Travel_Agent.ipynb

{
  "nbformat": 4,
  "nbformat_minor": 0,
  "metadata": {
    "colab": {
      "provenance": [],
      "gpuType": "T4",
      "authorship_tag": "ABX9TyOb8HHStHqwiLJtnp7DNrX+",
      "include_colab_link": true
    },
    "kernelspec": {
      "name": "python3",
      "display_name": "Python 3"
    },
    "language_info": {
      "name": "python"
    },
    "accelerator": "GPU"
  },
  "cells": [
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "view-in-github",
        "colab_type": "text"
      },
      "source": [
        "<a href=\"https://colab.research.google.com/github/aayushdebugging/GenerativeAI/blob/main/Travel_Agent.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 3,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "lfqJ7hFG3Ojb",
        "outputId": "b0a94567-f57d-4285-b926-6e75a1ba2f07"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
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            "Requirement already satisfied: aiosignal>=1.1.2 in /usr/local/lib/python3.10/dist-packages (from aiohttp<4.0.0,>=3.8.3->langchain) (1.3.1)\n",
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          ]
        }
      ],
      "source": [
        "!pip install langchain-huggingface\n",
        "!pip install huggingface_hub\n",
        "!pip install transformers\n",
        "!pip install accelerate\n",
        "!pip install bitsandbytes\n",
        "!pip install langchain"
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "from langchain_huggingface import HuggingFaceEndpoint"
      ],
      "metadata": {
        "id": "Cep4RzZ831Lb"
      },
      "execution_count": 4,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "from google.colab import userdata\n",
        "sec_key=userdata.get(\"HUGGINGFACEHUB_API_TOKEN\")\n",
        "print(sec_key)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "7UNKXIFv36Nn",
        "outputId": "5755f9e0-d990-4f3d-fd13-1f81f7f8e0bf"
      },
      "execution_count": 5,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "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\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "repo_id=\"mistralai/Mistral-7B-Instruct-v0.3\"\n",
        "llm=HuggingFaceEndpoint(repo_id=repo_id,max_length=20,num_return_sequences=1,temperature=0.7,token = sec_key)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "3n6B0Cqw560T",
        "outputId": "7d0cc029-da8e-42a8-d183-5aac64ff0980"
      },
      "execution_count": 6,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "WARNING:langchain_huggingface.llms.huggingface_endpoint:WARNING! max_length is not default parameter.\n",
            "                    max_length was transferred to model_kwargs.\n",
            "                    Please make sure that max_length is what you intended.\n",
            "WARNING:langchain_huggingface.llms.huggingface_endpoint:WARNING! num_return_sequences is not default parameter.\n",
            "                    num_return_sequences was transferred to model_kwargs.\n",
            "                    Please make sure that num_return_sequences is what you intended.\n",
            "WARNING:langchain_huggingface.llms.huggingface_endpoint:WARNING! token is not default parameter.\n",
            "                    token was transferred to model_kwargs.\n",
            "                    Please make sure that token is what you intended.\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "from langchain.prompts import PromptTemplate"
      ],
      "metadata": {
        "id": "-wrBj8Lg6BM_"
      },
      "execution_count": 7,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "from langchain.chains import LLMChain\n",
        "import pandas as pd"
      ],
      "metadata": {
        "id": "BbLusjmS6K9c"
      },
      "execution_count": 8,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "prompt_template_name=PromptTemplate(\n",
        "    input_variables=[\"city\"],\n",
        "    template=\"Please suggest me some tourist place to visit in {city}\"\n",
        ")\n",
        "prompt_template_name.format(city=\"London\")"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 36
        },
        "id": "8V1Wp5oa7jau",
        "outputId": "7b4c22c3-5104-4276-a0d9-ac72643dc7dd"
      },
      "execution_count": 9,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "'Please suggest me some tourist place to visit in London'"
            ],
            "application/vnd.google.colaboratory.intrinsic+json": {
              "type": "string"
            }
          },
          "metadata": {},
          "execution_count": 9
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "chain=LLMChain(llm=llm,prompt=prompt_template_name)\n",
        "chain.run(\"Delhi\")"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 212
        },
        "id": "BuQi-uXM8fNc",
        "outputId": "d8f9f03a-fd25-46e4-ebcc-d6b70d22005a"
      },
      "execution_count": 10,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "/usr/local/lib/python3.10/dist-packages/langchain_core/_api/deprecation.py:139: LangChainDeprecationWarning: The class `LLMChain` was deprecated in LangChain 0.1.17 and will be removed in 1.0. Use RunnableSequence, e.g., `prompt | llm` instead.\n",
            "  warn_deprecated(\n",
            "/usr/local/lib/python3.10/dist-packages/langchain_core/_api/deprecation.py:139: LangChainDeprecationWarning: The method `Chain.run` was deprecated in langchain 0.1.0 and will be removed in 0.3.0. Use invoke instead.\n",
            "  warn_deprecated(\n"
          ]
        },
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "\".\\n\\nDelhi, the capital city of India, is a fascinating blend of the old and the new. It's a city where you can find centuries-old monuments standing alongside modern architectural wonders. Here are some must-visit tourist places in Delhi:\\n\\n1. Red Fort (Lal Qila): This 17th-century fortress is a UNESCO World Heritage Site and a fine example of Mughal architecture.\\n\\n2. India Gate: This war memorial, located in the heart of New Delhi, is a must-visit. The surrounding park is a great place to relax and enjoy the greenery.\\n\\n3. Qutub Minar: This 73-meter tall tower is the tallest brick minaret in the world and is another UNESCO World Heritage Site.\\n\\n4. Humayun's Tomb: This is the tomb of the Mughal emperor Humayun and is considered the predecessor of the Taj Mahal.\\n\\n5. Jama Masjid: One of the largest mosques in India, it offers a great view of Old Delhi from its minarets.\\n\\n6. Chandni Chowk: This bustling market is a shopper's paradise. You can find everything from traditional Indian clothing to spices, jewelry, and electronics.\\n\\n7. Connaught Place: This colonial-era market area is home to many restaurants, cafes, and shops.\\n\\n8. Lotus Temple: This modern Bahá'í House of Worship is shaped like a lotus flower and is a peaceful place to visit.\\n\\n9. Akshardham Temple: This Hindu temple is a marvel of modern architecture and is known for its intricate carvings and the water, light, and sound show.\\n\\n10. Rashtrapati Bhavan: The official residence of the President of India, this grand building is a must-see for its architecture and gardens.\\n\\n11. Lodhi Garden: A beautiful park that houses several tombs of the Lodhi dynasty rulers. It's a great place to relax and enjoy nature.\\n\\n12. Hauz Khas Village: This trendy neighborhood is home to several restaurants, cafes, and art galleries. It also has the 14th-century Hauz Khas complex, which includes\""
            ],
            "application/vnd.google.colaboratory.intrinsic+json": {
              "type": "string"
            }
          },
          "metadata": {},
          "execution_count": 10
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "from langchain.chains import SequentialChain"
      ],
      "metadata": {
        "id": "kIlhZMIkQuzE"
      },
      "execution_count": 13,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "prompt_template_places = PromptTemplate(\n",
        "    input_variables=[\"city\"],\n",
        "    template=\"What are some must-visit tourist places in and around {city}?\",\n",
        ")\n",
        "\n",
        "\n",
        "places_chain = LLMChain(llm=llm, prompt=prompt_template_places, output_key=\"tourist_places\")\n",
        "\n",
        "\n",
        "prompt_template_routes = PromptTemplate(\n",
        "    input_variables=[\"city\", \"tourist_places\"],\n",
        "    template=(\n",
        "        \"Provide detailed directions for reaching each of the following places from \"\n",
        "        \"{city}'s airport and railway station: {tourist_places}. Please include any \"\n",
        "        \"important landmarks, transportation options, and travel tips.\"\n",
        "    ),\n",
        ")\n",
        "\n",
        "routes_chain = LLMChain(llm=llm, prompt=prompt_template_routes, output_key=\"routes\")\n",
        "\n",
        "\n",
        "chain = SequentialChain(\n",
        "    chains=[places_chain, routes_chain],\n",
        "    input_variables=[\"city\"],\n",
        "    output_variables=[\"tourist_places\", \"routes\"],\n",
        ")\n",
        "\n",
        "\n",
        "result = chain({\"city\": \"Delhi\"})"
      ],
      "metadata": {
        "id": "fyOnN9yM8n6c"
      },
      "execution_count": 17,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "result"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "DcAnORWuQ5Ed",
        "outputId": "025abce4-ea03-4ed4-fb1a-c9f5cb577405"
      },
      "execution_count": 18,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "{'city': 'Delhi',\n",
              " 'tourist_places': \"\\n\\nDelhi, the capital city of India, is a vibrant blend of the old and the new, offering a rich tapestry of history, culture, and modernity. Here are some must-visit tourist places in and around Delhi:\\n\\n1. Red Fort (Lal Qila): This iconic fort was built by Mughal Emperor Shah Jahan in 1648 and is a UNESCO World Heritage Site. The Red Fort is a testament to the grandeur of the Mughal Empire and houses several museums showcasing artifacts from the Mughal era.\\n\\n2. Jama Masjid: One of the largest mosques in India, Jama Masjid was built by Shah Jahan in 1656. The mosque can accommodate up to 25,000 people and offers a panoramic view of Old Delhi from its minaret.\\n\\n3. India Gate: A war memorial dedicated to the soldiers who died in the First World War and the Third Anglo-Afghan War, India Gate is a must-visit for its architectural beauty and the lush green lawns surrounding it.\\n\\n4. Humayun's Tomb: Built in 1562, this is the tomb of Mughal Emperor Humayun and is a UNESCO World Heritage Site. It is considered as the first garden-tomb in India and is an example of the early Mughal architecture.\\n\\n5. Qutub Minar: Another UNESCO World Heritage Site, Qutub Minar is a towering minaret built in the 12th century by Qutub-ud-din Aibak. The minaret is surrounded by other historical monuments, including the Quwwat-ul-Islam Mosque, the Iron Pillar, and Alai Darwaza.\\n\\n6. Lotus Temple: This Bahá'í House of Worship is known for its lotus-shaped architecture and is a popular tourist destination. The temple is open to people of all religions and attracts a large number of visitors daily.\\n\\n7. Chandni Chowk: One of the oldest and busiest markets in Old Delhi, Chandni Chowk is a shopper's paradise. From traditional clothes, jewelry, and electronics to street food, this market has it all.\\n\\n8. H\",\n",
              " 'routes': \"\\n\\na. From Delhi Airport:\\n   - Taxi/Auto-rickshaw: Taxis and auto-rickshaws are readily available outside the airport. The fare depends on the distance and traffic conditions.\\n   - Delhi Metro: The Airport Express Line connects the airport with the city center. The metro station is located in Terminal 3 and the journey to New Delhi Railway Station takes approximately 20 minutes.\\n\\nb. From New Delhi Railway Station:\\n   - Taxi/Auto-rickshaw: Taxis and auto-rickshaws are available outside the station. Make sure to negotiate the fare before starting the journey.\\n   - Delhi Metro: The railway station is well-connected to various parts of the city through the Delhi Metro. You can take the Yellow Line (Samaypur Badli-Huda City Centre) to reach Connaught Place, from where you can easily reach most tourist places.\\n\\nc. Travel Tips:\\n   - Always bargain while shopping in markets like Chandni Chowk.\\n   - Be aware of pickpockets, especially in crowded areas.\\n   - Respect local customs and traditions while traveling.\\n   - Carry a map or use a navigation app to avoid getting lost.\\n   - Keep some cash and change with you as many small shops and street vendors may not accept cards.\\n   - Visit during the winter season (October-February) for a pleasant and comfortable experience.\\n\\nd. Landmarks near Red Fort, Jama Masjid, and Chandni Chowk:\\n   - Chawri Bazaar: A popular market for stationery and wedding supplies.\\n   - Fatehpuri Mosque: A beautiful mosque located near Jama Masjid.\\n   - Khari Baoli: Asia's largest spice market.\\n   - Paranthe Wali Gali: A narrow lane famous for its variety of paranthas (stuffed flatbreads).\\n\\ne. Landmarks near India Gate, Humayun's Tomb, and Qutub Minar:\\n   - Rashtrapati Bhavan: The official residence of the President of India.\\n   - Jantar Mantar: An astronomical observatory built by Maharaja Jai Singh II in the 18th century.\\n   - Connaught Place: A popular commercial and financial center of the\"}"
            ]
          },
          "metadata": {},
          "execution_count": 18
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "def format_output(result):\n",
        "\n",
        "    tourist_places = result[\"tourist_places\"]\n",
        "    routes = result[\"routes\"]\n",
        "\n",
        "\n",
        "    places_list = tourist_places.split('\\n')\n",
        "    routes_list = routes.split('\\n')\n",
        "\n",
        "\n",
        "    formatted_output = \"\\n--- **Tourist Places and Routes** ---\\n\\n\"\n",
        "\n",
        "\n",
        "    for i, place in enumerate(places_list):\n",
        "        if place.strip():\n",
        "            place_name, *place_info = place.split(':')\n",
        "            place_info = ':'.join(place_info).strip() if place_info else 'No additional information available.'\n",
        "\n",
        "\n",
        "            formatted_output += f\"### {i + 1}. **{place_name.strip()}**\\n\"\n",
        "            formatted_output += f\"- **Nearby Attractions:** {place_info}\\n\"\n",
        "\n",
        "\n",
        "            if i < len(routes_list) and routes_list[i].strip():\n",
        "                formatted_output += f\"- **Routes:**\\n\"\n",
        "                route_details = routes_list[i].strip().split('. ')\n",
        "                formatted_output += ''.join([f\"  - {route}\\n\" for route in route_details if route])\n",
        "            else:\n",
        "                formatted_output += \"- **Routes:** Information not available.\\n\"\n",
        "\n",
        "\n",
        "            formatted_output += \"\\n-----------------------------\\n\\n\"\n",
        "\n",
        "    return formatted_output\n",
        "\n",
        "formatted_result = format_output(result)\n",
        "\n",
        "\n",
        "print(formatted_result)\n"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "9VXXAFKQRwVL",
        "outputId": "553ec5bf-ffe5-45ef-d099-025f89f4277e"
      },
      "execution_count": 21,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "\n",
            "--- **Tourist Places and Routes** ---\n",
            "\n",
            "### 3. **Delhi, the capital city of India, is a vibrant blend of the old and the new, offering a rich tapestry of history, culture, and modernity. Here are some must-visit tourist places in and around Delhi**\n",
            "- **Nearby Attractions:** \n",
            "- **Routes:**\n",
            "  - a\n",
            "  - From Delhi Airport:\n",
            "\n",
            "-----------------------------\n",
            "\n",
            "### 5. **1. Red Fort (Lal Qila)**\n",
            "- **Nearby Attractions:** This iconic fort was built by Mughal Emperor Shah Jahan in 1648 and is a UNESCO World Heritage Site. The Red Fort is a testament to the grandeur of the Mughal Empire and houses several museums showcasing artifacts from the Mughal era.\n",
            "- **Routes:**\n",
            "  - - Delhi Metro: The Airport Express Line connects the airport with the city center\n",
            "  - The metro station is located in Terminal 3 and the journey to New Delhi Railway Station takes approximately 20 minutes.\n",
            "\n",
            "-----------------------------\n",
            "\n",
            "### 7. **2. Jama Masjid**\n",
            "- **Nearby Attractions:** One of the largest mosques in India, Jama Masjid was built by Shah Jahan in 1656. The mosque can accommodate up to 25,000 people and offers a panoramic view of Old Delhi from its minaret.\n",
            "- **Routes:**\n",
            "  - b\n",
            "  - From New Delhi Railway Station:\n",
            "\n",
            "-----------------------------\n",
            "\n",
            "### 9. **3. India Gate**\n",
            "- **Nearby Attractions:** A war memorial dedicated to the soldiers who died in the First World War and the Third Anglo-Afghan War, India Gate is a must-visit for its architectural beauty and the lush green lawns surrounding it.\n",
            "- **Routes:**\n",
            "  - - Delhi Metro: The railway station is well-connected to various parts of the city through the Delhi Metro\n",
            "  - You can take the Yellow Line (Samaypur Badli-Huda City Centre) to reach Connaught Place, from where you can easily reach most tourist places.\n",
            "\n",
            "-----------------------------\n",
            "\n",
            "### 11. **4. Humayun's Tomb**\n",
            "- **Nearby Attractions:** Built in 1562, this is the tomb of Mughal Emperor Humayun and is a UNESCO World Heritage Site. It is considered as the first garden-tomb in India and is an example of the early Mughal architecture.\n",
            "- **Routes:**\n",
            "  - c\n",
            "  - Travel Tips:\n",
            "\n",
            "-----------------------------\n",
            "\n",
            "### 13. **5. Qutub Minar**\n",
            "- **Nearby Attractions:** Another UNESCO World Heritage Site, Qutub Minar is a towering minaret built in the 12th century by Qutub-ud-din Aibak. The minaret is surrounded by other historical monuments, including the Quwwat-ul-Islam Mosque, the Iron Pillar, and Alai Darwaza.\n",
            "- **Routes:**\n",
            "  - - Be aware of pickpockets, especially in crowded areas.\n",
            "\n",
            "-----------------------------\n",
            "\n",
            "### 15. **6. Lotus Temple**\n",
            "- **Nearby Attractions:** This Bahá'í House of Worship is known for its lotus-shaped architecture and is a popular tourist destination. The temple is open to people of all religions and attracts a large number of visitors daily.\n",
            "- **Routes:**\n",
            "  - - Carry a map or use a navigation app to avoid getting lost.\n",
            "\n",
            "-----------------------------\n",
            "\n",
            "### 17. **7. Chandni Chowk**\n",
            "- **Nearby Attractions:** One of the oldest and busiest markets in Old Delhi, Chandni Chowk is a shopper's paradise. From traditional clothes, jewelry, and electronics to street food, this market has it all.\n",
            "- **Routes:**\n",
            "  - - Visit during the winter season (October-February) for a pleasant and comfortable experience.\n",
            "\n",
            "-----------------------------\n",
            "\n",
            "### 19. **8. H**\n",
            "- **Nearby Attractions:** No additional information available.\n",
            "- **Routes:**\n",
            "  - d\n",
            "  - Landmarks near Red Fort, Jama Masjid, and Chandni Chowk:\n",
            "\n",
            "-----------------------------\n",
            "\n",
            "\n"
          ]
        }
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