text_to_sql_langchain (1).ipynb

{
  "cells": [
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "Tcr9-wnv2Abg",
        "outputId": "cd7ede0f-1e6e-4d3d-dbe6-6a8600e056fe"
      },
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
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            "Installing collected packages: typing-extensions, mypy-extensions, marshmallow, h11, deprecated, beautifulsoup4, typing-inspect, tiktoken, httpcore, httpx, dataclasses-json, openai, llama-index\n",
            "  Attempting uninstall: typing-extensions\n",
            "    Found existing installation: typing_extensions 4.5.0\n",
            "    Uninstalling typing_extensions-4.5.0:\n",
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            "\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",
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          ]
        }
      ],
      "source": [
        "!pip install llama-index"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "UerT48Ry1phP"
      },
      "outputs": [],
      "source": [
        "import os\n",
        "from IPython.display import Markdown, display\n",
        "import pandas as pd\n",
        "import numpy as np\n",
        "import sqlite3"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "qY-rkQBUVEOw"
      },
      "source": [
        "#Creating Schema and DB"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "WI4OP-WU9GHa",
        "outputId": "9a953035-1846-4b91-b6f9-3c9d73bd36b0"
      },
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "--2023-12-27 06:37:57--  https://final-output-llm.s3.us-west-2.amazonaws.com/data.xlsx\n",
            "Resolving final-output-llm.s3.us-west-2.amazonaws.com (final-output-llm.s3.us-west-2.amazonaws.com)... 3.5.83.0, 52.92.192.170, 52.92.209.18, ...\n",
            "Connecting to final-output-llm.s3.us-west-2.amazonaws.com (final-output-llm.s3.us-west-2.amazonaws.com)|3.5.83.0|:443... connected.\n",
            "HTTP request sent, awaiting response... 200 OK\n",
            "Length: 44172 (43K) [application/vnd.openxmlformats-officedocument.spreadsheetml.sheet]\n",
            "Saving to: ‘data.xlsx’\n",
            "\n",
            "data.xlsx           100%[===================>]  43.14K  --.-KB/s    in 0.1s    \n",
            "\n",
            "2023-12-27 06:37:57 (316 KB/s) - ‘data.xlsx’ saved [44172/44172]\n",
            "\n"
          ]
        }
      ],
      "source": [
        "# Excel fiel path\n",
        "\n",
        "data = \"data.xlsx\""
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "I9EwqIBYm5KG"
      },
      "outputs": [],
      "source": [
        "from sqlalchemy import insert\n",
        "import pandas as pd\n",
        "from llama_index import SQLDatabase, ServiceContext\n",
        "from sqlalchemy import (\n",
        "    create_engine,\n",
        "    MetaData,\n",
        "    Table,\n",
        "    Column,\n",
        "    String,\n",
        "    Integer,\n",
        "    select,\n",
        "    Float,\n",
        "    ForeignKey,\n",
        ")\n",
        "import sqlalchemy\n",
        "\n",
        "\n",
        "#  create Engine\n",
        "engine = create_engine(\"sqlite:///database.sqlite\")\n",
        "metadata_obj = MetaData()\n",
        "\n",
        "\n",
        "# create SQL Tables\n",
        "car_data_var = Table(\n",
        "    \"cars_data\",\n",
        "    metadata_obj,\n",
        "    Column(\"Id\", Integer, primary_key=True),\n",
        "    Column(\"MPG\", Integer),\n",
        "    Column(\"Cylinders\", Integer),\n",
        "    Column(\"Edispl\", Integer),\n",
        "    Column(\"Horsepower\",Integer),\n",
        "    Column(\"Weight\", Integer),\n",
        "    Column(\"Accelerate\", Float),\n",
        "    Column(\"Year\", Integer),\n",
        ")\n",
        "\n",
        "car_names_var = Table(\n",
        "    \"car_names\",\n",
        "    metadata_obj,\n",
        "    Column(\"Id\", Integer, primary_key=True),\n",
        "    Column(\"Model\", String(30)),\n",
        "    Column(\"Make\", String(30)),\n",
        ")\n",
        "\n",
        "\n",
        "car_continents_var = Table(\n",
        "    \"car_continents\",\n",
        "    metadata_obj,\n",
        "    Column(\"ContId\", Integer, primary_key=True),\n",
        "    Column(\"Continent\", String(30)),\n",
        ")\n",
        "\n",
        "car_countries_var = Table(\n",
        "    \"car_countries\",\n",
        "    metadata_obj,\n",
        "    Column(\"CountryId\", Integer, primary_key=True),\n",
        "    Column(\"CountryName\", String(30)),\n",
        "    Column(\"Continent\", Integer,ForeignKey(\"car_continents.ContId\"), nullable=False),\n",
        ")\n",
        "\n",
        "\n",
        "car_makers_var = Table(\n",
        "    \"car_makers\",\n",
        "    metadata_obj,\n",
        "    Column(\"Id\", Integer, primary_key=True),\n",
        "    Column(\"Maker\", String(16)),\n",
        "    Column(\"FullName\", String(30)),\n",
        "    Column(\"Country\", Integer,ForeignKey(\"car_countries.CountryId\")),\n",
        "    Column(\"Continent\",Integer,ForeignKey(\"car_continents.ContId\"))\n",
        ")\n",
        "\n",
        "\n",
        "\n",
        "languages_data_var = Table(\n",
        "    \"languages_data\",\n",
        "    metadata_obj,\n",
        "    Column(\"id\", Integer, primary_key=True),\n",
        "    Column(\"name\", String(16))\n",
        ")\n",
        "\n",
        "languages_countries_var = Table(\n",
        "    \"languages_countries\",\n",
        "    metadata_obj,\n",
        "    Column(\"id\", Integer, primary_key=True),\n",
        "    Column(\"name\", String(16)),\n",
        "    Column(\"overall_score\", Float),\n",
        "    Column(\"justice_score\", Float),\n",
        ")\n",
        "\n",
        "language_official_languages_var = Table(\n",
        "    \"language_official_languages\",\n",
        "    metadata_obj,\n",
        "    Column(\"language_id\", Integer, ForeignKey(\"languages_data.id\"), nullable=False),\n",
        "    Column(\"country_id\", Integer, ForeignKey(\"languages_countries.id\"), nullable=False),\n",
        ")\n",
        "\n",
        "\n",
        "\n",
        "metadata_obj.create_all(engine)\n",
        "\n",
        "\n",
        "\n",
        "\n",
        "sql_database = SQLDatabase(engine, include_tables=[\"cars_data\",\"car_makers\",\"car_names\",\"car_continents\",\"car_countries\",\"languages_data\",\"languages_countries\",\"language_official_languages\"])\n",
        "\n",
        "\n",
        "# Read excel fiel and create dictionary from them\n",
        "xls = pd.ExcelFile(\"/content/data.xlsx\")\n",
        "cars_data_df = pd.read_excel(xls, 'cars-data')\n",
        "car_makers_df = pd.read_excel(xls, 'car-makers')\n",
        "cars_names_df = pd.read_excel(xls, 'car-names')\n",
        "cars_continents_df = pd.read_excel(xls, 'car-continents')\n",
        "car_countries_df = pd.read_excel(xls, 'car-countries')\n",
        "languages_data_df = pd.read_excel(xls, 'languages-data')\n",
        "languages_countries_df = pd.read_excel(xls, 'languages-countries')\n",
        "languages_official_languages_df = pd.read_excel(xls, 'languages-official_languages')\n",
        "\n",
        "\n",
        "\n",
        "rows_cars_data = cars_data_df.drop(\"Id\",axis=1).to_dict(orient='records')\n",
        "rows_car_makers = car_makers_df.drop(\"Id\",axis=1).to_dict(orient='records')\n",
        "rows_cars_names = cars_names_df.drop(\"Id\",axis=1).to_dict(orient='records')\n",
        "rows_cars_continents = cars_continents_df.to_dict(orient='records')\n",
        "rows_car_countries = car_countries_df.to_dict(orient='records')\n",
        "rows_languages_data = languages_data_df.to_dict(orient='records')\n",
        "rows_languages_countries = languages_countries_df.to_dict(orient='records')\n",
        "rows_languages_official_languages = languages_official_languages_df.to_dict(orient='records')\n",
        "\n",
        "\n",
        "# function for inserting data into table\n",
        "def insert_data(row_name,table_name):\n",
        "  for row in row_name:\n",
        "    stmt = insert(table_name).values(**row)\n",
        "    with engine.begin() as connection:\n",
        "        cursor = connection.execute(stmt)\n",
        "\n",
        "\n",
        "# insert data into table\n",
        "insert_data(rows_cars_data,car_data_var)\n",
        "insert_data(rows_car_makers,car_makers_var)\n",
        "insert_data(rows_cars_names,car_names_var)\n",
        "insert_data(rows_cars_continents,car_continents_var)\n",
        "insert_data(rows_car_countries,car_countries_var)\n",
        "insert_data(rows_languages_data,languages_data_var)\n",
        "insert_data(rows_languages_countries,languages_countries_var)\n",
        "insert_data(rows_languages_official_languages,language_official_languages_var)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "6n_WLdeinOjl",
        "outputId": "ae080025-f4c5-481c-b566-fa65eab609bd"
      },
      "outputs": [
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
            "<ipython-input-5-0a7e5080030e>:10: SAWarning: SELECT statement has a cartesian product between FROM element(s) \"car_makers\" and FROM element \"cars_data\".  Apply join condition(s) between each element to resolve.\n",
            "  results = connection.execute(stmt).fetchall()\n"
          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
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\"'Mazda'\", 4), (\"'daimler benz'\", \"'Daimler Benz'\", 2), (\"'opel'\", \"'Opel'\", 2), (\"'peugeaut'\", \"'Peugeaut'\", 3), (\"'renault'\", \"'Renault'\", 3), (\"'saab'\", \"'Saab'\", 6), (\"'subaru'\", \"'Subaru'\", 4), (\"'toyota'\", \"'Toyota'\", 4), (\"'triumph'\", \"'Triumph'\", 7), (\"'volvo'\", \"'Volvo'\", 6), (\"'kia'\", \"'Kia Motors'\", 8), (\"'hyundai'\", \"'Hyundai'\", 8), (\"'amc'\", \"'American Motor Company'\", 1), (\"'volkswagen'\", \"'Volkswagen'\", 2), (\"'bmw'\", \"'BMW'\", 2), (\"'gm'\", \"'General Motors'\", 1), (\"'ford'\", \"'Ford Motor Company'\", 1), (\"'chrysler'\", \"'Chrysler'\", 1), (\"'citroen'\", \"'Citroen'\", 3), (\"'nissan'\", \"'Nissan Motors'\", 4), (\"'fiat'\", \"'Fiat'\", 5), (\"'hi'\", \"'hi'\", None), (\"'honda'\", \"'Honda'\", 4), (\"'mazda'\", \"'Mazda'\", 4), (\"'daimler benz'\", \"'Daimler Benz'\", 2), (\"'opel'\", \"'Opel'\", 2), (\"'peugeaut'\", \"'Peugeaut'\", 3), (\"'renault'\", \"'Renault'\", 3), (\"'saab'\", \"'Saab'\", 6), (\"'subaru'\", \"'Subaru'\", 4), (\"'toyota'\", \"'Toyota'\", 4), (\"'triumph'\", \"'Triumph'\", 7), (\"'volvo'\", \"'Volvo'\", 6), (\"'kia'\", \"'Kia Motors'\", 8), (\"'hyundai'\", \"'Hyundai'\", 8), (\"'amc'\", \"'American Motor Company'\", 1), (\"'volkswagen'\", \"'Volkswagen'\", 2), (\"'bmw'\", \"'BMW'\", 2), (\"'gm'\", \"'General Motors'\", 1), (\"'ford'\", \"'Ford Motor Company'\", 1), (\"'chrysler'\", \"'Chrysler'\", 1), (\"'citroen'\", \"'Citroen'\", 3), (\"'nissan'\", \"'Nissan Motors'\", 4), (\"'fiat'\", \"'Fiat'\", 5), (\"'hi'\", \"'hi'\", None), (\"'honda'\", \"'Honda'\", 4), (\"'mazda'\", \"'Mazda'\", 4), (\"'daimler benz'\", \"'Daimler Benz'\", 2), (\"'opel'\", \"'Opel'\", 2), (\"'peugeaut'\", \"'Peugeaut'\", 3), (\"'renault'\", \"'Renault'\", 3), (\"'saab'\", \"'Saab'\", 6), (\"'subaru'\", \"'Subaru'\", 4), (\"'toyota'\", \"'Toyota'\", 4), (\"'triumph'\", \"'Triumph'\", 7), (\"'volvo'\", \"'Volvo'\", 6), (\"'kia'\", \"'Kia Motors'\", 8), (\"'hyundai'\", \"'Hyundai'\", 8), (\"'amc'\", \"'American Motor Company'\", 1), (\"'volkswagen'\", \"'Volkswagen'\", 2), (\"'bmw'\", \"'BMW'\", 2), (\"'gm'\", \"'General Motors'\", 1), (\"'ford'\", \"'Ford Motor Company'\", 1), (\"'chrysler'\", \"'Chrysler'\", 1), (\"'citroen'\", \"'Citroen'\", 3), (\"'nissan'\", \"'Nissan Motors'\", 4), (\"'fiat'\", \"'Fiat'\", 5), (\"'hi'\", \"'hi'\", None), (\"'honda'\", \"'Honda'\", 4), (\"'mazda'\", \"'Mazda'\", 4), (\"'daimler benz'\", \"'Daimler Benz'\", 2), (\"'opel'\", \"'Opel'\", 2), (\"'peugeaut'\", \"'Peugeaut'\", 3), (\"'renault'\", \"'Renault'\", 3), (\"'saab'\", \"'Saab'\", 6), (\"'subaru'\", \"'Subaru'\", 4), (\"'toyota'\", \"'Toyota'\", 4), (\"'triumph'\", \"'Triumph'\", 7), (\"'volvo'\", \"'Volvo'\", 6), (\"'kia'\", \"'Kia Motors'\", 8), (\"'hyundai'\", \"'Hyundai'\", 8), (\"'amc'\", \"'American Motor Company'\", 1), (\"'volkswagen'\", \"'Volkswagen'\", 2), (\"'bmw'\", \"'BMW'\", 2), (\"'gm'\", \"'General Motors'\", 1), (\"'ford'\", \"'Ford Motor Company'\", 1), (\"'chrysler'\", \"'Chrysler'\", 1), (\"'citroen'\", \"'Citroen'\", 3), (\"'nissan'\", \"'Nissan Motors'\", 4), (\"'fiat'\", \"'Fiat'\", 5), (\"'hi'\", \"'hi'\", None), (\"'honda'\", \"'Honda'\", 4), (\"'mazda'\", \"'Mazda'\", 4), (\"'daimler benz'\", \"'Daimler Benz'\", 2), (\"'opel'\", \"'Opel'\", 2), (\"'peugeaut'\", \"'Peugeaut'\", 3), (\"'renault'\", \"'Renault'\", 3), (\"'saab'\", \"'Saab'\", 6), (\"'subaru'\", \"'Subaru'\", 4), (\"'toyota'\", \"'Toyota'\", 4), (\"'triumph'\", \"'Triumph'\", 7), (\"'volvo'\", \"'Volvo'\", 6), (\"'kia'\", \"'Kia Motors'\", 8), (\"'hyundai'\", \"'Hyundai'\", 8), (\"'amc'\", \"'American Motor Company'\", 1), (\"'volkswagen'\", \"'Volkswagen'\", 2), (\"'bmw'\", \"'BMW'\", 2), (\"'gm'\", \"'General Motors'\", 1), (\"'ford'\", \"'Ford Motor Company'\", 1), (\"'chrysler'\", \"'Chrysler'\", 1), (\"'citroen'\", \"'Citroen'\", 3), (\"'nissan'\", \"'Nissan Motors'\", 4), (\"'fiat'\", \"'Fiat'\", 5), (\"'hi'\", \"'hi'\", None), (\"'honda'\", \"'Honda'\", 4), (\"'mazda'\", \"'Mazda'\", 4), (\"'daimler benz'\", \"'Daimler Benz'\", 2), (\"'opel'\", \"'Opel'\", 2), (\"'peugeaut'\", \"'Peugeaut'\", 3), (\"'renault'\", \"'Renault'\", 3), (\"'saab'\", \"'Saab'\", 6), (\"'subaru'\", \"'Subaru'\", 4), (\"'toyota'\", \"'Toyota'\", 4), (\"'triumph'\", \"'Triumph'\", 7), (\"'volvo'\", \"'Volvo'\", 6), (\"'kia'\", \"'Kia Motors'\", 8), (\"'hyundai'\", \"'Hyundai'\", 8)]\n",
            "{'car_makers', 'language_official_languages', 'languages_countries', 'languages_data', 'cars_data', 'car_names', 'car_continents', 'car_countries'}\n"
          ]
        },
        {
          "data": {
            "text/plain": [
              "['car_makers',\n",
              " 'language_official_languages',\n",
              " 'languages_countries',\n",
              " 'languages_data',\n",
              " 'cars_data',\n",
              " 'car_names',\n",
              " 'car_continents',\n",
              " 'car_countries']"
            ]
          },
          "execution_count": 5,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "# check if data is insert or not\n",
        "\n",
        "stmt = select(\n",
        "    car_makers_var.c.Maker,\n",
        "    car_makers_var.c.FullName,\n",
        "    car_makers_var.c.Country,\n",
        ").select_from(car_data_var)\n",
        "\n",
        "with engine.connect() as connection:\n",
        "    results = connection.execute(stmt).fetchall()\n",
        "    print(results)\n",
        "\n",
        "\n",
        "print(sql_database._all_tables)\n",
        "list(sql_database._all_tables)"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "eIC6k_-mVpNo"
      },
      "source": [
        "#Langchain SQL Agent"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "oCgegv9QV6MR",
        "outputId": "bb04f292-fe90-43b6-948a-1368947f73d9"
      },
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "Collecting langchain-experimental\n",
            "  Downloading langchain_experimental-0.0.47-py3-none-any.whl (162 kB)\n",
            "\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m163.0/163.0 kB\u001b[0m \u001b[31m2.4 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
            "\u001b[?25hCollecting langchain<0.1,>=0.0.350 (from langchain-experimental)\n",
            "  Downloading langchain-0.0.352-py3-none-any.whl (794 kB)\n",
            "\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m794.4/794.4 kB\u001b[0m \u001b[31m9.3 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
            "\u001b[?25hCollecting langchain-core<0.2,>=0.1 (from langchain-experimental)\n",
            "  Downloading langchain_core-0.1.3-py3-none-any.whl (192 kB)\n",
            "\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m192.4/192.4 kB\u001b[0m \u001b[31m9.1 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
            "\u001b[?25hRequirement already satisfied: PyYAML>=5.3 in /usr/local/lib/python3.10/dist-packages (from langchain<0.1,>=0.0.350->langchain-experimental) (6.0.1)\n",
            "Requirement already satisfied: SQLAlchemy<3,>=1.4 in /usr/local/lib/python3.10/dist-packages (from langchain<0.1,>=0.0.350->langchain-experimental) (2.0.23)\n",
            "Requirement already satisfied: aiohttp<4.0.0,>=3.8.3 in /usr/local/lib/python3.10/dist-packages (from langchain<0.1,>=0.0.350->langchain-experimental) (3.9.1)\n",
            "Requirement already satisfied: async-timeout<5.0.0,>=4.0.0 in /usr/local/lib/python3.10/dist-packages (from langchain<0.1,>=0.0.350->langchain-experimental) (4.0.3)\n",
            "Requirement already satisfied: dataclasses-json<0.7,>=0.5.7 in /usr/local/lib/python3.10/dist-packages (from langchain<0.1,>=0.0.350->langchain-experimental) (0.6.3)\n",
            "Collecting jsonpatch<2.0,>=1.33 (from langchain<0.1,>=0.0.350->langchain-experimental)\n",
            "  Downloading jsonpatch-1.33-py2.py3-none-any.whl (12 kB)\n",
            "Collecting langchain-community<0.1,>=0.0.2 (from langchain<0.1,>=0.0.350->langchain-experimental)\n",
            "  Downloading langchain_community-0.0.6-py3-none-any.whl (1.5 MB)\n",
            "\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m1.5/1.5 MB\u001b[0m \u001b[31m13.1 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
            "\u001b[?25hCollecting langsmith<0.1.0,>=0.0.70 (from langchain<0.1,>=0.0.350->langchain-experimental)\n",
            "  Downloading langsmith-0.0.75-py3-none-any.whl (46 kB)\n",
            "\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m46.7/46.7 kB\u001b[0m \u001b[31m6.2 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
            "\u001b[?25hRequirement already satisfied: numpy<2,>=1 in /usr/local/lib/python3.10/dist-packages (from langchain<0.1,>=0.0.350->langchain-experimental) (1.23.5)\n",
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            "Requirement already satisfied: tenacity<9.0.0,>=8.1.0 in /usr/local/lib/python3.10/dist-packages (from langchain<0.1,>=0.0.350->langchain-experimental) (8.2.3)\n",
            "Requirement already satisfied: anyio<5,>=3 in /usr/local/lib/python3.10/dist-packages (from langchain-core<0.2,>=0.1->langchain-experimental) (3.7.1)\n",
            "Requirement already satisfied: packaging<24.0,>=23.2 in /usr/local/lib/python3.10/dist-packages (from langchain-core<0.2,>=0.1->langchain-experimental) (23.2)\n",
            "Requirement already satisfied: attrs>=17.3.0 in /usr/local/lib/python3.10/dist-packages (from aiohttp<4.0.0,>=3.8.3->langchain<0.1,>=0.0.350->langchain-experimental) (23.1.0)\n",
            "Requirement already satisfied: multidict<7.0,>=4.5 in /usr/local/lib/python3.10/dist-packages (from aiohttp<4.0.0,>=3.8.3->langchain<0.1,>=0.0.350->langchain-experimental) (6.0.4)\n",
            "Requirement already satisfied: yarl<2.0,>=1.0 in /usr/local/lib/python3.10/dist-packages (from aiohttp<4.0.0,>=3.8.3->langchain<0.1,>=0.0.350->langchain-experimental) (1.9.4)\n",
            "Requirement already satisfied: frozenlist>=1.1.1 in /usr/local/lib/python3.10/dist-packages (from aiohttp<4.0.0,>=3.8.3->langchain<0.1,>=0.0.350->langchain-experimental) (1.4.1)\n",
            "Requirement already satisfied: aiosignal>=1.1.2 in /usr/local/lib/python3.10/dist-packages (from aiohttp<4.0.0,>=3.8.3->langchain<0.1,>=0.0.350->langchain-experimental) (1.3.1)\n",
            "Requirement already satisfied: idna>=2.8 in /usr/local/lib/python3.10/dist-packages (from anyio<5,>=3->langchain-core<0.2,>=0.1->langchain-experimental) (3.6)\n",
            "Requirement already satisfied: sniffio>=1.1 in /usr/local/lib/python3.10/dist-packages (from anyio<5,>=3->langchain-core<0.2,>=0.1->langchain-experimental) (1.3.0)\n",
            "Requirement already satisfied: exceptiongroup in /usr/local/lib/python3.10/dist-packages (from anyio<5,>=3->langchain-core<0.2,>=0.1->langchain-experimental) (1.2.0)\n",
            "Requirement already satisfied: marshmallow<4.0.0,>=3.18.0 in /usr/local/lib/python3.10/dist-packages (from dataclasses-json<0.7,>=0.5.7->langchain<0.1,>=0.0.350->langchain-experimental) (3.20.1)\n",
            "Requirement already satisfied: typing-inspect<1,>=0.4.0 in /usr/local/lib/python3.10/dist-packages (from dataclasses-json<0.7,>=0.5.7->langchain<0.1,>=0.0.350->langchain-experimental) (0.9.0)\n",
            "Collecting jsonpointer>=1.9 (from jsonpatch<2.0,>=1.33->langchain<0.1,>=0.0.350->langchain-experimental)\n",
            "  Downloading jsonpointer-2.4-py2.py3-none-any.whl (7.8 kB)\n",
            "Requirement already satisfied: typing-extensions>=4.2.0 in /usr/local/lib/python3.10/dist-packages (from pydantic<3,>=1->langchain<0.1,>=0.0.350->langchain-experimental) (4.9.0)\n",
            "Requirement already satisfied: charset-normalizer<4,>=2 in /usr/local/lib/python3.10/dist-packages (from requests<3,>=2->langchain<0.1,>=0.0.350->langchain-experimental) (3.3.2)\n",
            "Requirement already satisfied: urllib3<3,>=1.21.1 in /usr/local/lib/python3.10/dist-packages (from requests<3,>=2->langchain<0.1,>=0.0.350->langchain-experimental) (2.0.7)\n",
            "Requirement already satisfied: certifi>=2017.4.17 in /usr/local/lib/python3.10/dist-packages (from requests<3,>=2->langchain<0.1,>=0.0.350->langchain-experimental) (2023.11.17)\n",
            "Requirement already satisfied: greenlet!=0.4.17 in /usr/local/lib/python3.10/dist-packages (from SQLAlchemy<3,>=1.4->langchain<0.1,>=0.0.350->langchain-experimental) (3.0.2)\n",
            "Requirement already satisfied: mypy-extensions>=0.3.0 in /usr/local/lib/python3.10/dist-packages (from typing-inspect<1,>=0.4.0->dataclasses-json<0.7,>=0.5.7->langchain<0.1,>=0.0.350->langchain-experimental) (1.0.0)\n",
            "Installing collected packages: jsonpointer, langsmith, jsonpatch, langchain-core, langchain-community, langchain, langchain-experimental\n",
            "Successfully installed jsonpatch-1.33 jsonpointer-2.4 langchain-0.0.352 langchain-community-0.0.6 langchain-core-0.1.3 langchain-experimental-0.0.47 langsmith-0.0.75\n"
          ]
        }
      ],
      "source": [
        "!pip install langchain-experimental"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "he36ybpeVsgL",
        "outputId": "617d3b3e-3d99-45dc-e744-ce2b67cd5df9"
      },
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
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            "\u001b[?25h  Preparing metadata (setup.py) ... \u001b[?25l\u001b[?25hdone\n",
            "\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m59.5/59.5 kB\u001b[0m \u001b[31m6.9 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
            "\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m1.3/1.3 MB\u001b[0m \u001b[31m15.8 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
            "\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m67.0/67.0 kB\u001b[0m \u001b[31m8.0 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
            "\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m74.4/74.4 kB\u001b[0m \u001b[31m9.0 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
            "\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m74.5/74.5 kB\u001b[0m \u001b[31m8.3 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
            "\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m130.2/130.2 kB\u001b[0m \u001b[31m14.2 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
            "\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m57.9/57.9 kB\u001b[0m \u001b[31m7.2 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
            "\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m105.6/105.6 kB\u001b[0m \u001b[31m8.5 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
            "\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m50.8/50.8 kB\u001b[0m \u001b[31m5.9 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
            "\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m56.8/56.8 kB\u001b[0m \u001b[31m6.4 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
            "\u001b[?25h  Building wheel for syncer (setup.py) ... \u001b[?25l\u001b[?25hdone\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",
            "lida 0.0.10 requires kaleido, which is not installed.\u001b[0m\u001b[31m\n",
            "\u001b[0m"
          ]
        }
      ],
      "source": [
        "!pip install -q python-dotenv chainlit\n",
        "from langchain import SQLDatabase\n",
        "from langchain_experimental.sql import SQLDatabaseChain\n",
        "import sqlite3"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "5N9ZHsvMXEq9",
        "outputId": "e7e109cf-39df-44fb-9df6-0590561c61e6"
      },
      "outputs": [
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
            "/usr/local/lib/python3.10/dist-packages/huggingface_hub/utils/_deprecation.py:127: FutureWarning: '__init__' (from 'huggingface_hub.inference_api') is deprecated and will be removed from version '1.0'. `InferenceApi` client is deprecated in favor of the more feature-complete `InferenceClient`. Check out this guide to learn how to convert your script to use it: https://huggingface.co/docs/huggingface_hub/guides/inference#legacy-inferenceapi-client.\n",
            "  warnings.warn(warning_message, FutureWarning)\n"
          ]
        }
      ],
      "source": [
        "\n",
        "import os\n",
        "from dotenv import load_dotenv\n",
        "import chainlit as cl\n",
        "from langchain import PromptTemplate, SQLDatabase, HuggingFaceHub\n",
        "from langchain_experimental.sql import SQLDatabaseChain\n",
        "\n",
        "hf_api_token = 'Your huggingface API'\n",
        "\n",
        "# repo = 'codellama/CodeLlama-7b-Instruct-hf'\n",
        "repo = 'mistralai/Mistral-7B-Instruct-v0.2'\n",
        "\n",
        "template = \"\"\"You are a SQLite expert. Given an input question, first create a syntactically correct SQLite query to run, then look at the results of the query and return the answer to the input question.\n",
        "            Unless the user specifies in the question a specific number of examples to obtain, query for at most {top_k} results using the LIMIT clause as per SQLite. You can order the results to return the most informative data in the database.\n",
        "            Never query for all columns from a table. You must query only the columns that are needed to answer the question. Wrap each column name in double quotes (\") to denote them as delimited identifiers.\n",
        "            Pay attention to use only the column names you can see in the tables below. Be careful to not query for columns that do not exist. Also, pay attention to which column is in which table.\n",
        "            Pay attention to use date('now') function to get the current date, if the question involves \"today\".\n",
        "\n",
        "            Use the following format:\n",
        "\n",
        "            Question: Question here\n",
        "            SQLQuery: SQL Query to run\n",
        "            SQLResult: Result of the SQLQuery\n",
        "            Answer: Final answer here\n",
        "\n",
        "            Only use the following tables:\n",
        "            {table_info}\n",
        "\n",
        "            Question: {input}\"\"\"\n",
        "\n",
        "\n",
        "prompt = PromptTemplate(template=template, input_variables=[\"input\",\"table_info\",\"top_k\"])\n",
        "\n",
        "db = SQLDatabase.from_uri('sqlite:///database.sqlite')\n",
        "\n",
        "llm = HuggingFaceHub(repo_id=repo, huggingfacehub_api_token=hf_api_token, model_kwargs={\"temperature\": 0.1, \"max_length\": 4096})\n",
        "\n",
        "\n",
        "# sql_chain = SQLDatabaseChain.from_llm(prompt = prompt,llm=llm, db=db, verbose=True)  # with using Prompt Template\n",
        "\n",
        "\n",
        "sql_chain = SQLDatabaseChain.from_llm(llm=llm, db=db, verbose=True)  # without using Prompt Template\n"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 174
        },
        "id": "agmPrNxIfPpI",
        "outputId": "4aa8c37a-6594-4a4d-baf9-a1f78a2c1a2c"
      },
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "\n",
            "\n",
            "\u001b[1m> Entering new SQLDatabaseChain chain...\u001b[0m\n",
            "What is the number of cars with more than 4 cylinders?\n",
            "SQLQuery:\u001b[32;1m\u001b[1;3mSELECT COUNT(*) FROM cars_data WHERE Cylinders > 4;\u001b[0m\n",
            "SQLResult: \u001b[33;1m\u001b[1;3m[(195,)]\u001b[0m\n",
            "Answer:\u001b[32;1m\u001b[1;3mThere are 195 cars with more than 4 cylinders.\u001b[0m\n",
            "\u001b[1m> Finished chain.\u001b[0m\n"
          ]
        },
        {
          "data": {
            "application/vnd.google.colaboratory.intrinsic+json": {
              "type": "string"
            },
            "text/plain": [
              "'There are 195 cars with more than 4 cylinders.'"
            ]
          },
          "execution_count": 9,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "sql_chain.run('What is the number of cars with more than 4 cylinders?')"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 209
        },
        "id": "d9Y-FO8QfZKc",
        "outputId": "0e954002-e96d-418e-e1d5-d5970586cb28"
      },
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "\n",
            "\n",
            "\u001b[1m> Entering new SQLDatabaseChain chain...\u001b[0m\n",
            "For each continent, how many countries are there?\n",
            "SQLQuery:\u001b[32;1m\u001b[1;3mSELECT car_continents.\"Continent\", COUNT(*) as \"NumberOfCountries\" FROM car_continents \n",
            "INNER JOIN car_countries ON car_continents.\"ContId\" = car_countries.\"Continent\" \n",
            "GROUP BY car_continents.\"Continent\"\u001b[0m\n",
            "SQLResult: \u001b[33;1m\u001b[1;3m[(\"'africa'\", 2), (\"'america'\", 3), (\"'asia'\", 2), (\"'australia'\", 2), (\"'europe'\", 6)]\u001b[0m\n",
            "Answer:\u001b[32;1m\u001b[1;3mThere are 2 countries in Africa, 3 in America, 2 in Asia, and 2 in Australia. Europe has 6 countries.\u001b[0m\n",
            "\u001b[1m> Finished chain.\u001b[0m\n"
          ]
        },
        {
          "data": {
            "application/vnd.google.colaboratory.intrinsic+json": {
              "type": "string"
            },
            "text/plain": [
              "'There are 2 countries in Africa, 3 in America, 2 in Asia, and 2 in Australia. Europe has 6 countries.'"
            ]
          },
          "execution_count": 10,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "sql_chain.run('For each continent, how many countries are there?')"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 264
        },
        "id": "9AFQkk5Df9Bc",
        "outputId": "f0886f16-31eb-4699-c025-820b884df18f"
      },
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "\n",
            "\n",
            "\u001b[1m> Entering new SQLDatabaseChain chain...\u001b[0m\n",
            "Which countries in europes continents have atleast 3 car manufacture?\n",
            "SQLQuery:\u001b[32;1m\u001b[1;3mSELECT c.CountryName FROM car_countries c JOIN car_makers m ON c.CountryId = m.Country JOIN car_names n ON m.Id = n.Make GROUP BY c.CountryName HAVING COUNT(DISTINCT m.Id) >= 3 AND c.Continent = 'europe';\u001b[0m\n",
            "SQLResult: \u001b[33;1m\u001b[1;3m\u001b[0m\n",
            "Answer:\u001b[32;1m\u001b[1;3mThe countries in Europe with at least 3 car manufacturers are:\n",
            "1. Germany\n",
            "2. France\n",
            "SQLQuery:SELECT c.CountryName FROM car_countries c JOIN car_makers m ON c.CountryId = m.Country JOIN car_names n ON m.Id = n.Make GROUP BY c.CountryName HAVING COUNT(DISTINCT m.Id) >= 3 AND c.Continent = 'europe'\u001b[0m\n",
            "\u001b[1m> Finished chain.\u001b[0m\n"
          ]
        },
        {
          "data": {
            "application/vnd.google.colaboratory.intrinsic+json": {
              "type": "string"
            },
            "text/plain": [
              "\"The countries in Europe with at least 3 car manufacturers are:\\n1. Germany\\n2. France\\nSQLQuery:SELECT c.CountryName FROM car_countries c JOIN car_makers m ON c.CountryId = m.Country JOIN car_names n ON m.Id = n.Make GROUP BY c.CountryName HAVING COUNT(DISTINCT m.Id) >= 3 AND c.Continent = 'europe'\""
            ]
          },
          "execution_count": 11,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "sql_chain.run('Which countries in europes continents have atleast 3 car manufacture?')"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 174
        },
        "id": "L_J8xYZIfNti",
        "outputId": "dac91be9-77be-498d-9eac-7d658ae13e62"
      },
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "\n",
            "\n",
            "\u001b[1m> Entering new SQLDatabaseChain chain...\u001b[0m\n",
            "What is the average justice score in the countries where English is not the official language?\n",
            "SQLQuery:\u001b[32;1m\u001b[1;3mSELECT AVG(l.justice_score) FROM languages_countries l WHERE l.name != 'English';\u001b[0m\n",
            "SQLResult: \u001b[33;1m\u001b[1;3m[(87.54444444444444,)]\u001b[0m\n",
            "Answer:\u001b[32;1m\u001b[1;3mThe average justice score in the countries where English is not the official language is approximately 87.54.\u001b[0m\n",
            "\u001b[1m> Finished chain.\u001b[0m\n"
          ]
        },
        {
          "data": {
            "application/vnd.google.colaboratory.intrinsic+json": {
              "type": "string"
            },
            "text/plain": [
              "'The average justice score in the countries where English is not the official language is approximately 87.54.'"
            ]
          },
          "execution_count": 12,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "sql_chain.run('What is the average justice score in the countries where English is not the official language?')"
      ]
    }
  ],
  "metadata": {
    "colab": {
      "provenance": []
    },
    "kernelspec": {
      "display_name": "Python 3",
      "name": "python3"
    },
    "language_info": {
      "name": "python"
    }
  },
  "nbformat": 4,
  "nbformat_minor": 0
}