GenAI_Text_to_SQL_Generation_Using_Vanna.ipynb

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  "metadata": {
    "colab": {
      "provenance": []
    },
    "kernelspec": {
      "name": "python3",
      "display_name": "Python 3"
    },
    "language_info": {
      "name": "python"
    }
  },
  "cells": [
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "collapsed": true,
        "id": "9SmH-Bb0nIRM",
        "outputId": "d3ced9dd-499e-4321-c438-c03ab7f3a9ed"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Requirement already satisfied: vanna in /usr/local/lib/python3.10/dist-packages (0.7.3)\n",
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            "Requirement already satisfied: PyYAML>=3.0 in /usr/local/lib/python3.10/dist-packages (from flasgger->vanna) (6.0.2)\n",
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          ]
        }
      ],
      "source": [
        "# Install library\n",
        "!pip install vanna"
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "# Import library\n",
        "import vanna as vn\n",
        "from vanna.remote import VannaDefault"
      ],
      "metadata": {
        "id": "tNGxV-48n2_g"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "source": [
        "### What are the top 10 albums by sales?"
      ],
      "metadata": {
        "id": "SbToR7WmtViy"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "# Initialize VannaDefault with specified model and API key\n",
        "vanna = VannaDefault(model='YOUR_MODEL', api_key=vn.get_api_key('YOUR_EMAIL'))\n",
        "# Connect to SQLite database using the provided URL\n",
        "vanna.connect_to_sqlite('https://vanna.ai/Chinook.sqlite')\n",
        "# Ask a query to retrieve the top 10 albums by sales\n",
        "vanna.ask(\"What are the top 10 albums by sales?\")"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        },
        "id": "e72JHUxWn7Ho",
        "outputId": "30e99b8b-0089-43cf-8ec0-d0eb03b97332"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Check your email for the code and enter it here: 0WEZ69\n",
            "SQL Prompt: [{'role': 'system', 'content': \"You are a SQLite expert. Please help to generate a SQL query to answer the question. Your response should ONLY be based on the given context and follow the response guidelines and format instructions. \\n===Tables \\nCREATE TABLE [Album]\\n(\\n    [AlbumId] INTEGER  NOT NULL,\\n    [Title] NVARCHAR(160)  NOT NULL,\\n    [ArtistId] INTEGER  NOT NULL,\\n    CONSTRAINT [PK_Album] PRIMARY KEY  ([AlbumId]),\\n    FOREIGN KEY ([ArtistId]) REFERENCES [Artist] ([ArtistId]) \\n\\t\\tON DELETE NO ACTION ON UPDATE NO ACTION\\n)\\n\\nCREATE INDEX [IFK_AlbumArtistId] ON [Album] ([ArtistId])\\n\\nCREATE INDEX [IFK_TrackAlbumId] ON [Track] ([AlbumId])\\n\\nCREATE TABLE [Track]\\n(\\n    [TrackId] INTEGER  NOT NULL,\\n    [Name] NVARCHAR(200)  NOT NULL,\\n    [AlbumId] INTEGER,\\n    [MediaTypeId] INTEGER  NOT NULL,\\n    [GenreId] INTEGER,\\n    [Composer] NVARCHAR(220),\\n    [Milliseconds] INTEGER  NOT NULL,\\n    [Bytes] INTEGER,\\n    [UnitPrice] NUMERIC(10,2)  NOT NULL,\\n    CONSTRAINT [PK_Track] PRIMARY KEY  ([TrackId]),\\n    FOREIGN KEY ([AlbumId]) REFERENCES [Album] ([AlbumId]) \\n\\t\\tON DELETE NO ACTION ON UPDATE NO ACTION,\\n    FOREIGN KEY ([GenreId]) REFERENCES [Genre] ([GenreId]) \\n\\t\\tON DELETE NO ACTION ON UPDATE NO ACTION,\\n    FOREIGN KEY ([MediaTypeId]) REFERENCES [MediaType] ([MediaTypeId]) \\n\\t\\tON DELETE NO ACTION ON UPDATE NO ACTION\\n)\\n\\nCREATE TABLE [Artist]\\n(\\n    [ArtistId] INTEGER  NOT NULL,\\n    [Name] NVARCHAR(120),\\n    CONSTRAINT [PK_Artist] PRIMARY KEY  ([ArtistId])\\n)\\n\\nCREATE TABLE [Playlist]\\n(\\n    [PlaylistId] INTEGER  NOT NULL,\\n    [Name] NVARCHAR(120),\\n    CONSTRAINT [PK_Playlist] PRIMARY KEY  ([PlaylistId])\\n)\\n\\nCREATE TABLE [Genre]\\n(\\n    [GenreId] INTEGER  NOT NULL,\\n    [Name] NVARCHAR(120),\\n    CONSTRAINT [PK_Genre] PRIMARY KEY  ([GenreId])\\n)\\n\\nCREATE TABLE [InvoiceLine]\\n(\\n    [InvoiceLineId] INTEGER  NOT NULL,\\n    [InvoiceId] INTEGER  NOT NULL,\\n    [TrackId] INTEGER  NOT NULL,\\n    [UnitPrice] NUMERIC(10,2)  NOT NULL,\\n    [Quantity] INTEGER  NOT NULL,\\n    CONSTRAINT [PK_InvoiceLine] PRIMARY KEY  ([InvoiceLineId]),\\n    FOREIGN KEY ([InvoiceId]) REFERENCES [Invoice] ([InvoiceId]) \\n\\t\\tON DELETE NO ACTION ON UPDATE NO ACTION,\\n    FOREIGN KEY ([TrackId]) REFERENCES [Track] ([TrackId]) \\n\\t\\tON DELETE NO ACTION ON UPDATE NO ACTION\\n)\\n\\nCREATE INDEX [IFK_TrackGenreId] ON [Track] ([GenreId])\\n\\nCREATE TABLE [Customer]\\n(\\n    [CustomerId] INTEGER  NOT NULL,\\n    [FirstName] NVARCHAR(40)  NOT NULL,\\n    [LastName] NVARCHAR(20)  NOT NULL,\\n    [Company] NVARCHAR(80),\\n    [Address] NVARCHAR(70),\\n    [City] NVARCHAR(40),\\n    [State] NVARCHAR(40),\\n    [Country] NVARCHAR(40),\\n    [PostalCode] NVARCHAR(10),\\n    [Phone] NVARCHAR(24),\\n    [Fax] NVARCHAR(24),\\n    [Email] NVARCHAR(60)  NOT NULL,\\n    [SupportRepId] INTEGER,\\n    CONSTRAINT [PK_Customer] PRIMARY KEY  ([CustomerId]),\\n    FOREIGN KEY ([SupportRepId]) REFERENCES [Employee] ([EmployeeId]) \\n\\t\\tON DELETE NO ACTION ON UPDATE NO ACTION\\n)\\n\\n\\n===Additional Context \\n\\nThis is a SQLite database. For dates rememeber to use SQLite syntax.\\n\\n===Response Guidelines \\n1. If the provided context is sufficient, please generate a valid SQL query without any explanations for the question. \\n2. If the provided context is almost sufficient but requires knowledge of a specific string in a particular column, please generate an intermediate SQL query to find the distinct strings in that column. Prepend the query with a comment saying intermediate_sql \\n3. If the provided context is insufficient, please explain why it can't be generated. \\n4. Please use the most relevant table(s). \\n5. If the question has been asked and answered before, please repeat the answer exactly as it was given before. \\n6. Ensure that the output SQL is SQLite-compliant and executable, and free of syntax errors. \\n\"}, {'role': 'user', 'content': 'What are the top 10 albums by sales?'}, {'role': 'assistant', 'content': 'SELECT a.AlbumId, a.Title, SUM(il.Quantity) AS TotalSales\\nFROM Album a\\nINNER JOIN Track t ON a.AlbumId = t.AlbumId\\nINNER JOIN InvoiceLine il ON t.TrackId = il.TrackId\\nGROUP BY a.AlbumId, a.Title\\nORDER BY TotalSales DESC\\nLIMIT 10;'}, {'role': 'user', 'content': 'What are the top 10 most purchased albums?'}, {'role': 'assistant', 'content': 'SELECT a.AlbumId, a.Title, SUM(il.Quantity) AS TotalPurchases\\nFROM Album a\\nJOIN Track t ON a.AlbumId = t.AlbumId\\nJOIN InvoiceLine il ON t.TrackId = il.TrackId\\nGROUP BY a.AlbumId, a.Title\\nORDER BY TotalPurchases DESC\\nLIMIT 10;'}, {'role': 'user', 'content': 'What are the top 10 artists by sales?'}, {'role': 'assistant', 'content': 'SELECT a.ArtistId, a.Name, SUM(il.Quantity) AS TotalSales\\nFROM Artist a\\nINNER JOIN Album al ON a.ArtistId = al.ArtistId\\nINNER JOIN Track t ON al.AlbumId = t.AlbumId\\nINNER JOIN InvoiceLine il ON t.TrackId = il.TrackId\\nGROUP BY a.ArtistId, a.Name\\nORDER BY TotalSales DESC\\nLIMIT 10;'}, {'role': 'user', 'content': 'What are the top 10 Jazz artists by sales per year?'}, {'role': 'assistant', 'content': \"SELECT a.ArtistId, a.Name, strftime('%Y', i.InvoiceDate) AS Year, SUM(il.Quantity) AS TotalSales\\nFROM Artist a\\nJOIN Album al ON a.ArtistId = al.ArtistId\\nJOIN Track t ON al.AlbumId = t.AlbumId\\nJOIN InvoiceLine il ON t.TrackId = il.TrackId\\nJOIN Invoice i ON il.InvoiceId = i.InvoiceId\\nJOIN Genre g ON t.GenreId = g.GenreId\\nWHERE g.Name = 'Jazz'\\nGROUP BY a.ArtistId, a.Name, Year\\nORDER BY TotalSales DESC\\nLIMIT 10;\"}, {'role': 'user', 'content': 'What are the top 10 jazz artists by sales?'}, {'role': 'assistant', 'content': \"SELECT a.ArtistId, a.Name, SUM(il.Quantity) AS TotalSales\\nFROM Artist a\\nJOIN Album al ON a.ArtistId = al.ArtistId\\nJOIN Track t ON al.AlbumId = t.AlbumId\\nJOIN InvoiceLine il ON t.TrackId = il.TrackId\\nJOIN Genre g ON t.GenreId = g.GenreId\\nWHERE g.Name = 'Jazz'\\nGROUP BY a.ArtistId, a.Name\\nORDER BY TotalSales DESC\\nLIMIT 10;\"}, {'role': 'user', 'content': 'What are the top-selling albums?'}, {'role': 'assistant', 'content': 'SELECT a.AlbumId, a.Title, SUM(il.Quantity) AS TotalSales\\nFROM Album a\\nJOIN Track t ON a.AlbumId = t.AlbumId\\nJOIN InvoiceLine il ON t.TrackId = il.TrackId\\nGROUP BY a.AlbumId, a.Title\\nORDER BY TotalSales DESC;'}, {'role': 'user', 'content': 'What are the top 10 Electronica/Dance artists by sales?'}, {'role': 'assistant', 'content': \"SELECT a.ArtistId, a.Name, SUM(il.Quantity) AS TotalSales\\nFROM Artist a\\nJOIN Album al ON a.ArtistId = al.ArtistId\\nJOIN Track t ON al.AlbumId = t.AlbumId\\nJOIN InvoiceLine il ON t.TrackId = il.TrackId\\nJOIN Genre g ON t.GenreId = g.GenreId\\nWHERE g.Name = 'Electronica/Dance'\\nGROUP BY a.ArtistId, a.Name\\nORDER BY TotalSales DESC\\nLIMIT 10;\"}, {'role': 'user', 'content': 'What are the top 7 artists by sales order by sales?'}, {'role': 'assistant', 'content': 'SELECT a.ArtistId, a.Name, SUM(il.Quantity) AS TotalSales\\nFROM Artist a\\nINNER JOIN Album al ON a.ArtistId = al.ArtistId\\nINNER JOIN Track t ON al.AlbumId = t.AlbumId\\nINNER JOIN InvoiceLine il ON t.TrackId = il.TrackId\\nGROUP BY a.ArtistId, a.Name\\nORDER BY TotalSales DESC\\nLIMIT 7;'}, {'role': 'user', 'content': 'What are the top 5 artists by sales?'}, {'role': 'assistant', 'content': 'SELECT a.ArtistId, a.Name, SUM(il.Quantity) AS TotalSales\\nFROM Artist a\\nJOIN Album al ON a.ArtistId = al.ArtistId\\nJOIN Track t ON al.AlbumId = t.AlbumId\\nJOIN InvoiceLine il ON t.TrackId = il.TrackId\\nGROUP BY a.ArtistId, a.Name\\nORDER BY TotalSales DESC\\nLIMIT 5;'}, {'role': 'user', 'content': 'What are the top-selling tracks?'}, {'role': 'assistant', 'content': 'SELECT t.TrackId, t.Name AS TrackName, SUM(il.Quantity) AS TotalSales\\nFROM Track t\\nJOIN InvoiceLine il ON t.TrackId = il.TrackId\\nGROUP BY t.TrackId, t.Name\\nORDER BY TotalSales DESC;'}, {'role': 'user', 'content': 'What are the top 10 albums by sales?'}]\n",
            "LLM Response: SELECT a.AlbumId, a.Title, SUM(il.Quantity) AS TotalSales\n",
            "FROM Album a\n",
            "JOIN Track t ON a.AlbumId = t.AlbumId\n",
            "JOIN InvoiceLine il ON t.TrackId = il.TrackId\n",
            "GROUP BY a.AlbumId, a.Title\n",
            "ORDER BY TotalSales DESC\n",
            "LIMIT 10;\n",
            "Extracted SQL: SELECT a.AlbumId, a.Title, SUM(il.Quantity) AS TotalSales\n",
            "FROM Album a\n",
            "JOIN Track t ON a.AlbumId = t.AlbumId\n",
            "JOIN InvoiceLine il ON t.TrackId = il.TrackId\n",
            "GROUP BY a.AlbumId, a.Title\n",
            "ORDER BY TotalSales DESC\n",
            "LIMIT 10;\n",
            "SELECT a.AlbumId, a.Title, SUM(il.Quantity) AS TotalSales\n",
            "FROM Album a\n",
            "JOIN Track t ON a.AlbumId = t.AlbumId\n",
            "JOIN InvoiceLine il ON t.TrackId = il.TrackId\n",
            "GROUP BY a.AlbumId, a.Title\n",
            "ORDER BY TotalSales DESC\n",
            "LIMIT 10;\n",
            "   AlbumId                                     Title  TotalSales\n",
            "0       23                            Minha Historia          27\n",
            "1      141                             Greatest Hits          26\n",
            "2       73                                 Unplugged          25\n",
            "3      224                                  Acústico          22\n",
            "4       37                             Greatest Kiss          20\n",
            "5       21                              Prenda Minha          19\n",
            "6       55                         Chronicle, Vol. 2          19\n",
            "7      221  My Generation - The Very Best Of The Who          19\n",
            "8       39                   International Superhits          18\n",
            "9       54                         Chronicle, Vol. 1          18\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<IPython.core.display.Image object>"
            ]
          },
          "metadata": {}
        },
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "('SELECT a.AlbumId, a.Title, SUM(il.Quantity) AS TotalSales\\nFROM Album a\\nJOIN Track t ON a.AlbumId = t.AlbumId\\nJOIN InvoiceLine il ON t.TrackId = il.TrackId\\nGROUP BY a.AlbumId, a.Title\\nORDER BY TotalSales DESC\\nLIMIT 10;',\n",
              "    AlbumId                                     Title  TotalSales\n",
              " 0       23                            Minha Historia          27\n",
              " 1      141                             Greatest Hits          26\n",
              " 2       73                                 Unplugged          25\n",
              " 3      224                                  Acústico          22\n",
              " 4       37                             Greatest Kiss          20\n",
              " 5       21                              Prenda Minha          19\n",
              " 6       55                         Chronicle, Vol. 2          19\n",
              " 7      221  My Generation - The Very Best Of The Who          19\n",
              " 8       39                   International Superhits          18\n",
              " 9       54                         Chronicle, Vol. 1          18,\n",
              " Figure({\n",
              "     'data': [{'alignmentgroup': 'True',\n",
              "               'hovertemplate': 'Title=%{x}<br>TotalSales=%{y}<extra></extra>',\n",
              "               'legendgroup': '',\n",
              "               'marker': {'color': '#636efa', 'pattern': {'shape': ''}},\n",
              "               'name': '',\n",
              "               'offsetgroup': '',\n",
              "               'orientation': 'v',\n",
              "               'showlegend': False,\n",
              "               'textposition': 'auto',\n",
              "               'type': 'bar',\n",
              "               'x': array(['Minha Historia', 'Greatest Hits', 'Unplugged', 'Acústico',\n",
              "                           'Greatest Kiss', 'Prenda Minha', 'Chronicle, Vol. 2',\n",
              "                           'My Generation - The Very Best Of The Who', 'International Superhits',\n",
              "                           'Chronicle, Vol. 1'], dtype=object),\n",
              "               'xaxis': 'x',\n",
              "               'y': array([27, 26, 25, 22, 20, 19, 19, 19, 18, 18]),\n",
              "               'yaxis': 'y'}],\n",
              "     'layout': {'barmode': 'relative',\n",
              "                'legend': {'tracegroupgap': 0},\n",
              "                'template': '...',\n",
              "                'title': {'text': 'Top 10 Albums by Sales'},\n",
              "                'xaxis': {'anchor': 'y', 'domain': [0.0, 1.0], 'title': {'text': 'Title'}},\n",
              "                'yaxis': {'anchor': 'x', 'domain': [0.0, 1.0], 'title': {'text': 'TotalSales'}}}\n",
              " }))"
            ]
          },
          "metadata": {},
          "execution_count": 3
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "### What are the top 10 artists by sales?"
      ],
      "metadata": {
        "id": "jWTyeyyfvAxo"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "# Initialize VannaDefault with specified model and API key\n",
        "vanna = VannaDefault(model='YOUR_MODEL', api_key=vn.get_api_key('YOUR_EMAIL'))\n",
        "# Connect to SQLite database using the provided URL\n",
        "vanna.connect_to_sqlite('https://vanna.ai/Chinook.sqlite')\n",
        "# Ask a query to retrieve the top 10 albums by sales\n",
        "vanna.ask(\"What are the top 10 artists by sales?\")"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        },
        "id": "aOxYejAfu-H5",
        "outputId": "7f96c4c9-98ab-4b23-d9bd-8e33b2d0a3e5"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Check your email for the code and enter it here: JAVD3E\n",
            "SQL Prompt: [{'role': 'system', 'content': \"You are a SQLite expert. Please help to generate a SQL query to answer the question. Your response should ONLY be based on the given context and follow the response guidelines and format instructions. \\n===Tables \\nCREATE TABLE [Artist]\\n(\\n    [ArtistId] INTEGER  NOT NULL,\\n    [Name] NVARCHAR(120),\\n    CONSTRAINT [PK_Artist] PRIMARY KEY  ([ArtistId])\\n)\\n\\nCREATE TABLE [Album]\\n(\\n    [AlbumId] INTEGER  NOT NULL,\\n    [Title] NVARCHAR(160)  NOT NULL,\\n    [ArtistId] INTEGER  NOT NULL,\\n    CONSTRAINT [PK_Album] PRIMARY KEY  ([AlbumId]),\\n    FOREIGN KEY ([ArtistId]) REFERENCES [Artist] ([ArtistId]) \\n\\t\\tON DELETE NO ACTION ON UPDATE NO ACTION\\n)\\n\\nCREATE INDEX [IFK_AlbumArtistId] ON [Album] ([ArtistId])\\n\\nCREATE TABLE [Track]\\n(\\n    [TrackId] INTEGER  NOT NULL,\\n    [Name] NVARCHAR(200)  NOT NULL,\\n    [AlbumId] INTEGER,\\n    [MediaTypeId] INTEGER  NOT NULL,\\n    [GenreId] INTEGER,\\n    [Composer] NVARCHAR(220),\\n    [Milliseconds] INTEGER  NOT NULL,\\n    [Bytes] INTEGER,\\n    [UnitPrice] NUMERIC(10,2)  NOT NULL,\\n    CONSTRAINT [PK_Track] PRIMARY KEY  ([TrackId]),\\n    FOREIGN KEY ([AlbumId]) REFERENCES [Album] ([AlbumId]) \\n\\t\\tON DELETE NO ACTION ON UPDATE NO ACTION,\\n    FOREIGN KEY ([GenreId]) REFERENCES [Genre] ([GenreId]) \\n\\t\\tON DELETE NO ACTION ON UPDATE NO ACTION,\\n    FOREIGN KEY ([MediaTypeId]) REFERENCES [MediaType] ([MediaTypeId]) \\n\\t\\tON DELETE NO ACTION ON UPDATE NO ACTION\\n)\\n\\nCREATE TABLE [Playlist]\\n(\\n    [PlaylistId] INTEGER  NOT NULL,\\n    [Name] NVARCHAR(120),\\n    CONSTRAINT [PK_Playlist] PRIMARY KEY  ([PlaylistId])\\n)\\n\\nCREATE TABLE [InvoiceLine]\\n(\\n    [InvoiceLineId] INTEGER  NOT NULL,\\n    [InvoiceId] INTEGER  NOT NULL,\\n    [TrackId] INTEGER  NOT NULL,\\n    [UnitPrice] NUMERIC(10,2)  NOT NULL,\\n    [Quantity] INTEGER  NOT NULL,\\n    CONSTRAINT [PK_InvoiceLine] PRIMARY KEY  ([InvoiceLineId]),\\n    FOREIGN KEY ([InvoiceId]) REFERENCES [Invoice] ([InvoiceId]) \\n\\t\\tON DELETE NO ACTION ON UPDATE NO ACTION,\\n    FOREIGN KEY ([TrackId]) REFERENCES [Track] ([TrackId]) \\n\\t\\tON DELETE NO ACTION ON UPDATE NO ACTION\\n)\\n\\nCREATE TABLE [Genre]\\n(\\n    [GenreId] INTEGER  NOT NULL,\\n    [Name] NVARCHAR(120),\\n    CONSTRAINT [PK_Genre] PRIMARY KEY  ([GenreId])\\n)\\n\\nCREATE TABLE [Customer]\\n(\\n    [CustomerId] INTEGER  NOT NULL,\\n    [FirstName] NVARCHAR(40)  NOT NULL,\\n    [LastName] NVARCHAR(20)  NOT NULL,\\n    [Company] NVARCHAR(80),\\n    [Address] NVARCHAR(70),\\n    [City] NVARCHAR(40),\\n    [State] NVARCHAR(40),\\n    [Country] NVARCHAR(40),\\n    [PostalCode] NVARCHAR(10),\\n    [Phone] NVARCHAR(24),\\n    [Fax] NVARCHAR(24),\\n    [Email] NVARCHAR(60)  NOT NULL,\\n    [SupportRepId] INTEGER,\\n    CONSTRAINT [PK_Customer] PRIMARY KEY  ([CustomerId]),\\n    FOREIGN KEY ([SupportRepId]) REFERENCES [Employee] ([EmployeeId]) \\n\\t\\tON DELETE NO ACTION ON UPDATE NO ACTION\\n)\\n\\nCREATE TABLE [Invoice]\\n(\\n    [InvoiceId] INTEGER  NOT NULL,\\n    [CustomerId] INTEGER  NOT NULL,\\n    [InvoiceDate] DATETIME  NOT NULL,\\n    [BillingAddress] NVARCHAR(70),\\n    [BillingCity] NVARCHAR(40),\\n    [BillingState] NVARCHAR(40),\\n    [BillingCountry] NVARCHAR(40),\\n    [BillingPostalCode] NVARCHAR(10),\\n    [Total] NUMERIC(10,2)  NOT NULL,\\n    CONSTRAINT [PK_Invoice] PRIMARY KEY  ([InvoiceId]),\\n    FOREIGN KEY ([CustomerId]) REFERENCES [Customer] ([CustomerId]) \\n\\t\\tON DELETE NO ACTION ON UPDATE NO ACTION\\n)\\n\\nCREATE TABLE [Employee]\\n(\\n    [EmployeeId] INTEGER  NOT NULL,\\n    [LastName] NVARCHAR(20)  NOT NULL,\\n    [FirstName] NVARCHAR(20)  NOT NULL,\\n    [Title] NVARCHAR(30),\\n    [ReportsTo] INTEGER,\\n    [BirthDate] DATETIME,\\n    [HireDate] DATETIME,\\n    [Address] NVARCHAR(70),\\n    [City] NVARCHAR(40),\\n    [State] NVARCHAR(40),\\n    [Country] NVARCHAR(40),\\n    [PostalCode] NVARCHAR(10),\\n    [Phone] NVARCHAR(24),\\n    [Fax] NVARCHAR(24),\\n    [Email] NVARCHAR(60),\\n    CONSTRAINT [PK_Employee] PRIMARY KEY  ([EmployeeId]),\\n    FOREIGN KEY ([ReportsTo]) REFERENCES [Employee] ([EmployeeId]) \\n\\t\\tON DELETE NO ACTION ON UPDATE NO ACTION\\n)\\n\\n\\n===Additional Context \\n\\nThis is a SQLite database. For dates rememeber to use SQLite syntax.\\n\\n===Response Guidelines \\n1. If the provided context is sufficient, please generate a valid SQL query without any explanations for the question. \\n2. If the provided context is almost sufficient but requires knowledge of a specific string in a particular column, please generate an intermediate SQL query to find the distinct strings in that column. Prepend the query with a comment saying intermediate_sql \\n3. If the provided context is insufficient, please explain why it can't be generated. \\n4. Please use the most relevant table(s). \\n5. If the question has been asked and answered before, please repeat the answer exactly as it was given before. \\n6. Ensure that the output SQL is SQLite-compliant and executable, and free of syntax errors. \\n\"}, {'role': 'user', 'content': 'What are the top 10 artists by sales?'}, {'role': 'assistant', 'content': 'SELECT a.ArtistId, a.Name, SUM(il.Quantity) AS TotalSales\\nFROM Artist a\\nINNER JOIN Album al ON a.ArtistId = al.ArtistId\\nINNER JOIN Track t ON al.AlbumId = t.AlbumId\\nINNER JOIN InvoiceLine il ON t.TrackId = il.TrackId\\nGROUP BY a.ArtistId, a.Name\\nORDER BY TotalSales DESC\\nLIMIT 10;'}, {'role': 'user', 'content': 'What are the top 10 Jazz artists by sales per year?'}, {'role': 'assistant', 'content': \"SELECT a.ArtistId, a.Name, strftime('%Y', i.InvoiceDate) AS Year, SUM(il.Quantity) AS TotalSales\\nFROM Artist a\\nJOIN Album al ON a.ArtistId = al.ArtistId\\nJOIN Track t ON al.AlbumId = t.AlbumId\\nJOIN InvoiceLine il ON t.TrackId = il.TrackId\\nJOIN Invoice i ON il.InvoiceId = i.InvoiceId\\nJOIN Genre g ON t.GenreId = g.GenreId\\nWHERE g.Name = 'Jazz'\\nGROUP BY a.ArtistId, a.Name, Year\\nORDER BY TotalSales DESC\\nLIMIT 10;\"}, {'role': 'user', 'content': 'What are the top 10 jazz artists by sales?'}, {'role': 'assistant', 'content': \"SELECT a.ArtistId, a.Name, SUM(il.Quantity) AS TotalSales\\nFROM Artist a\\nJOIN Album al ON a.ArtistId = al.ArtistId\\nJOIN Track t ON al.AlbumId = t.AlbumId\\nJOIN InvoiceLine il ON t.TrackId = il.TrackId\\nJOIN Genre g ON t.GenreId = g.GenreId\\nWHERE g.Name = 'Jazz'\\nGROUP BY a.ArtistId, a.Name\\nORDER BY TotalSales DESC\\nLIMIT 10;\"}, {'role': 'user', 'content': 'What are the top 10 albums by sales?'}, {'role': 'assistant', 'content': 'SELECT a.AlbumId, a.Title, SUM(il.Quantity) AS TotalSales\\nFROM Album a\\nINNER JOIN Track t ON a.AlbumId = t.AlbumId\\nINNER JOIN InvoiceLine il ON t.TrackId = il.TrackId\\nGROUP BY a.AlbumId, a.Title\\nORDER BY TotalSales DESC\\nLIMIT 10;'}, {'role': 'user', 'content': 'What are the top 7 artists by sales order by sales?'}, {'role': 'assistant', 'content': 'SELECT a.ArtistId, a.Name, SUM(il.Quantity) AS TotalSales\\nFROM Artist a\\nINNER JOIN Album al ON a.ArtistId = al.ArtistId\\nINNER JOIN Track t ON al.AlbumId = t.AlbumId\\nINNER JOIN InvoiceLine il ON t.TrackId = il.TrackId\\nGROUP BY a.ArtistId, a.Name\\nORDER BY TotalSales DESC\\nLIMIT 7;'}, {'role': 'user', 'content': 'Whath are the top 10 artists.'}, {'role': 'assistant', 'content': 'SELECT *\\nFROM Artist\\nORDER BY ArtistId\\nLIMIT 10;'}, {'role': 'user', 'content': 'What are the top 5 artists by sales?'}, {'role': 'assistant', 'content': 'SELECT a.ArtistId, a.Name, SUM(il.Quantity) AS TotalSales\\nFROM Artist a\\nJOIN Album al ON a.ArtistId = al.ArtistId\\nJOIN Track t ON al.AlbumId = t.AlbumId\\nJOIN InvoiceLine il ON t.TrackId = il.TrackId\\nGROUP BY a.ArtistId, a.Name\\nORDER BY TotalSales DESC\\nLIMIT 5;'}, {'role': 'user', 'content': 'What are the top 7 artists based on sales?'}, {'role': 'assistant', 'content': 'SELECT a.ArtistId, a.Name, SUM(il.Quantity) AS TotalSales\\nFROM Artist a\\nJOIN Album al ON a.ArtistId = al.ArtistId\\nJOIN Track t ON al.AlbumId = t.AlbumId\\nJOIN InvoiceLine il ON t.TrackId = il.TrackId\\nGROUP BY a.ArtistId, a.Name\\nORDER BY TotalSales DESC\\nLIMIT 7;'}, {'role': 'user', 'content': 'What are the top 10 Electronica/Dance artists by sales?'}, {'role': 'assistant', 'content': \"SELECT a.ArtistId, a.Name, SUM(il.Quantity) AS TotalSales\\nFROM Artist a\\nJOIN Album al ON a.ArtistId = al.ArtistId\\nJOIN Track t ON al.AlbumId = t.AlbumId\\nJOIN InvoiceLine il ON t.TrackId = il.TrackId\\nJOIN Genre g ON t.GenreId = g.GenreId\\nWHERE g.Name = 'Electronica/Dance'\\nGROUP BY a.ArtistId, a.Name\\nORDER BY TotalSales DESC\\nLIMIT 10;\"}, {'role': 'user', 'content': 'What are the top 7 artists by sales?'}, {'role': 'assistant', 'content': 'SELECT a.ArtistId, a.Name, SUM(il.Quantity) AS TotalSales\\nFROM Artist a\\nINNER JOIN Album al ON a.ArtistId = al.ArtistId\\nINNER JOIN Track t ON al.AlbumId = t.AlbumId\\nINNER JOIN InvoiceLine il ON t.TrackId = il.TrackId\\nGROUP BY a.ArtistId, a.Name\\nORDER BY TotalSales DESC\\nLIMIT 7;'}, {'role': 'user', 'content': 'What are the top 10 artists by sales?'}]\n",
            "LLM Response: SELECT a.ArtistId, a.Name, SUM(il.Quantity) AS TotalSales\n",
            "FROM Artist a\n",
            "JOIN Album al ON a.ArtistId = al.ArtistId\n",
            "JOIN Track t ON al.AlbumId = t.AlbumId\n",
            "JOIN InvoiceLine il ON t.TrackId = il.TrackId\n",
            "GROUP BY a.ArtistId, a.Name\n",
            "ORDER BY TotalSales DESC\n",
            "LIMIT 10;\n",
            "Extracted SQL: SELECT a.ArtistId, a.Name, SUM(il.Quantity) AS TotalSales\n",
            "FROM Artist a\n",
            "JOIN Album al ON a.ArtistId = al.ArtistId\n",
            "JOIN Track t ON al.AlbumId = t.AlbumId\n",
            "JOIN InvoiceLine il ON t.TrackId = il.TrackId\n",
            "GROUP BY a.ArtistId, a.Name\n",
            "ORDER BY TotalSales DESC\n",
            "LIMIT 10;\n",
            "SELECT a.ArtistId, a.Name, SUM(il.Quantity) AS TotalSales\n",
            "FROM Artist a\n",
            "JOIN Album al ON a.ArtistId = al.ArtistId\n",
            "JOIN Track t ON al.AlbumId = t.AlbumId\n",
            "JOIN InvoiceLine il ON t.TrackId = il.TrackId\n",
            "GROUP BY a.ArtistId, a.Name\n",
            "ORDER BY TotalSales DESC\n",
            "LIMIT 10;\n",
            "   ArtistId                     Name  TotalSales\n",
            "0        90              Iron Maiden         140\n",
            "1       150                       U2         107\n",
            "2        50                Metallica          91\n",
            "3        22             Led Zeppelin          87\n",
            "4       113  Os Paralamas Do Sucesso          45\n",
            "5        58              Deep Purple          44\n",
            "6        82            Faith No More          42\n",
            "7       149                     Lost          41\n",
            "8        81             Eric Clapton          40\n",
            "9       124                   R.E.M.          39\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<IPython.core.display.Image object>"
            ]
          },
          "metadata": {}
        },
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "('SELECT a.ArtistId, a.Name, SUM(il.Quantity) AS TotalSales\\nFROM Artist a\\nJOIN Album al ON a.ArtistId = al.ArtistId\\nJOIN Track t ON al.AlbumId = t.AlbumId\\nJOIN InvoiceLine il ON t.TrackId = il.TrackId\\nGROUP BY a.ArtistId, a.Name\\nORDER BY TotalSales DESC\\nLIMIT 10;',\n",
              "    ArtistId                     Name  TotalSales\n",
              " 0        90              Iron Maiden         140\n",
              " 1       150                       U2         107\n",
              " 2        50                Metallica          91\n",
              " 3        22             Led Zeppelin          87\n",
              " 4       113  Os Paralamas Do Sucesso          45\n",
              " 5        58              Deep Purple          44\n",
              " 6        82            Faith No More          42\n",
              " 7       149                     Lost          41\n",
              " 8        81             Eric Clapton          40\n",
              " 9       124                   R.E.M.          39,\n",
              " Figure({\n",
              "     'data': [{'alignmentgroup': 'True',\n",
              "               'hovertemplate': 'Name=%{x}<br>TotalSales=%{y}<extra></extra>',\n",
              "               'legendgroup': '',\n",
              "               'marker': {'color': '#636efa', 'pattern': {'shape': ''}},\n",
              "               'name': '',\n",
              "               'offsetgroup': '',\n",
              "               'orientation': 'v',\n",
              "               'showlegend': False,\n",
              "               'textposition': 'auto',\n",
              "               'type': 'bar',\n",
              "               'x': array(['Iron Maiden', 'U2', 'Metallica', 'Led Zeppelin',\n",
              "                           'Os Paralamas Do Sucesso', 'Deep Purple', 'Faith No More', 'Lost',\n",
              "                           'Eric Clapton', 'R.E.M.'], dtype=object),\n",
              "               'xaxis': 'x',\n",
              "               'y': array([140, 107,  91,  87,  45,  44,  42,  41,  40,  39]),\n",
              "               'yaxis': 'y'}],\n",
              "     'layout': {'barmode': 'relative',\n",
              "                'legend': {'tracegroupgap': 0},\n",
              "                'template': '...',\n",
              "                'title': {'text': 'Top 10 Artists by Sales'},\n",
              "                'xaxis': {'anchor': 'y', 'domain': [0.0, 1.0], 'title': {'text': 'Artist'}},\n",
              "                'yaxis': {'anchor': 'x', 'domain': [0.0, 1.0], 'title': {'text': 'Total Sales'}}}\n",
              " }))"
            ]
          },
          "metadata": {},
          "execution_count": 18
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "### What are the top 10 genres by sales?"
      ],
      "metadata": {
        "id": "lLWcAuJXwaFA"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "# Initialize VannaDefault with specified model and API key\n",
        "vanna = VannaDefault(model='YOUR_MODEL', api_key=vn.get_api_key('YOUR_EMAIL'))\n",
        "# Connect to SQLite database using the provided URL\n",
        "vanna.connect_to_sqlite('https://vanna.ai/Chinook.sqlite')\n",
        "# Ask a query to retrieve the top 10 albums by sales\n",
        "vanna.ask(\"What are the top 10 genres by sales?\")"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        },
        "id": "UvlMS_eyv3QB",
        "outputId": "82419025-29d9-4a29-c430-c665bad82a12"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Check your email for the code and enter it here: OQL8M7\n",
            "SQL Prompt: [{'role': 'system', 'content': \"You are a SQLite expert. Please help to generate a SQL query to answer the question. Your response should ONLY be based on the given context and follow the response guidelines and format instructions. \\n===Tables \\nCREATE TABLE [Genre]\\n(\\n    [GenreId] INTEGER  NOT NULL,\\n    [Name] NVARCHAR(120),\\n    CONSTRAINT [PK_Genre] PRIMARY KEY  ([GenreId])\\n)\\n\\nCREATE INDEX [IFK_TrackGenreId] ON [Track] ([GenreId])\\n\\nCREATE TABLE [Track]\\n(\\n    [TrackId] INTEGER  NOT NULL,\\n    [Name] NVARCHAR(200)  NOT NULL,\\n    [AlbumId] INTEGER,\\n    [MediaTypeId] INTEGER  NOT NULL,\\n    [GenreId] INTEGER,\\n    [Composer] NVARCHAR(220),\\n    [Milliseconds] INTEGER  NOT NULL,\\n    [Bytes] INTEGER,\\n    [UnitPrice] NUMERIC(10,2)  NOT NULL,\\n    CONSTRAINT [PK_Track] PRIMARY KEY  ([TrackId]),\\n    FOREIGN KEY ([AlbumId]) REFERENCES [Album] ([AlbumId]) \\n\\t\\tON DELETE NO ACTION ON UPDATE NO ACTION,\\n    FOREIGN KEY ([GenreId]) REFERENCES [Genre] ([GenreId]) \\n\\t\\tON DELETE NO ACTION ON UPDATE NO ACTION,\\n    FOREIGN KEY ([MediaTypeId]) REFERENCES [MediaType] ([MediaTypeId]) \\n\\t\\tON DELETE NO ACTION ON UPDATE NO ACTION\\n)\\n\\nCREATE TABLE [Album]\\n(\\n    [AlbumId] INTEGER  NOT NULL,\\n    [Title] NVARCHAR(160)  NOT NULL,\\n    [ArtistId] INTEGER  NOT NULL,\\n    CONSTRAINT [PK_Album] PRIMARY KEY  ([AlbumId]),\\n    FOREIGN KEY ([ArtistId]) REFERENCES [Artist] ([ArtistId]) \\n\\t\\tON DELETE NO ACTION ON UPDATE NO ACTION\\n)\\n\\nCREATE TABLE [Artist]\\n(\\n    [ArtistId] INTEGER  NOT NULL,\\n    [Name] NVARCHAR(120),\\n    CONSTRAINT [PK_Artist] PRIMARY KEY  ([ArtistId])\\n)\\n\\nCREATE TABLE [MediaType]\\n(\\n    [MediaTypeId] INTEGER  NOT NULL,\\n    [Name] NVARCHAR(120),\\n    CONSTRAINT [PK_MediaType] PRIMARY KEY  ([MediaTypeId])\\n)\\n\\nCREATE TABLE [InvoiceLine]\\n(\\n    [InvoiceLineId] INTEGER  NOT NULL,\\n    [InvoiceId] INTEGER  NOT NULL,\\n    [TrackId] INTEGER  NOT NULL,\\n    [UnitPrice] NUMERIC(10,2)  NOT NULL,\\n    [Quantity] INTEGER  NOT NULL,\\n    CONSTRAINT [PK_InvoiceLine] PRIMARY KEY  ([InvoiceLineId]),\\n    FOREIGN KEY ([InvoiceId]) REFERENCES [Invoice] ([InvoiceId]) \\n\\t\\tON DELETE NO ACTION ON UPDATE NO ACTION,\\n    FOREIGN KEY ([TrackId]) REFERENCES [Track] ([TrackId]) \\n\\t\\tON DELETE NO ACTION ON UPDATE NO ACTION\\n)\\n\\nCREATE TABLE [Invoice]\\n(\\n    [InvoiceId] INTEGER  NOT NULL,\\n    [CustomerId] INTEGER  NOT NULL,\\n    [InvoiceDate] DATETIME  NOT NULL,\\n    [BillingAddress] NVARCHAR(70),\\n    [BillingCity] NVARCHAR(40),\\n    [BillingState] NVARCHAR(40),\\n    [BillingCountry] NVARCHAR(40),\\n    [BillingPostalCode] NVARCHAR(10),\\n    [Total] NUMERIC(10,2)  NOT NULL,\\n    CONSTRAINT [PK_Invoice] PRIMARY KEY  ([InvoiceId]),\\n    FOREIGN KEY ([CustomerId]) REFERENCES [Customer] ([CustomerId]) \\n\\t\\tON DELETE NO ACTION ON UPDATE NO ACTION\\n)\\n\\nCREATE TABLE [Customer]\\n(\\n    [CustomerId] INTEGER  NOT NULL,\\n    [FirstName] NVARCHAR(40)  NOT NULL,\\n    [LastName] NVARCHAR(20)  NOT NULL,\\n    [Company] NVARCHAR(80),\\n    [Address] NVARCHAR(70),\\n    [City] NVARCHAR(40),\\n    [State] NVARCHAR(40),\\n    [Country] NVARCHAR(40),\\n    [PostalCode] NVARCHAR(10),\\n    [Phone] NVARCHAR(24),\\n    [Fax] NVARCHAR(24),\\n    [Email] NVARCHAR(60)  NOT NULL,\\n    [SupportRepId] INTEGER,\\n    CONSTRAINT [PK_Customer] PRIMARY KEY  ([CustomerId]),\\n    FOREIGN KEY ([SupportRepId]) REFERENCES [Employee] ([EmployeeId]) \\n\\t\\tON DELETE NO ACTION ON UPDATE NO ACTION\\n)\\n\\nCREATE TABLE [Playlist]\\n(\\n    [PlaylistId] INTEGER  NOT NULL,\\n    [Name] NVARCHAR(120),\\n    CONSTRAINT [PK_Playlist] PRIMARY KEY  ([PlaylistId])\\n)\\n\\n\\n===Additional Context \\n\\nThis is a SQLite database. For dates rememeber to use SQLite syntax.\\n\\n===Response Guidelines \\n1. If the provided context is sufficient, please generate a valid SQL query without any explanations for the question. \\n2. If the provided context is almost sufficient but requires knowledge of a specific string in a particular column, please generate an intermediate SQL query to find the distinct strings in that column. Prepend the query with a comment saying intermediate_sql \\n3. If the provided context is insufficient, please explain why it can't be generated. \\n4. Please use the most relevant table(s). \\n5. If the question has been asked and answered before, please repeat the answer exactly as it was given before. \\n6. Ensure that the output SQL is SQLite-compliant and executable, and free of syntax errors. \\n\"}, {'role': 'user', 'content': 'What are the top 5 genres in terms of total sales?'}, {'role': 'assistant', 'content': 'SELECT g.Name AS Genre, SUM(il.Quantity) AS TotalSales\\nFROM Genre g\\nJOIN Track t ON g.GenreId = t.GenreId\\nJOIN InvoiceLine il ON t.TrackId = il.TrackId\\nGROUP BY g.Name\\nORDER BY TotalSales DESC\\nLIMIT 5;'}, {'role': 'user', 'content': 'What are the top 5 genres by total sales?'}, {'role': 'assistant', 'content': 'SELECT g.Name AS Genre, SUM(il.Quantity) AS TotalSales\\nFROM Genre g\\nINNER JOIN Track t ON g.GenreId = t.GenreId\\nINNER JOIN InvoiceLine il ON t.TrackId = il.TrackId\\nGROUP BY g.Name\\nORDER BY TotalSales DESC\\nLIMIT 5;'}, {'role': 'user', 'content': 'What are the top-selling genres in terms of total sales?'}, {'role': 'assistant', 'content': 'SELECT g.GenreId, g.Name AS Genre, SUM(il.Quantity) AS TotalSales\\nFROM Genre g\\nJOIN Track t ON g.GenreId = t.GenreId\\nJOIN InvoiceLine il ON t.TrackId = il.TrackId\\nGROUP BY g.GenreId, g.Name\\nORDER BY TotalSales DESC;'}, {'role': 'user', 'content': 'What are the top selling genres?'}, {'role': 'assistant', 'content': 'SELECT g.Name AS Genre, SUM(il.Quantity) AS TotalSales\\nFROM Genre g\\nJOIN Track t ON g.GenreId = t.GenreId\\nJOIN InvoiceLine il ON t.TrackId = il.TrackId\\nGROUP BY g.GenreId, g.Name\\nORDER BY TotalSales DESC;'}, {'role': 'user', 'content': 'Which genre has the highest total sales?'}, {'role': 'assistant', 'content': 'SELECT g.GenreId, g.Name AS Genre, SUM(il.Quantity) AS TotalSales\\nFROM Genre g\\nJOIN Track t ON g.GenreId = t.GenreId\\nJOIN InvoiceLine il ON t.TrackId = il.TrackId\\nGROUP BY g.GenreId, g.Name\\nORDER BY TotalSales DESC\\nLIMIT 1;'}, {'role': 'user', 'content': 'What are the top 10 Jazz artists by sales per year?'}, {'role': 'assistant', 'content': \"SELECT a.ArtistId, a.Name, strftime('%Y', i.InvoiceDate) AS Year, SUM(il.Quantity) AS TotalSales\\nFROM Artist a\\nJOIN Album al ON a.ArtistId = al.ArtistId\\nJOIN Track t ON al.AlbumId = t.AlbumId\\nJOIN InvoiceLine il ON t.TrackId = il.TrackId\\nJOIN Invoice i ON il.InvoiceId = i.InvoiceId\\nJOIN Genre g ON t.GenreId = g.GenreId\\nWHERE g.Name = 'Jazz'\\nGROUP BY a.ArtistId, a.Name, Year\\nORDER BY TotalSales DESC\\nLIMIT 10;\"}, {'role': 'user', 'content': 'What is the genre with the lowest sales?'}, {'role': 'assistant', 'content': 'SELECT g.GenreId, g.Name AS Genre, SUM(il.Quantity) AS TotalSales\\nFROM Genre g\\nJOIN Track t ON g.GenreId = t.GenreId\\nJOIN InvoiceLine il ON t.TrackId = il.TrackId\\nGROUP BY g.GenreId, g.Name\\nORDER BY TotalSales ASC\\nLIMIT 1;'}, {'role': 'user', 'content': 'Which genre has the highest number of tracks available for sale?'}, {'role': 'assistant', 'content': 'SELECT g.GenreId, g.Name AS Genre, COUNT(*) AS TotalTracks\\nFROM Genre g\\nJOIN Track t ON g.GenreId = t.GenreId\\nGROUP BY g.GenreId, g.Name\\nORDER BY TotalTracks DESC\\nLIMIT 1;'}, {'role': 'user', 'content': 'What are the top 10 jazz artists by sales?'}, {'role': 'assistant', 'content': \"SELECT a.ArtistId, a.Name, SUM(il.Quantity) AS TotalSales\\nFROM Artist a\\nJOIN Album al ON a.ArtistId = al.ArtistId\\nJOIN Track t ON al.AlbumId = t.AlbumId\\nJOIN InvoiceLine il ON t.TrackId = il.TrackId\\nJOIN Genre g ON t.GenreId = g.GenreId\\nWHERE g.Name = 'Jazz'\\nGROUP BY a.ArtistId, a.Name\\nORDER BY TotalSales DESC\\nLIMIT 10;\"}, {'role': 'user', 'content': 'What are the top 10 albums by sales?'}, {'role': 'assistant', 'content': 'SELECT a.AlbumId, a.Title, SUM(il.Quantity) AS TotalSales\\nFROM Album a\\nINNER JOIN Track t ON a.AlbumId = t.AlbumId\\nINNER JOIN InvoiceLine il ON t.TrackId = il.TrackId\\nGROUP BY a.AlbumId, a.Title\\nORDER BY TotalSales DESC\\nLIMIT 10;'}, {'role': 'user', 'content': 'What are the top 10 genres by sales?'}]\n",
            "LLM Response: SELECT g.Name AS Genre, SUM(il.Quantity) AS TotalSales\n",
            "FROM Genre g\n",
            "JOIN Track t ON g.GenreId = t.GenreId\n",
            "JOIN InvoiceLine il ON t.TrackId = il.TrackId\n",
            "GROUP BY g.GenreId, g.Name\n",
            "ORDER BY TotalSales DESC\n",
            "LIMIT 10;\n",
            "Extracted SQL: SELECT g.Name AS Genre, SUM(il.Quantity) AS TotalSales\n",
            "FROM Genre g\n",
            "JOIN Track t ON g.GenreId = t.GenreId\n",
            "JOIN InvoiceLine il ON t.TrackId = il.TrackId\n",
            "GROUP BY g.GenreId, g.Name\n",
            "ORDER BY TotalSales DESC\n",
            "LIMIT 10;\n",
            "SELECT g.Name AS Genre, SUM(il.Quantity) AS TotalSales\n",
            "FROM Genre g\n",
            "JOIN Track t ON g.GenreId = t.GenreId\n",
            "JOIN InvoiceLine il ON t.TrackId = il.TrackId\n",
            "GROUP BY g.GenreId, g.Name\n",
            "ORDER BY TotalSales DESC\n",
            "LIMIT 10;\n",
            "                Genre  TotalSales\n",
            "0                Rock         835\n",
            "1               Latin         386\n",
            "2               Metal         264\n",
            "3  Alternative & Punk         244\n",
            "4                Jazz          80\n",
            "5               Blues          61\n",
            "6            TV Shows          47\n",
            "7            R&B/Soul          41\n",
            "8           Classical          41\n",
            "9              Reggae          30\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
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\n",
            "text/plain": [
              "<IPython.core.display.Image object>"
            ]
          },
          "metadata": {}
        },
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "('SELECT g.Name AS Genre, SUM(il.Quantity) AS TotalSales\\nFROM Genre g\\nJOIN Track t ON g.GenreId = t.GenreId\\nJOIN InvoiceLine il ON t.TrackId = il.TrackId\\nGROUP BY g.GenreId, g.Name\\nORDER BY TotalSales DESC\\nLIMIT 10;',\n",
              "                 Genre  TotalSales\n",
              " 0                Rock         835\n",
              " 1               Latin         386\n",
              " 2               Metal         264\n",
              " 3  Alternative & Punk         244\n",
              " 4                Jazz          80\n",
              " 5               Blues          61\n",
              " 6            TV Shows          47\n",
              " 7            R&B/Soul          41\n",
              " 8           Classical          41\n",
              " 9              Reggae          30,\n",
              " Figure({\n",
              "     'data': [{'alignmentgroup': 'True',\n",
              "               'hovertemplate': 'Genre=%{x}<br>Total Sales=%{y}<extra></extra>',\n",
              "               'legendgroup': '',\n",
              "               'marker': {'color': '#636efa', 'pattern': {'shape': ''}},\n",
              "               'name': '',\n",
              "               'offsetgroup': '',\n",
              "               'orientation': 'v',\n",
              "               'showlegend': False,\n",
              "               'textposition': 'auto',\n",
              "               'type': 'bar',\n",
              "               'x': array(['Rock', 'Latin', 'Metal', 'Alternative & Punk', 'Jazz', 'Blues',\n",
              "                           'TV Shows', 'R&B/Soul', 'Classical', 'Reggae'], dtype=object),\n",
              "               'xaxis': 'x',\n",
              "               'y': array([835, 386, 264, 244,  80,  61,  47,  41,  41,  30]),\n",
              "               'yaxis': 'y'}],\n",
              "     'layout': {'barmode': 'relative',\n",
              "                'legend': {'tracegroupgap': 0},\n",
              "                'template': '...',\n",
              "                'title': {'text': 'Top 10 Genres by Sales'},\n",
              "                'xaxis': {'anchor': 'y', 'domain': [0.0, 1.0], 'title': {'text': 'Genre'}},\n",
              "                'yaxis': {'anchor': 'x', 'domain': [0.0, 1.0], 'title': {'text': 'Total Sales'}}}\n",
              " }))"
            ]
          },
          "metadata": {},
          "execution_count": 19
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "### What are the top 10 countries by sales?"
      ],
      "metadata": {
        "id": "ZkEEOSkCyVzo"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "# Initialize VannaDefault with specified model and API key\n",
        "vanna = VannaDefault(model='YOUR_MODEL', api_key=vn.get_api_key('YOUR_EMAIL'))\n",
        "# Connect to SQLite database using the provided URL\n",
        "vanna.connect_to_sqlite('https://vanna.ai/Chinook.sqlite')\n",
        "# Ask a query to retrieve the top 10 albums by sales\n",
        "vanna.ask(\"What are the top 10 countries by sales?\")"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        },
        "id": "xOIQQmRqw_ko",
        "outputId": "d8774f5b-423e-4fb1-9523-9279eff9e777"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Check your email for the code and enter it here: HKLDCT\n",
            "SQL Prompt: [{'role': 'system', 'content': \"You are a SQLite expert. Please help to generate a SQL query to answer the question. Your response should ONLY be based on the given context and follow the response guidelines and format instructions. \\n===Tables \\nCREATE TABLE [Customer]\\n(\\n    [CustomerId] INTEGER  NOT NULL,\\n    [FirstName] NVARCHAR(40)  NOT NULL,\\n    [LastName] NVARCHAR(20)  NOT NULL,\\n    [Company] NVARCHAR(80),\\n    [Address] NVARCHAR(70),\\n    [City] NVARCHAR(40),\\n    [State] NVARCHAR(40),\\n    [Country] NVARCHAR(40),\\n    [PostalCode] NVARCHAR(10),\\n    [Phone] NVARCHAR(24),\\n    [Fax] NVARCHAR(24),\\n    [Email] NVARCHAR(60)  NOT NULL,\\n    [SupportRepId] INTEGER,\\n    CONSTRAINT [PK_Customer] PRIMARY KEY  ([CustomerId]),\\n    FOREIGN KEY ([SupportRepId]) REFERENCES [Employee] ([EmployeeId]) \\n\\t\\tON DELETE NO ACTION ON UPDATE NO ACTION\\n)\\n\\nCREATE TABLE [Invoice]\\n(\\n    [InvoiceId] INTEGER  NOT NULL,\\n    [CustomerId] INTEGER  NOT NULL,\\n    [InvoiceDate] DATETIME  NOT NULL,\\n    [BillingAddress] NVARCHAR(70),\\n    [BillingCity] NVARCHAR(40),\\n    [BillingState] NVARCHAR(40),\\n    [BillingCountry] NVARCHAR(40),\\n    [BillingPostalCode] NVARCHAR(10),\\n    [Total] NUMERIC(10,2)  NOT NULL,\\n    CONSTRAINT [PK_Invoice] PRIMARY KEY  ([InvoiceId]),\\n    FOREIGN KEY ([CustomerId]) REFERENCES [Customer] ([CustomerId]) \\n\\t\\tON DELETE NO ACTION ON UPDATE NO ACTION\\n)\\n\\nCREATE TABLE [InvoiceLine]\\n(\\n    [InvoiceLineId] INTEGER  NOT NULL,\\n    [InvoiceId] INTEGER  NOT NULL,\\n    [TrackId] INTEGER  NOT NULL,\\n    [UnitPrice] NUMERIC(10,2)  NOT NULL,\\n    [Quantity] INTEGER  NOT NULL,\\n    CONSTRAINT [PK_InvoiceLine] PRIMARY KEY  ([InvoiceLineId]),\\n    FOREIGN KEY ([InvoiceId]) REFERENCES [Invoice] ([InvoiceId]) \\n\\t\\tON DELETE NO ACTION ON UPDATE NO ACTION,\\n    FOREIGN KEY ([TrackId]) REFERENCES [Track] ([TrackId]) \\n\\t\\tON DELETE NO ACTION ON UPDATE NO ACTION\\n)\\n\\nCREATE TABLE [Employee]\\n(\\n    [EmployeeId] INTEGER  NOT NULL,\\n    [LastName] NVARCHAR(20)  NOT NULL,\\n    [FirstName] NVARCHAR(20)  NOT NULL,\\n    [Title] NVARCHAR(30),\\n    [ReportsTo] INTEGER,\\n    [BirthDate] DATETIME,\\n    [HireDate] DATETIME,\\n    [Address] NVARCHAR(70),\\n    [City] NVARCHAR(40),\\n    [State] NVARCHAR(40),\\n    [Country] NVARCHAR(40),\\n    [PostalCode] NVARCHAR(10),\\n    [Phone] NVARCHAR(24),\\n    [Fax] NVARCHAR(24),\\n    [Email] NVARCHAR(60),\\n    CONSTRAINT [PK_Employee] PRIMARY KEY  ([EmployeeId]),\\n    FOREIGN KEY ([ReportsTo]) REFERENCES [Employee] ([EmployeeId]) \\n\\t\\tON DELETE NO ACTION ON UPDATE NO ACTION\\n)\\n\\nCREATE TABLE [Album]\\n(\\n    [AlbumId] INTEGER  NOT NULL,\\n    [Title] NVARCHAR(160)  NOT NULL,\\n    [ArtistId] INTEGER  NOT NULL,\\n    CONSTRAINT [PK_Album] PRIMARY KEY  ([AlbumId]),\\n    FOREIGN KEY ([ArtistId]) REFERENCES [Artist] ([ArtistId]) \\n\\t\\tON DELETE NO ACTION ON UPDATE NO ACTION\\n)\\n\\nCREATE TABLE [Artist]\\n(\\n    [ArtistId] INTEGER  NOT NULL,\\n    [Name] NVARCHAR(120),\\n    CONSTRAINT [PK_Artist] PRIMARY KEY  ([ArtistId])\\n)\\n\\nCREATE TABLE [Genre]\\n(\\n    [GenreId] INTEGER  NOT NULL,\\n    [Name] NVARCHAR(120),\\n    CONSTRAINT [PK_Genre] PRIMARY KEY  ([GenreId])\\n)\\n\\nCREATE TABLE [Track]\\n(\\n    [TrackId] INTEGER  NOT NULL,\\n    [Name] NVARCHAR(200)  NOT NULL,\\n    [AlbumId] INTEGER,\\n    [MediaTypeId] INTEGER  NOT NULL,\\n    [GenreId] INTEGER,\\n    [Composer] NVARCHAR(220),\\n    [Milliseconds] INTEGER  NOT NULL,\\n    [Bytes] INTEGER,\\n    [UnitPrice] NUMERIC(10,2)  NOT NULL,\\n    CONSTRAINT [PK_Track] PRIMARY KEY  ([TrackId]),\\n    FOREIGN KEY ([AlbumId]) REFERENCES [Album] ([AlbumId]) \\n\\t\\tON DELETE NO ACTION ON UPDATE NO ACTION,\\n    FOREIGN KEY ([GenreId]) REFERENCES [Genre] ([GenreId]) \\n\\t\\tON DELETE NO ACTION ON UPDATE NO ACTION,\\n    FOREIGN KEY ([MediaTypeId]) REFERENCES [MediaType] ([MediaTypeId]) \\n\\t\\tON DELETE NO ACTION ON UPDATE NO ACTION\\n)\\n\\nCREATE INDEX [IFK_InvoiceCustomerId] ON [Invoice] ([CustomerId])\\n\\nCREATE TABLE [Playlist]\\n(\\n    [PlaylistId] INTEGER  NOT NULL,\\n    [Name] NVARCHAR(120),\\n    CONSTRAINT [PK_Playlist] PRIMARY KEY  ([PlaylistId])\\n)\\n\\n\\n===Additional Context \\n\\nThis is a SQLite database. For dates rememeber to use SQLite syntax.\\n\\n===Response Guidelines \\n1. If the provided context is sufficient, please generate a valid SQL query without any explanations for the question. \\n2. If the provided context is almost sufficient but requires knowledge of a specific string in a particular column, please generate an intermediate SQL query to find the distinct strings in that column. Prepend the query with a comment saying intermediate_sql \\n3. If the provided context is insufficient, please explain why it can't be generated. \\n4. Please use the most relevant table(s). \\n5. If the question has been asked and answered before, please repeat the answer exactly as it was given before. \\n6. Ensure that the output SQL is SQLite-compliant and executable, and free of syntax errors. \\n\"}, {'role': 'user', 'content': 'What is the distribution of sales by country?'}, {'role': 'assistant', 'content': 'SELECT BillingCountry AS Country, SUM(Total) AS TotalSales\\nFROM Invoice\\nGROUP BY BillingCountry;'}, {'role': 'user', 'content': 'What are the top 10 albums by sales?'}, {'role': 'assistant', 'content': 'SELECT a.AlbumId, a.Title, SUM(il.Quantity) AS TotalSales\\nFROM Album a\\nINNER JOIN Track t ON a.AlbumId = t.AlbumId\\nINNER JOIN InvoiceLine il ON t.TrackId = il.TrackId\\nGROUP BY a.AlbumId, a.Title\\nORDER BY TotalSales DESC\\nLIMIT 10;'}, {'role': 'user', 'content': 'What are the top 10 artists by sales?'}, {'role': 'assistant', 'content': 'SELECT a.ArtistId, a.Name, SUM(il.Quantity) AS TotalSales\\nFROM Artist a\\nINNER JOIN Album al ON a.ArtistId = al.ArtistId\\nINNER JOIN Track t ON al.AlbumId = t.AlbumId\\nINNER JOIN InvoiceLine il ON t.TrackId = il.TrackId\\nGROUP BY a.ArtistId, a.Name\\nORDER BY TotalSales DESC\\nLIMIT 10;'}, {'role': 'user', 'content': 'What are the top 10 Jazz artists by sales per year?'}, {'role': 'assistant', 'content': \"SELECT a.ArtistId, a.Name, strftime('%Y', i.InvoiceDate) AS Year, SUM(il.Quantity) AS TotalSales\\nFROM Artist a\\nJOIN Album al ON a.ArtistId = al.ArtistId\\nJOIN Track t ON al.AlbumId = t.AlbumId\\nJOIN InvoiceLine il ON t.TrackId = il.TrackId\\nJOIN Invoice i ON il.InvoiceId = i.InvoiceId\\nJOIN Genre g ON t.GenreId = g.GenreId\\nWHERE g.Name = 'Jazz'\\nGROUP BY a.ArtistId, a.Name, Year\\nORDER BY TotalSales DESC\\nLIMIT 10;\"}, {'role': 'user', 'content': 'What is the total sales for each billing country?'}, {'role': 'assistant', 'content': 'SELECT BillingCountry AS Country, SUM(Total) AS TotalSales\\nFROM Invoice\\nGROUP BY BillingCountry;'}, {'role': 'user', 'content': 'What are the top 10 jazz artists by sales?'}, {'role': 'assistant', 'content': \"SELECT a.ArtistId, a.Name, SUM(il.Quantity) AS TotalSales\\nFROM Artist a\\nJOIN Album al ON a.ArtistId = al.ArtistId\\nJOIN Track t ON al.AlbumId = t.AlbumId\\nJOIN InvoiceLine il ON t.TrackId = il.TrackId\\nJOIN Genre g ON t.GenreId = g.GenreId\\nWHERE g.Name = 'Jazz'\\nGROUP BY a.ArtistId, a.Name\\nORDER BY TotalSales DESC\\nLIMIT 10;\"}, {'role': 'user', 'content': 'What are the top-selling genres in terms of total sales?'}, {'role': 'assistant', 'content': 'SELECT g.GenreId, g.Name AS Genre, SUM(il.Quantity) AS TotalSales\\nFROM Genre g\\nJOIN Track t ON g.GenreId = t.GenreId\\nJOIN InvoiceLine il ON t.TrackId = il.TrackId\\nGROUP BY g.GenreId, g.Name\\nORDER BY TotalSales DESC;'}, {'role': 'user', 'content': 'What are the top-selling tracks?'}, {'role': 'assistant', 'content': 'SELECT t.TrackId, t.Name AS TrackName, SUM(il.Quantity) AS TotalSales\\nFROM Track t\\nJOIN InvoiceLine il ON t.TrackId = il.TrackId\\nGROUP BY t.TrackId, t.Name\\nORDER BY TotalSales DESC;'}, {'role': 'user', 'content': 'What are the top 5 genres in terms of total sales?'}, {'role': 'assistant', 'content': 'SELECT g.Name AS Genre, SUM(il.Quantity) AS TotalSales\\nFROM Genre g\\nJOIN Track t ON g.GenreId = t.GenreId\\nJOIN InvoiceLine il ON t.TrackId = il.TrackId\\nGROUP BY g.Name\\nORDER BY TotalSales DESC\\nLIMIT 5;'}, {'role': 'user', 'content': 'What are the top 5 genres by total sales?'}, {'role': 'assistant', 'content': 'SELECT g.Name AS Genre, SUM(il.Quantity) AS TotalSales\\nFROM Genre g\\nINNER JOIN Track t ON g.GenreId = t.GenreId\\nINNER JOIN InvoiceLine il ON t.TrackId = il.TrackId\\nGROUP BY g.Name\\nORDER BY TotalSales DESC\\nLIMIT 5;'}, {'role': 'user', 'content': 'What are the top 10 countries by sales?'}]\n",
            "LLM Response: SELECT BillingCountry AS Country, SUM(Total) AS TotalSales\n",
            "FROM Invoice\n",
            "GROUP BY BillingCountry\n",
            "ORDER BY TotalSales DESC\n",
            "LIMIT 10;\n",
            "Extracted SQL: SELECT BillingCountry AS Country, SUM(Total) AS TotalSales\n",
            "FROM Invoice\n",
            "GROUP BY BillingCountry\n",
            "ORDER BY TotalSales DESC\n",
            "LIMIT 10;\n",
            "SELECT BillingCountry AS Country, SUM(Total) AS TotalSales\n",
            "FROM Invoice\n",
            "GROUP BY BillingCountry\n",
            "ORDER BY TotalSales DESC\n",
            "LIMIT 10;\n",
            "          Country  TotalSales\n",
            "0             USA      523.06\n",
            "1          Canada      303.96\n",
            "2          France      195.10\n",
            "3          Brazil      190.10\n",
            "4         Germany      156.48\n",
            "5  United Kingdom      112.86\n",
            "6  Czech Republic       90.24\n",
            "7        Portugal       77.24\n",
            "8           India       75.26\n",
            "9           Chile       46.62\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
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\n",
            "text/plain": [
              "<IPython.core.display.Image object>"
            ]
          },
          "metadata": {}
        },
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "('SELECT BillingCountry AS Country, SUM(Total) AS TotalSales\\nFROM Invoice\\nGROUP BY BillingCountry\\nORDER BY TotalSales DESC\\nLIMIT 10;',\n",
              "           Country  TotalSales\n",
              " 0             USA      523.06\n",
              " 1          Canada      303.96\n",
              " 2          France      195.10\n",
              " 3          Brazil      190.10\n",
              " 4         Germany      156.48\n",
              " 5  United Kingdom      112.86\n",
              " 6  Czech Republic       90.24\n",
              " 7        Portugal       77.24\n",
              " 8           India       75.26\n",
              " 9           Chile       46.62,\n",
              " Figure({\n",
              "     'data': [{'alignmentgroup': 'True',\n",
              "               'hovertemplate': 'Country=%{x}<br>Total Sales=%{y}<extra></extra>',\n",
              "               'legendgroup': '',\n",
              "               'marker': {'color': '#636efa', 'pattern': {'shape': ''}},\n",
              "               'name': '',\n",
              "               'offsetgroup': '',\n",
              "               'orientation': 'v',\n",
              "               'showlegend': False,\n",
              "               'textposition': 'auto',\n",
              "               'type': 'bar',\n",
              "               'x': array(['USA', 'Canada', 'France', 'Brazil', 'Germany', 'United Kingdom',\n",
              "                           'Czech Republic', 'Portugal', 'India', 'Chile'], dtype=object),\n",
              "               'xaxis': 'x',\n",
              "               'y': array([523.06, 303.96, 195.1 , 190.1 , 156.48, 112.86,  90.24,  77.24,  75.26,\n",
              "                            46.62]),\n",
              "               'yaxis': 'y'}],\n",
              "     'layout': {'barmode': 'relative',\n",
              "                'legend': {'tracegroupgap': 0},\n",
              "                'template': '...',\n",
              "                'title': {'text': 'Top 10 Countries by Sales'},\n",
              "                'xaxis': {'anchor': 'y', 'domain': [0.0, 1.0], 'title': {'text': 'Country'}},\n",
              "                'yaxis': {'anchor': 'x', 'domain': [0.0, 1.0], 'title': {'text': 'Total Sales'}}}\n",
              " }))"
            ]
          },
          "metadata": {},
          "execution_count": 21
        }
      ]
    }
  ]
}