Practise.ipynb

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            "Requirement already satisfied: PyYAML>=5.3 in /usr/local/lib/python3.10/dist-packages (from langchain-core<0.4.0,>=0.3.15->langchain_groq) (6.0.2)\n",
            "Requirement already satisfied: jsonpatch<2.0,>=1.33 in /usr/local/lib/python3.10/dist-packages (from langchain-core<0.4.0,>=0.3.15->langchain_groq) (1.33)\n",
            "Requirement already satisfied: langsmith<0.2.0,>=0.1.125 in /usr/local/lib/python3.10/dist-packages (from langchain-core<0.4.0,>=0.3.15->langchain_groq) (0.1.143)\n",
            "Requirement already satisfied: packaging<25,>=23.2 in /usr/local/lib/python3.10/dist-packages (from langchain-core<0.4.0,>=0.3.15->langchain_groq) (24.2)\n",
            "Requirement already satisfied: tenacity!=8.4.0,<10.0.0,>=8.1.0 in /usr/local/lib/python3.10/dist-packages (from langchain-core<0.4.0,>=0.3.15->langchain_groq) (9.0.0)\n",
            "Requirement already satisfied: idna>=2.8 in /usr/local/lib/python3.10/dist-packages (from anyio<5,>=3.5.0->groq<1,>=0.4.1->langchain_groq) (3.10)\n",
            "Requirement already satisfied: exceptiongroup in /usr/local/lib/python3.10/dist-packages (from anyio<5,>=3.5.0->groq<1,>=0.4.1->langchain_groq) (1.2.2)\n",
            "Requirement already satisfied: certifi in /usr/local/lib/python3.10/dist-packages (from httpx<1,>=0.23.0->groq<1,>=0.4.1->langchain_groq) (2024.8.30)\n",
            "Requirement already satisfied: httpcore==1.* in /usr/local/lib/python3.10/dist-packages (from httpx<1,>=0.23.0->groq<1,>=0.4.1->langchain_groq) (1.0.7)\n",
            "Requirement already satisfied: h11<0.15,>=0.13 in /usr/local/lib/python3.10/dist-packages (from httpcore==1.*->httpx<1,>=0.23.0->groq<1,>=0.4.1->langchain_groq) (0.14.0)\n",
            "Requirement already satisfied: jsonpointer>=1.9 in /usr/local/lib/python3.10/dist-packages (from jsonpatch<2.0,>=1.33->langchain-core<0.4.0,>=0.3.15->langchain_groq) (3.0.0)\n",
            "Requirement already satisfied: orjson<4.0.0,>=3.9.14 in /usr/local/lib/python3.10/dist-packages (from langsmith<0.2.0,>=0.1.125->langchain-core<0.4.0,>=0.3.15->langchain_groq) (3.10.11)\n",
            "Requirement already satisfied: requests<3,>=2 in /usr/local/lib/python3.10/dist-packages (from langsmith<0.2.0,>=0.1.125->langchain-core<0.4.0,>=0.3.15->langchain_groq) (2.32.3)\n",
            "Requirement already satisfied: requests-toolbelt<2.0.0,>=1.0.0 in /usr/local/lib/python3.10/dist-packages (from langsmith<0.2.0,>=0.1.125->langchain-core<0.4.0,>=0.3.15->langchain_groq) (1.0.0)\n",
            "Requirement already satisfied: annotated-types>=0.6.0 in /usr/local/lib/python3.10/dist-packages (from pydantic<3,>=1.9.0->groq<1,>=0.4.1->langchain_groq) (0.7.0)\n",
            "Requirement already satisfied: pydantic-core==2.23.4 in /usr/local/lib/python3.10/dist-packages (from pydantic<3,>=1.9.0->groq<1,>=0.4.1->langchain_groq) (2.23.4)\n",
            "Requirement already satisfied: charset-normalizer<4,>=2 in /usr/local/lib/python3.10/dist-packages (from requests<3,>=2->langsmith<0.2.0,>=0.1.125->langchain-core<0.4.0,>=0.3.15->langchain_groq) (3.4.0)\n",
            "Requirement already satisfied: urllib3<3,>=1.21.1 in /usr/local/lib/python3.10/dist-packages (from requests<3,>=2->langsmith<0.2.0,>=0.1.125->langchain-core<0.4.0,>=0.3.15->langchain_groq) (2.2.3)\n",
            "Downloading langchain_groq-0.2.1-py3-none-any.whl (14 kB)\n",
            "Downloading groq-0.13.0-py3-none-any.whl (108 kB)\n",
            "\u001b[2K   \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m108.8/108.8 kB\u001b[0m \u001b[31m3.3 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
            "\u001b[?25hInstalling collected packages: groq, langchain_groq\n",
            "Successfully installed groq-0.13.0 langchain_groq-0.2.1\n"
          ]
        }
      ],
      "source": [
        "!pip install langchain\n",
        "!pip install langchain_groq"
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "import torch\n",
        "torch.cuda.is_available()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "xrUmdj4-Htwa",
        "outputId": "a00e39d7-88ad-4b46-892c-4b143deb6339"
      },
      "execution_count": 2,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "False"
            ]
          },
          "metadata": {},
          "execution_count": 2
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "import os\n",
        "os.environ[\"GROQ_API_KEY\"] = \"gsk_MbOj3FOj3f77XqqzxE0LWGdyb3FYGTfUro4nb00000\" use you own api key"
      ],
      "metadata": {
        "id": "M1h8YJ3yH7Kp"
      },
      "execution_count": 2,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "from langchain_groq import ChatGroq\n",
        "from langchain.output_parsers import DatetimeOutputParser\n",
        "\n",
        "llm = ChatGroq(\n",
        "    model=\"mixtral-8x7b-32768\",\n",
        "    temperature=0,\n",
        "    max_tokens=None,\n",
        "    timeout=None,\n",
        "    max_retries=2,\n",
        ")"
      ],
      "metadata": {
        "id": "teV-8e3qIN5o"
      },
      "execution_count": 3,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "llm.invoke(\"Who is pm of pakistan?\").content"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 52
        },
        "id": "uaLMxOYQIY45",
        "outputId": "083912db-f3e0-4cdf-e735-771df257df85"
      },
      "execution_count": 6,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "'As of my last update, the Prime Minister of Pakistan is Shehbaz Sharif. He took office on April 11, 2022. However, please verify from a reliable source as this information might have changed.'"
            ],
            "application/vnd.google.colaboratory.intrinsic+json": {
              "type": "string"
            }
          },
          "metadata": {},
          "execution_count": 6
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "#lets play with output parser\n",
        "from langchain.output_parsers import PydanticOutputParser, OutputFixingParser\n",
        "from langchain.prompts import ChatPromptTemplate\n",
        "from pydantic import BaseModel, Field\n",
        "from datetime import datetime"
      ],
      "metadata": {
        "id": "THTzseGeIdBf"
      },
      "execution_count": 46,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "parser = PydanticOutputParser(pydantic_object=DatetimeOutputParser)\n",
        "instNote:\"NOTE: YOU can go through all the detail\"\n",
        "\n",
        "humantemplate = \"{question}\\n{instruction}\"\n",
        "template = ChatPromptTemplate.from_template(humantemplate)\n",
        "\n"
      ],
      "metadata": {
        "id": "Fz-fmdbCIwZ5"
      },
      "execution_count": 49,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "formattedPrompt = template.format_messages(question=\"Who is prime minister oh pakistan\",instruction=instruction)"
      ],
      "metadata": {
        "id": "ZH0IDvRfJO96"
      },
      "execution_count": 50,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "response=llm.invoke(formattedPrompt).content"
      ],
      "metadata": {
        "id": "bMj2Tq0uJy_o"
      },
      "execution_count": 51,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "print(parser.parse(response))"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 825
        },
        "id": "G025Vd5mLMTn",
        "outputId": "103cf15b-aaf5-410b-ad24-63cee21c2a6c"
      },
      "execution_count": 56,
      "outputs": [
        {
          "output_type": "error",
          "ename": "OutputParserException",
          "evalue": "Invalid json output: Sure, I'd be happy to help! The current Prime Minister of Pakistan is Shehbaz Sharif. He took office on April 11, 2022, following the ousting of his predecessor, Imran Khan, through a no-confidence vote in the National Assembly.\n\nShehbaz Sharif was born on September 23, 1951, in Lahore, Punjab, Pakistan. He is the son of Muhammad Sharif, a businessman and founder of the Ittefaq Group, a large industrial conglomerate in Pakistan. Shehbaz Sharif has a degree in engineering from the University of Engineering and Technology in Lahore.\n\nBefore entering politics, Shehbaz Sharif worked in his family's business and served as the chairman of the Lahore Chamber of Commerce and Industry. He entered politics in the 1980s and was elected to the Punjab Assembly in 1988. He served as the Chief Minister of Punjab, the largest province in Pakistan, three times between 1997 and 2018.\n\nShehbaz Sharif is a member of the Pakistan Muslim League (N), a major political party in Pakistan. He has been the President of the party since 2018, following the disqualification of his brother, Nawaz Sharif, from holding public office.\n\nAs Prime Minister of Pakistan, Shehbaz Sharif has pledged to address the country's economic challenges, including inflation, unemployment, and a balance of payments crisis. He has also emphasized the need to improve Pakistan's relations with neighboring countries and the international community.\n\nI hope this information is helpful! Let me know if you have any other questions.\nFor troubleshooting, visit: https://python.langchain.com/docs/troubleshooting/errors/OUTPUT_PARSING_FAILURE",
          "traceback": [
            "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
            "\u001b[0;31mJSONDecodeError\u001b[0m                           Traceback (most recent call last)",
            "\u001b[0;32m/usr/local/lib/python3.10/dist-packages/langchain_core/output_parsers/json.py\u001b[0m in \u001b[0;36mparse_result\u001b[0;34m(self, result, partial)\u001b[0m\n\u001b[1;32m     82\u001b[0m             \u001b[0;32mtry\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 83\u001b[0;31m                 \u001b[0;32mreturn\u001b[0m \u001b[0mparse_json_markdown\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mtext\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m     84\u001b[0m             \u001b[0;32mexcept\u001b[0m \u001b[0mJSONDecodeError\u001b[0m \u001b[0;32mas\u001b[0m \u001b[0me\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
            "\u001b[0;32m/usr/local/lib/python3.10/dist-packages/langchain_core/utils/json.py\u001b[0m in \u001b[0;36mparse_json_markdown\u001b[0;34m(json_string, parser)\u001b[0m\n\u001b[1;32m    143\u001b[0m         \u001b[0mjson_str\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mjson_string\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0mmatch\u001b[0m \u001b[0;32mis\u001b[0m \u001b[0;32mNone\u001b[0m \u001b[0;32melse\u001b[0m \u001b[0mmatch\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mgroup\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;36m2\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 144\u001b[0;31m     \u001b[0;32mreturn\u001b[0m \u001b[0m_parse_json\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mjson_str\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mparser\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mparser\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    145\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n",
            "\u001b[0;32m/usr/local/lib/python3.10/dist-packages/langchain_core/utils/json.py\u001b[0m in \u001b[0;36m_parse_json\u001b[0;34m(json_str, parser)\u001b[0m\n\u001b[1;32m    159\u001b[0m     \u001b[0;31m# Parse the JSON string into a Python dictionary\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 160\u001b[0;31m     \u001b[0;32mreturn\u001b[0m \u001b[0mparser\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mjson_str\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    161\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n",
            "\u001b[0;32m/usr/local/lib/python3.10/dist-packages/langchain_core/utils/json.py\u001b[0m in \u001b[0;36mparse_partial_json\u001b[0;34m(s, strict)\u001b[0m\n\u001b[1;32m    117\u001b[0m     \u001b[0;31m# for the original string.\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 118\u001b[0;31m     \u001b[0;32mreturn\u001b[0m \u001b[0mjson\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mloads\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0ms\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mstrict\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mstrict\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    119\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n",
            "\u001b[0;32m/usr/lib/python3.10/json/__init__.py\u001b[0m in \u001b[0;36mloads\u001b[0;34m(s, cls, object_hook, parse_float, parse_int, parse_constant, object_pairs_hook, **kw)\u001b[0m\n\u001b[1;32m    358\u001b[0m         \u001b[0mkw\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'parse_constant'\u001b[0m\u001b[0;34m]\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mparse_constant\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 359\u001b[0;31m     \u001b[0;32mreturn\u001b[0m \u001b[0mcls\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m**\u001b[0m\u001b[0mkw\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mdecode\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0ms\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m",
            "\u001b[0;32m/usr/lib/python3.10/json/decoder.py\u001b[0m in \u001b[0;36mdecode\u001b[0;34m(self, s, _w)\u001b[0m\n\u001b[1;32m    336\u001b[0m         \"\"\"\n\u001b[0;32m--> 337\u001b[0;31m         \u001b[0mobj\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mend\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mraw_decode\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0ms\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0midx\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0m_w\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0ms\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;36m0\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mend\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    338\u001b[0m         \u001b[0mend\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0m_w\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0ms\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mend\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mend\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
            "\u001b[0;32m/usr/lib/python3.10/json/decoder.py\u001b[0m in \u001b[0;36mraw_decode\u001b[0;34m(self, s, idx)\u001b[0m\n\u001b[1;32m    354\u001b[0m         \u001b[0;32mexcept\u001b[0m \u001b[0mStopIteration\u001b[0m \u001b[0;32mas\u001b[0m \u001b[0merr\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 355\u001b[0;31m             \u001b[0;32mraise\u001b[0m \u001b[0mJSONDecodeError\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m\"Expecting value\"\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0ms\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0merr\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mvalue\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;32mfrom\u001b[0m \u001b[0;32mNone\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    356\u001b[0m         \u001b[0;32mreturn\u001b[0m \u001b[0mobj\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mend\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
            "\u001b[0;31mJSONDecodeError\u001b[0m: Expecting value: line 1 column 1 (char 0)",
            "\nThe above exception was the direct cause of the following exception:\n",
            "\u001b[0;31mOutputParserException\u001b[0m                     Traceback (most recent call last)",
            "\u001b[0;32m<ipython-input-56-79097dc1f1a8>\u001b[0m in \u001b[0;36m<cell line: 1>\u001b[0;34m()\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0mprint\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mparser\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mparse\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mresponse\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m",
            "\u001b[0;32m/usr/local/lib/python3.10/dist-packages/langchain_core/output_parsers/pydantic.py\u001b[0m in \u001b[0;36mparse\u001b[0;34m(self, text)\u001b[0m\n\u001b[1;32m     81\u001b[0m             \u001b[0mThe\u001b[0m \u001b[0mparsed\u001b[0m \u001b[0mpydantic\u001b[0m \u001b[0mobject\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     82\u001b[0m         \"\"\"\n\u001b[0;32m---> 83\u001b[0;31m         \u001b[0;32mreturn\u001b[0m \u001b[0msuper\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mparse\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mtext\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m     84\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     85\u001b[0m     \u001b[0;32mdef\u001b[0m \u001b[0mget_format_instructions\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;34m->\u001b[0m \u001b[0mstr\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
            "\u001b[0;32m/usr/local/lib/python3.10/dist-packages/langchain_core/output_parsers/json.py\u001b[0m in \u001b[0;36mparse\u001b[0;34m(self, text)\u001b[0m\n\u001b[1;32m     95\u001b[0m             \u001b[0mThe\u001b[0m \u001b[0mparsed\u001b[0m \u001b[0mJSON\u001b[0m \u001b[0mobject\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     96\u001b[0m         \"\"\"\n\u001b[0;32m---> 97\u001b[0;31m         \u001b[0;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mparse_result\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mGeneration\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mtext\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mtext\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m     98\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     99\u001b[0m     \u001b[0;32mdef\u001b[0m \u001b[0mget_format_instructions\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;34m->\u001b[0m \u001b[0mstr\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
            "\u001b[0;32m/usr/local/lib/python3.10/dist-packages/langchain_core/output_parsers/pydantic.py\u001b[0m in \u001b[0;36mparse_result\u001b[0;34m(self, result, partial)\u001b[0m\n\u001b[1;32m     70\u001b[0m             \u001b[0;32mif\u001b[0m \u001b[0mpartial\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     71\u001b[0m                 \u001b[0;32mreturn\u001b[0m \u001b[0;32mNone\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 72\u001b[0;31m             \u001b[0;32mraise\u001b[0m \u001b[0me\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m     73\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     74\u001b[0m     \u001b[0;32mdef\u001b[0m \u001b[0mparse\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mtext\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0mstr\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;34m->\u001b[0m \u001b[0mTBaseModel\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
            "\u001b[0;32m/usr/local/lib/python3.10/dist-packages/langchain_core/output_parsers/pydantic.py\u001b[0m in \u001b[0;36mparse_result\u001b[0;34m(self, result, partial)\u001b[0m\n\u001b[1;32m     65\u001b[0m         \"\"\"\n\u001b[1;32m     66\u001b[0m         \u001b[0;32mtry\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 67\u001b[0;31m             \u001b[0mjson_object\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0msuper\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mparse_result\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mresult\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m     68\u001b[0m             \u001b[0;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_parse_obj\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mjson_object\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     69\u001b[0m         \u001b[0;32mexcept\u001b[0m \u001b[0mOutputParserException\u001b[0m \u001b[0;32mas\u001b[0m \u001b[0me\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
            "\u001b[0;32m/usr/local/lib/python3.10/dist-packages/langchain_core/output_parsers/json.py\u001b[0m in \u001b[0;36mparse_result\u001b[0;34m(self, result, partial)\u001b[0m\n\u001b[1;32m     84\u001b[0m             \u001b[0;32mexcept\u001b[0m \u001b[0mJSONDecodeError\u001b[0m \u001b[0;32mas\u001b[0m \u001b[0me\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     85\u001b[0m                 \u001b[0mmsg\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;34mf\"Invalid json output: {text}\"\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 86\u001b[0;31m                 \u001b[0;32mraise\u001b[0m \u001b[0mOutputParserException\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mmsg\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mllm_output\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mtext\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;32mfrom\u001b[0m \u001b[0me\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m     87\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     88\u001b[0m     \u001b[0;32mdef\u001b[0m \u001b[0mparse\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mtext\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0mstr\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;34m->\u001b[0m \u001b[0mAny\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
            "\u001b[0;31mOutputParserException\u001b[0m: Invalid json output: Sure, I'd be happy to help! The current Prime Minister of Pakistan is Shehbaz Sharif. He took office on April 11, 2022, following the ousting of his predecessor, Imran Khan, through a no-confidence vote in the National Assembly.\n\nShehbaz Sharif was born on September 23, 1951, in Lahore, Punjab, Pakistan. He is the son of Muhammad Sharif, a businessman and founder of the Ittefaq Group, a large industrial conglomerate in Pakistan. Shehbaz Sharif has a degree in engineering from the University of Engineering and Technology in Lahore.\n\nBefore entering politics, Shehbaz Sharif worked in his family's business and served as the chairman of the Lahore Chamber of Commerce and Industry. He entered politics in the 1980s and was elected to the Punjab Assembly in 1988. He served as the Chief Minister of Punjab, the largest province in Pakistan, three times between 1997 and 2018.\n\nShehbaz Sharif is a member of the Pakistan Muslim League (N), a major political party in Pakistan. He has been the President of the party since 2018, following the disqualification of his brother, Nawaz Sharif, from holding public office.\n\nAs Prime Minister of Pakistan, Shehbaz Sharif has pledged to address the country's economic challenges, including inflation, unemployment, and a balance of payments crisis. He has also emphasized the need to improve Pakistan's relations with neighboring countries and the international community.\n\nI hope this information is helpful! Let me know if you have any other questions.\nFor troubleshooting, visit: https://python.langchain.com/docs/troubleshooting/errors/OUTPUT_PARSING_FAILURE"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "pip install -U langchain-community"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "CknH-zI1PeJq",
        "outputId": "1ef9dc92-04a5-4495-de62-0de6caeada4d"
      },
      "execution_count": 58,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Collecting langchain-community\n",
            "  Downloading langchain_community-0.3.9-py3-none-any.whl.metadata (2.9 kB)\n",
            "Requirement already satisfied: PyYAML>=5.3 in /usr/local/lib/python3.10/dist-packages (from langchain-community) (6.0.2)\n",
            "Requirement already satisfied: SQLAlchemy<3,>=1.4 in /usr/local/lib/python3.10/dist-packages (from langchain-community) (2.0.36)\n",
            "Requirement already satisfied: aiohttp<4.0.0,>=3.8.3 in /usr/local/lib/python3.10/dist-packages (from langchain-community) (3.11.2)\n",
            "Collecting dataclasses-json<0.7,>=0.5.7 (from langchain-community)\n",
            "  Downloading dataclasses_json-0.6.7-py3-none-any.whl.metadata (25 kB)\n",
            "Collecting httpx-sse<0.5.0,>=0.4.0 (from langchain-community)\n",
            "  Downloading httpx_sse-0.4.0-py3-none-any.whl.metadata (9.0 kB)\n",
            "Collecting langchain<0.4.0,>=0.3.8 (from langchain-community)\n",
            "  Downloading langchain-0.3.9-py3-none-any.whl.metadata (7.1 kB)\n",
            "Collecting langchain-core<0.4.0,>=0.3.21 (from langchain-community)\n",
            "  Downloading langchain_core-0.3.21-py3-none-any.whl.metadata (6.3 kB)\n",
            "Requirement already satisfied: langsmith<0.2.0,>=0.1.125 in /usr/local/lib/python3.10/dist-packages (from langchain-community) (0.1.143)\n",
            "Requirement already satisfied: numpy<2,>=1.22.4 in /usr/local/lib/python3.10/dist-packages (from langchain-community) (1.26.4)\n",
            "Collecting pydantic-settings<3.0.0,>=2.4.0 (from langchain-community)\n",
            "  Downloading pydantic_settings-2.6.1-py3-none-any.whl.metadata (3.5 kB)\n",
            "Requirement already satisfied: requests<3,>=2 in /usr/local/lib/python3.10/dist-packages (from langchain-community) (2.32.3)\n",
            "Requirement already satisfied: tenacity!=8.4.0,<10,>=8.1.0 in /usr/local/lib/python3.10/dist-packages (from langchain-community) (9.0.0)\n",
            "Requirement already satisfied: aiohappyeyeballs>=2.3.0 in /usr/local/lib/python3.10/dist-packages (from aiohttp<4.0.0,>=3.8.3->langchain-community) (2.4.3)\n",
            "Requirement already satisfied: aiosignal>=1.1.2 in /usr/local/lib/python3.10/dist-packages (from aiohttp<4.0.0,>=3.8.3->langchain-community) (1.3.1)\n",
            "Requirement already satisfied: attrs>=17.3.0 in /usr/local/lib/python3.10/dist-packages (from aiohttp<4.0.0,>=3.8.3->langchain-community) (24.2.0)\n",
            "Requirement already satisfied: frozenlist>=1.1.1 in /usr/local/lib/python3.10/dist-packages (from aiohttp<4.0.0,>=3.8.3->langchain-community) (1.5.0)\n",
            "Requirement already satisfied: multidict<7.0,>=4.5 in /usr/local/lib/python3.10/dist-packages (from aiohttp<4.0.0,>=3.8.3->langchain-community) (6.1.0)\n",
            "Requirement already satisfied: propcache>=0.2.0 in /usr/local/lib/python3.10/dist-packages (from aiohttp<4.0.0,>=3.8.3->langchain-community) (0.2.0)\n",
            "Requirement already satisfied: yarl<2.0,>=1.17.0 in /usr/local/lib/python3.10/dist-packages (from aiohttp<4.0.0,>=3.8.3->langchain-community) (1.17.2)\n",
            "Requirement already satisfied: async-timeout<6.0,>=4.0 in /usr/local/lib/python3.10/dist-packages (from aiohttp<4.0.0,>=3.8.3->langchain-community) (4.0.3)\n",
            "Collecting marshmallow<4.0.0,>=3.18.0 (from dataclasses-json<0.7,>=0.5.7->langchain-community)\n",
            "  Downloading marshmallow-3.23.1-py3-none-any.whl.metadata (7.5 kB)\n",
            "Collecting typing-inspect<1,>=0.4.0 (from dataclasses-json<0.7,>=0.5.7->langchain-community)\n",
            "  Downloading typing_inspect-0.9.0-py3-none-any.whl.metadata (1.5 kB)\n",
            "Requirement already satisfied: langchain-text-splitters<0.4.0,>=0.3.0 in /usr/local/lib/python3.10/dist-packages (from langchain<0.4.0,>=0.3.8->langchain-community) (0.3.2)\n",
            "Requirement already satisfied: pydantic<3.0.0,>=2.7.4 in /usr/local/lib/python3.10/dist-packages (from langchain<0.4.0,>=0.3.8->langchain-community) (2.9.2)\n",
            "Requirement already satisfied: jsonpatch<2.0,>=1.33 in /usr/local/lib/python3.10/dist-packages (from langchain-core<0.4.0,>=0.3.21->langchain-community) (1.33)\n",
            "Requirement already satisfied: packaging<25,>=23.2 in /usr/local/lib/python3.10/dist-packages (from langchain-core<0.4.0,>=0.3.21->langchain-community) (24.2)\n",
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            "Requirement already satisfied: orjson<4.0.0,>=3.9.14 in /usr/local/lib/python3.10/dist-packages (from langsmith<0.2.0,>=0.1.125->langchain-community) (3.10.11)\n",
            "Requirement already satisfied: requests-toolbelt<2.0.0,>=1.0.0 in /usr/local/lib/python3.10/dist-packages (from langsmith<0.2.0,>=0.1.125->langchain-community) (1.0.0)\n",
            "Collecting python-dotenv>=0.21.0 (from pydantic-settings<3.0.0,>=2.4.0->langchain-community)\n",
            "  Downloading python_dotenv-1.0.1-py3-none-any.whl.metadata (23 kB)\n",
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            "Requirement already satisfied: httpcore==1.* in /usr/local/lib/python3.10/dist-packages (from httpx<1,>=0.23.0->langsmith<0.2.0,>=0.1.125->langchain-community) (1.0.7)\n",
            "Requirement already satisfied: sniffio in /usr/local/lib/python3.10/dist-packages (from httpx<1,>=0.23.0->langsmith<0.2.0,>=0.1.125->langchain-community) (1.3.1)\n",
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            "Requirement already satisfied: annotated-types>=0.6.0 in /usr/local/lib/python3.10/dist-packages (from pydantic<3.0.0,>=2.7.4->langchain<0.4.0,>=0.3.8->langchain-community) (0.7.0)\n",
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            "Collecting mypy-extensions>=0.3.0 (from typing-inspect<1,>=0.4.0->dataclasses-json<0.7,>=0.5.7->langchain-community)\n",
            "  Downloading mypy_extensions-1.0.0-py3-none-any.whl.metadata (1.1 kB)\n",
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            "\u001b[2K   \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m2.4/2.4 MB\u001b[0m \u001b[31m42.8 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
            "\u001b[?25hDownloading dataclasses_json-0.6.7-py3-none-any.whl (28 kB)\n",
            "Downloading httpx_sse-0.4.0-py3-none-any.whl (7.8 kB)\n",
            "Downloading langchain-0.3.9-py3-none-any.whl (1.0 MB)\n",
            "\u001b[2K   \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m1.0/1.0 MB\u001b[0m \u001b[31m59.0 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
            "\u001b[?25hDownloading langchain_core-0.3.21-py3-none-any.whl (409 kB)\n",
            "\u001b[2K   \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m409.5/409.5 kB\u001b[0m \u001b[31m35.2 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
            "\u001b[?25hDownloading pydantic_settings-2.6.1-py3-none-any.whl (28 kB)\n",
            "Downloading marshmallow-3.23.1-py3-none-any.whl (49 kB)\n",
            "\u001b[2K   \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m49.5/49.5 kB\u001b[0m \u001b[31m4.6 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
            "\u001b[?25hDownloading python_dotenv-1.0.1-py3-none-any.whl (19 kB)\n",
            "Downloading typing_inspect-0.9.0-py3-none-any.whl (8.8 kB)\n",
            "Downloading mypy_extensions-1.0.0-py3-none-any.whl (4.7 kB)\n",
            "Installing collected packages: python-dotenv, mypy-extensions, marshmallow, httpx-sse, typing-inspect, pydantic-settings, dataclasses-json, langchain-core, langchain, langchain-community\n",
            "  Attempting uninstall: langchain-core\n",
            "    Found existing installation: langchain-core 0.3.19\n",
            "    Uninstalling langchain-core-0.3.19:\n",
            "      Successfully uninstalled langchain-core-0.3.19\n",
            "  Attempting uninstall: langchain\n",
            "    Found existing installation: langchain 0.3.7\n",
            "    Uninstalling langchain-0.3.7:\n",
            "      Successfully uninstalled langchain-0.3.7\n",
            "Successfully installed dataclasses-json-0.6.7 httpx-sse-0.4.0 langchain-0.3.9 langchain-community-0.3.9 langchain-core-0.3.21 marshmallow-3.23.1 mypy-extensions-1.0.0 pydantic-settings-2.6.1 python-dotenv-1.0.1 typing-inspect-0.9.0\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "from langchain.prompts import ChatPromptTemplate\n",
        "from langchain.vectorstores import FAISS\n",
        "from langchain.embeddings import HuggingFaceEmbeddings\n",
        "from langchain.document_loaders import TextLoader\n",
        "from langchain.text_splitter import CharacterTextSplitter\n",
        "from langchain.retrievers import ContextualCompressionRetriever\n",
        "from langchain.retrievers.document_compressors import LLMChainExtractor"
      ],
      "metadata": {
        "id": "VRjsykeFMvsf"
      },
      "execution_count": 63,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "textloader = TextLoader(\"/content/Quaideazam.txt\")\n",
        "data = textloader.load()\n",
        "data"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "lbZHqdqcPZ7p",
        "outputId": "48cf0c43-8071-4236-c723-db317d816d7a"
      },
      "execution_count": 67,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "[Document(metadata={'source': '/content/Quaideazam.txt'}, page_content=\"**The Life of Quaid-e-Azam Muhammad Ali Jinnah: A Journey of Leadership and Legacy**\\n\\nMuhammad Ali Jinnah, known as the Quaid-e-Azam (Great Leader), was the founding father of Pakistan and one of the most influential political figures of the 20th century. His life, marked by struggle, determination, and unyielding commitment to his vision, played a crucial role in shaping the history of South Asia. Jinnah’s leadership, ideological framework, and tireless pursuit of justice led to the creation of Pakistan as an independent nation for Muslims of the Indian subcontinent. This essay explores the life of Quaid-e-Azam Muhammad Ali Jinnah, his early years, political career, struggles for Pakistan, and the legacy he left behind.\\n\\n### Early Life and Education\\n\\nMuhammad Ali Jinnah was born on December 25, 1876, in Karachi, which was then part of British India, to a prosperous merchant family. His father, Jinnahbhai Poonja, was a successful businessman who had migrated from Gujarat, India. From a young age, Jinnah showed promise as a brilliant student. He attended the Sindh Madrassatul Islam in Karachi and later went to the Christian Missionary School, where he received a modern education.\\n\\nAt the age of 16, Jinnah moved to London to pursue a career in law. He enrolled in Lincoln’s Inn, one of the most prestigious law schools in Britain. Jinnah was one of the youngest Indians to be called to the Bar, in 1896. His time in London exposed him to the liberal political and legal ideas of the West, which would later influence his political ideology. Jinnah returned to India in 1897 and began practicing law in Bombay (now Mumbai). His legal career was marked by sharp intellect and deep dedication, earning him the respect of his peers.\\n\\n### Early Political Involvement\\n\\nRecent events in Pakistan over the past few months, particularly in November 2024, have been marked by political, social, and economic challenges. Here is a summary of some key developments:\\n\\n### 1. **Political Instability and Leadership Changes**\\n   Pakistan's political landscape continues to be unstable, with tensions between political parties, the military, and the judiciary. Prime Minister Anwarul Haq Kakar, who is serving as a caretaker leader, has faced ongoing pressure regarding his administration's legitimacy and ability to manage elections. These elections, originally scheduled for late 2023, have been delayed, leading to discontent among opposition parties and protests.\\n\\n   **Imran Khan's Legal Battles**: Imran Khan, the former prime minister, has been at the center of numerous legal challenges. In November 2024, his legal situation continued to be a major point of contention. Khan, who was ousted in a vote of no confidence in 2022, faces multiple charges, including corruption and terrorism-related cases, leading to widespread protests by his supporters.\\n\\n### 2. **Economic Struggles**\\n   Pakistan's economy is facing severe difficulties, exacerbated by inflation, a depreciating currency, and energy shortages. The country has been seeking international financial assistance, including a bailout from the International Monetary Fund (IMF), to help stabilize the economy. The IMF has imposed conditions that include austerity measures, which have sparked protests and strikes across the country.\\n\\n   **Inflation and Unemployment**: In November, inflation remained a major concern, with food prices skyrocketing, pushing many citizens into poverty. Unemployment rates have also risen as industries struggle, and young people face limited opportunities in the workforce.\\n\\n   **Energy Crisis**: Pakistan continues to deal with significant power shortages. Electricity load shedding remains a regular occurrence in many parts of the country due to a combination of rising fuel costs and inefficiencies in the energy sector.\\n\\n### 3. **Security Issues and Extremism**\\n   In terms of security, Pakistan has faced an uptick in violence from militant groups. The Tehrik-i-Taliban Pakistan (TTP) has been particularly active in Khyber Pakhtunkhwa and tribal areas, launching attacks against security forces and civilians. The government has struggled to contain these groups, which has led to increased insecurity in various regions.\\n\\n   **Civilian Casualties**: There have been several bombings and targeted killings, especially in the northwest, which has put additional pressure on the government to take stronger actions against militants. The military has been engaged in counterterrorism operations, but success has been limited.\\n\\n### 4. **Human Rights and Social Issues**\\n   There has been continued concern about the human rights situation in Pakistan. The treatment of women, religious minorities, and journalists remains a critical issue. The controversial blasphemy laws, which are sometimes used to target religious minorities, continue to cause concern. There have been protests and calls for reform to protect the rights of marginalized groups.\\n\\n   **Press Freedom**: Pakistan has also faced criticism for its treatment of journalists. Several journalists have been harassed or attacked for reporting on sensitive issues, particularly those involving the military or corruption.\\n\\n### 5. **Environmental Challenges**\\n   Pakistan's environmental situation has worsened, with the country facing both climate change impacts and environmental mismanagement. The devastating floods of 2022 left millions homeless, and while the recovery process is ongoing, the country remains vulnerable to further climate-related disasters, such as heatwaves and flooding.\\n\\n   **Pollution and Water Crisis**: Pakistan also faces a severe water crisis, and the quality of air in major cities is poor, leading to health issues. Efforts to address these challenges have been slow, with competing priorities such as security and economic recovery taking precedence.\\n\\n### 6. **Relations with Neighboring Countries**\\n   Pakistan's relationship with India has been tense, especially over the disputed region of Kashmir. While there have been occasional diplomatic efforts, the situation remains fragile. Additionally, Pakistan's ties with Afghanistan have remained complex, with both cooperation and tension over border security and the presence of militants.\\n\\n---\\n\\nThese developments highlight the ongoing struggles Pakistan faces, from political instability and economic challenges to security threats and human rights concerns. The country's future remains uncertain as it grapples with these complex issues, with political leadership and reforms needed to address the ongoing crises.\\nJinnah’s commitment to Hindu-Muslim unity was evident when he played a significant role in drafting the Lucknow Pact of 1916, a historic agreement between the Congress and the All-India Muslim League. The pact was a step toward achieving cooperation between Hindus and Muslims in the fight for Indian independence. Jinnah’s role in the pact earned him a reputation as a statesman who could bridge the divide between the two communities.\\n\\nHowever, as time went on, Jinnah became increasingly disillusioned with the Congress Party’s policies, which he felt were being dominated by Hindu leaders and were neglecting the concerns of Muslims. The growing sense of alienation and the Congress Party’s refusal to address Muslim political demands began to shift Jinnah’s political views. This shift marked the beginning of his transformation from a proponent of Hindu-Muslim unity to the leader of the Muslim cause in India.\\n\\n### Turning Point: The Emergence of the Muslim League\\n\\nIn 1913, Jinnah formally joined the All-India Muslim League, a political party that represented Muslim interests. His association with the League marked a significant change in his political outlook. Jinnah initially hoped that the Muslim League would be a platform to advance Muslim rights within a united India. However, as the years progressed, it became clear that the Congress Party, under the leadership of Mahatma Gandhi, was becoming more aligned with Hindu nationalism, sidelining the interests of Muslims.\\n\\nJinnah’s growing sense of political isolation and his desire to secure Muslim rights led him to demand a separate political identity for Muslims. In 1930, the Allama Iqbal, the poet-philosopher, proposed the idea of a separate nation for Muslims in the northwest and eastern zones of India, which was a precursor to the demand for Pakistan. Jinnah, who had initially been opposed to the idea of a separate Muslim state, began to see it as the only solution to protect Muslim identity and interests in a predominantly Hindu India.\\n\\n### The Struggle for Pakistan\\n\\nJinnah’s leadership of the Muslim League during the 1930s and 1940s was marked by his transformation into the central figure in the movement for the creation of Pakistan. His vision of Pakistan was one of a separate homeland for Muslims where they could live according to their religious and cultural values. This vision was articulated in the Lahore Resolution of 1940, where the Muslim League formally demanded the creation of separate states for Muslims in the northern and eastern parts of India.\\n\\nJinnah’s political maneuvering and statesmanship during this period were crucial in gaining widespread support for the cause of Pakistan. He successfully mobilized Muslim opinion across India, uniting various factions of the Muslim community under the banner of the Muslim League. His leadership during this time was marked by his ability to articulate the aspirations of Muslims and his unwavering commitment to the idea of Pakistan.\\n\\nThe turning point came in 1947 when, after years of negotiations, the British government decided to partition India into two separate nations: India and Pakistan. Jinnah’s efforts culminated in the creation of Pakistan on August 14, 1947. Pakistan was born as a nation for Muslims, a culmination of Jinnah’s vision, which he had advocated for so long. The independence of Pakistan, however, was marred by violence and mass migration, as millions of Hindus and Muslims were forced to move across the newly drawn borders.\\n\\n### Leadership and Legacy\\n\\nJinnah’s leadership of Pakistan after its creation was marked by his deep sense of responsibility and his commitment to building a democratic and inclusive state. As the first Governor-General of Pakistan, he worked tirelessly to establish the foundation of the new nation. He emphasized the importance of law, order, and democracy, and called for the protection of minorities within the new state.\\n\\nOne of Jinnah’s most important speeches was his address to the Constituent Assembly of Pakistan on August 11, 1947, in which he laid out his vision for the future of Pakistan. He stated that the state of Pakistan would be one where all citizens, regardless of their religion, would enjoy equal rights. His famous words, “You are free; you are free to go to your temples, you are free to go to your mosques, or any other place of worship in this state of Pakistan. You may belong to any religion, caste or creed—that has nothing to do with the business of the state,” became a cornerstone of his vision for a pluralistic Pakistan.\\n\\nUnfortunately, Jinnah’s health began to deteriorate soon after the creation of Pakistan. He succumbed to tuberculosis on September 11, 1948, just over a year after Pakistan’s independence. His death left a void in Pakistan’s leadership, and the country struggled with the challenges of nation-building in his absence.\\n\\nJinnah’s legacy, however, remains indelible. He is regarded as a visionary leader who fought for the rights of Muslims and the creation of a state where they could live freely and without fear. His leadership transformed the political landscape of South Asia, and his influence continues to shape the political and cultural identity of Pakistan.\\n\\n### Conclusion\\n\\nThe life of Quaid-e-Azam Muhammad Ali Jinnah is a testament to the power of vision, leadership, and determination. From his early years as a lawyer to his leadership of the Muslim League and his pivotal role in the creation of Pakistan, Jinnah’s life was defined by his commitment to his ideals. His vision for Pakistan as a democratic and inclusive state remains an enduring part of his legacy. Jinnah's legacy continues to inspire generations, not only in Pakistan but across the world, as a symbol of leadership in the face of adversity and a champion of justice and equality.\")]"
            ]
          },
          "metadata": {},
          "execution_count": 67
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "text_splitter = CharacterTextSplitter(chunk_size=1000, chunk_overlap=0)\n",
        "texts = text_splitter.split_documents(data)"
      ],
      "metadata": {
        "id": "BQ3_2ORjQf5s"
      },
      "execution_count": 68,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "texts"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "hSMwSo1nQ0xS",
        "outputId": "808ce072-6d08-48c5-bd38-2b81795b77c7"
      },
      "execution_count": 69,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "[Document(metadata={'source': '/content/Quaideazam.txt'}, page_content='**The Life of Quaid-e-Azam Muhammad Ali Jinnah: A Journey of Leadership and Legacy**\\n\\nMuhammad Ali Jinnah, known as the Quaid-e-Azam (Great Leader), was the founding father of Pakistan and one of the most influential political figures of the 20th century. His life, marked by struggle, determination, and unyielding commitment to his vision, played a crucial role in shaping the history of South Asia. Jinnah’s leadership, ideological framework, and tireless pursuit of justice led to the creation of Pakistan as an independent nation for Muslims of the Indian subcontinent. This essay explores the life of Quaid-e-Azam Muhammad Ali Jinnah, his early years, political career, struggles for Pakistan, and the legacy he left behind.\\n\\n### Early Life and Education'),\n",
              " Document(metadata={'source': '/content/Quaideazam.txt'}, page_content='Muhammad Ali Jinnah was born on December 25, 1876, in Karachi, which was then part of British India, to a prosperous merchant family. His father, Jinnahbhai Poonja, was a successful businessman who had migrated from Gujarat, India. From a young age, Jinnah showed promise as a brilliant student. He attended the Sindh Madrassatul Islam in Karachi and later went to the Christian Missionary School, where he received a modern education.\\n\\nAt the age of 16, Jinnah moved to London to pursue a career in law. He enrolled in Lincoln’s Inn, one of the most prestigious law schools in Britain. Jinnah was one of the youngest Indians to be called to the Bar, in 1896. His time in London exposed him to the liberal political and legal ideas of the West, which would later influence his political ideology. Jinnah returned to India in 1897 and began practicing law in Bombay (now Mumbai). His legal career was marked by sharp intellect and deep dedication, earning him the respect of his peers.'),\n",
              " Document(metadata={'source': '/content/Quaideazam.txt'}, page_content=\"### Early Political Involvement\\n\\nRecent events in Pakistan over the past few months, particularly in November 2024, have been marked by political, social, and economic challenges. Here is a summary of some key developments:\\n\\n### 1. **Political Instability and Leadership Changes**\\n   Pakistan's political landscape continues to be unstable, with tensions between political parties, the military, and the judiciary. Prime Minister Anwarul Haq Kakar, who is serving as a caretaker leader, has faced ongoing pressure regarding his administration's legitimacy and ability to manage elections. These elections, originally scheduled for late 2023, have been delayed, leading to discontent among opposition parties and protests.\"),\n",
              " Document(metadata={'source': '/content/Quaideazam.txt'}, page_content=\"**Imran Khan's Legal Battles**: Imran Khan, the former prime minister, has been at the center of numerous legal challenges. In November 2024, his legal situation continued to be a major point of contention. Khan, who was ousted in a vote of no confidence in 2022, faces multiple charges, including corruption and terrorism-related cases, leading to widespread protests by his supporters.\\n\\n### 2. **Economic Struggles**\\n   Pakistan's economy is facing severe difficulties, exacerbated by inflation, a depreciating currency, and energy shortages. The country has been seeking international financial assistance, including a bailout from the International Monetary Fund (IMF), to help stabilize the economy. The IMF has imposed conditions that include austerity measures, which have sparked protests and strikes across the country.\"),\n",
              " Document(metadata={'source': '/content/Quaideazam.txt'}, page_content='**Inflation and Unemployment**: In November, inflation remained a major concern, with food prices skyrocketing, pushing many citizens into poverty. Unemployment rates have also risen as industries struggle, and young people face limited opportunities in the workforce.\\n\\n   **Energy Crisis**: Pakistan continues to deal with significant power shortages. Electricity load shedding remains a regular occurrence in many parts of the country due to a combination of rising fuel costs and inefficiencies in the energy sector.\\n\\n### 3. **Security Issues and Extremism**\\n   In terms of security, Pakistan has faced an uptick in violence from militant groups. The Tehrik-i-Taliban Pakistan (TTP) has been particularly active in Khyber Pakhtunkhwa and tribal areas, launching attacks against security forces and civilians. The government has struggled to contain these groups, which has led to increased insecurity in various regions.'),\n",
              " Document(metadata={'source': '/content/Quaideazam.txt'}, page_content='**Civilian Casualties**: There have been several bombings and targeted killings, especially in the northwest, which has put additional pressure on the government to take stronger actions against militants. The military has been engaged in counterterrorism operations, but success has been limited.\\n\\n### 4. **Human Rights and Social Issues**\\n   There has been continued concern about the human rights situation in Pakistan. The treatment of women, religious minorities, and journalists remains a critical issue. The controversial blasphemy laws, which are sometimes used to target religious minorities, continue to cause concern. There have been protests and calls for reform to protect the rights of marginalized groups.\\n\\n   **Press Freedom**: Pakistan has also faced criticism for its treatment of journalists. Several journalists have been harassed or attacked for reporting on sensitive issues, particularly those involving the military or corruption.'),\n",
              " Document(metadata={'source': '/content/Quaideazam.txt'}, page_content=\"### 5. **Environmental Challenges**\\n   Pakistan's environmental situation has worsened, with the country facing both climate change impacts and environmental mismanagement. The devastating floods of 2022 left millions homeless, and while the recovery process is ongoing, the country remains vulnerable to further climate-related disasters, such as heatwaves and flooding.\\n\\n   **Pollution and Water Crisis**: Pakistan also faces a severe water crisis, and the quality of air in major cities is poor, leading to health issues. Efforts to address these challenges have been slow, with competing priorities such as security and economic recovery taking precedence.\"),\n",
              " Document(metadata={'source': '/content/Quaideazam.txt'}, page_content=\"### 6. **Relations with Neighboring Countries**\\n   Pakistan's relationship with India has been tense, especially over the disputed region of Kashmir. While there have been occasional diplomatic efforts, the situation remains fragile. Additionally, Pakistan's ties with Afghanistan have remained complex, with both cooperation and tension over border security and the presence of militants.\\n\\n---\"),\n",
              " Document(metadata={'source': '/content/Quaideazam.txt'}, page_content=\"These developments highlight the ongoing struggles Pakistan faces, from political instability and economic challenges to security threats and human rights concerns. The country's future remains uncertain as it grapples with these complex issues, with political leadership and reforms needed to address the ongoing crises.\\nJinnah’s commitment to Hindu-Muslim unity was evident when he played a significant role in drafting the Lucknow Pact of 1916, a historic agreement between the Congress and the All-India Muslim League. The pact was a step toward achieving cooperation between Hindus and Muslims in the fight for Indian independence. Jinnah’s role in the pact earned him a reputation as a statesman who could bridge the divide between the two communities.\"),\n",
              " Document(metadata={'source': '/content/Quaideazam.txt'}, page_content='However, as time went on, Jinnah became increasingly disillusioned with the Congress Party’s policies, which he felt were being dominated by Hindu leaders and were neglecting the concerns of Muslims. The growing sense of alienation and the Congress Party’s refusal to address Muslim political demands began to shift Jinnah’s political views. This shift marked the beginning of his transformation from a proponent of Hindu-Muslim unity to the leader of the Muslim cause in India.\\n\\n### Turning Point: The Emergence of the Muslim League'),\n",
              " Document(metadata={'source': '/content/Quaideazam.txt'}, page_content='In 1913, Jinnah formally joined the All-India Muslim League, a political party that represented Muslim interests. His association with the League marked a significant change in his political outlook. Jinnah initially hoped that the Muslim League would be a platform to advance Muslim rights within a united India. However, as the years progressed, it became clear that the Congress Party, under the leadership of Mahatma Gandhi, was becoming more aligned with Hindu nationalism, sidelining the interests of Muslims.'),\n",
              " Document(metadata={'source': '/content/Quaideazam.txt'}, page_content='Jinnah’s growing sense of political isolation and his desire to secure Muslim rights led him to demand a separate political identity for Muslims. In 1930, the Allama Iqbal, the poet-philosopher, proposed the idea of a separate nation for Muslims in the northwest and eastern zones of India, which was a precursor to the demand for Pakistan. Jinnah, who had initially been opposed to the idea of a separate Muslim state, began to see it as the only solution to protect Muslim identity and interests in a predominantly Hindu India.\\n\\n### The Struggle for Pakistan'),\n",
              " Document(metadata={'source': '/content/Quaideazam.txt'}, page_content='Jinnah’s leadership of the Muslim League during the 1930s and 1940s was marked by his transformation into the central figure in the movement for the creation of Pakistan. His vision of Pakistan was one of a separate homeland for Muslims where they could live according to their religious and cultural values. This vision was articulated in the Lahore Resolution of 1940, where the Muslim League formally demanded the creation of separate states for Muslims in the northern and eastern parts of India.\\n\\nJinnah’s political maneuvering and statesmanship during this period were crucial in gaining widespread support for the cause of Pakistan. He successfully mobilized Muslim opinion across India, uniting various factions of the Muslim community under the banner of the Muslim League. His leadership during this time was marked by his ability to articulate the aspirations of Muslims and his unwavering commitment to the idea of Pakistan.'),\n",
              " Document(metadata={'source': '/content/Quaideazam.txt'}, page_content='The turning point came in 1947 when, after years of negotiations, the British government decided to partition India into two separate nations: India and Pakistan. Jinnah’s efforts culminated in the creation of Pakistan on August 14, 1947. Pakistan was born as a nation for Muslims, a culmination of Jinnah’s vision, which he had advocated for so long. The independence of Pakistan, however, was marred by violence and mass migration, as millions of Hindus and Muslims were forced to move across the newly drawn borders.\\n\\n### Leadership and Legacy\\n\\nJinnah’s leadership of Pakistan after its creation was marked by his deep sense of responsibility and his commitment to building a democratic and inclusive state. As the first Governor-General of Pakistan, he worked tirelessly to establish the foundation of the new nation. He emphasized the importance of law, order, and democracy, and called for the protection of minorities within the new state.'),\n",
              " Document(metadata={'source': '/content/Quaideazam.txt'}, page_content='One of Jinnah’s most important speeches was his address to the Constituent Assembly of Pakistan on August 11, 1947, in which he laid out his vision for the future of Pakistan. He stated that the state of Pakistan would be one where all citizens, regardless of their religion, would enjoy equal rights. His famous words, “You are free; you are free to go to your temples, you are free to go to your mosques, or any other place of worship in this state of Pakistan. You may belong to any religion, caste or creed—that has nothing to do with the business of the state,” became a cornerstone of his vision for a pluralistic Pakistan.\\n\\nUnfortunately, Jinnah’s health began to deteriorate soon after the creation of Pakistan. He succumbed to tuberculosis on September 11, 1948, just over a year after Pakistan’s independence. His death left a void in Pakistan’s leadership, and the country struggled with the challenges of nation-building in his absence.'),\n",
              " Document(metadata={'source': '/content/Quaideazam.txt'}, page_content=\"Jinnah’s legacy, however, remains indelible. He is regarded as a visionary leader who fought for the rights of Muslims and the creation of a state where they could live freely and without fear. His leadership transformed the political landscape of South Asia, and his influence continues to shape the political and cultural identity of Pakistan.\\n\\n### Conclusion\\n\\nThe life of Quaid-e-Azam Muhammad Ali Jinnah is a testament to the power of vision, leadership, and determination. From his early years as a lawyer to his leadership of the Muslim League and his pivotal role in the creation of Pakistan, Jinnah’s life was defined by his commitment to his ideals. His vision for Pakistan as a democratic and inclusive state remains an enduring part of his legacy. Jinnah's legacy continues to inspire generations, not only in Pakistan but across the world, as a symbol of leadership in the face of adversity and a champion of justice and equality.\")]"
            ]
          },
          "metadata": {},
          "execution_count": 69
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "embeddings = HuggingFaceEmbeddings()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 597,
          "referenced_widgets": [
            "c514c31e57e742238bf9f61723a2c958",
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        },
        "id": "HO2fCNewQ1-X",
        "outputId": "37111b3d-08cc-4797-cb08-c503135fd265"
      },
      "execution_count": 70,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "<ipython-input-70-d0c9174021d8>:1: LangChainDeprecationWarning: The class `HuggingFaceEmbeddings` was deprecated in LangChain 0.2.2 and will be removed in 1.0. An updated version of the class exists in the :class:`~langchain-huggingface package and should be used instead. To use it run `pip install -U :class:`~langchain-huggingface` and import as `from :class:`~langchain_huggingface import HuggingFaceEmbeddings``.\n",
            "  embeddings = HuggingFaceEmbeddings()\n",
            "<ipython-input-70-d0c9174021d8>:1: LangChainDeprecationWarning: Default values for HuggingFaceEmbeddings.model_name were deprecated in LangChain 0.2.16 and will be removed in 0.4.0. Explicitly pass a model_name to the HuggingFaceEmbeddings constructor instead.\n",
            "  embeddings = HuggingFaceEmbeddings()\n",
            "/usr/local/lib/python3.10/dist-packages/sentence_transformers/cross_encoder/CrossEncoder.py:13: TqdmExperimentalWarning: Using `tqdm.autonotebook.tqdm` in notebook mode. Use `tqdm.tqdm` instead to force console mode (e.g. in jupyter console)\n",
            "  from tqdm.autonotebook import tqdm, trange\n",
            "/usr/local/lib/python3.10/dist-packages/huggingface_hub/utils/_auth.py:94: UserWarning: \n",
            "The secret `HF_TOKEN` does not exist in your Colab secrets.\n",
            "To authenticate with the Hugging Face Hub, create a token in your settings tab (https://huggingface.co/settings/tokens), set it as secret in your Google Colab and restart your session.\n",
            "You will be able to reuse this secret in all of your notebooks.\n",
            "Please note that authentication is recommended but still optional to access public models or datasets.\n",
            "  warnings.warn(\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "modules.json:   0%|          | 0.00/349 [00:00<?, ?B/s]"
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          "metadata": {}
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        {
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          "data": {
            "text/plain": [
              "config_sentence_transformers.json:   0%|          | 0.00/116 [00:00<?, ?B/s]"
            ],
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            "text/plain": [
              "README.md:   0%|          | 0.00/10.6k [00:00<?, ?B/s]"
            ],
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        {
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          "data": {
            "text/plain": [
              "model.safetensors:   0%|          | 0.00/438M [00:00<?, ?B/s]"
            ],
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          "metadata": {}
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        {
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            "text/plain": [
              "tokenizer_config.json:   0%|          | 0.00/363 [00:00<?, ?B/s]"
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        {
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              "vocab.txt:   0%|          | 0.00/232k [00:00<?, ?B/s]"
            ],
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          "metadata": {}
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          "metadata": {}
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        {
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          "data": {
            "text/plain": [
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            ],
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          "metadata": {}
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        {
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          "data": {
            "text/plain": [
              "1_Pooling/config.json:   0%|          | 0.00/190 [00:00<?, ?B/s]"
            ],
            "application/vnd.jupyter.widget-view+json": {
              "version_major": 2,
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          },
          "metadata": {}
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      ]
    },
    {
      "cell_type": "code",
      "source": [
        "vectorStores = FAISS.from_documents(texts,embeddings)"
      ],
      "metadata": {
        "id": "YtewcdsNROpU"
      },
      "execution_count": 73,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "retriver = vectorStores.as_retriever(search_type=\"similarity\", search_kwargs={\"k\":1})"
      ],
      "metadata": {
        "id": "C4VrdZ8zRd7I"
      },
      "execution_count": 74,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "compressor  = LLMChainExtractor.from_llm(llm)"
      ],
      "metadata": {
        "id": "kOqvLu4rRlzo"
      },
      "execution_count": 76,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "CompressorChain = ContextualCompressionRetriever(base_compressor=compressor,base_retriever=retriver)"
      ],
      "metadata": {
        "id": "aN4KftGCRomZ"
      },
      "execution_count": 77,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "res=CompressorChain.get_relevant_documents(\"write something about quaid e azam?\")"
      ],
      "metadata": {
        "id": "iFuDK3OZR4fN"
      },
      "execution_count": 83,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "print(res[0].page_content)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "4mACxjT8R9W_",
        "outputId": "c59e378b-5798-428b-a872-87d26dd61086"
      },
      "execution_count": 84,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Muhammad Ali Jinnah, known as the Quaid-e-Azam (Great Leader), was the founding father of Pakistan and one of the most influential political figures of the 20th century.\n",
            "\n",
            "His life, marked by struggle, determination, and unyielding commitment to his vision, played a crucial role in shaping the history of South Asia.\n",
            "\n",
            "Jinnah’s leadership, ideological framework, and tireless pursuit of justice led to the creation of Pakistan as an independent nation for Muslims of the Indian subcontinent.\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [],
      "metadata": {
        "id": "g2FtGuufSBDf"
      },
      "execution_count": null,
      "outputs": []
    }
  ]
}