Module_01_LangChain_Basic_Concepts_Recap.ipynb

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      "collapsed_sections": [
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    "kernelspec": {
      "name": "python3",
      "display_name": "Python 3"
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    "language_info": {
      "name": "python"
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  "cells": [
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "view-in-github",
        "colab_type": "text"
      },
      "source": [
        "<a href=\"https://colab.research.google.com/github/ashispapu/LLMs/blob/main/Module_01_LangChain_Basic_Concepts_Recap.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "import os\n",
        "\n",
        "os.environ[\"OPENAI_API_KEY\"] = \"<OPENAI_KEY>\""
      ],
      "metadata": {
        "id": "wxRBFGvV9-Mv"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "ZXPWi4D9703r",
        "outputId": "aac27b6a-8dd6-400a-ed9b-39b7ef07395f"
      },
      "outputs": [
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          "name": "stdout",
          "text": [
            "\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m2.0/2.0 MB\u001b[0m \u001b[31m9.1 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
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            "\u001b[?25h"
          ]
        }
      ],
      "source": [
        "!pip install -q langchain==0.0.346 openai==1.3.7 tiktoken==0.5.2 cohere==4.37"
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "# Chat Model"
      ],
      "metadata": {
        "id": "xXi1rCxQQ1e_"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "from langchain.chat_models import ChatOpenAI\n",
        "from langchain.schema import HumanMessage, SystemMessage"
      ],
      "metadata": {
        "id": "s5O35OmS77K6"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "chat = ChatOpenAI(model_name=\"gpt-3.5-turbo\", temperature=0)"
      ],
      "metadata": {
        "id": "BTqHdMiY930N"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "messages = [\n",
        "    SystemMessage(\n",
        "        content=\"You are a helpful assistant.\"\n",
        "    ),\n",
        "    HumanMessage(\n",
        "        content=\"What is the capital of France?\"\n",
        "    ),\n",
        "]"
      ],
      "metadata": {
        "id": "b7XBGe3QBW0Z"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "chat(messages)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "-BzmirBC94-d",
        "outputId": "d74d6462-e681-4f1e-8aab-20424b89690e"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "AIMessage(content='The capital of France is Paris.')"
            ]
          },
          "metadata": {},
          "execution_count": 20
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "# Embedding Model"
      ],
      "metadata": {
        "id": "5FqoNRQxQ2s2"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "from langchain.embeddings import OpenAIEmbeddings"
      ],
      "metadata": {
        "id": "SPzUWO1BDnnp"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "# Initialize the model\n",
        "embeddings_model = OpenAIEmbeddings()"
      ],
      "metadata": {
        "id": "dv1pJw5PBBXD"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "# Embed a list of texts\n",
        "embeddings = embeddings_model.embed_documents(\n",
        "    [\"Hi there!\", \"Oh, hello!\", \"What's your name?\", \"My friends call me World\", \"Hello World!\"]\n",
        ")"
      ],
      "metadata": {
        "id": "Aq4lIFQ_Q6QN"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "print(\"Number of documents embedded:\", len(embeddings))\n",
        "print(\"Dimension of each embedding:\", len(embeddings[0]))"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "XcG9FkukQ8IG",
        "outputId": "63e7ce20-3db5-486c-f0b0-775d9278a288"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Number of documents embedded: 5\n",
            "Dimension of each embedding: 1536\n"
          ]
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "# LLMChain"
      ],
      "metadata": {
        "id": "IvuJ2cUW6R71"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "from langchain.chains import LLMChain\n",
        "from langchain.chat_models import ChatOpenAI\n",
        "from langchain.prompts import PromptTemplate\n",
        "from langchain.schema import StrOutputParser\n",
        "\n",
        "template = \"\"\"List all the colors in a rainbow\"\"\"\n",
        "prompt = PromptTemplate(\n",
        "    template=template, input_variables=[], output_parser=StrOutputParser()\n",
        ")\n",
        "\n",
        "chat = ChatOpenAI(model_name=\"gpt-3.5-turbo\", temperature=0)\n",
        "llm_chain = LLMChain(prompt=prompt, llm=chat)\n",
        "\n",
        "llm_chain.predict()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 35
        },
        "id": "RTEX-ADe6UTQ",
        "outputId": "9b9fffe9-30ec-42d6-8e0b-e1a34c6adeee"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "'The colors in a rainbow are:\\n\\n1. Red\\n2. Orange\\n3. Yellow\\n4. Green\\n5. Blue\\n6. Indigo\\n7. Violet'"
            ],
            "application/vnd.google.colaboratory.intrinsic+json": {
              "type": "string"
            }
          },
          "metadata": {},
          "execution_count": 10
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "from langchain.chat_models import ChatOpenAI\n",
        "from langchain.prompts import PromptTemplate\n",
        "from langchain.schema import StrOutputParser\n",
        "\n",
        "prompt = PromptTemplate.from_template(\n",
        "    \"List all the colors in a {item}.\"\n",
        ")\n",
        "runnable = prompt | ChatOpenAI(temperature=0) | StrOutputParser()\n",
        "runnable.invoke({\"item\": \"rainbow\"})"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 35
        },
        "id": "nnyKmhwd6UQq",
        "outputId": "3bf89017-b91c-4266-8560-b00b257d795f"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "'The colors in a rainbow are:\\n\\n1. Red\\n2. Orange\\n3. Yellow\\n4. Green\\n5. Blue\\n6. Indigo\\n7. Violet'"
            ],
            "application/vnd.google.colaboratory.intrinsic+json": {
              "type": "string"
            }
          },
          "metadata": {},
          "execution_count": 8
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "# Sequential"
      ],
      "metadata": {
        "id": "a_iFIBibECYv"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "from langchain.prompts import PromptTemplate\n",
        "\n",
        "post_prompt = PromptTemplate.from_template(\n",
        "    \"\"\"You are a business owner. Given the theme of a post, write a social media post to share on my socials.\n",
        "\n",
        "Theme: {theme}\n",
        "Content: This is social media post based on the theme above:\"\"\"\n",
        ")\n",
        "\n",
        "review_prompt = PromptTemplate.from_template(\n",
        "    \"\"\"You are an expert social media manager. Given the presented social media post, it is your job to write a review for the post.\n",
        "\n",
        "Social Media Post:\n",
        "{post}\n",
        "Review from a Social Media Expert:\"\"\"\n",
        ")"
      ],
      "metadata": {
        "id": "y7iPeujW6UOD"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "from langchain.chat_models import ChatOpenAI\n",
        "from langchain.schema import StrOutputParser\n",
        "\n",
        "llm = ChatOpenAI(temperature=0.0)\n",
        "\n",
        "chain = (\n",
        "    {\"post\": post_prompt | llm | StrOutputParser()}\n",
        "    | review_prompt\n",
        "    | llm\n",
        "    | StrOutputParser()\n",
        ")\n",
        "chain.invoke({\"theme\": \"Having a black friday sale with 50% off on everything.\"})"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 143
        },
        "id": "KNYc6SO46ULc",
        "outputId": "d7217328-b88a-426d-9bed-9c2c17cf6619"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "'This social media post is highly effective in promoting the Black Friday sale. The use of emojis and exclamation marks adds excitement and grabs the attention of the audience. The post clearly states the offer - a 50% off on everything in-store and online, which is a great deal. It also highlights the variety of products available, from trendy fashion pieces to must-have accessories, appealing to a wide range of customers.\\n\\nThe post encourages urgency by mentioning that the sale is for a limited time only and advises customers to arrive early to catch the best deals. The call to action is clear, directing customers to visit the website or head to the store to explore the products. The post also encourages customers to spread the word and tag their shopping buddies, which can help increase the reach and engagement of the post.\\n\\nOverall, this social media post effectively communicates the details of the Black Friday sale, creates excitement, and encourages customers to take advantage of the unbeatable offer. It is well-written, visually appealing, and likely to generate interest and engagement from the audience.'"
            ],
            "application/vnd.google.colaboratory.intrinsic+json": {
              "type": "string"
            }
          },
          "metadata": {},
          "execution_count": 18
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "from langchain.schema.runnable import RunnablePassthrough\n",
        "\n",
        "llm = ChatOpenAI(temperature=0.0)\n",
        "\n",
        "post_chain = post_prompt | llm | StrOutputParser()\n",
        "review_chain = review_prompt | llm | StrOutputParser()\n",
        "chain = {\"post\": post_chain} | RunnablePassthrough.assign(review=review_chain)\n",
        "chain.invoke({\"theme\": \"Having a black friday sale with 50% off on everything.\"})"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "-Ma2mFYCF34o",
        "outputId": "0f2aa206-8c0a-440a-ff15-dc6c3099c13c"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "{'post': \"🎉 BLACK FRIDAY SALE ALERT! 🎉\\n\\nGet ready to shop till you drop because we're bringing you an EPIC Black Friday Sale! 🛍️🔥 Enjoy a whopping 50% OFF on EVERYTHING in-store and online! 🎁✨\\n\\nFrom trendy fashion pieces to must-have accessories, we've got you covered! Whether you're looking to revamp your wardrobe or find the perfect holiday gifts, now is the time to snag incredible deals! 💃💼\\n\\nDon't miss out on this incredible opportunity to save big and treat yourself or your loved ones! 🙌 Mark your calendars and set those reminders because this sale is going to be LEGENDARY! 📅💥\\n\\nVisit our website or head to our store to explore our wide range of products and take advantage of this unbeatable offer. Remember, the early bird catches the best deals, so be sure to arrive early! ⏰🏃\\u200d♀️\\n\\nSpread the word and tag your shopping buddies below! Let's make this Black Friday the most unforgettable shopping experience ever! 🛒💃\\n\\n#BlackFridaySale #50PercentOff #ShopTillYouDrop #UnbeatableDeals #TreatYourself #HolidayShopping #MustHaveItems #FashionFinds #SaveBig #LimitedTimeOffer\",\n",
              " 'review': 'This social media post is highly effective in promoting the Black Friday sale. The use of emojis and exclamation marks adds excitement and grabs the attention of the audience. The post clearly states the offer - a 50% off on everything in-store and online, which is a great deal. It also highlights the variety of products available, from trendy fashion pieces to must-have accessories, appealing to a wide range of customers.\\n\\nThe post encourages urgency by mentioning the limited time offer and the need to arrive early to catch the best deals. It also encourages engagement by asking followers to tag their shopping buddies, which can help spread the word and increase the reach of the post.\\n\\nThe use of relevant hashtags, such as #BlackFridaySale and #ShopTillYouDrop, helps the post to be easily discoverable by users searching for Black Friday deals. Overall, this post effectively communicates the sale details, creates excitement, and encourages engagement, making it a successful social media promotion for the Black Friday sale.'}"
            ]
          },
          "metadata": {},
          "execution_count": 19
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [],
      "metadata": {
        "id": "B_FZhgrN6UIU"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [],
      "metadata": {
        "id": "aMDh53FM6UFt"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [],
      "metadata": {
        "id": "l3laoAwr6UDF"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [],
      "metadata": {
        "id": "OrA0xB9x6T8u"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "source": [
        "# Environment"
      ],
      "metadata": {
        "id": "Kvn8OdTvDn6K"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "!pip list"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "_gy_uzaZDpiS",
        "outputId": "1925855b-10f9-466e-fa19-41525c60dad6"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Package                          Version\n",
            "-------------------------------- ---------------------\n",
            "absl-py                          1.4.0\n",
            "aiohttp                          3.9.1\n",
            "aiosignal                        1.3.1\n",
            "alabaster                        0.7.13\n",
            "albumentations                   1.3.1\n",
            "altair                           4.2.2\n",
            "anyio                            3.7.1\n",
            "appdirs                          1.4.4\n",
            "argon2-cffi                      23.1.0\n",
            "argon2-cffi-bindings             21.2.0\n",
            "array-record                     0.5.0\n",
            "arviz                            0.15.1\n",
            "astropy                          5.3.4\n",
            "astunparse                       1.6.3\n",
            "async-timeout                    4.0.3\n",
            "atpublic                         4.0\n",
            "attrs                            23.1.0\n",
            "audioread                        3.0.1\n",
            "autograd                         1.6.2\n",
            "Babel                            2.13.1\n",
            "backcall                         0.2.0\n",
            "backoff                          2.2.1\n",
            "beautifulsoup4                   4.11.2\n",
            "bidict                           0.22.1\n",
            "bigframes                        0.15.0\n",
            "bleach                           6.1.0\n",
            "blinker                          1.4\n",
            "blis                             0.7.11\n",
            "blosc2                           2.0.0\n",
            "bokeh                            3.3.2\n",
            "bqplot                           0.12.42\n",
            "branca                           0.7.0\n",
            "build                            1.0.3\n",
            "CacheControl                     0.13.1\n",
            "cachetools                       5.3.2\n",
            "catalogue                        2.0.10\n",
            "certifi                          2023.11.17\n",
            "cffi                             1.16.0\n",
            "chardet                          5.2.0\n",
            "charset-normalizer               3.3.2\n",
            "chex                             0.1.7\n",
            "click                            8.1.7\n",
            "click-plugins                    1.1.1\n",
            "cligj                            0.7.2\n",
            "cloudpickle                      2.2.1\n",
            "cmake                            3.27.9\n",
            "cmdstanpy                        1.2.0\n",
            "cohere                           4.37\n",
            "colorcet                         3.0.1\n",
            "colorlover                       0.3.0\n",
            "colour                           0.1.5\n",
            "community                        1.0.0b1\n",
            "confection                       0.1.4\n",
            "cons                             0.4.6\n",
            "contextlib2                      21.6.0\n",
            "contourpy                        1.2.0\n",
            "cryptography                     41.0.7\n",
            "cufflinks                        0.17.3\n",
            "cupy-cuda11x                     11.0.0\n",
            "cvxopt                           1.3.2\n",
            "cvxpy                            1.3.2\n",
            "cycler                           0.12.1\n",
            "cymem                            2.0.8\n",
            "Cython                           3.0.6\n",
            "dask                             2023.8.1\n",
            "dataclasses-json                 0.6.3\n",
            "datascience                      0.17.6\n",
            "db-dtypes                        1.1.1\n",
            "dbus-python                      1.2.18\n",
            "debugpy                          1.6.6\n",
            "decorator                        4.4.2\n",
            "defusedxml                       0.7.1\n",
            "diskcache                        5.6.3\n",
            "distributed                      2023.8.1\n",
            "distro                           1.7.0\n",
            "dlib                             19.24.2\n",
            "dm-tree                          0.1.8\n",
            "docutils                         0.18.1\n",
            "dopamine-rl                      4.0.6\n",
            "duckdb                           0.9.2\n",
            "earthengine-api                  0.1.381\n",
            "easydict                         1.11\n",
            "ecos                             2.0.12\n",
            "editdistance                     0.6.2\n",
            "eerepr                           0.0.4\n",
            "en-core-web-sm                   3.6.0\n",
            "entrypoints                      0.4\n",
            "et-xmlfile                       1.1.0\n",
            "etils                            1.5.2\n",
            "etuples                          0.3.9\n",
            "exceptiongroup                   1.2.0\n",
            "fastai                           2.7.13\n",
            "fastavro                         1.9.1\n",
            "fastcore                         1.5.29\n",
            "fastdownload                     0.0.7\n",
            "fastjsonschema                   2.19.0\n",
            "fastprogress                     1.0.3\n",
            "fastrlock                        0.8.2\n",
            "filelock                         3.13.1\n",
            "fiona                            1.9.5\n",
            "firebase-admin                   5.3.0\n",
            "Flask                            2.2.5\n",
            "flatbuffers                      23.5.26\n",
            "flax                             0.7.5\n",
            "folium                           0.14.0\n",
            "fonttools                        4.46.0\n",
            "frozendict                       2.3.10\n",
            "frozenlist                       1.4.0\n",
            "fsspec                           2023.6.0\n",
            "future                           0.18.3\n",
            "gast                             0.5.4\n",
            "gcsfs                            2023.6.0\n",
            "GDAL                             3.4.3\n",
            "gdown                            4.6.6\n",
            "geemap                           0.29.6\n",
            "gensim                           4.3.2\n",
            "geocoder                         1.38.1\n",
            "geographiclib                    2.0\n",
            "geopandas                        0.13.2\n",
            "geopy                            2.3.0\n",
            "gin-config                       0.5.0\n",
            "glob2                            0.7\n",
            "google                           2.0.3\n",
            "google-ai-generativelanguage     0.3.3\n",
            "google-api-core                  2.11.1\n",
            "google-api-python-client         2.84.0\n",
            "google-auth                      2.17.3\n",
            "google-auth-httplib2             0.1.1\n",
            "google-auth-oauthlib             1.0.0\n",
            "google-cloud-aiplatform          1.36.4\n",
            "google-cloud-bigquery            3.12.0\n",
            "google-cloud-bigquery-connection 1.12.1\n",
            "google-cloud-bigquery-storage    2.23.0\n",
            "google-cloud-core                2.3.3\n",
            "google-cloud-datastore           2.15.2\n",
            "google-cloud-firestore           2.11.1\n",
            "google-cloud-functions           1.13.3\n",
            "google-cloud-iam                 2.12.2\n",
            "google-cloud-language            2.9.1\n",
            "google-cloud-resource-manager    1.10.4\n",
            "google-cloud-storage             2.8.0\n",
            "google-cloud-translate           3.11.3\n",
            "google-colab                     1.0.0\n",
            "google-crc32c                    1.5.0\n",
            "google-generativeai              0.2.2\n",
            "google-pasta                     0.2.0\n",
            "google-resumable-media           2.6.0\n",
            "googleapis-common-protos         1.61.0\n",
            "googledrivedownloader            0.4\n",
            "graphviz                         0.20.1\n",
            "greenlet                         3.0.1\n",
            "grpc-google-iam-v1               0.12.7\n",
            "grpcio                           1.59.3\n",
            "grpcio-status                    1.48.2\n",
            "gspread                          3.4.2\n",
            "gspread-dataframe                3.3.1\n",
            "gym                              0.25.2\n",
            "gym-notices                      0.0.8\n",
            "h11                              0.14.0\n",
            "h5netcdf                         1.3.0\n",
            "h5py                             3.9.0\n",
            "holidays                         0.38\n",
            "holoviews                        1.17.1\n",
            "html5lib                         1.1\n",
            "httpcore                         1.0.2\n",
            "httpimport                       1.3.1\n",
            "httplib2                         0.22.0\n",
            "httpx                            0.25.2\n",
            "huggingface-hub                  0.19.4\n",
            "humanize                         4.7.0\n",
            "hyperopt                         0.2.7\n",
            "ibis-framework                   6.2.0\n",
            "idna                             3.6\n",
            "imageio                          2.31.6\n",
            "imageio-ffmpeg                   0.4.9\n",
            "imagesize                        1.4.1\n",
            "imbalanced-learn                 0.10.1\n",
            "imgaug                           0.4.0\n",
            "importlib-metadata               6.11.0\n",
            "importlib-resources              6.1.1\n",
            "imutils                          0.5.4\n",
            "inflect                          7.0.0\n",
            "iniconfig                        2.0.0\n",
            "install                          1.3.5\n",
            "intel-openmp                     2023.2.0\n",
            "ipyevents                        2.0.2\n",
            "ipyfilechooser                   0.6.0\n",
            "ipykernel                        5.5.6\n",
            "ipyleaflet                       0.18.0\n",
            "ipython                          7.34.0\n",
            "ipython-genutils                 0.2.0\n",
            "ipython-sql                      0.5.0\n",
            "ipytree                          0.2.2\n",
            "ipywidgets                       7.7.1\n",
            "itsdangerous                     2.1.2\n",
            "jax                              0.4.20\n",
            "jaxlib                           0.4.20+cuda11.cudnn86\n",
            "jeepney                          0.7.1\n",
            "jieba                            0.42.1\n",
            "Jinja2                           3.1.2\n",
            "joblib                           1.3.2\n",
            "jsonpatch                        1.33\n",
            "jsonpickle                       3.0.2\n",
            "jsonpointer                      2.4\n",
            "jsonschema                       4.19.2\n",
            "jsonschema-specifications        2023.11.2\n",
            "jupyter-client                   6.1.12\n",
            "jupyter-console                  6.1.0\n",
            "jupyter_core                     5.5.0\n",
            "jupyter-server                   1.24.0\n",
            "jupyterlab_pygments              0.3.0\n",
            "jupyterlab-widgets               3.0.9\n",
            "kaggle                           1.5.16\n",
            "keras                            2.14.0\n",
            "keyring                          23.5.0\n",
            "kiwisolver                       1.4.5\n",
            "langchain                        0.0.346\n",
            "langchain-core                   0.0.10\n",
            "langcodes                        3.3.0\n",
            "langsmith                        0.0.69\n",
            "launchpadlib                     1.10.16\n",
            "lazr.restfulclient               0.14.4\n",
            "lazr.uri                         1.0.6\n",
            "lazy_loader                      0.3\n",
            "libclang                         16.0.6\n",
            "librosa                          0.10.1\n",
            "lida                             0.0.10\n",
            "lightgbm                         4.1.0\n",
            "linkify-it-py                    2.0.2\n",
            "llmx                             0.0.15a0\n",
            "llvmlite                         0.41.1\n",
            "locket                           1.0.0\n",
            "logical-unification              0.4.6\n",
            "lxml                             4.9.3\n",
            "malloy                           2023.1067\n",
            "Markdown                         3.5.1\n",
            "markdown-it-py                   3.0.0\n",
            "MarkupSafe                       2.1.3\n",
            "marshmallow                      3.20.1\n",
            "matplotlib                       3.7.1\n",
            "matplotlib-inline                0.1.6\n",
            "matplotlib-venn                  0.11.9\n",
            "mdit-py-plugins                  0.4.0\n",
            "mdurl                            0.1.2\n",
            "miniKanren                       1.0.3\n",
            "missingno                        0.5.2\n",
            "mistune                          0.8.4\n",
            "mizani                           0.9.3\n",
            "mkl                              2023.2.0\n",
            "ml-dtypes                        0.2.0\n",
            "mlxtend                          0.22.0\n",
            "more-itertools                   10.1.0\n",
            "moviepy                          1.0.3\n",
            "mpmath                           1.3.0\n",
            "msgpack                          1.0.7\n",
            "multidict                        6.0.4\n",
            "multipledispatch                 1.0.0\n",
            "multitasking                     0.0.11\n",
            "murmurhash                       1.0.10\n",
            "music21                          9.1.0\n",
            "mypy-extensions                  1.0.0\n",
            "natsort                          8.4.0\n",
            "nbclassic                        1.0.0\n",
            "nbclient                         0.9.0\n",
            "nbconvert                        6.5.4\n",
            "nbformat                         5.9.2\n",
            "nest-asyncio                     1.5.8\n",
            "networkx                         3.2.1\n",
            "nibabel                          4.0.2\n",
            "nltk                             3.8.1\n",
            "notebook                         6.5.5\n",
            "notebook_shim                    0.2.3\n",
            "numba                            0.58.1\n",
            "numexpr                          2.8.7\n",
            "numpy                            1.23.5\n",
            "oauth2client                     4.1.3\n",
            "oauthlib                         3.2.2\n",
            "openai                           1.3.7\n",
            "opencv-contrib-python            4.8.0.76\n",
            "opencv-python                    4.8.0.76\n",
            "opencv-python-headless           4.8.1.78\n",
            "openpyxl                         3.1.2\n",
            "opt-einsum                       3.3.0\n",
            "optax                            0.1.7\n",
            "orbax-checkpoint                 0.4.4\n",
            "osqp                             0.6.2.post8\n",
            "packaging                        23.2\n",
            "pandas                           1.5.3\n",
            "pandas-datareader                0.10.0\n",
            "pandas-gbq                       0.17.9\n",
            "pandas-stubs                     1.5.3.230304\n",
            "pandocfilters                    1.5.0\n",
            "panel                            1.3.4\n",
            "param                            2.0.1\n",
            "parso                            0.8.3\n",
            "parsy                            2.1\n",
            "partd                            1.4.1\n",
            "pathlib                          1.0.1\n",
            "pathy                            0.10.3\n",
            "patsy                            0.5.4\n",
            "peewee                           3.17.0\n",
            "pexpect                          4.9.0\n",
            "pickleshare                      0.7.5\n",
            "Pillow                           9.4.0\n",
            "pip                              23.1.2\n",
            "pip-tools                        6.13.0\n",
            "platformdirs                     4.1.0\n",
            "plotly                           5.15.0\n",
            "plotnine                         0.12.4\n",
            "pluggy                           1.3.0\n",
            "polars                           0.17.3\n",
            "pooch                            1.8.0\n",
            "portpicker                       1.5.2\n",
            "prefetch-generator               1.0.3\n",
            "preshed                          3.0.9\n",
            "prettytable                      3.9.0\n",
            "proglog                          0.1.10\n",
            "progressbar2                     4.2.0\n",
            "prometheus-client                0.19.0\n",
            "promise                          2.3\n",
            "prompt-toolkit                   3.0.41\n",
            "prophet                          1.1.5\n",
            "proto-plus                       1.22.3\n",
            "protobuf                         3.20.3\n",
            "psutil                           5.9.5\n",
            "psycopg2                         2.9.9\n",
            "ptyprocess                       0.7.0\n",
            "py-cpuinfo                       9.0.0\n",
            "py4j                             0.10.9.7\n",
            "pyarrow                          9.0.0\n",
            "pyasn1                           0.5.1\n",
            "pyasn1-modules                   0.3.0\n",
            "pycocotools                      2.0.7\n",
            "pycparser                        2.21\n",
            "pyct                             0.5.0\n",
            "pydantic                         1.10.13\n",
            "pydata-google-auth               1.8.2\n",
            "pydot                            1.4.2\n",
            "pydot-ng                         2.0.0\n",
            "pydotplus                        2.0.2\n",
            "PyDrive                          1.3.1\n",
            "PyDrive2                         1.6.3\n",
            "pyerfa                           2.0.1.1\n",
            "pygame                           2.5.2\n",
            "Pygments                         2.16.1\n",
            "PyGObject                        3.42.1\n",
            "PyJWT                            2.3.0\n",
            "pymc                             5.7.2\n",
            "pymystem3                        0.2.0\n",
            "PyOpenGL                         3.1.7\n",
            "pyOpenSSL                        23.3.0\n",
            "pyparsing                        3.1.1\n",
            "pyperclip                        1.8.2\n",
            "pyproj                           3.6.1\n",
            "pyproject_hooks                  1.0.0\n",
            "pyshp                            2.3.1\n",
            "PySocks                          1.7.1\n",
            "pytensor                         2.14.2\n",
            "pytest                           7.4.3\n",
            "python-apt                       0.0.0\n",
            "python-box                       7.1.1\n",
            "python-dateutil                  2.8.2\n",
            "python-louvain                   0.16\n",
            "python-slugify                   8.0.1\n",
            "python-utils                     3.8.1\n",
            "pytz                             2023.3.post1\n",
            "pyviz_comms                      3.0.0\n",
            "PyWavelets                       1.5.0\n",
            "PyYAML                           6.0.1\n",
            "pyzmq                            23.2.1\n",
            "qdldl                            0.1.7.post0\n",
            "qudida                           0.0.4\n",
            "ratelim                          0.1.6\n",
            "referencing                      0.31.1\n",
            "regex                            2023.6.3\n",
            "requests                         2.31.0\n",
            "requests-oauthlib                1.3.1\n",
            "requirements-parser              0.5.0\n",
            "rich                             13.7.0\n",
            "rpds-py                          0.13.2\n",
            "rpy2                             3.4.2\n",
            "rsa                              4.9\n",
            "safetensors                      0.4.1\n",
            "scikit-image                     0.19.3\n",
            "scikit-learn                     1.2.2\n",
            "scipy                            1.11.4\n",
            "scooby                           0.9.2\n",
            "scs                              3.2.4.post1\n",
            "seaborn                          0.12.2\n",
            "SecretStorage                    3.3.1\n",
            "Send2Trash                       1.8.2\n",
            "setuptools                       67.7.2\n",
            "shapely                          2.0.2\n",
            "six                              1.16.0\n",
            "sklearn-pandas                   2.2.0\n",
            "smart-open                       6.4.0\n",
            "sniffio                          1.3.0\n",
            "snowballstemmer                  2.2.0\n",
            "sortedcontainers                 2.4.0\n",
            "soundfile                        0.12.1\n",
            "soupsieve                        2.5\n",
            "soxr                             0.3.7\n",
            "spacy                            3.6.1\n",
            "spacy-legacy                     3.0.12\n",
            "spacy-loggers                    1.0.5\n",
            "Sphinx                           5.0.2\n",
            "sphinxcontrib-applehelp          1.0.7\n",
            "sphinxcontrib-devhelp            1.0.5\n",
            "sphinxcontrib-htmlhelp           2.0.4\n",
            "sphinxcontrib-jsmath             1.0.1\n",
            "sphinxcontrib-qthelp             1.0.6\n",
            "sphinxcontrib-serializinghtml    1.1.9\n",
            "SQLAlchemy                       2.0.23\n",
            "sqlglot                          17.16.2\n",
            "sqlparse                         0.4.4\n",
            "srsly                            2.4.8\n",
            "stanio                           0.3.0\n",
            "statsmodels                      0.14.0\n",
            "sympy                            1.12\n",
            "tables                           3.8.0\n",
            "tabulate                         0.9.0\n",
            "tbb                              2021.11.0\n",
            "tblib                            3.0.0\n",
            "tenacity                         8.2.3\n",
            "tensorboard                      2.14.1\n",
            "tensorboard-data-server          0.7.2\n",
            "tensorflow                       2.14.0\n",
            "tensorflow-datasets              4.9.3\n",
            "tensorflow-estimator             2.14.0\n",
            "tensorflow-gcs-config            2.14.0\n",
            "tensorflow-hub                   0.15.0\n",
            "tensorflow-io-gcs-filesystem     0.34.0\n",
            "tensorflow-metadata              1.14.0\n",
            "tensorflow-probability           0.22.0\n",
            "tensorstore                      0.1.45\n",
            "termcolor                        2.4.0\n",
            "terminado                        0.18.0\n",
            "text-unidecode                   1.3\n",
            "textblob                         0.17.1\n",
            "tf-slim                          1.1.0\n",
            "thinc                            8.1.12\n",
            "threadpoolctl                    3.2.0\n",
            "tifffile                         2023.9.26\n",
            "tiktoken                         0.5.2\n",
            "tinycss2                         1.2.1\n",
            "tokenizers                       0.15.0\n",
            "toml                             0.10.2\n",
            "tomli                            2.0.1\n",
            "toolz                            0.12.0\n",
            "torch                            2.1.0+cu118\n",
            "torchaudio                       2.1.0+cu118\n",
            "torchdata                        0.7.0\n",
            "torchsummary                     1.5.1\n",
            "torchtext                        0.16.0\n",
            "torchvision                      0.16.0+cu118\n",
            "tornado                          6.3.2\n",
            "tqdm                             4.66.1\n",
            "traitlets                        5.7.1\n",
            "traittypes                       0.2.1\n",
            "transformers                     4.35.2\n",
            "triton                           2.1.0\n",
            "tweepy                           4.14.0\n",
            "typer                            0.9.0\n",
            "types-pytz                       2023.3.1.1\n",
            "types-setuptools                 69.0.0.0\n",
            "typing_extensions                4.5.0\n",
            "typing-inspect                   0.9.0\n",
            "tzlocal                          5.2\n",
            "uc-micro-py                      1.0.2\n",
            "uritemplate                      4.1.1\n",
            "urllib3                          2.0.7\n",
            "vega-datasets                    0.9.0\n",
            "wadllib                          1.3.6\n",
            "wasabi                           1.1.2\n",
            "wcwidth                          0.2.12\n",
            "webcolors                        1.13\n",
            "webencodings                     0.5.1\n",
            "websocket-client                 1.7.0\n",
            "Werkzeug                         3.0.1\n",
            "wheel                            0.42.0\n",
            "widgetsnbextension               3.6.6\n",
            "wordcloud                        1.9.2\n",
            "wrapt                            1.14.1\n",
            "xarray                           2023.7.0\n",
            "xarray-einstats                  0.6.0\n",
            "xgboost                          2.0.2\n",
            "xlrd                             2.0.1\n",
            "xxhash                           3.4.1\n",
            "xyzservices                      2023.10.1\n",
            "yarl                             1.9.3\n",
            "yellowbrick                      1.5\n",
            "yfinance                         0.2.32\n",
            "zict                             3.0.0\n",
            "zipp                             3.17.0\n"
          ]
        }
      ]
    }
  ]
}