Prompting Using Google Gemini API.ipynb

{
  "cells": [
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "view-in-github",
        "colab_type": "text"
      },
      "source": [
        "<a href=\"https://colab.research.google.com/github/mukul-mschauhan/GenerativeAI/blob/main/Prompting%20Using%20Google%20Gemini%20API.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "Tce3stUlHN0L"
      },
      "source": [
        "##### Copyright 2024 Google LLC."
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "tuOe1ymfHZPu"
      },
      "outputs": [],
      "source": [
        "#@title Licensed under the Apache License, Version 2.0 (the \"License\");\n",
        "# you may not use this file except in compliance with the License.\n",
        "# You may obtain a copy of the License at\n",
        "#\n",
        "# https://www.apache.org/licenses/LICENSE-2.0\n",
        "#\n",
        "# Unless required by applicable law or agreed to in writing, software\n",
        "# distributed under the License is distributed on an \"AS IS\" BASIS,\n",
        "# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.\n",
        "# See the License for the specific language governing permissions and\n",
        "# limitations under the License."
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "-QhPWE1lwZHH"
      },
      "source": [
        "# Gemini API Python quickstart"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "fa7c47ae6451"
      },
      "source": [
        "<table class=\"tfo-notebook-buttons\" align=\"left\">\n",
        "  <td>\n",
        "    <a target=\"_blank\" href=\"https://ai.google.dev/tutorials/quickstart_colab\"><img src=\"https://ai.google.dev/static/site-assets/images/docs/notebook-site-button.png\" height=\"32\" width=\"32\" />View on Google AI</a>\n",
        "  </td>\n",
        "  <td>\n",
        "    <a target=\"_blank\" href=\"https://colab.research.google.com/github/google/generative-ai-docs/blob/main/site/en/tutorials/quickstart_colab.ipynb\"><img src=\"https://www.tensorflow.org/images/colab_logo_32px.png\" />Run in Google Colab</a>\n",
        "  </td>\n",
        "  <td>\n",
        "    <a target=\"_blank\" href=\"https://github.com/google/generative-ai-docs/blob/main/site/en/tutorials/quickstart_colab.ipynb\"><img src=\"https://www.tensorflow.org/images/GitHub-Mark-32px.png\" />View source on GitHub</a>\n",
        "  </td>\n",
        "</table>"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "db29b8d4247e"
      },
      "source": [
        "This tutorial shows you how to get started with the Gemini API using the Python SDK."
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "NNNg43Ymw54e"
      },
      "source": [
        "## Prerequisites\n",
        "\n",
        "You can run this tutorial in Google Colab, which doesn't require additional environment configuration.\n",
        "\n",
        "Alternatively, to complete this quickstart locally, see the Python guidance in [Get started with the Gemini API](https://ai.google.dev/tutorials/quickstart)."
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "kHkHARdb1ZID"
      },
      "source": [
        "## Install the SDK\n",
        "\n",
        "The Python SDK for the Gemini API is contained in the [`google-generativeai`](https://pypi.org/project/google-generativeai/) package. Install the dependency using pip:"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 1,
      "metadata": {
        "id": "J6Pd9SFJ1yVi",
        "outputId": "6b888801-1480-4392-e137-a41991ba8fc7",
        "colab": {
          "base_uri": "https://localhost:8080/"
        }
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
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          ]
        }
      ],
      "source": [
        "!pip install google-generativeai\n",
        "!pip install langchain-google-genai pillow"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "EeMCtmx9ykyx"
      },
      "source": [
        "## Set up your API key\n",
        "\n",
        "To use the Gemini API, you'll need an API key. If you don't already have one, create a key in Google AI Studio.\n",
        "\n",
        "<a class=\"button\" href=\"https://aistudio.google.com/app/apikey\" target=\"_blank\" rel=\"noopener noreferrer\">Get an API key</a>\n",
        "\n",
        "In Colab, add the key to the secrets manager under the \"🔑\" in the left panel. Give it the name `GOOGLE_API_KEY`. Then pass the key to the SDK:"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 17,
      "metadata": {
        "id": "HTiaTu6O1LRC"
      },
      "outputs": [],
      "source": [
        "# Import the Python SDK\n",
        "#import os\n",
        "#os.environ[\"GOOGLE_API_KEY\"] = \"AIzaSyBxBQ_GoFt7dbY1uReLso-8U9mDctobOwo\"\n",
        "import google.generativeai as genai\n",
        "\n",
        "# Used to securely store your API key\n",
        "from google.colab import userdata\n",
        "\n",
        "GOOGLE_API_KEY=userdata.get(\"GOOGLE-API-KEY\")\n",
        "genai.configure(api_key=GOOGLE_API_KEY)"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "CZPYk29o2No0"
      },
      "source": [
        "## Initialize the Generative Model\n",
        "\n",
        "Before you can make any API calls, you need to initialize the Generative Model."
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 3,
      "metadata": {
        "id": "s-JqXcDe2hZ_"
      },
      "outputs": [],
      "source": [
        "model = genai.GenerativeModel('gemini-pro')"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "nXxypzJH4MUl"
      },
      "source": [
        "## Generate text"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 4,
      "metadata": {
        "id": "j51mcrLD4Y2W",
        "outputId": "d2c51082-5ef2-4d55-ee10-d6e2a8eb74eb",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 436
        }
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "**Imagine a very smart robot librarian who has read and understood an enormous amount of books.**\n",
            "\n",
            "**Feeding:**\n",
            "* The robot librarian is \"fed\" with a huge collection of text data, like books, articles, and websites.\n",
            "\n",
            "**Learning:**\n",
            "* It learns the relationships between words and their meanings, as well as how they fit together in sentences and paragraphs.\n",
            "\n",
            "**Predicting:**\n",
            "* When you ask the robot librarian a question or give it a task, it uses its knowledge to predict the next word or sequence of words that would make the most sense.\n",
            "\n",
            "**Generating:**\n",
            "* Based on its predictions, the robot librarian can generate new text, such as answering your question, writing a story, or translating a sentence.\n",
            "\n",
            "**Process:**\n",
            "1. You input a question or task.\n",
            "2. The robot librarian finds relevant knowledge from its memory.\n",
            "3. It predicts the next words.\n",
            "4. It generates a response that fits with the context.\n",
            "5. You receive the output.\n",
            "\n",
            "**Think of Google Translate:**\n",
            "* It works in a similar way, but instead of translating individual words, it translates whole sentences or paragraphs by predicting the best sequence of words in the new language.\n"
          ]
        }
      ],
      "source": [
        "response = model.generate_content(\"Explain how the Large Language Model works in simple words.\")\n",
        "print(response.text)"
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "!pip install langchain"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "jA69QNRYhnRT",
        "outputId": "e253c7c7-5818-45ef-8860-46d1d378be39"
      },
      "execution_count": 5,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
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          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "# Langchain\n",
        "from langchain import PromptTemplate\n",
        "\n",
        "demo_template = '''I want you to act as a Financial Expert & explain me benefits of {prompt} in indian context'''\n",
        "\n",
        "prompt = PromptTemplate(input_variables = ['prompt'],\n",
        "                        template= demo_template)\n",
        "\n",
        "prompt.format(prompt = 'Section 80C of IT Act 1961')"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 35
        },
        "id": "l3K1SX1_hnfX",
        "outputId": "d7354360-6178-4071-bb97-7d46e4b7b83f"
      },
      "execution_count": 13,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "'I want you to act as a Financial Expert & explain me benefits of Section 80C of IT Act 1961 in indian context'"
            ],
            "application/vnd.google.colaboratory.intrinsic+json": {
              "type": "string"
            }
          },
          "metadata": {},
          "execution_count": 13
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "from langchain_google_genai import ChatGoogleGenerativeAI\n",
        "from langchain.chains import LLMChain\n",
        "\n",
        "llm = ChatGoogleGenerativeAI(model=\"gemini-pro\", google_api_key=GOOGLE_API_KEY)\n",
        "\n",
        "chain1=LLMChain(llm=llm,prompt=prompt)\n",
        "#result = llm.invoke(\"Write a ballad about LangChain\")\n",
        "#print(result.content)\n",
        "\n",
        "# Provide the input variable 'enter_prompt'\n",
        "print(chain1.run(prompt=\"Benefit of early investing\"))"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "_Zs2OIQChnkl",
        "outputId": "e965efad-b6e3-4235-958e-d5763f34e230"
      },
      "execution_count": 19,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "**Benefits of Early Investing in the Indian Context**\n",
            "\n",
            "**1. Power of Compounding:**\n",
            "\n",
            "* Starting early allows your investments to grow exponentially over time through the power of compounding.\n",
            "* Even small investments made regularly can accumulate significantly over decades.\n",
            "\n",
            "**2. Reduced Risk and Volatility:**\n",
            "\n",
            "* Over the long term, stock markets tend to rise and fall. However, investing early allows you to ride out market fluctuations.\n",
            "* By holding your investments for a longer period, you reduce the impact of short-term volatility and increase your chances of positive returns.\n",
            "\n",
            "**3. Tax Benefits:**\n",
            "\n",
            "* In India, long-term capital gains (LTCG) on equity investments held for over 12 months are exempt from income tax up to Rs. 1 lakh per year.\n",
            "* Early investing allows you to accumulate a larger portfolio and maximize these tax savings.\n",
            "\n",
            "**4. Goal Planning:**\n",
            "\n",
            "* Investing early gives you ample time to plan and achieve your financial goals, such as retirement, education, or a down payment on a home.\n",
            "* By starting early, you can set realistic savings targets and make gradual contributions to reach your goals.\n",
            "\n",
            "**5. Retirement Planning:**\n",
            "\n",
            "* The earlier you start saving for retirement, the more time your investments have to grow.\n",
            "* Compounding can turn even modest contributions into a substantial retirement fund over time.\n",
            "\n",
            "**6. Inflation Protection:**\n",
            "\n",
            "* Inflation erodes the purchasing power of your savings over time.\n",
            "* By investing early, you can protect your future wealth from the effects of inflation.\n",
            "\n",
            "**7. Market Growth Potential:**\n",
            "\n",
            "* India is a rapidly growing economy with a large population and a growing middle class.\n",
            "* Investing in Indian stocks provides access to potential market growth and long-term returns.\n",
            "\n",
            "**8. Habit Formation:**\n",
            "\n",
            "* Starting early helps you develop a habit of saving and investing consistently.\n",
            "* This discipline can benefit your financial future in the long run.\n",
            "\n",
            "**9. Access to Investment Options:**\n",
            "\n",
            "* Early investors have more time to explore and diversify their investments across different asset classes, such as stocks, bonds, and mutual funds.\n",
            "* This can help reduce risk and optimize returns.\n",
            "\n",
            "**10. Financial Literacy:**\n",
            "\n",
            "* Investing early encourages financial literacy and helps you understand the basics of personal finance.\n",
            "* This knowledge can empower you to make informed financial decisions throughout your life.\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "from langchain_google_genai import ChatGoogleGenerativeAI\n",
        "from langchain.chains import LLMChain\n",
        "\n",
        "# Replace 'YOUR_ACTUAL_API_KEY' with your Google API key\n",
        "llm = ChatGoogleGenerativeAI(model=\"gemini-pro\",\n",
        "                             google_api_key='AIzaSyBxBQ_GoFt7dbY1uReLso-8U9mDctobOwo')\n",
        "\n",
        "chain1=LLMChain(llm=llm,prompt=prompt)\n",
        "#result = llm.invoke(\"Write a ballad about LangChain\")\n",
        "#print(result.content)\n",
        "\n",
        "# Provide the input variable 'enter_prompt'\n",
        "print(chain1.run(prompt=\"Benefit of early investing\"))"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "G6ORuVeOisnC",
        "outputId": "4af4fabb-19bf-48e1-be68-a8f053df611c"
      },
      "execution_count": 16,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "**Benefits of Early Investing in the Indian Context**\n",
            "\n",
            "**1. Compounding Effect:**\n",
            "\n",
            "* Investing early allows you to harness the power of compounding, where your investments grow exponentially over time.\n",
            "* The longer you invest, the more time your returns have to compound, leading to substantial wealth accumulation.\n",
            "\n",
            "**2. Rupee Cost Averaging:**\n",
            "\n",
            "* Early investing enables you to benefit from rupee cost averaging.\n",
            "* By investing regularly over time, you purchase units at different price points, reducing the impact of market fluctuations and smoothing out your investment returns.\n",
            "\n",
            "**3. Time Value of Money:**\n",
            "\n",
            "* Money has a time value, meaning its purchasing power decreases over time due to inflation.\n",
            "* Investing early allows you to offset the effects of inflation and protect the future value of your savings.\n",
            "\n",
            "**4. Tax Benefits:**\n",
            "\n",
            "* India offers several tax benefits for early investors, such as:\n",
            "    * Equity-Linked Savings Scheme (ELSS): Tax-saving investment up to INR 1.5 lakhs per year.\n",
            "    * Public Provident Fund (PPF): Tax-free returns and withdrawals after 15 years.\n",
            "    * National Pension Scheme (NPS): Tax deductions on contributions and tax-free withdrawals at retirement.\n",
            "\n",
            "**5. Retirement Planning:**\n",
            "\n",
            "* Early investing is crucial for retirement planning.\n",
            "* Starting early gives you more time to accumulate a substantial corpus for your golden years.\n",
            "\n",
            "**6. Financial Discipline:**\n",
            "\n",
            "* Investing early inculcates financial discipline and encourages regular savings.\n",
            "* It helps you develop a habit of planning for the future and managing your finances responsibly.\n",
            "\n",
            "**7. Risk Mitigation:**\n",
            "\n",
            "* Investing early allows you to spread your investments over a longer period, reducing the overall risk of your portfolio.\n",
            "* As the market fluctuates, you have more time to ride out downturns and reap the benefits of potential recoveries.\n",
            "\n",
            "**8. Growth Potential:**\n",
            "\n",
            "* India is a rapidly growing economy with a strong track record of economic growth.\n",
            "* Investing early in Indian markets gives you the opportunity to capitalize on this growth potential and benefit from the long-term appreciation of assets.\n",
            "\n",
            "**9. Inflation Hedge:**\n",
            "\n",
            "* Historically, Indian stock markets have outperformed inflation over the long term.\n",
            "* Investing early in equities can help you hedge against inflation and preserve the purchasing power of your wealth.\n",
            "\n",
            "**10. Peace of Mind:**\n",
            "\n",
            "* Knowing that you have secured your financial future can provide you with peace of mind and reduce financial stress.\n",
            "* Early investing allows you to take control of your finances and plan confidently for the future.\n"
          ]
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "zUUAQS9u4biH"
      },
      "source": [
        "## What's next\n",
        "\n",
        "To learn more about working with the Gemini API, see the [Python tutorial](https://ai.google.dev/tutorials/python_quickstart).\n",
        "\n",
        "If you're new to generative AI models, you might want to look at the\n",
        "[concepts guide](https://ai.google.dev/docs/concepts) and the\n",
        "[Gemini API overview](https://ai.google.dev/docs/gemini_api_overview)."
      ]
    }
  ],
  "metadata": {
    "colab": {
      "provenance": [],
      "include_colab_link": true
    },
    "kernelspec": {
      "display_name": "Python 3",
      "name": "python3"
    }
  },
  "nbformat": 4,
  "nbformat_minor": 0
}