    Uninstalling tensorflow-estimator-2.8.0:\n",
            "      Successfully uninstalled tensorflow-estimator-2.8.0\n",
            "  Attempting uninstall: tensorboard\n",
            "    Found existing installation: tensorboard 2.8.0\n",
            "    Uninstalling tensorboard-2.8.0:\n",
            "      Successfully uninstalled tensorboard-2.8.0\n",
            "  Attempting uninstall: pytz\n",
            "    Found existing installation: pytz 2018.9\n",
            "    Uninstalling pytz-2018.9:\n",
            "      Successfully uninstalled pytz-2018.9\n",
            "  Attempting uninstall: keras-preprocessing\n",
            "    Found existing installation: Keras-Preprocessing 1.1.2\n",
            "    Uninstalling Keras-Preprocessing-1.1.2:\n",
            "      Successfully uninstalled Keras-Preprocessing-1.1.2\n",
            "  Attempting uninstall: gast\n",
            "    Found existing installation: gast 0.5.3\n",
            "    Uninstalling gast-0.5.3:\n",
            "      Successfully uninstalled gast-0.5.3\n",
            "  Attempting uninstall: attrs\n",
            "    Found existing installation: attrs 21.4.0\n",
            "    Uninstalling attrs-21.4.0:\n",
            "      Successfully uninstalled attrs-21.4.0\n",
            "  Attempting uninstall: tqdm\n",
            "    Found existing installation: tqdm 4.62.3\n",
            "    Uninstalling tqdm-4.62.3:\n",
            "      Successfully uninstalled tqdm-4.62.3\n",
            "  Attempting uninstall: tensorflow\n",
            "    Found existing installation: tensorflow 2.8.0\n",
            "    Uninstalling tensorflow-2.8.0:\n",
            "      Successfully uninstalled tensorflow-2.8.0\n",
            "  Attempting uninstall: pymongo\n",
            "    Found existing installation: pymongo 4.0.1\n",
            "    Uninstalling pymongo-4.0.1:\n",
            "      Successfully uninstalled pymongo-4.0.1\n",
            "  Attempting uninstall: prompt-toolkit\n",
            "    Found existing installation: prompt-toolkit 1.0.18\n",
            "    Uninstalling prompt-toolkit-1.0.18:\n",
            "      Successfully uninstalled prompt-toolkit-1.0.18\n",
            "  Attempting uninstall: tensorflow-probability\n",
            "    Found existing installation: tensorflow-probability 0.15.0\n",
            "    Uninstalling tensorflow-probability-0.15.0:\n",
            "      Successfully uninstalled tensorflow-probability-0.15.0\n",
            "  Attempting uninstall: tensorflow-hub\n",
            "    Found existing installation: tensorflow-hub 0.12.0\n",
            "    Uninstalling tensorflow-hub-0.12.0:\n",
            "      Successfully uninstalled tensorflow-hub-0.12.0\n",
            "  Attempting uninstall: SQLAlchemy\n",
            "    Found existing installation: SQLAlchemy 1.4.31\n",
            "    Uninstalling SQLAlchemy-1.4.31:\n",
            "      Successfully uninstalled SQLAlchemy-1.4.31\n",
            "  Attempting uninstall: scikit-learn\n",
            "    Found existing installation: scikit-learn 1.0.2\n",
            "    Uninstalling scikit-learn-1.0.2:\n",
            "      Successfully uninstalled scikit-learn-1.0.2\n",
            "  Attempting uninstall: pydot\n",
            "    Found existing installation: pydot 1.3.0\n",
            "    Uninstalling pydot-1.3.0:\n",
            "      Successfully uninstalled pydot-1.3.0\n",
            "  Attempting uninstall: packaging\n",
            "    Found existing installation: packaging 21.3\n",
            "    Uninstalling packaging-21.3:\n",
            "      Successfully uninstalled packaging-21.3\n",
            "  Attempting uninstall: networkx\n",
            "    Found existing installation: networkx 2.6.3\n",
            "    Uninstalling networkx-2.6.3:\n",
            "      Successfully uninstalled networkx-2.6.3\n",
            "  Attempting uninstall: jsonschema\n",
            "    Found existing installation: jsonschema 4.3.3\n",
            "    Uninstalling jsonschema-4.3.3:\n",
            "      Successfully uninstalled jsonschema-4.3.3\n",
            "\u001b[31mERROR: pip's dependency resolver does not currently take into account all the packages that are installed. This behaviour is the source of the following dependency conflicts.\n",
            "tables 3.7.0 requires numpy>=1.19.0, but you have numpy 1.18.5 which is incompatible.\n",
            "panel 0.12.1 requires tqdm>=4.48.0, but you have tqdm 4.45.0 which is incompatible.\n",
            "nbclient 0.5.10 requires jupyter-client>=6.1.5, but you have jupyter-client 5.3.5 which is incompatible.\n",
            "jupyter-console 5.2.0 requires prompt-toolkit<2.0.0,>=1.0.0, but you have prompt-toolkit 2.0.10 which is incompatible.\n",
            "ipython 5.5.0 requires prompt-toolkit<2.0.0,>=1.0.4, but you have prompt-toolkit 2.0.10 which is incompatible.\n",
            "imbalanced-learn 0.8.1 requires scikit-learn>=0.24, but you have scikit-learn 0.22.2.post1 which is incompatible.\n",
            "datascience 0.10.6 requires folium==0.2.1, but you have folium 0.8.3 which is incompatible.\n",
            "albumentations 0.1.12 requires imgaug<0.2.7,>=0.2.5, but you have imgaug 0.2.9 which is incompatible.\u001b[0m\n",
            "Successfully installed PyJWT-1.7.1 SQLAlchemy-1.3.24 absl-py-0.9.0 aiofiles-0.8.0 aiohttp-3.6.3 apscheduler-3.6.3 async-generator-1.10 async-timeout-3.0.1 attrs-19.3.0 boto3-1.21.2 botocore-1.24.2 colorclass-2.2.2 coloredlogs-10.0 colorhash-1.0.4 cryptography-36.0.1 dnspython-1.16.0 fbmessenger-6.0.0 gast-0.2.2 gevent-1.5.0 h11-0.8.1 h2-3.2.0 h5py-2.10.0 hpack-3.0.0 hstspreload-2021.12.1 httptools-0.3.0 httpx-0.9.3 humanfriendly-10.0 hyperframe-5.2.0 jmespath-0.10.0 jsonpickle-1.4.2 jsonschema-3.2.0 kafka-python-1.4.7 keras-applications-1.0.8 keras-preprocessing-1.1.0 mattermostwrapper-2.2 multidict-4.7.6 networkx-2.4 numpy-1.18.5 packaging-20.9 pika-1.1.0 prompt-toolkit-2.0.10 psycopg2-binary-2.8.6 pydot-1.4.2 pykwalify-1.7.0 pymongo-3.8.0 python-crfsuite-0.9.7 python-engineio-3.12.1 python-socketio-4.5.1 python-telegram-bot-12.8 pytz-2019.3 questionary-1.5.2 rasa-1.10.3 rasa-sdk-1.10.3 redis-3.5.3 requests-toolbelt-0.9.1 rfc3986-1.5.0 rocketchat-API-1.3.1 ruamel.yaml-0.16.13 ruamel.yaml.clib-0.2.6 s3transfer-0.5.1 sanic-19.12.2 sanic-cors-0.10.0.post3 sanic-jwt-1.4.1 sanic-plugins-framework-0.9.5 scikit-learn-0.22.2.post1 sklearn-crfsuite-0.3.6 slackclient-2.9.3 sniffio-1.2.0 tensorboard-2.1.1 tensorflow-2.1.4 tensorflow-addons-0.7.1 tensorflow-estimator-2.1.0 tensorflow-hub-0.8.0 tensorflow-probability-0.9.0 terminaltables-3.1.10 tqdm-4.45.0 twilio-6.26.3 ujson-2.0.3 urllib3-1.25.11 uvloop-0.16.0 webexteamssdk-1.3 websockets-8.1 yarl-1.5.1\n"
          ]
        },
        {
          "data": {
            "application/vnd.colab-display-data+json": {
              "pip_warning": {
                "packages": [
                  "numpy",
                  "packaging",
                  "prompt_toolkit",
                  "pytz"
                ]
              }
            }
          },
          "metadata": {},
          "output_type": "display_data"
        }
      ],
      "source": [
        "!pip install rasa==1.10.3"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "EKxfJiQYIkv9"
      },
      "source": [
        "**Little Changes in Installtion**\n",
        "1. upgrade table from 3.7.0 to 3.6.1\n",
        "2. upgrade ipython to avoid crashing colab session, while doing restart the runtime.\n",
        "\n",
        "After, installing ipython you saw a \"RESTART RUNTIME\" button in \"ipython\" cell output. \n",
        "\n",
        "Click on it to restart the runtime and you are good to go. \n",
        "\n",
        "No need to update anything run as usual.\n"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 2,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "hoGEpudx0Fcn",
        "outputId": "ed52b8fd-dcb0-4394-a107-067b68435f83"
      },
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "Collecting tables==3.6.1\n",
            "  Downloading tables-3.6.1-cp37-cp37m-manylinux1_x86_64.whl (4.3 MB)\n",
            "\u001b[K     |████████████████████████████████| 4.3 MB 6.7 MB/s \n",
            "\u001b[?25hRequirement already satisfied: numexpr>=2.6.2 in /usr/local/lib/python3.7/dist-packages (from tables==3.6.1) (2.8.1)\n",
            "Requirement already satisfied: numpy>=1.9.3 in /usr/local/lib/python3.7/dist-packages (from tables==3.6.1) (1.18.5)\n",
            "Requirement already satisfied: packaging in /usr/local/lib/python3.7/dist-packages (from numexpr>=2.6.2->tables==3.6.1) (20.9)\n",
            "Requirement already satisfied: pyparsing>=2.0.2 in /usr/local/lib/python3.7/dist-packages (from packaging->numexpr>=2.6.2->tables==3.6.1) (3.0.7)\n",
            "Installing collected packages: tables\n",
            "  Attempting uninstall: tables\n",
            "    Found existing installation: tables 3.7.0\n",
            "    Uninstalling tables-3.7.0:\n",
            "      Successfully uninstalled tables-3.7.0\n",
            "Successfully installed tables-3.6.1\n"
          ]
        }
      ],
      "source": [
        "!pip install -U tables==3.6.1"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 3,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 662
        },
        "id": "Vu4CYtxz_-oG",
        "outputId": "4300954c-fe31-468e-8a9e-6652359df6d4"
      },
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "Requirement already satisfied: ipython in /usr/local/lib/python3.7/dist-packages (5.5.0)\n",
            "Collecting ipython\n",
            "  Downloading ipython-7.31.1-py3-none-any.whl (792 kB)\n",
            "\u001b[K     |████████████████████████████████| 792 kB 7.7 MB/s \n",
            "\u001b[?25hRequirement already satisfied: pickleshare in /usr/local/lib/python3.7/dist-packages (from ipython) (0.7.5)\n",
            "Requirement already satisfied: setuptools>=18.5 in /usr/local/lib/python3.7/dist-packages (from ipython) (57.4.0)\n",
            "Requirement already satisfied: prompt-toolkit!=3.0.0,!=3.0.1,<3.1.0,>=2.0.0 in /usr/local/lib/python3.7/dist-packages (from ipython) (2.0.10)\n",
            "Requirement already satisfied: decorator in /usr/local/lib/python3.7/dist-packages (from ipython) (4.4.2)\n",
            "Requirement already satisfied: traitlets>=4.2 in /usr/local/lib/python3.7/dist-packages (from ipython) (5.1.1)\n",
            "Requirement already satisfied: jedi>=0.16 in /usr/local/lib/python3.7/dist-packages (from ipython) (0.18.1)\n",
            "Requirement already satisfied: pexpect>4.3 in /usr/local/lib/python3.7/dist-packages (from ipython) (4.8.0)\n",
            "Requirement already satisfied: matplotlib-inline in /usr/local/lib/python3.7/dist-packages (from ipython) (0.1.3)\n",
            "Requirement already satisfied: backcall in /usr/local/lib/python3.7/dist-packages (from ipython) (0.2.0)\n",
            "Requirement already satisfied: pygments in /usr/local/lib/python3.7/dist-packages (from ipython) (2.6.1)\n",
            "Requirement already satisfied: parso<0.9.0,>=0.8.0 in /usr/local/lib/python3.7/dist-packages (from jedi>=0.16->ipython) (0.8.3)\n",
            "Requirement already satisfied: ptyprocess>=0.5 in /usr/local/lib/python3.7/dist-packages (from pexpect>4.3->ipython) (0.7.0)\n",
            "Requirement already satisfied: wcwidth in /usr/local/lib/python3.7/dist-packages (from prompt-toolkit!=3.0.0,!=3.0.1,<3.1.0,>=2.0.0->ipython) (0.2.5)\n",
            "Requirement already satisfied: six>=1.9.0 in /usr/local/lib/python3.7/dist-packages (from prompt-toolkit!=3.0.0,!=3.0.1,<3.1.0,>=2.0.0->ipython) (1.15.0)\n",
            "Installing collected packages: ipython\n",
            "  Attempting uninstall: ipython\n",
            "    Found existing installation: ipython 5.5.0\n",
            "    Uninstalling ipython-5.5.0:\n",
            "      Successfully uninstalled ipython-5.5.0\n",
            "\u001b[31mERROR: pip's dependency resolver does not currently take into account all the packages that are installed. This behaviour is the source of the following dependency conflicts.\n",
            "jupyter-console 5.2.0 requires prompt-toolkit<2.0.0,>=1.0.0, but you have prompt-toolkit 2.0.10 which is incompatible.\n",
            "google-colab 1.0.0 requires ipython~=5.5.0, but you have ipython 7.31.1 which is incompatible.\u001b[0m\n",
            "Successfully installed ipython-7.31.1\n"
          ]
        },
        {
          "data": {
            "application/vnd.colab-display-data+json": {
              "pip_warning": {
                "packages": [
                  "IPython"
                ]
              }
            }
          },
          "metadata": {},
          "output_type": "display_data"
        }
      ],
      "source": [
        "!pip install -U ipython"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "bo-r5gkVH40O"
      },
      "source": [
        "**Click on above \"RESTART RUNTIME\" button**\n",
        "\n",
        "![button.PNG](data:image/png;base64,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)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 1,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "4U2Szt_9xE6z",
        "outputId": "e04b0228-77c1-4636-b08c-79c96efd350e"
      },
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "Collecting en_core_web_sm==2.2.5\n",
            "  Downloading https://github.com/explosion/spacy-models/releases/download/en_core_web_sm-2.2.5/en_core_web_sm-2.2.5.tar.gz (12.0 MB)\n",
            "\u001b[K     |████████████████████████████████| 12.0 MB 8.5 MB/s \n",
            "\u001b[?25hRequirement already satisfied: spacy>=2.2.2 in /usr/local/lib/python3.7/dist-packages (from en_core_web_sm==2.2.5) (2.2.4)\n",
            "Requirement already satisfied: cymem<2.1.0,>=2.0.2 in /usr/local/lib/python3.7/dist-packages (from spacy>=2.2.2->en_core_web_sm==2.2.5) (2.0.6)\n",
            "Requirement already satisfied: requests<3.0.0,>=2.13.0 in /usr/local/lib/python3.7/dist-packages (from spacy>=2.2.2->en_core_web_sm==2.2.5) (2.23.0)\n",
            "Requirement already satisfied: numpy>=1.15.0 in /usr/local/lib/python3.7/dist-packages (from spacy>=2.2.2->en_core_web_sm==2.2.5) (1.18.5)\n",
            "Requirement already satisfied: plac<1.2.0,>=0.9.6 in /usr/local/lib/python3.7/dist-packages (from spacy>=2.2.2->en_core_web_sm==2.2.5) (1.1.3)\n",
            "Requirement already satisfied: preshed<3.1.0,>=3.0.2 in /usr/local/lib/python3.7/dist-packages (from spacy>=2.2.2->en_core_web_sm==2.2.5) (3.0.6)\n",
            "Requirement already satisfied: murmurhash<1.1.0,>=0.28.0 in /usr/local/lib/python3.7/dist-packages (from spacy>=2.2.2->en_core_web_sm==2.2.5) (1.0.6)\n",
            "Requirement already satisfied: thinc==7.4.0 in /usr/local/lib/python3.7/dist-packages (from spacy>=2.2.2->en_core_web_sm==2.2.5) (7.4.0)\n",
            "Requirement already satisfied: wasabi<1.1.0,>=0.4.0 in /usr/local/lib/python3.7/dist-packages (from spacy>=2.2.2->en_core_web_sm==2.2.5) (0.9.0)\n",
            "Requirement already satisfied: tqdm<5.0.0,>=4.38.0 in /usr/local/lib/python3.7/dist-packages (from spacy>=2.2.2->en_core_web_sm==2.2.5) (4.45.0)\n",
            "Requirement already satisfied: setuptools in /usr/local/lib/python3.7/dist-packages (from spacy>=2.2.2->en_core_web_sm==2.2.5) (57.4.0)\n",
            "Requirement already satisfied: srsly<1.1.0,>=1.0.2 in /usr/local/lib/python3.7/dist-packages (from spacy>=2.2.2->en_core_web_sm==2.2.5) (1.0.5)\n",
            "Requirement already satisfied: catalogue<1.1.0,>=0.0.7 in /usr/local/lib/python3.7/dist-packages (from spacy>=2.2.2->en_core_web_sm==2.2.5) (1.0.0)\n",
            "Requirement already satisfied: blis<0.5.0,>=0.4.0 in /usr/local/lib/python3.7/dist-packages (from spacy>=2.2.2->en_core_web_sm==2.2.5) (0.4.1)\n",
            "Requirement already satisfied: importlib-metadata>=0.20 in /usr/local/lib/python3.7/dist-packages (from catalogue<1.1.0,>=0.0.7->spacy>=2.2.2->en_core_web_sm==2.2.5) (4.11.0)\n",
            "Requirement already satisfied: typing-extensions>=3.6.4 in /usr/local/lib/python3.7/dist-packages (from importlib-metadata>=0.20->catalogue<1.1.0,>=0.0.7->spacy>=2.2.2->en_core_web_sm==2.2.5) (3.10.0.2)\n",
            "Requirement already satisfied: zipp>=0.5 in /usr/local/lib/python3.7/dist-packages (from importlib-metadata>=0.20->catalogue<1.1.0,>=0.0.7->spacy>=2.2.2->en_core_web_sm==2.2.5) (3.7.0)\n",
            "Requirement already satisfied: idna<3,>=2.5 in /usr/local/lib/python3.7/dist-packages (from requests<3.0.0,>=2.13.0->spacy>=2.2.2->en_core_web_sm==2.2.5) (2.10)\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<3.0.0,>=2.13.0->spacy>=2.2.2->en_core_web_sm==2.2.5) (1.25.11)\n",
            "Requirement already satisfied: chardet<4,>=3.0.2 in /usr/local/lib/python3.7/dist-packages (from requests<3.0.0,>=2.13.0->spacy>=2.2.2->en_core_web_sm==2.2.5) (3.0.4)\n",
            "Requirement already satisfied: certifi>=2017.4.17 in /usr/local/lib/python3.7/dist-packages (from requests<3.0.0,>=2.13.0->spacy>=2.2.2->en_core_web_sm==2.2.5) (2021.10.8)\n",
            "\u001b[38;5;2m✔ Download and installation successful\u001b[0m\n",
            "You can now load the model via spacy.load('en_core_web_sm')\n",
            "\u001b[38;5;2m✔ Linking successful\u001b[0m\n",
            "/usr/local/lib/python3.7/dist-packages/en_core_web_sm -->\n",
            "/usr/local/lib/python3.7/dist-packages/spacy/data/en\n",
            "You can now load the model via spacy.load('en')\n"
          ]
        }
      ],
      "source": [
        "!python -m spacy download en"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 2,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "CHVBIeez3cyR",
        "outputId": "58818917-0a1f-4f7e-e5ed-e07500f44bc5"
      },
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "Collecting nest_asyncio==1.3.3\n",
            "  Downloading nest_asyncio-1.3.3-py3-none-any.whl (4.7 kB)\n",
            "Installing collected packages: nest-asyncio\n",
            "  Attempting uninstall: nest-asyncio\n",
            "    Found existing installation: nest-asyncio 1.5.4\n",
            "    Uninstalling nest-asyncio-1.5.4:\n",
            "      Successfully uninstalled nest-asyncio-1.5.4\n",
            "\u001b[31mERROR: pip's dependency resolver does not currently take into account all the packages that are installed. This behaviour is the source of the following dependency conflicts.\n",
            "nbclient 0.5.10 requires jupyter-client>=6.1.5, but you have jupyter-client 5.3.5 which is incompatible.\u001b[0m\n",
            "Successfully installed nest-asyncio-1.3.3\n"
          ]
        }
      ],
      "source": [
        "!pip install nest_asyncio==1.3.3"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 3,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "pFVs_ym8EUTy",
        "outputId": "0dc47747-c33b-4dfa-81fc-68dfe8eea448"
      },
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "Event loop ready.\n"
          ]
        }
      ],
      "source": [
        "import os\n",
        "import rasa\n",
        "import nest_asyncio\n",
        "\n",
        "nest_asyncio.apply()\n",
        "print(\"Event loop ready.\")"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 4,
      "metadata": {
        "id": "FZsqX3irEv7O"
      },
      "outputs": [],
      "source": [
        "from rasa.cli.scaffold import create_initial_project"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 5,
      "metadata": {
        "id": "KnIOywUKE6F5"
      },
      "outputs": [],
      "source": [
        "project = \"test-project\"\n",
        "create_initial_project(project)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 6,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "PjxVHRJCE-u5",
        "outputId": "6ebe0329-2a8f-402f-c73d-fce16c5d5911"
      },
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "['domain.yml', '__init__.py', 'data', 'tests', 'credentials.yml', '__pycache__', 'actions.py', 'endpoints.yml', 'config.yml']\n"
          ]
        }
      ],
      "source": [
        "# move into project directory and show files\n",
        "os.chdir(project)\n",
        "print(os.listdir(\".\"))"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 7,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "5N_1uA1KPkBt",
        "outputId": "4077cfac-6436-4343-91d5-4b966ac7ab7b"
      },
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "config.yml data/ domain.yml models/\n"
          ]
        }
      ],
      "source": [
        "config = \"config.yml\"\n",
        "training_files = \"data/\"\n",
        "domain = \"domain.yml\"\n",
        "output = \"models/\"\n",
        "print(config, training_files, domain, output)"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "4NeZbYh0Jc3o"
      },
      "source": [
        "### Sometime it may not run on first go. So, try to execute below line 3 time and it work fine. It is bug in rasa."
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 8,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "PrdOIlziPxEo",
        "outputId": "5e7858b5-0d92-4a3b-8116-5988bb0221a6"
      },
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "\u001b[94mTraining Core model...\u001b[0m\n"
          ]
        },
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
            "Processed Story Blocks: 100%|██████████| 5/5 [00:00<00:00, 371.41it/s, # trackers=1]\n",
            "Processed Story Blocks: 100%|██████████| 5/5 [00:00<00:00, 391.38it/s, # trackers=5]\n",
            "Processed Story Blocks: 100%|██████████| 5/5 [00:00<00:00, 127.10it/s, # trackers=20]\n",
            "Processed Story Blocks: 100%|██████████| 5/5 [00:00<00:00, 121.44it/s, # trackers=24]\n",
            "Processed trackers: 100%|██████████| 5/5 [00:00<00:00, 74.06it/s, # actions=16]\n",
            "Processed actions: 16it [00:00, 643.16it/s, # examples=16]\n",
            "Processed trackers: 100%|██████████| 231/231 [00:04<00:00, 51.21it/s, # actions=126]\n",
            "Epochs: 100%|██████████| 100/100 [00:14<00:00,  6.85it/s, t_loss=0.083, loss=0.012, acc=1.000]\n"
          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "\u001b[94mCore model training completed.\u001b[0m\n",
            "\u001b[94mTraining NLU model...\u001b[0m\n"
          ]
        },
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
            "\u001b[93m/usr/local/lib/python3.7/dist-packages/rasa/utils/common.py:363: UserWarning: You specified 'DIET' to train entities, but no entities are present in the training data. Skip training of entities.\n",
            "Epochs: 100%|██████████| 100/100 [00:15<00:00,  6.28it/s, t_loss=1.531, i_loss=0.144, i_acc=1.000]\n"
          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "\u001b[94mNLU model training completed.\u001b[0m\n",
            "\u001b[92mYour Rasa model is trained and saved at '/content/test-project/models/20220218-134251.tar.gz'.\u001b[0m\n",
            "models/20220218-134251.tar.gz\n"
          ]
        }
      ],
      "source": [
        "model_path = rasa.train(domain, config, [training_files], output)\n",
        "print(model_path)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 9,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "--XV_jksm6mN",
        "outputId": "883a8dc6-0fdb-462e-d3b1-224f5657e418"
      },
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "Your bot is ready to talk! Type your messages here or send '/stop'.\n",
            "hey\n",
            "\u001b[92mHey! How are you?\u001b[0m\n",
            "great\n",
            "\u001b[92mGreat, carry on!\u001b[0m\n",
            "/stop\n"
          ]
        }
      ],
      "source": [
        "from rasa.jupyter import chat\n",
        "\n",
        "endpoints = 'endpoints.yml'\n",
        "\n",
        "chat(model_path, endpoints)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "RUCSgxbCo1Cq",
        "outputId": "c5436f33-56b3-4355-b2ff-fec73bbd61fd"
      },
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "Your bot is ready to talk! Type your messages here or send '/stop'.\n",
            "hi\n",
            "\u001b[92mHey! How are you?\u001b[0m\n",
            "i am fine\n",
            "\u001b[92mGreat, carry on!\u001b[0m\n",
            "am i talking to human\n",
            "\u001b[92mI am a bot, powered by Rasa.\u001b[0m\n",
            "/stop\n"
          ]
        }
      ],
      "source": [
        "chat(model_path, endpoints)"
      ]
    }
  ],
  "metadata": {
    "colab": {
      "collapsed_sections": [],
      "name": "Rasa_bot",
      "provenance": []
    },
    "kernelspec": {
      "display_name": "Python 3",
      "name": "python3"
    }
  },
  "nbformat": 4,
  "nbformat_minor": 0
}