diff --git "a/vector_search.ipynb" "b/vector_search.ipynb"
new file mode 100644--- /dev/null
+++ "b/vector_search.ipynb"
@@ -0,0 +1,5798 @@
+{
+ "cells": [
+  {
+   "cell_type": "code",
+   "execution_count": 13,
+   "id": "c6e15777",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "from langchain_community.document_loaders import TextLoader\n",
+    "from langchain_text_splitters import CharacterTextSplitter\n",
+    "from langchain_openai import OpenAIEmbeddings\n",
+    "from langchain_chroma import Chroma\n",
+    "from langchain_google_genai import GoogleGenerativeAIEmbeddings"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 14,
+   "id": "fe5c1f98",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "True"
+      ]
+     },
+     "execution_count": 14,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "from dotenv import load_dotenv\n",
+    "load_dotenv()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 15,
+   "id": "906f975e",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>isbn13</th>\n",
+       "      <th>isbn10</th>\n",
+       "      <th>title</th>\n",
+       "      <th>authors</th>\n",
+       "      <th>categories</th>\n",
+       "      <th>thumbnail</th>\n",
+       "      <th>description</th>\n",
+       "      <th>published_year</th>\n",
+       "      <th>average_rating</th>\n",
+       "      <th>num_pages</th>\n",
+       "      <th>ratings_count</th>\n",
+       "      <th>title_and_subtitle</th>\n",
+       "      <th>tagged_description</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>9780002005883</td>\n",
+       "      <td>0002005883</td>\n",
+       "      <td>Gilead</td>\n",
+       "      <td>Marilynne Robinson</td>\n",
+       "      <td>Fiction</td>\n",
+       "      <td>http://books.google.com/books/content?id=KQZCP...</td>\n",
+       "      <td>A NOVEL THAT READERS and critics have been eag...</td>\n",
+       "      <td>2004.0</td>\n",
+       "      <td>3.85</td>\n",
+       "      <td>247.0</td>\n",
+       "      <td>361.0</td>\n",
+       "      <td>Gilead</td>\n",
+       "      <td>9780002005883 A NOVEL THAT READERS and critics...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>9780002261982</td>\n",
+       "      <td>0002261987</td>\n",
+       "      <td>Spider's Web</td>\n",
+       "      <td>Charles Osborne;Agatha Christie</td>\n",
+       "      <td>Detective and mystery stories</td>\n",
+       "      <td>http://books.google.com/books/content?id=gA5GP...</td>\n",
+       "      <td>A new 'Christie for Christmas' -- a full-lengt...</td>\n",
+       "      <td>2000.0</td>\n",
+       "      <td>3.83</td>\n",
+       "      <td>241.0</td>\n",
+       "      <td>5164.0</td>\n",
+       "      <td>Spider's Web: A Novel</td>\n",
+       "      <td>9780002261982 A new 'Christie for Christmas' -...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>9780006178736</td>\n",
+       "      <td>0006178731</td>\n",
+       "      <td>Rage of angels</td>\n",
+       "      <td>Sidney Sheldon</td>\n",
+       "      <td>Fiction</td>\n",
+       "      <td>http://books.google.com/books/content?id=FKo2T...</td>\n",
+       "      <td>A memorable, mesmerizing heroine Jennifer -- b...</td>\n",
+       "      <td>1993.0</td>\n",
+       "      <td>3.93</td>\n",
+       "      <td>512.0</td>\n",
+       "      <td>29532.0</td>\n",
+       "      <td>Rage of angels</td>\n",
+       "      <td>9780006178736 A memorable, mesmerizing heroine...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>9780006280897</td>\n",
+       "      <td>0006280897</td>\n",
+       "      <td>The Four Loves</td>\n",
+       "      <td>Clive Staples Lewis</td>\n",
+       "      <td>Christian life</td>\n",
+       "      <td>http://books.google.com/books/content?id=XhQ5X...</td>\n",
+       "      <td>Lewis' work on the nature of love divides love...</td>\n",
+       "      <td>2002.0</td>\n",
+       "      <td>4.15</td>\n",
+       "      <td>170.0</td>\n",
+       "      <td>33684.0</td>\n",
+       "      <td>The Four Loves</td>\n",
+       "      <td>9780006280897 Lewis' work on the nature of lov...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>9780006280934</td>\n",
+       "      <td>0006280935</td>\n",
+       "      <td>The Problem of Pain</td>\n",
+       "      <td>Clive Staples Lewis</td>\n",
+       "      <td>Christian life</td>\n",
+       "      <td>http://books.google.com/books/content?id=Kk-uV...</td>\n",
+       "      <td>\"In The Problem of Pain, C.S. Lewis, one of th...</td>\n",
+       "      <td>2002.0</td>\n",
+       "      <td>4.09</td>\n",
+       "      <td>176.0</td>\n",
+       "      <td>37569.0</td>\n",
+       "      <td>The Problem of Pain</td>\n",
+       "      <td>9780006280934 \"In The Problem of Pain, C.S. Le...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>...</th>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5192</th>\n",
+       "      <td>9788172235222</td>\n",
+       "      <td>8172235224</td>\n",
+       "      <td>Mistaken Identity</td>\n",
+       "      <td>Nayantara Sahgal</td>\n",
+       "      <td>Indic fiction (English)</td>\n",
+       "      <td>http://books.google.com/books/content?id=q-tKP...</td>\n",
+       "      <td>On A Train Journey Home To North India After L...</td>\n",
+       "      <td>2003.0</td>\n",
+       "      <td>2.93</td>\n",
+       "      <td>324.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>Mistaken Identity</td>\n",
+       "      <td>9788172235222 On A Train Journey Home To North...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5193</th>\n",
+       "      <td>9788173031014</td>\n",
+       "      <td>8173031010</td>\n",
+       "      <td>Journey to the East</td>\n",
+       "      <td>Hermann Hesse</td>\n",
+       "      <td>Adventure stories</td>\n",
+       "      <td>http://books.google.com/books/content?id=rq6JP...</td>\n",
+       "      <td>This book tells the tale of a man who goes on ...</td>\n",
+       "      <td>2002.0</td>\n",
+       "      <td>3.70</td>\n",
+       "      <td>175.0</td>\n",
+       "      <td>24.0</td>\n",
+       "      <td>Journey to the East</td>\n",
+       "      <td>9788173031014 This book tells the tale of a ma...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5194</th>\n",
+       "      <td>9788179921623</td>\n",
+       "      <td>817992162X</td>\n",
+       "      <td>The Monk Who Sold His Ferrari: A Fable About F...</td>\n",
+       "      <td>Robin Sharma</td>\n",
+       "      <td>Health &amp; Fitness</td>\n",
+       "      <td>http://books.google.com/books/content?id=c_7mf...</td>\n",
+       "      <td>Wisdom to Create a Life of Passion, Purpose, a...</td>\n",
+       "      <td>2003.0</td>\n",
+       "      <td>3.82</td>\n",
+       "      <td>198.0</td>\n",
+       "      <td>1568.0</td>\n",
+       "      <td>The Monk Who Sold His Ferrari: A Fable About F...</td>\n",
+       "      <td>9788179921623 Wisdom to Create a Life of Passi...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5195</th>\n",
+       "      <td>9788185300535</td>\n",
+       "      <td>8185300534</td>\n",
+       "      <td>I Am that</td>\n",
+       "      <td>Sri Nisargadatta Maharaj;Sudhakar S. Dikshit</td>\n",
+       "      <td>Philosophy</td>\n",
+       "      <td>http://books.google.com/books/content?id=Fv_JP...</td>\n",
+       "      <td>This collection of the timeless teachings of o...</td>\n",
+       "      <td>1999.0</td>\n",
+       "      <td>4.51</td>\n",
+       "      <td>531.0</td>\n",
+       "      <td>104.0</td>\n",
+       "      <td>I Am that: Talks with Sri Nisargadatta Maharaj</td>\n",
+       "      <td>9788185300535 This collection of the timeless ...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5196</th>\n",
+       "      <td>9789027712059</td>\n",
+       "      <td>9027712050</td>\n",
+       "      <td>The Berlin Phenomenology</td>\n",
+       "      <td>Georg Wilhelm Friedrich Hegel</td>\n",
+       "      <td>History</td>\n",
+       "      <td>http://books.google.com/books/content?id=Vy7Sk...</td>\n",
+       "      <td>Since the three volume edition ofHegel's Philo...</td>\n",
+       "      <td>1981.0</td>\n",
+       "      <td>0.00</td>\n",
+       "      <td>210.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>The Berlin Phenomenology</td>\n",
+       "      <td>9789027712059 Since the three volume edition o...</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>5197 rows × 13 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "             isbn13      isbn10  \\\n",
+       "0     9780002005883  0002005883   \n",
+       "1     9780002261982  0002261987   \n",
+       "2     9780006178736  0006178731   \n",
+       "3     9780006280897  0006280897   \n",
+       "4     9780006280934  0006280935   \n",
+       "...             ...         ...   \n",
+       "5192  9788172235222  8172235224   \n",
+       "5193  9788173031014  8173031010   \n",
+       "5194  9788179921623  817992162X   \n",
+       "5195  9788185300535  8185300534   \n",
+       "5196  9789027712059  9027712050   \n",
+       "\n",
+       "                                                  title  \\\n",
+       "0                                                Gilead   \n",
+       "1                                          Spider's Web   \n",
+       "2                                        Rage of angels   \n",
+       "3                                        The Four Loves   \n",
+       "4                                   The Problem of Pain   \n",
+       "...                                                 ...   \n",
+       "5192                                  Mistaken Identity   \n",
+       "5193                                Journey to the East   \n",
+       "5194  The Monk Who Sold His Ferrari: A Fable About F...   \n",
+       "5195                                          I Am that   \n",
+       "5196                           The Berlin Phenomenology   \n",
+       "\n",
+       "                                           authors  \\\n",
+       "0                               Marilynne Robinson   \n",
+       "1                  Charles Osborne;Agatha Christie   \n",
+       "2                                   Sidney Sheldon   \n",
+       "3                              Clive Staples Lewis   \n",
+       "4                              Clive Staples Lewis   \n",
+       "...                                            ...   \n",
+       "5192                              Nayantara Sahgal   \n",
+       "5193                                 Hermann Hesse   \n",
+       "5194                                  Robin Sharma   \n",
+       "5195  Sri Nisargadatta Maharaj;Sudhakar S. Dikshit   \n",
+       "5196                 Georg Wilhelm Friedrich Hegel   \n",
+       "\n",
+       "                         categories  \\\n",
+       "0                           Fiction   \n",
+       "1     Detective and mystery stories   \n",
+       "2                           Fiction   \n",
+       "3                    Christian life   \n",
+       "4                    Christian life   \n",
+       "...                             ...   \n",
+       "5192        Indic fiction (English)   \n",
+       "5193              Adventure stories   \n",
+       "5194               Health & Fitness   \n",
+       "5195                     Philosophy   \n",
+       "5196                        History   \n",
+       "\n",
+       "                                              thumbnail  \\\n",
+       "0     http://books.google.com/books/content?id=KQZCP...   \n",
+       "1     http://books.google.com/books/content?id=gA5GP...   \n",
+       "2     http://books.google.com/books/content?id=FKo2T...   \n",
+       "3     http://books.google.com/books/content?id=XhQ5X...   \n",
+       "4     http://books.google.com/books/content?id=Kk-uV...   \n",
+       "...                                                 ...   \n",
+       "5192  http://books.google.com/books/content?id=q-tKP...   \n",
+       "5193  http://books.google.com/books/content?id=rq6JP...   \n",
+       "5194  http://books.google.com/books/content?id=c_7mf...   \n",
+       "5195  http://books.google.com/books/content?id=Fv_JP...   \n",
+       "5196  http://books.google.com/books/content?id=Vy7Sk...   \n",
+       "\n",
+       "                                            description  published_year  \\\n",
+       "0     A NOVEL THAT READERS and critics have been eag...          2004.0   \n",
+       "1     A new 'Christie for Christmas' -- a full-lengt...          2000.0   \n",
+       "2     A memorable, mesmerizing heroine Jennifer -- b...          1993.0   \n",
+       "3     Lewis' work on the nature of love divides love...          2002.0   \n",
+       "4     \"In The Problem of Pain, C.S. Lewis, one of th...          2002.0   \n",
+       "...                                                 ...             ...   \n",
+       "5192  On A Train Journey Home To North India After L...          2003.0   \n",
+       "5193  This book tells the tale of a man who goes on ...          2002.0   \n",
+       "5194  Wisdom to Create a Life of Passion, Purpose, a...          2003.0   \n",
+       "5195  This collection of the timeless teachings of o...          1999.0   \n",
+       "5196  Since the three volume edition ofHegel's Philo...          1981.0   \n",
+       "\n",
+       "      average_rating  num_pages  ratings_count  \\\n",
+       "0               3.85      247.0          361.0   \n",
+       "1               3.83      241.0         5164.0   \n",
+       "2               3.93      512.0        29532.0   \n",
+       "3               4.15      170.0        33684.0   \n",
+       "4               4.09      176.0        37569.0   \n",
+       "...              ...        ...            ...   \n",
+       "5192            2.93      324.0            0.0   \n",
+       "5193            3.70      175.0           24.0   \n",
+       "5194            3.82      198.0         1568.0   \n",
+       "5195            4.51      531.0          104.0   \n",
+       "5196            0.00      210.0            0.0   \n",
+       "\n",
+       "                                     title_and_subtitle  \\\n",
+       "0                                                Gilead   \n",
+       "1                                 Spider's Web: A Novel   \n",
+       "2                                        Rage of angels   \n",
+       "3                                        The Four Loves   \n",
+       "4                                   The Problem of Pain   \n",
+       "...                                                 ...   \n",
+       "5192                                  Mistaken Identity   \n",
+       "5193                                Journey to the East   \n",
+       "5194  The Monk Who Sold His Ferrari: A Fable About F...   \n",
+       "5195     I Am that: Talks with Sri Nisargadatta Maharaj   \n",
+       "5196                           The Berlin Phenomenology   \n",
+       "\n",
+       "                                     tagged_description  \n",
+       "0     9780002005883 A NOVEL THAT READERS and critics...  \n",
+       "1     9780002261982 A new 'Christie for Christmas' -...  \n",
+       "2     9780006178736 A memorable, mesmerizing heroine...  \n",
+       "3     9780006280897 Lewis' work on the nature of lov...  \n",
+       "4     9780006280934 \"In The Problem of Pain, C.S. Le...  \n",
+       "...                                                 ...  \n",
+       "5192  9788172235222 On A Train Journey Home To North...  \n",
+       "5193  9788173031014 This book tells the tale of a ma...  \n",
+       "5194  9788179921623 Wisdom to Create a Life of Passi...  \n",
+       "5195  9788185300535 This collection of the timeless ...  \n",
+       "5196  9789027712059 Since the three volume edition o...  \n",
+       "\n",
+       "[5197 rows x 13 columns]"
+      ]
+     },
+     "execution_count": 15,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "import pandas as pd\n",
+    "books=pd.read_csv(\"books_cleaned.csv\")\n",
+    "books"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 16,
+   "id": "293dd613",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "books[\"tagged_description\"].to_csv(\"tagged_description.txt\",\n",
+    "                                   sep='\\n',\n",
+    "                                   index=False,\n",
+    "                                   header=False)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 17,
+   "id": "3f42a256",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
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+      "Created a chunk of size 1032, which is longer than the specified 0\n"
+     ]
+    }
+   ],
+   "source": [
+    "raw_documents=TextLoader(\"tagged_description.txt\").load()\n",
+    "text_splitter=CharacterTextSplitter(chunk_size=0,chunk_overlap=0,separator=\"\\n\")\n",
+    "documents=text_splitter.split_documents(raw_documents)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 18,
+   "id": "5d1e87c7",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "page_content='9780002005883 A NOVEL THAT READERS and critics have been eagerly anticipating for over a decade, Gilead is an astonishingly imagined story of remarkable lives. John Ames is a preacher, the son of a preacher and the grandson (both maternal and paternal) of preachers. It’s 1956 in Gilead, Iowa, towards the end of the Reverend Ames’s life, and he is absorbed in recording his family’s story, a legacy for the young son he will never see grow up. Haunted by his grandfather’s presence, John tells of the rift between his grandfather and his father: the elder, an angry visionary who fought for the abolitionist cause, and his son, an ardent pacifist. He is troubled, too, by his prodigal namesake, Jack (John Ames) Boughton, his best friend’s lost son who returns to Gilead searching for forgiveness and redemption. Told in John Ames’s joyous, rambling voice that finds beauty, humour and truth in the smallest of life’s details, Gilead is a song of celebration and acceptance of the best and the worst the world has to offer. At its heart is a tale of the sacred bonds between fathers and sons, pitch-perfect in style and story, set to dazzle critics and readers alike.' metadata={'source': 'tagged_description.txt'}\n"
+     ]
+    }
+   ],
+   "source": [
+    "print(documents[0])"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 21,
+   "id": "98504e5f",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# import os\n",
+    "# os.environ[\"OPENAI_API_KEY\"] = \"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\"\n",
+    "db_books = Chroma.from_documents(\n",
+    "    documents,\n",
+    "    embedding=GoogleGenerativeAIEmbeddings(model=\"models/embedding-001\")  # model name may vary\n",
+    ")\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 22,
+   "id": "679042c5",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "[Document(id='4c6a710d-a493-474d-a420-5b975ffc1f91', metadata={'source': 'tagged_description.txt'}, page_content='9780375759314 Two young couples, Sid and Charity and Larry and Sally, from different backgrounds--East and West, rich and poor--befriend each other in 1937 Madison, Wisconsin, in an evocative and insightful portrait of family and friendship. Reprint. 25,000 first printing.'), Document(id='98f76eac-7839-4bdb-a964-51d432cf9e6a', metadata={'source': 'tagged_description.txt'}, page_content='9780375759314 Two young couples, Sid and Charity and Larry and Sally, from different backgrounds--East and West, rich and poor--befriend each other in 1937 Madison, Wisconsin, in an evocative and insightful portrait of family and friendship. Reprint. 25,000 first printing.'), Document(id='d5177252-8110-46f0-bc57-b36e4f07ec6a', metadata={'source': 'tagged_description.txt'}, page_content=\"9780007189953 The new warm and absorbing story from the author of PS, I LOVE YOU is a bittersweet tale of childhood friends Rosie and Alex whose relationship must survive many trials and tribulations, not least the discovery of their true feelings for one another.From naughty children to rebellious teenagers and mixed-up twenty- and thirty-somethings, Rosie and Alex have stuck by each other through thick and thin, even when Alex moved across the Atlantic to Boston and Rosie fell pregnant as a teenager. Alex supportsRosie through one of the most difficult times of her life -- a time when she should be out partying and going to university but is instead changing nappies and coping with a screaming baby. In return, Rosie is there for Alex when he strugglesthrough his medical internship and copes with a messy divorce. Throughout the ups and downs of each other's lives, they have remained a constant, a shoulder to cry on, someone to laugh and share their innermost feelings with.But can their friendship survive the years and the miles and, more critically, when they each marry someone else? Were they meant to be more than just good friends all along? Misunderstandings, circumstances and sheer bad luck\"), Document(id='aab844e9-0233-47b9-b6c7-ce7090ee142b', metadata={'source': 'tagged_description.txt'}, page_content=\"9780007189953 The new warm and absorbing story from the author of PS, I LOVE YOU is a bittersweet tale of childhood friends Rosie and Alex whose relationship must survive many trials and tribulations, not least the discovery of their true feelings for one another.From naughty children to rebellious teenagers and mixed-up twenty- and thirty-somethings, Rosie and Alex have stuck by each other through thick and thin, even when Alex moved across the Atlantic to Boston and Rosie fell pregnant as a teenager. Alex supportsRosie through one of the most difficult times of her life -- a time when she should be out partying and going to university but is instead changing nappies and coping with a screaming baby. In return, Rosie is there for Alex when he strugglesthrough his medical internship and copes with a messy divorce. Throughout the ups and downs of each other's lives, they have remained a constant, a shoulder to cry on, someone to laugh and share their innermost feelings with.But can their friendship survive the years and the miles and, more critically, when they each marry someone else? Were they meant to be more than just good friends all along? Misunderstandings, circumstances and sheer bad luck\"), Document(id='ed12776c-8b81-431f-8777-48f0fe623964', metadata={'source': 'tagged_description.txt'}, page_content=\"9780330398046 Stephanie and Rachel have been best friends for years, in spite of their differences. Alison is new in town, and immediately becomes an integral part of their group. But is it possible to have two best friends? And how can you call anyone a friend if you can't tell them your most painful secrets?\")]\n"
+     ]
+    }
+   ],
+   "source": [
+    "query = \" and friendship\"\n",
+    "results = db_books.similarity_search(query, k=5)\n",
+    "print(results)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 12,
+   "id": "57e1042a",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "c:\\Users\\KRISH\\miniconda3\\Lib\\site-packages\\tqdm\\auto.py:21: TqdmWarning: IProgress not found. Please update jupyter and ipywidgets. See https://ipywidgets.readthedocs.io/en/stable/user_install.html\n",
+      "  from .autonotebook import tqdm as notebook_tqdm\n"
+     ]
+    },
+    {
+     "ename": "KeyboardInterrupt",
+     "evalue": "",
+     "output_type": "error",
+     "traceback": [
+      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
+      "\u001b[1;31mKeyboardInterrupt\u001b[0m                         Traceback (most recent call last)",
+      "Cell \u001b[1;32mIn[12], line 3\u001b[0m\n\u001b[0;32m      1\u001b[0m \u001b[38;5;66;03m# Use a pipeline as a high-level helper\u001b[39;00m\n\u001b[1;32m----> 3\u001b[0m \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;21;01mtransformers\u001b[39;00m \u001b[38;5;28;01mimport\u001b[39;00m pipeline\n\u001b[0;32m      4\u001b[0m fiction_categories\u001b[38;5;241m=\u001b[39m[\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mFiction\u001b[39m\u001b[38;5;124m\"\u001b[39m,\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mNonfiction\u001b[39m\u001b[38;5;124m\"\u001b[39m]\n\u001b[0;32m      5\u001b[0m pipe \u001b[38;5;241m=\u001b[39m pipeline(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mzero-shot-classification\u001b[39m\u001b[38;5;124m\"\u001b[39m, model\u001b[38;5;241m=\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mfacebook/bart-large-mnli\u001b[39m\u001b[38;5;124m\"\u001b[39m,device\u001b[38;5;241m=\u001b[39m\u001b[38;5;28mgetattr\u001b[39m(\u001b[38;5;28m__import__\u001b[39m(\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mtorch\u001b[39m\u001b[38;5;124m'\u001b[39m), \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mcuda\u001b[39m\u001b[38;5;124m'\u001b[39m, \u001b[38;5;28;01mNone\u001b[39;00m) \u001b[38;5;129;01mis\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m)\n",
+      "File \u001b[1;32m<frozen importlib._bootstrap>:1412\u001b[0m, in \u001b[0;36m_handle_fromlist\u001b[1;34m(module, fromlist, import_, recursive)\u001b[0m\n",
+      "File \u001b[1;32mc:\\Users\\KRISH\\miniconda3\\Lib\\site-packages\\transformers\\utils\\import_utils.py:1805\u001b[0m, in \u001b[0;36m_LazyModule.__getattr__\u001b[1;34m(self, name)\u001b[0m\n\u001b[0;32m   1803\u001b[0m     value \u001b[38;5;241m=\u001b[39m Placeholder\n\u001b[0;32m   1804\u001b[0m \u001b[38;5;28;01melif\u001b[39;00m name \u001b[38;5;129;01min\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_class_to_module\u001b[38;5;241m.\u001b[39mkeys():\n\u001b[1;32m-> 1805\u001b[0m     module \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_get_module(\u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_class_to_module[name])\n\u001b[0;32m   1806\u001b[0m     value \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mgetattr\u001b[39m(module, name)\n\u001b[0;32m   1807\u001b[0m \u001b[38;5;28;01melif\u001b[39;00m name \u001b[38;5;129;01min\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_modules:\n",
+      "File \u001b[1;32mc:\\Users\\KRISH\\miniconda3\\Lib\\site-packages\\transformers\\utils\\import_utils.py:1817\u001b[0m, in \u001b[0;36m_LazyModule._get_module\u001b[1;34m(self, module_name)\u001b[0m\n\u001b[0;32m   1815\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21m_get_module\u001b[39m(\u001b[38;5;28mself\u001b[39m, module_name: \u001b[38;5;28mstr\u001b[39m):\n\u001b[0;32m   1816\u001b[0m     \u001b[38;5;28;01mtry\u001b[39;00m:\n\u001b[1;32m-> 1817\u001b[0m         \u001b[38;5;28;01mreturn\u001b[39;00m importlib\u001b[38;5;241m.\u001b[39mimport_module(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124m.\u001b[39m\u001b[38;5;124m\"\u001b[39m \u001b[38;5;241m+\u001b[39m module_name, \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m\u001b[38;5;18m__name__\u001b[39m)\n\u001b[0;32m   1818\u001b[0m     \u001b[38;5;28;01mexcept\u001b[39;00m \u001b[38;5;167;01mException\u001b[39;00m \u001b[38;5;28;01mas\u001b[39;00m e:\n\u001b[0;32m   1819\u001b[0m         \u001b[38;5;28;01mraise\u001b[39;00m \u001b[38;5;167;01mRuntimeError\u001b[39;00m(\n\u001b[0;32m   1820\u001b[0m             \u001b[38;5;124mf\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mFailed to import \u001b[39m\u001b[38;5;132;01m{\u001b[39;00m\u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m\u001b[38;5;18m__name__\u001b[39m\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;124m.\u001b[39m\u001b[38;5;132;01m{\u001b[39;00mmodule_name\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;124m because of the following error (look up to see its\u001b[39m\u001b[38;5;124m\"\u001b[39m\n\u001b[0;32m   1821\u001b[0m             \u001b[38;5;124mf\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124m traceback):\u001b[39m\u001b[38;5;130;01m\\n\u001b[39;00m\u001b[38;5;132;01m{\u001b[39;00me\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;124m\"\u001b[39m\n\u001b[0;32m   1822\u001b[0m         ) \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;21;01me\u001b[39;00m\n",
+      "File \u001b[1;32mc:\\Users\\KRISH\\miniconda3\\Lib\\importlib\\__init__.py:90\u001b[0m, in \u001b[0;36mimport_module\u001b[1;34m(name, package)\u001b[0m\n\u001b[0;32m     88\u001b[0m             \u001b[38;5;28;01mbreak\u001b[39;00m\n\u001b[0;32m     89\u001b[0m         level \u001b[38;5;241m+\u001b[39m\u001b[38;5;241m=\u001b[39m \u001b[38;5;241m1\u001b[39m\n\u001b[1;32m---> 90\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m _bootstrap\u001b[38;5;241m.\u001b[39m_gcd_import(name[level:], package, level)\n",
+      "File \u001b[1;32mc:\\Users\\KRISH\\miniconda3\\Lib\\site-packages\\transformers\\pipelines\\__init__.py:26\u001b[0m\n\u001b[0;32m     24\u001b[0m \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;21;01m.\u001b[39;00m\u001b[38;5;21;01m.\u001b[39;00m\u001b[38;5;21;01mdynamic_module_utils\u001b[39;00m \u001b[38;5;28;01mimport\u001b[39;00m get_class_from_dynamic_module\n\u001b[0;32m     25\u001b[0m \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;21;01m.\u001b[39;00m\u001b[38;5;21;01m.\u001b[39;00m\u001b[38;5;21;01mfeature_extraction_utils\u001b[39;00m \u001b[38;5;28;01mimport\u001b[39;00m PreTrainedFeatureExtractor\n\u001b[1;32m---> 26\u001b[0m \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;21;01m.\u001b[39;00m\u001b[38;5;21;01m.\u001b[39;00m\u001b[38;5;21;01mimage_processing_utils\u001b[39;00m \u001b[38;5;28;01mimport\u001b[39;00m BaseImageProcessor\n\u001b[0;32m     27\u001b[0m \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;21;01m.\u001b[39;00m\u001b[38;5;21;01m.\u001b[39;00m\u001b[38;5;21;01mmodels\u001b[39;00m\u001b[38;5;21;01m.\u001b[39;00m\u001b[38;5;21;01mauto\u001b[39;00m\u001b[38;5;21;01m.\u001b[39;00m\u001b[38;5;21;01mconfiguration_auto\u001b[39;00m \u001b[38;5;28;01mimport\u001b[39;00m AutoConfig\n\u001b[0;32m     28\u001b[0m \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;21;01m.\u001b[39;00m\u001b[38;5;21;01m.\u001b[39;00m\u001b[38;5;21;01mmodels\u001b[39;00m\u001b[38;5;21;01m.\u001b[39;00m\u001b[38;5;21;01mauto\u001b[39;00m\u001b[38;5;21;01m.\u001b[39;00m\u001b[38;5;21;01mfeature_extraction_auto\u001b[39;00m \u001b[38;5;28;01mimport\u001b[39;00m FEATURE_EXTRACTOR_MAPPING, AutoFeatureExtractor\n",
+      "File \u001b[1;32mc:\\Users\\KRISH\\miniconda3\\Lib\\site-packages\\transformers\\image_processing_utils.py:21\u001b[0m\n\u001b[0;32m     18\u001b[0m \u001b[38;5;28;01mimport\u001b[39;00m \u001b[38;5;21;01mnumpy\u001b[39;00m \u001b[38;5;28;01mas\u001b[39;00m \u001b[38;5;21;01mnp\u001b[39;00m\n\u001b[0;32m     20\u001b[0m \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;21;01m.\u001b[39;00m\u001b[38;5;21;01mimage_processing_base\u001b[39;00m \u001b[38;5;28;01mimport\u001b[39;00m BatchFeature, ImageProcessingMixin\n\u001b[1;32m---> 21\u001b[0m \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;21;01m.\u001b[39;00m\u001b[38;5;21;01mimage_transforms\u001b[39;00m \u001b[38;5;28;01mimport\u001b[39;00m center_crop, normalize, rescale\n\u001b[0;32m     22\u001b[0m \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;21;01m.\u001b[39;00m\u001b[38;5;21;01mimage_utils\u001b[39;00m \u001b[38;5;28;01mimport\u001b[39;00m ChannelDimension\n\u001b[0;32m     23\u001b[0m \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;21;01m.\u001b[39;00m\u001b[38;5;21;01mutils\u001b[39;00m \u001b[38;5;28;01mimport\u001b[39;00m logging\n",
+      "File \u001b[1;32mc:\\Users\\KRISH\\miniconda3\\Lib\\site-packages\\transformers\\image_transforms.py:22\u001b[0m\n\u001b[0;32m     18\u001b[0m \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;21;01mtyping\u001b[39;00m \u001b[38;5;28;01mimport\u001b[39;00m Iterable, List, Optional, Tuple, Union\n\u001b[0;32m     20\u001b[0m \u001b[38;5;28;01mimport\u001b[39;00m \u001b[38;5;21;01mnumpy\u001b[39;00m \u001b[38;5;28;01mas\u001b[39;00m \u001b[38;5;21;01mnp\u001b[39;00m\n\u001b[1;32m---> 22\u001b[0m \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;21;01m.\u001b[39;00m\u001b[38;5;21;01mimage_utils\u001b[39;00m \u001b[38;5;28;01mimport\u001b[39;00m (\n\u001b[0;32m     23\u001b[0m     ChannelDimension,\n\u001b[0;32m     24\u001b[0m     ImageInput,\n\u001b[0;32m     25\u001b[0m     get_channel_dimension_axis,\n\u001b[0;32m     26\u001b[0m     get_image_size,\n\u001b[0;32m     27\u001b[0m     infer_channel_dimension_format,\n\u001b[0;32m     28\u001b[0m )\n\u001b[0;32m     29\u001b[0m \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;21;01m.\u001b[39;00m\u001b[38;5;21;01mutils\u001b[39;00m \u001b[38;5;28;01mimport\u001b[39;00m ExplicitEnum, TensorType, is_jax_tensor, is_tf_tensor, is_torch_tensor\n\u001b[0;32m     30\u001b[0m \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;21;01m.\u001b[39;00m\u001b[38;5;21;01mutils\u001b[39;00m\u001b[38;5;21;01m.\u001b[39;00m\u001b[38;5;21;01mimport_utils\u001b[39;00m \u001b[38;5;28;01mimport\u001b[39;00m (\n\u001b[0;32m     31\u001b[0m     is_flax_available,\n\u001b[0;32m     32\u001b[0m     is_tf_available,\n\u001b[1;32m   (...)\u001b[0m\n\u001b[0;32m     37\u001b[0m     requires_backends,\n\u001b[0;32m     38\u001b[0m )\n",
+      "File \u001b[1;32mc:\\Users\\KRISH\\miniconda3\\Lib\\site-packages\\transformers\\image_utils.py:59\u001b[0m\n\u001b[0;32m     56\u001b[0m         PILImageResampling \u001b[38;5;241m=\u001b[39m PIL\u001b[38;5;241m.\u001b[39mImage\n\u001b[0;32m     58\u001b[0m     \u001b[38;5;28;01mif\u001b[39;00m is_torchvision_available():\n\u001b[1;32m---> 59\u001b[0m         \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;21;01mtorchvision\u001b[39;00m\u001b[38;5;21;01m.\u001b[39;00m\u001b[38;5;21;01mtransforms\u001b[39;00m \u001b[38;5;28;01mimport\u001b[39;00m InterpolationMode\n\u001b[0;32m     61\u001b[0m         pil_torch_interpolation_mapping \u001b[38;5;241m=\u001b[39m {\n\u001b[0;32m     62\u001b[0m             PILImageResampling\u001b[38;5;241m.\u001b[39mNEAREST: InterpolationMode\u001b[38;5;241m.\u001b[39mNEAREST,\n\u001b[0;32m     63\u001b[0m             PILImageResampling\u001b[38;5;241m.\u001b[39mBOX: InterpolationMode\u001b[38;5;241m.\u001b[39mBOX,\n\u001b[1;32m   (...)\u001b[0m\n\u001b[0;32m     67\u001b[0m             PILImageResampling\u001b[38;5;241m.\u001b[39mLANCZOS: InterpolationMode\u001b[38;5;241m.\u001b[39mLANCZOS,\n\u001b[0;32m     68\u001b[0m         }\n\u001b[0;32m     71\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m TYPE_CHECKING:\n",
+      "File \u001b[1;32mc:\\Users\\KRISH\\miniconda3\\Lib\\site-packages\\torchvision\\__init__.py:10\u001b[0m\n\u001b[0;32m      7\u001b[0m \u001b[38;5;66;03m# Don't re-order these, we need to load the _C extension (done when importing\u001b[39;00m\n\u001b[0;32m      8\u001b[0m \u001b[38;5;66;03m# .extensions) before entering _meta_registrations.\u001b[39;00m\n\u001b[0;32m      9\u001b[0m \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;21;01m.\u001b[39;00m\u001b[38;5;21;01mextension\u001b[39;00m \u001b[38;5;28;01mimport\u001b[39;00m _HAS_OPS  \u001b[38;5;66;03m# usort:skip\u001b[39;00m\n\u001b[1;32m---> 10\u001b[0m \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;21;01mtorchvision\u001b[39;00m \u001b[38;5;28;01mimport\u001b[39;00m _meta_registrations, datasets, io, models, ops, transforms, utils  \u001b[38;5;66;03m# usort:skip\u001b[39;00m\n\u001b[0;32m     12\u001b[0m \u001b[38;5;28;01mtry\u001b[39;00m:\n\u001b[0;32m     13\u001b[0m     \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;21;01m.\u001b[39;00m\u001b[38;5;21;01mversion\u001b[39;00m \u001b[38;5;28;01mimport\u001b[39;00m __version__  \u001b[38;5;66;03m# noqa: F401\u001b[39;00m\n",
+      "File \u001b[1;32mc:\\Users\\KRISH\\miniconda3\\Lib\\site-packages\\torchvision\\models\\__init__.py:2\u001b[0m\n\u001b[0;32m      1\u001b[0m \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;21;01m.\u001b[39;00m\u001b[38;5;21;01malexnet\u001b[39;00m \u001b[38;5;28;01mimport\u001b[39;00m \u001b[38;5;241m*\u001b[39m\n\u001b[1;32m----> 2\u001b[0m \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;21;01m.\u001b[39;00m\u001b[38;5;21;01mconvnext\u001b[39;00m \u001b[38;5;28;01mimport\u001b[39;00m \u001b[38;5;241m*\u001b[39m\n\u001b[0;32m      3\u001b[0m \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;21;01m.\u001b[39;00m\u001b[38;5;21;01mdensenet\u001b[39;00m \u001b[38;5;28;01mimport\u001b[39;00m \u001b[38;5;241m*\u001b[39m\n\u001b[0;32m      4\u001b[0m \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;21;01m.\u001b[39;00m\u001b[38;5;21;01mefficientnet\u001b[39;00m \u001b[38;5;28;01mimport\u001b[39;00m \u001b[38;5;241m*\u001b[39m\n",
+      "File \u001b[1;32mc:\\Users\\KRISH\\miniconda3\\Lib\\site-packages\\torchvision\\models\\convnext.py:8\u001b[0m\n\u001b[0;32m      5\u001b[0m \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;21;01mtorch\u001b[39;00m \u001b[38;5;28;01mimport\u001b[39;00m nn, Tensor\n\u001b[0;32m      6\u001b[0m \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;21;01mtorch\u001b[39;00m\u001b[38;5;21;01m.\u001b[39;00m\u001b[38;5;21;01mnn\u001b[39;00m \u001b[38;5;28;01mimport\u001b[39;00m functional \u001b[38;5;28;01mas\u001b[39;00m F\n\u001b[1;32m----> 8\u001b[0m \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;21;01m.\u001b[39;00m\u001b[38;5;21;01m.\u001b[39;00m\u001b[38;5;21;01mops\u001b[39;00m\u001b[38;5;21;01m.\u001b[39;00m\u001b[38;5;21;01mmisc\u001b[39;00m \u001b[38;5;28;01mimport\u001b[39;00m Conv2dNormActivation, Permute\n\u001b[0;32m      9\u001b[0m \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;21;01m.\u001b[39;00m\u001b[38;5;21;01m.\u001b[39;00m\u001b[38;5;21;01mops\u001b[39;00m\u001b[38;5;21;01m.\u001b[39;00m\u001b[38;5;21;01mstochastic_depth\u001b[39;00m \u001b[38;5;28;01mimport\u001b[39;00m StochasticDepth\n\u001b[0;32m     10\u001b[0m \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;21;01m.\u001b[39;00m\u001b[38;5;21;01m.\u001b[39;00m\u001b[38;5;21;01mtransforms\u001b[39;00m\u001b[38;5;21;01m.\u001b[39;00m\u001b[38;5;21;01m_presets\u001b[39;00m \u001b[38;5;28;01mimport\u001b[39;00m ImageClassification\n",
+      "File \u001b[1;32mc:\\Users\\KRISH\\miniconda3\\Lib\\site-packages\\torchvision\\ops\\__init__.py:23\u001b[0m\n\u001b[0;32m     21\u001b[0m \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;21;01m.\u001b[39;00m\u001b[38;5;21;01mgiou_loss\u001b[39;00m \u001b[38;5;28;01mimport\u001b[39;00m generalized_box_iou_loss\n\u001b[0;32m     22\u001b[0m \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;21;01m.\u001b[39;00m\u001b[38;5;21;01mmisc\u001b[39;00m \u001b[38;5;28;01mimport\u001b[39;00m Conv2dNormActivation, Conv3dNormActivation, FrozenBatchNorm2d, MLP, Permute, SqueezeExcitation\n\u001b[1;32m---> 23\u001b[0m \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;21;01m.\u001b[39;00m\u001b[38;5;21;01mpoolers\u001b[39;00m \u001b[38;5;28;01mimport\u001b[39;00m MultiScaleRoIAlign\n\u001b[0;32m     24\u001b[0m \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;21;01m.\u001b[39;00m\u001b[38;5;21;01mps_roi_align\u001b[39;00m \u001b[38;5;28;01mimport\u001b[39;00m ps_roi_align, PSRoIAlign\n\u001b[0;32m     25\u001b[0m \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;21;01m.\u001b[39;00m\u001b[38;5;21;01mps_roi_pool\u001b[39;00m \u001b[38;5;28;01mimport\u001b[39;00m ps_roi_pool, PSRoIPool\n",
+      "File \u001b[1;32mc:\\Users\\KRISH\\miniconda3\\Lib\\site-packages\\torchvision\\ops\\poolers.py:10\u001b[0m\n\u001b[0;32m      7\u001b[0m \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;21;01mtorchvision\u001b[39;00m\u001b[38;5;21;01m.\u001b[39;00m\u001b[38;5;21;01mops\u001b[39;00m\u001b[38;5;21;01m.\u001b[39;00m\u001b[38;5;21;01mboxes\u001b[39;00m \u001b[38;5;28;01mimport\u001b[39;00m box_area\n\u001b[0;32m      9\u001b[0m \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;21;01m.\u001b[39;00m\u001b[38;5;21;01m.\u001b[39;00m\u001b[38;5;21;01mutils\u001b[39;00m \u001b[38;5;28;01mimport\u001b[39;00m _log_api_usage_once\n\u001b[1;32m---> 10\u001b[0m \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;21;01m.\u001b[39;00m\u001b[38;5;21;01mroi_align\u001b[39;00m \u001b[38;5;28;01mimport\u001b[39;00m roi_align\n\u001b[0;32m     13\u001b[0m \u001b[38;5;66;03m# copying result_idx_in_level to a specific index in result[]\u001b[39;00m\n\u001b[0;32m     14\u001b[0m \u001b[38;5;66;03m# is not supported by ONNX tracing yet.\u001b[39;00m\n\u001b[0;32m     15\u001b[0m \u001b[38;5;66;03m# _onnx_merge_levels() is an implementation supported by ONNX\u001b[39;00m\n\u001b[0;32m     16\u001b[0m \u001b[38;5;66;03m# that merges the levels to the right indices\u001b[39;00m\n\u001b[0;32m     17\u001b[0m \u001b[38;5;129m@torch\u001b[39m\u001b[38;5;241m.\u001b[39mjit\u001b[38;5;241m.\u001b[39munused\n\u001b[0;32m     18\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21m_onnx_merge_levels\u001b[39m(levels: Tensor, unmerged_results: List[Tensor]) \u001b[38;5;241m-\u001b[39m\u001b[38;5;241m>\u001b[39m Tensor:\n",
+      "File \u001b[1;32mc:\\Users\\KRISH\\miniconda3\\Lib\\site-packages\\torchvision\\ops\\roi_align.py:7\u001b[0m\n\u001b[0;32m      5\u001b[0m \u001b[38;5;28;01mimport\u001b[39;00m \u001b[38;5;21;01mtorch\u001b[39;00m\u001b[38;5;21;01m.\u001b[39;00m\u001b[38;5;21;01mfx\u001b[39;00m\n\u001b[0;32m      6\u001b[0m \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;21;01mtorch\u001b[39;00m \u001b[38;5;28;01mimport\u001b[39;00m nn, Tensor\n\u001b[1;32m----> 7\u001b[0m \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;21;01mtorch\u001b[39;00m\u001b[38;5;21;01m.\u001b[39;00m\u001b[38;5;21;01m_dynamo\u001b[39;00m\u001b[38;5;21;01m.\u001b[39;00m\u001b[38;5;21;01mutils\u001b[39;00m \u001b[38;5;28;01mimport\u001b[39;00m is_compile_supported\n\u001b[0;32m      8\u001b[0m \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;21;01mtorch\u001b[39;00m\u001b[38;5;21;01m.\u001b[39;00m\u001b[38;5;21;01mjit\u001b[39;00m\u001b[38;5;21;01m.\u001b[39;00m\u001b[38;5;21;01mannotations\u001b[39;00m \u001b[38;5;28;01mimport\u001b[39;00m BroadcastingList2\n\u001b[0;32m      9\u001b[0m \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;21;01mtorch\u001b[39;00m\u001b[38;5;21;01m.\u001b[39;00m\u001b[38;5;21;01mnn\u001b[39;00m\u001b[38;5;21;01m.\u001b[39;00m\u001b[38;5;21;01mmodules\u001b[39;00m\u001b[38;5;21;01m.\u001b[39;00m\u001b[38;5;21;01mutils\u001b[39;00m \u001b[38;5;28;01mimport\u001b[39;00m _pair\n",
+      "File \u001b[1;32mc:\\Users\\KRISH\\miniconda3\\Lib\\site-packages\\torch\\_dynamo\\__init__.py:3\u001b[0m\n\u001b[0;32m      1\u001b[0m \u001b[38;5;28;01mimport\u001b[39;00m \u001b[38;5;21;01mtorch\u001b[39;00m\n\u001b[1;32m----> 3\u001b[0m \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;21;01m.\u001b[39;00m \u001b[38;5;28;01mimport\u001b[39;00m convert_frame, eval_frame, resume_execution\n\u001b[0;32m      4\u001b[0m \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;21;01m.\u001b[39;00m\u001b[38;5;21;01mbackends\u001b[39;00m\u001b[38;5;21;01m.\u001b[39;00m\u001b[38;5;21;01mregistry\u001b[39;00m \u001b[38;5;28;01mimport\u001b[39;00m list_backends, lookup_backend, register_backend\n\u001b[0;32m      5\u001b[0m \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;21;01m.\u001b[39;00m\u001b[38;5;21;01mcallback\u001b[39;00m \u001b[38;5;28;01mimport\u001b[39;00m callback_handler, on_compile_end, on_compile_start\n",
+      "File \u001b[1;32mc:\\Users\\KRISH\\miniconda3\\Lib\\site-packages\\torch\\_dynamo\\convert_frame.py:31\u001b[0m\n\u001b[0;32m     29\u001b[0m \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;21;01mtorch\u001b[39;00m\u001b[38;5;21;01m.\u001b[39;00m\u001b[38;5;21;01m_C\u001b[39;00m\u001b[38;5;21;01m.\u001b[39;00m\u001b[38;5;21;01m_dynamo\u001b[39;00m\u001b[38;5;21;01m.\u001b[39;00m\u001b[38;5;21;01mguards\u001b[39;00m \u001b[38;5;28;01mimport\u001b[39;00m GlobalStateGuard\n\u001b[0;32m     30\u001b[0m \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;21;01mtorch\u001b[39;00m\u001b[38;5;21;01m.\u001b[39;00m\u001b[38;5;21;01m_dynamo\u001b[39;00m\u001b[38;5;21;01m.\u001b[39;00m\u001b[38;5;21;01mdistributed\u001b[39;00m \u001b[38;5;28;01mimport\u001b[39;00m get_compile_pg\n\u001b[1;32m---> 31\u001b[0m \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;21;01mtorch\u001b[39;00m\u001b[38;5;21;01m.\u001b[39;00m\u001b[38;5;21;01m_dynamo\u001b[39;00m\u001b[38;5;21;01m.\u001b[39;00m\u001b[38;5;21;01mutils\u001b[39;00m \u001b[38;5;28;01mimport\u001b[39;00m CompileTimeInstructionCounter\n\u001b[0;32m     32\u001b[0m \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;21;01mtorch\u001b[39;00m\u001b[38;5;21;01m.\u001b[39;00m\u001b[38;5;21;01m_guards\u001b[39;00m \u001b[38;5;28;01mimport\u001b[39;00m compile_context, CompileContext, CompileId, tracing\n\u001b[0;32m     33\u001b[0m \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;21;01mtorch\u001b[39;00m\u001b[38;5;21;01m.\u001b[39;00m\u001b[38;5;21;01m_logging\u001b[39;00m \u001b[38;5;28;01mimport\u001b[39;00m structured\n",
+      "File \u001b[1;32mc:\\Users\\KRISH\\miniconda3\\Lib\\site-packages\\torch\\_dynamo\\utils.py:62\u001b[0m\n\u001b[0;32m     60\u001b[0m \u001b[38;5;28;01mimport\u001b[39;00m \u001b[38;5;21;01mtorch\u001b[39;00m\u001b[38;5;21;01m.\u001b[39;00m\u001b[38;5;21;01m_functorch\u001b[39;00m\u001b[38;5;21;01m.\u001b[39;00m\u001b[38;5;21;01mconfig\u001b[39;00m\n\u001b[0;32m     61\u001b[0m \u001b[38;5;28;01mimport\u001b[39;00m \u001b[38;5;21;01mtorch\u001b[39;00m\u001b[38;5;21;01m.\u001b[39;00m\u001b[38;5;21;01m_inductor\u001b[39;00m\u001b[38;5;21;01m.\u001b[39;00m\u001b[38;5;21;01mconfig\u001b[39;00m \u001b[38;5;28;01mas\u001b[39;00m \u001b[38;5;21;01minductor_config\u001b[39;00m\n\u001b[1;32m---> 62\u001b[0m \u001b[38;5;28;01mimport\u001b[39;00m \u001b[38;5;21;01mtorch\u001b[39;00m\u001b[38;5;21;01m.\u001b[39;00m\u001b[38;5;21;01mfx\u001b[39;00m\u001b[38;5;21;01m.\u001b[39;00m\u001b[38;5;21;01mexperimental\u001b[39;00m\u001b[38;5;21;01m.\u001b[39;00m\u001b[38;5;21;01msymbolic_shapes\u001b[39;00m\n\u001b[0;32m     63\u001b[0m \u001b[38;5;28;01mimport\u001b[39;00m \u001b[38;5;21;01mtorch\u001b[39;00m\u001b[38;5;21;01m.\u001b[39;00m\u001b[38;5;21;01mutils\u001b[39;00m\u001b[38;5;21;01m.\u001b[39;00m\u001b[38;5;21;01m_pytree\u001b[39;00m \u001b[38;5;28;01mas\u001b[39;00m \u001b[38;5;21;01mpytree\u001b[39;00m\n\u001b[0;32m     64\u001b[0m \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;21;01mtorch\u001b[39;00m \u001b[38;5;28;01mimport\u001b[39;00m fx\n",
+      "File \u001b[1;32mc:\\Users\\KRISH\\miniconda3\\Lib\\site-packages\\torch\\fx\\experimental\\symbolic_shapes.py:65\u001b[0m\n\u001b[0;32m     63\u001b[0m \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;21;01mtorch\u001b[39;00m\u001b[38;5;21;01m.\u001b[39;00m\u001b[38;5;21;01m_guards\u001b[39;00m \u001b[38;5;28;01mimport\u001b[39;00m ShapeGuard, Source, TracingContext\n\u001b[0;32m     64\u001b[0m \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;21;01mtorch\u001b[39;00m\u001b[38;5;21;01m.\u001b[39;00m\u001b[38;5;21;01mutils\u001b[39;00m\u001b[38;5;21;01m.\u001b[39;00m\u001b[38;5;21;01m_python_dispatch\u001b[39;00m \u001b[38;5;28;01mimport\u001b[39;00m is_traceable_wrapper_subclass\n\u001b[1;32m---> 65\u001b[0m \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;21;01mtorch\u001b[39;00m\u001b[38;5;21;01m.\u001b[39;00m\u001b[38;5;21;01mutils\u001b[39;00m\u001b[38;5;21;01m.\u001b[39;00m\u001b[38;5;21;01m_sympy\u001b[39;00m\u001b[38;5;21;01m.\u001b[39;00m\u001b[38;5;21;01mfunctions\u001b[39;00m \u001b[38;5;28;01mimport\u001b[39;00m (\n\u001b[0;32m     66\u001b[0m     Application, FloorDiv, Mod, PythonMod, IsNonOverlappingAndDenseIndicator, CleanDiv, FloorToInt, CeilToInt\n\u001b[0;32m     67\u001b[0m )\n\u001b[0;32m     68\u001b[0m \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;21;01mtorch\u001b[39;00m\u001b[38;5;21;01m.\u001b[39;00m\u001b[38;5;21;01mutils\u001b[39;00m\u001b[38;5;21;01m.\u001b[39;00m\u001b[38;5;21;01m_sympy\u001b[39;00m\u001b[38;5;21;01m.\u001b[39;00m\u001b[38;5;21;01msolve\u001b[39;00m \u001b[38;5;28;01mimport\u001b[39;00m try_solve\n\u001b[0;32m     69\u001b[0m \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;21;01mtorch\u001b[39;00m\u001b[38;5;21;01m.\u001b[39;00m\u001b[38;5;21;01mutils\u001b[39;00m\u001b[38;5;21;01m.\u001b[39;00m\u001b[38;5;21;01m_sympy\u001b[39;00m\u001b[38;5;21;01m.\u001b[39;00m\u001b[38;5;21;01mnumbers\u001b[39;00m \u001b[38;5;28;01mimport\u001b[39;00m int_oo\n",
+      "File \u001b[1;32mc:\\Users\\KRISH\\miniconda3\\Lib\\site-packages\\torch\\utils\\_sympy\\functions.py:7\u001b[0m\n\u001b[0;32m      4\u001b[0m \u001b[38;5;28;01mimport\u001b[39;00m \u001b[38;5;21;01moperator\u001b[39;00m\n\u001b[0;32m      5\u001b[0m \u001b[38;5;28;01mimport\u001b[39;00m \u001b[38;5;21;01msys\u001b[39;00m\n\u001b[1;32m----> 7\u001b[0m \u001b[38;5;28;01mimport\u001b[39;00m \u001b[38;5;21;01msympy\u001b[39;00m\n\u001b[0;32m      8\u001b[0m \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;21;01msympy\u001b[39;00m \u001b[38;5;28;01mimport\u001b[39;00m S\n\u001b[0;32m      9\u001b[0m \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;21;01msympy\u001b[39;00m\u001b[38;5;21;01m.\u001b[39;00m\u001b[38;5;21;01mcore\u001b[39;00m \u001b[38;5;28;01mimport\u001b[39;00m sympify\n",
+      "File \u001b[1;32mc:\\Users\\KRISH\\miniconda3\\Lib\\site-packages\\sympy\\__init__.py:74\u001b[0m\n\u001b[0;32m     67\u001b[0m \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;21;01m.\u001b[39;00m\u001b[38;5;21;01mlogic\u001b[39;00m \u001b[38;5;28;01mimport\u001b[39;00m (to_cnf, to_dnf, to_nnf, And, Or, Not, Xor, Nand, Nor,\n\u001b[0;32m     68\u001b[0m         Implies, Equivalent, ITE, POSform, SOPform, simplify_logic, bool_map,\n\u001b[0;32m     69\u001b[0m         true, false, satisfiable)\n\u001b[0;32m     71\u001b[0m \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;21;01m.\u001b[39;00m\u001b[38;5;21;01massumptions\u001b[39;00m \u001b[38;5;28;01mimport\u001b[39;00m (AppliedPredicate, Predicate, AssumptionsContext,\n\u001b[0;32m     72\u001b[0m         assuming, Q, ask, register_handler, remove_handler, refine)\n\u001b[1;32m---> 74\u001b[0m \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;21;01m.\u001b[39;00m\u001b[38;5;21;01mpolys\u001b[39;00m \u001b[38;5;28;01mimport\u001b[39;00m (Poly, PurePoly, poly_from_expr, parallel_poly_from_expr,\n\u001b[0;32m     75\u001b[0m         degree, total_degree, degree_list, LC, LM, LT, pdiv, prem, pquo,\n\u001b[0;32m     76\u001b[0m         pexquo, div, rem, quo, exquo, half_gcdex, gcdex, invert,\n\u001b[0;32m     77\u001b[0m         subresultants, resultant, discriminant, cofactors, gcd_list, gcd,\n\u001b[0;32m     78\u001b[0m         lcm_list, lcm, terms_gcd, trunc, monic, content, primitive, compose,\n\u001b[0;32m     79\u001b[0m         decompose, sturm, gff_list, gff, sqf_norm, sqf_part, sqf_list, sqf,\n\u001b[0;32m     80\u001b[0m         factor_list, factor, intervals, refine_root, count_roots, all_roots,\n\u001b[0;32m     81\u001b[0m         real_roots, nroots, ground_roots, nth_power_roots_poly, cancel,\n\u001b[0;32m     82\u001b[0m         reduced, groebner, is_zero_dimensional, GroebnerBasis, poly,\n\u001b[0;32m     83\u001b[0m         symmetrize, horner, interpolate, rational_interpolate, viete, together,\n\u001b[0;32m     84\u001b[0m         BasePolynomialError, ExactQuotientFailed, PolynomialDivisionFailed,\n\u001b[0;32m     85\u001b[0m         OperationNotSupported, HeuristicGCDFailed, HomomorphismFailed,\n\u001b[0;32m     86\u001b[0m         IsomorphismFailed, ExtraneousFactors, EvaluationFailed,\n\u001b[0;32m     87\u001b[0m         RefinementFailed, CoercionFailed, NotInvertible, NotReversible,\n\u001b[0;32m     88\u001b[0m         NotAlgebraic, DomainError, PolynomialError, UnificationFailed,\n\u001b[0;32m     89\u001b[0m         GeneratorsError, GeneratorsNeeded, ComputationFailed,\n\u001b[0;32m     90\u001b[0m         UnivariatePolynomialError, MultivariatePolynomialError,\n\u001b[0;32m     91\u001b[0m         PolificationFailed, OptionError, FlagError, minpoly,\n\u001b[0;32m     92\u001b[0m         minimal_polynomial, primitive_element, field_isomorphism,\n\u001b[0;32m     93\u001b[0m         to_number_field, isolate, round_two, prime_decomp, prime_valuation,\n\u001b[0;32m     94\u001b[0m         galois_group, itermonomials, Monomial, lex, grlex,\n\u001b[0;32m     95\u001b[0m         grevlex, ilex, igrlex, igrevlex, CRootOf, rootof, RootOf,\n\u001b[0;32m     96\u001b[0m         ComplexRootOf, RootSum, roots, Domain, FiniteField, IntegerRing,\n\u001b[0;32m     97\u001b[0m         RationalField, RealField, ComplexField, PythonFiniteField,\n\u001b[0;32m     98\u001b[0m         GMPYFiniteField, PythonIntegerRing, GMPYIntegerRing, PythonRational,\n\u001b[0;32m     99\u001b[0m         GMPYRationalField, AlgebraicField, PolynomialRing, FractionField,\n\u001b[0;32m    100\u001b[0m         ExpressionDomain, FF_python, FF_gmpy, ZZ_python, ZZ_gmpy, QQ_python,\n\u001b[0;32m    101\u001b[0m         QQ_gmpy, GF, FF, ZZ, QQ, ZZ_I, QQ_I, RR, CC, EX, EXRAW,\n\u001b[0;32m    102\u001b[0m         construct_domain, swinnerton_dyer_poly, cyclotomic_poly,\n\u001b[0;32m    103\u001b[0m         symmetric_poly, random_poly, interpolating_poly, jacobi_poly,\n\u001b[0;32m    104\u001b[0m         chebyshevt_poly, chebyshevu_poly, hermite_poly, hermite_prob_poly,\n\u001b[0;32m    105\u001b[0m         legendre_poly, laguerre_poly, apart, apart_list, assemble_partfrac_list,\n\u001b[0;32m    106\u001b[0m         Options, ring, xring, vring, sring, field, xfield, vfield, sfield)\n\u001b[0;32m    108\u001b[0m \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;21;01m.\u001b[39;00m\u001b[38;5;21;01mseries\u001b[39;00m \u001b[38;5;28;01mimport\u001b[39;00m (Order, O, limit, Limit, gruntz, series, approximants,\n\u001b[0;32m    109\u001b[0m         residue, EmptySequence, SeqPer, SeqFormula, sequence, SeqAdd, SeqMul,\n\u001b[0;32m    110\u001b[0m         fourier_series, fps, difference_delta, limit_seq)\n\u001b[0;32m    112\u001b[0m \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;21;01m.\u001b[39;00m\u001b[38;5;21;01mfunctions\u001b[39;00m \u001b[38;5;28;01mimport\u001b[39;00m (factorial, factorial2, rf, ff, binomial,\n\u001b[0;32m    113\u001b[0m         RisingFactorial, FallingFactorial, subfactorial, carmichael,\n\u001b[0;32m    114\u001b[0m         fibonacci, lucas, motzkin, tribonacci, harmonic, bernoulli, bell, euler,\n\u001b[1;32m   (...)\u001b[0m\n\u001b[0;32m    135\u001b[0m         Znm, elliptic_k, elliptic_f, elliptic_e, elliptic_pi, beta, mathieus,\n\u001b[0;32m    136\u001b[0m         mathieuc, mathieusprime, mathieucprime, riemann_xi, betainc, betainc_regularized)\n",
+      "File \u001b[1;32mc:\\Users\\KRISH\\miniconda3\\Lib\\site-packages\\sympy\\polys\\__init__.py:68\u001b[0m\n\u001b[0;32m      1\u001b[0m \u001b[38;5;124;03m\"\"\"Polynomial manipulation algorithms and algebraic objects. \"\"\"\u001b[39;00m\n\u001b[0;32m      3\u001b[0m __all__ \u001b[38;5;241m=\u001b[39m [\n\u001b[0;32m      4\u001b[0m     \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mPoly\u001b[39m\u001b[38;5;124m'\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mPurePoly\u001b[39m\u001b[38;5;124m'\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mpoly_from_expr\u001b[39m\u001b[38;5;124m'\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mparallel_poly_from_expr\u001b[39m\u001b[38;5;124m'\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mdegree\u001b[39m\u001b[38;5;124m'\u001b[39m,\n\u001b[0;32m      5\u001b[0m     \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mtotal_degree\u001b[39m\u001b[38;5;124m'\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mdegree_list\u001b[39m\u001b[38;5;124m'\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mLC\u001b[39m\u001b[38;5;124m'\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mLM\u001b[39m\u001b[38;5;124m'\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mLT\u001b[39m\u001b[38;5;124m'\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mpdiv\u001b[39m\u001b[38;5;124m'\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mprem\u001b[39m\u001b[38;5;124m'\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mpquo\u001b[39m\u001b[38;5;124m'\u001b[39m,\n\u001b[1;32m   (...)\u001b[0m\n\u001b[0;32m     65\u001b[0m     \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mfield\u001b[39m\u001b[38;5;124m'\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mxfield\u001b[39m\u001b[38;5;124m'\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mvfield\u001b[39m\u001b[38;5;124m'\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124msfield\u001b[39m\u001b[38;5;124m'\u001b[39m\n\u001b[0;32m     66\u001b[0m ]\n\u001b[1;32m---> 68\u001b[0m \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;21;01m.\u001b[39;00m\u001b[38;5;21;01mpolytools\u001b[39;00m \u001b[38;5;28;01mimport\u001b[39;00m (Poly, PurePoly, poly_from_expr,\n\u001b[0;32m     69\u001b[0m         parallel_poly_from_expr, degree, total_degree, degree_list, LC, LM,\n\u001b[0;32m     70\u001b[0m         LT, pdiv, prem, pquo, pexquo, div, rem, quo, exquo, half_gcdex, gcdex,\n\u001b[0;32m     71\u001b[0m         invert, subresultants, resultant, discriminant, cofactors, gcd_list,\n\u001b[0;32m     72\u001b[0m         gcd, lcm_list, lcm, terms_gcd, trunc, monic, content, primitive,\n\u001b[0;32m     73\u001b[0m         compose, decompose, sturm, gff_list, gff, sqf_norm, sqf_part,\n\u001b[0;32m     74\u001b[0m         sqf_list, sqf, factor_list, factor, intervals, refine_root,\n\u001b[0;32m     75\u001b[0m         count_roots, all_roots, real_roots, nroots, ground_roots,\n\u001b[0;32m     76\u001b[0m         nth_power_roots_poly, cancel, reduced, groebner, is_zero_dimensional,\n\u001b[0;32m     77\u001b[0m         GroebnerBasis, poly)\n\u001b[0;32m     79\u001b[0m \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;21;01m.\u001b[39;00m\u001b[38;5;21;01mpolyfuncs\u001b[39;00m \u001b[38;5;28;01mimport\u001b[39;00m (symmetrize, horner, interpolate,\n\u001b[0;32m     80\u001b[0m         rational_interpolate, viete)\n\u001b[0;32m     82\u001b[0m \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;21;01m.\u001b[39;00m\u001b[38;5;21;01mrationaltools\u001b[39;00m \u001b[38;5;28;01mimport\u001b[39;00m together\n",
+      "File \u001b[1;32mc:\\Users\\KRISH\\miniconda3\\Lib\\site-packages\\sympy\\polys\\polytools.py:27\u001b[0m\n\u001b[0;32m     25\u001b[0m \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;21;01msympy\u001b[39;00m\u001b[38;5;21;01m.\u001b[39;00m\u001b[38;5;21;01mlogic\u001b[39;00m\u001b[38;5;21;01m.\u001b[39;00m\u001b[38;5;21;01mboolalg\u001b[39;00m \u001b[38;5;28;01mimport\u001b[39;00m BooleanAtom\n\u001b[0;32m     26\u001b[0m \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;21;01msympy\u001b[39;00m\u001b[38;5;21;01m.\u001b[39;00m\u001b[38;5;21;01mpolys\u001b[39;00m \u001b[38;5;28;01mimport\u001b[39;00m polyoptions \u001b[38;5;28;01mas\u001b[39;00m options\n\u001b[1;32m---> 27\u001b[0m \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;21;01msympy\u001b[39;00m\u001b[38;5;21;01m.\u001b[39;00m\u001b[38;5;21;01mpolys\u001b[39;00m\u001b[38;5;21;01m.\u001b[39;00m\u001b[38;5;21;01mconstructor\u001b[39;00m \u001b[38;5;28;01mimport\u001b[39;00m construct_domain\n\u001b[0;32m     28\u001b[0m \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;21;01msympy\u001b[39;00m\u001b[38;5;21;01m.\u001b[39;00m\u001b[38;5;21;01mpolys\u001b[39;00m\u001b[38;5;21;01m.\u001b[39;00m\u001b[38;5;21;01mdomains\u001b[39;00m \u001b[38;5;28;01mimport\u001b[39;00m FF, QQ, ZZ\n\u001b[0;32m     29\u001b[0m \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;21;01msympy\u001b[39;00m\u001b[38;5;21;01m.\u001b[39;00m\u001b[38;5;21;01mpolys\u001b[39;00m\u001b[38;5;21;01m.\u001b[39;00m\u001b[38;5;21;01mdomains\u001b[39;00m\u001b[38;5;21;01m.\u001b[39;00m\u001b[38;5;21;01mdomainelement\u001b[39;00m \u001b[38;5;28;01mimport\u001b[39;00m DomainElement\n",
+      "File \u001b[1;32mc:\\Users\\KRISH\\miniconda3\\Lib\\site-packages\\sympy\\polys\\constructor.py:7\u001b[0m\n\u001b[0;32m      5\u001b[0m \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;21;01msympy\u001b[39;00m\u001b[38;5;21;01m.\u001b[39;00m\u001b[38;5;21;01mcore\u001b[39;00m\u001b[38;5;21;01m.\u001b[39;00m\u001b[38;5;21;01mevalf\u001b[39;00m \u001b[38;5;28;01mimport\u001b[39;00m pure_complex\n\u001b[0;32m      6\u001b[0m \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;21;01msympy\u001b[39;00m\u001b[38;5;21;01m.\u001b[39;00m\u001b[38;5;21;01mcore\u001b[39;00m\u001b[38;5;21;01m.\u001b[39;00m\u001b[38;5;21;01msorting\u001b[39;00m \u001b[38;5;28;01mimport\u001b[39;00m ordered\n\u001b[1;32m----> 7\u001b[0m \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;21;01msympy\u001b[39;00m\u001b[38;5;21;01m.\u001b[39;00m\u001b[38;5;21;01mpolys\u001b[39;00m\u001b[38;5;21;01m.\u001b[39;00m\u001b[38;5;21;01mdomains\u001b[39;00m \u001b[38;5;28;01mimport\u001b[39;00m ZZ, QQ, ZZ_I, QQ_I, EX\n\u001b[0;32m      8\u001b[0m \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;21;01msympy\u001b[39;00m\u001b[38;5;21;01m.\u001b[39;00m\u001b[38;5;21;01mpolys\u001b[39;00m\u001b[38;5;21;01m.\u001b[39;00m\u001b[38;5;21;01mdomains\u001b[39;00m\u001b[38;5;21;01m.\u001b[39;00m\u001b[38;5;21;01mcomplexfield\u001b[39;00m \u001b[38;5;28;01mimport\u001b[39;00m ComplexField\n\u001b[0;32m      9\u001b[0m \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;21;01msympy\u001b[39;00m\u001b[38;5;21;01m.\u001b[39;00m\u001b[38;5;21;01mpolys\u001b[39;00m\u001b[38;5;21;01m.\u001b[39;00m\u001b[38;5;21;01mdomains\u001b[39;00m\u001b[38;5;21;01m.\u001b[39;00m\u001b[38;5;21;01mrealfield\u001b[39;00m \u001b[38;5;28;01mimport\u001b[39;00m RealField\n",
+      "File \u001b[1;32mc:\\Users\\KRISH\\miniconda3\\Lib\\site-packages\\sympy\\polys\\domains\\__init__.py:12\u001b[0m\n\u001b[0;32m      3\u001b[0m __all__ \u001b[38;5;241m=\u001b[39m [\n\u001b[0;32m      4\u001b[0m     \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mDomain\u001b[39m\u001b[38;5;124m'\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mFiniteField\u001b[39m\u001b[38;5;124m'\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mIntegerRing\u001b[39m\u001b[38;5;124m'\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mRationalField\u001b[39m\u001b[38;5;124m'\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mRealField\u001b[39m\u001b[38;5;124m'\u001b[39m,\n\u001b[0;32m      5\u001b[0m     \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mComplexField\u001b[39m\u001b[38;5;124m'\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mAlgebraicField\u001b[39m\u001b[38;5;124m'\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mPolynomialRing\u001b[39m\u001b[38;5;124m'\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mFractionField\u001b[39m\u001b[38;5;124m'\u001b[39m,\n\u001b[1;32m   (...)\u001b[0m\n\u001b[0;32m      8\u001b[0m     \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mGF\u001b[39m\u001b[38;5;124m'\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mFF\u001b[39m\u001b[38;5;124m'\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mZZ\u001b[39m\u001b[38;5;124m'\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mQQ\u001b[39m\u001b[38;5;124m'\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mZZ_I\u001b[39m\u001b[38;5;124m'\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mQQ_I\u001b[39m\u001b[38;5;124m'\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mRR\u001b[39m\u001b[38;5;124m'\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mCC\u001b[39m\u001b[38;5;124m'\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mEX\u001b[39m\u001b[38;5;124m'\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mEXRAW\u001b[39m\u001b[38;5;124m'\u001b[39m,\n\u001b[0;32m      9\u001b[0m ]\n\u001b[0;32m     11\u001b[0m \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;21;01m.\u001b[39;00m\u001b[38;5;21;01mdomain\u001b[39;00m \u001b[38;5;28;01mimport\u001b[39;00m Domain\n\u001b[1;32m---> 12\u001b[0m \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;21;01m.\u001b[39;00m\u001b[38;5;21;01mfinitefield\u001b[39;00m \u001b[38;5;28;01mimport\u001b[39;00m FiniteField, FF, GF\n\u001b[0;32m     13\u001b[0m \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;21;01m.\u001b[39;00m\u001b[38;5;21;01mintegerring\u001b[39;00m \u001b[38;5;28;01mimport\u001b[39;00m IntegerRing, ZZ\n\u001b[0;32m     14\u001b[0m \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;21;01m.\u001b[39;00m\u001b[38;5;21;01mrationalfield\u001b[39;00m \u001b[38;5;28;01mimport\u001b[39;00m RationalField, QQ\n",
+      "File \u001b[1;32mc:\\Users\\KRISH\\miniconda3\\Lib\\site-packages\\sympy\\polys\\domains\\finitefield.py:13\u001b[0m\n\u001b[0;32m     11\u001b[0m \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;21;01msympy\u001b[39;00m\u001b[38;5;21;01m.\u001b[39;00m\u001b[38;5;21;01mpolys\u001b[39;00m\u001b[38;5;21;01m.\u001b[39;00m\u001b[38;5;21;01mdomains\u001b[39;00m\u001b[38;5;21;01m.\u001b[39;00m\u001b[38;5;21;01mmodularinteger\u001b[39;00m \u001b[38;5;28;01mimport\u001b[39;00m ModularIntegerFactory\n\u001b[0;32m     12\u001b[0m \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;21;01msympy\u001b[39;00m\u001b[38;5;21;01m.\u001b[39;00m\u001b[38;5;21;01mpolys\u001b[39;00m\u001b[38;5;21;01m.\u001b[39;00m\u001b[38;5;21;01mdomains\u001b[39;00m\u001b[38;5;21;01m.\u001b[39;00m\u001b[38;5;21;01msimpledomain\u001b[39;00m \u001b[38;5;28;01mimport\u001b[39;00m SimpleDomain\n\u001b[1;32m---> 13\u001b[0m \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;21;01msympy\u001b[39;00m\u001b[38;5;21;01m.\u001b[39;00m\u001b[38;5;21;01mpolys\u001b[39;00m\u001b[38;5;21;01m.\u001b[39;00m\u001b[38;5;21;01mgaloistools\u001b[39;00m \u001b[38;5;28;01mimport\u001b[39;00m gf_zassenhaus, gf_irred_p_rabin\n\u001b[0;32m     14\u001b[0m \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;21;01msympy\u001b[39;00m\u001b[38;5;21;01m.\u001b[39;00m\u001b[38;5;21;01mpolys\u001b[39;00m\u001b[38;5;21;01m.\u001b[39;00m\u001b[38;5;21;01mpolyerrors\u001b[39;00m \u001b[38;5;28;01mimport\u001b[39;00m CoercionFailed\n\u001b[0;32m     15\u001b[0m \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;21;01msympy\u001b[39;00m\u001b[38;5;21;01m.\u001b[39;00m\u001b[38;5;21;01mutilities\u001b[39;00m \u001b[38;5;28;01mimport\u001b[39;00m public\n",
+      "File \u001b[1;32m<frozen importlib._bootstrap>:1360\u001b[0m, in \u001b[0;36m_find_and_load\u001b[1;34m(name, import_)\u001b[0m\n",
+      "File \u001b[1;32m<frozen importlib._bootstrap>:1322\u001b[0m, in \u001b[0;36m_find_and_load_unlocked\u001b[1;34m(name, import_)\u001b[0m\n",
+      "File \u001b[1;32m<frozen importlib._bootstrap>:1262\u001b[0m, in \u001b[0;36m_find_spec\u001b[1;34m(name, path, target)\u001b[0m\n",
+      "File \u001b[1;32m<frozen importlib._bootstrap_external>:1528\u001b[0m, in \u001b[0;36mfind_spec\u001b[1;34m(cls, fullname, path, target)\u001b[0m\n",
+      "File \u001b[1;32m<frozen importlib._bootstrap_external>:1502\u001b[0m, in \u001b[0;36m_get_spec\u001b[1;34m(cls, fullname, path, target)\u001b[0m\n",
+      "File \u001b[1;32m<frozen importlib._bootstrap_external>:1634\u001b[0m, in \u001b[0;36mfind_spec\u001b[1;34m(self, fullname, target)\u001b[0m\n",
+      "File \u001b[1;32m<frozen importlib._bootstrap_external>:161\u001b[0m, in \u001b[0;36m_path_isfile\u001b[1;34m(path)\u001b[0m\n",
+      "File \u001b[1;32m<frozen importlib._bootstrap_external>:153\u001b[0m, in \u001b[0;36m_path_is_mode_type\u001b[1;34m(path, mode)\u001b[0m\n",
+      "File \u001b[1;32m<frozen importlib._bootstrap_external>:147\u001b[0m, in \u001b[0;36m_path_stat\u001b[1;34m(path)\u001b[0m\n",
+      "\u001b[1;31mKeyboardInterrupt\u001b[0m: "
+     ]
+    }
+   ],
+   "source": [
+    "# Use a pipeline as a high-level helper\n",
+    "\n",
+    "from transformers import pipeline\n",
+    "fiction_categories=[\"Fiction\",\"Nonfiction\"]\n",
+    "pipe = pipeline(\"zero-shot-classification\", model=\"facebook/bart-large-mnli\",device=getattr(__import__('torch'), 'cuda', None) is not None)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "3526992f",
+   "metadata": {},
+   "outputs": [
+    {
+     "ename": "KeyError",
+     "evalue": "'simple_categories'",
+     "output_type": "error",
+     "traceback": [
+      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
+      "\u001b[1;31mKeyError\u001b[0m                                  Traceback (most recent call last)",
+      "File \u001b[1;32mc:\\Users\\KRISH\\miniconda3\\Lib\\site-packages\\pandas\\core\\indexes\\base.py:3805\u001b[0m, in \u001b[0;36mIndex.get_loc\u001b[1;34m(self, key)\u001b[0m\n\u001b[0;32m   3804\u001b[0m \u001b[38;5;28;01mtry\u001b[39;00m:\n\u001b[1;32m-> 3805\u001b[0m     \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_engine\u001b[38;5;241m.\u001b[39mget_loc(casted_key)\n\u001b[0;32m   3806\u001b[0m \u001b[38;5;28;01mexcept\u001b[39;00m \u001b[38;5;167;01mKeyError\u001b[39;00m \u001b[38;5;28;01mas\u001b[39;00m err:\n",
+      "File \u001b[1;32mindex.pyx:167\u001b[0m, in \u001b[0;36mpandas._libs.index.IndexEngine.get_loc\u001b[1;34m()\u001b[0m\n",
+      "File \u001b[1;32mindex.pyx:196\u001b[0m, in \u001b[0;36mpandas._libs.index.IndexEngine.get_loc\u001b[1;34m()\u001b[0m\n",
+      "File \u001b[1;32mpandas\\\\_libs\\\\hashtable_class_helper.pxi:7081\u001b[0m, in \u001b[0;36mpandas._libs.hashtable.PyObjectHashTable.get_item\u001b[1;34m()\u001b[0m\n",
+      "File \u001b[1;32mpandas\\\\_libs\\\\hashtable_class_helper.pxi:7089\u001b[0m, in \u001b[0;36mpandas._libs.hashtable.PyObjectHashTable.get_item\u001b[1;34m()\u001b[0m\n",
+      "\u001b[1;31mKeyError\u001b[0m: 'simple_categories'",
+      "\nThe above exception was the direct cause of the following exception:\n",
+      "\u001b[1;31mKeyError\u001b[0m                                  Traceback (most recent call last)",
+      "Cell \u001b[1;32mIn[20], line 1\u001b[0m\n\u001b[1;32m----> 1\u001b[0m books\u001b[38;5;241m.\u001b[39mloc[books[\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124msimple_categories\u001b[39m\u001b[38;5;124m\"\u001b[39m]\u001b[38;5;241m==\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mFiction\u001b[39m\u001b[38;5;124m\"\u001b[39m,\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mdescription\u001b[39m\u001b[38;5;124m\"\u001b[39m]\u001b[38;5;241m.\u001b[39mreset_index(drop\u001b[38;5;241m=\u001b[39m\u001b[38;5;28;01mTrue\u001b[39;00m)[\u001b[38;5;241m0\u001b[39m]\n",
+      "File \u001b[1;32mc:\\Users\\KRISH\\miniconda3\\Lib\\site-packages\\pandas\\core\\frame.py:4102\u001b[0m, in \u001b[0;36mDataFrame.__getitem__\u001b[1;34m(self, key)\u001b[0m\n\u001b[0;32m   4100\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mcolumns\u001b[38;5;241m.\u001b[39mnlevels \u001b[38;5;241m>\u001b[39m \u001b[38;5;241m1\u001b[39m:\n\u001b[0;32m   4101\u001b[0m     \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_getitem_multilevel(key)\n\u001b[1;32m-> 4102\u001b[0m indexer \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mcolumns\u001b[38;5;241m.\u001b[39mget_loc(key)\n\u001b[0;32m   4103\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m is_integer(indexer):\n\u001b[0;32m   4104\u001b[0m     indexer \u001b[38;5;241m=\u001b[39m [indexer]\n",
+      "File \u001b[1;32mc:\\Users\\KRISH\\miniconda3\\Lib\\site-packages\\pandas\\core\\indexes\\base.py:3812\u001b[0m, in \u001b[0;36mIndex.get_loc\u001b[1;34m(self, key)\u001b[0m\n\u001b[0;32m   3807\u001b[0m     \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28misinstance\u001b[39m(casted_key, \u001b[38;5;28mslice\u001b[39m) \u001b[38;5;129;01mor\u001b[39;00m (\n\u001b[0;32m   3808\u001b[0m         \u001b[38;5;28misinstance\u001b[39m(casted_key, abc\u001b[38;5;241m.\u001b[39mIterable)\n\u001b[0;32m   3809\u001b[0m         \u001b[38;5;129;01mand\u001b[39;00m \u001b[38;5;28many\u001b[39m(\u001b[38;5;28misinstance\u001b[39m(x, \u001b[38;5;28mslice\u001b[39m) \u001b[38;5;28;01mfor\u001b[39;00m x \u001b[38;5;129;01min\u001b[39;00m casted_key)\n\u001b[0;32m   3810\u001b[0m     ):\n\u001b[0;32m   3811\u001b[0m         \u001b[38;5;28;01mraise\u001b[39;00m InvalidIndexError(key)\n\u001b[1;32m-> 3812\u001b[0m     \u001b[38;5;28;01mraise\u001b[39;00m \u001b[38;5;167;01mKeyError\u001b[39;00m(key) \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;21;01merr\u001b[39;00m\n\u001b[0;32m   3813\u001b[0m \u001b[38;5;28;01mexcept\u001b[39;00m \u001b[38;5;167;01mTypeError\u001b[39;00m:\n\u001b[0;32m   3814\u001b[0m     \u001b[38;5;66;03m# If we have a listlike key, _check_indexing_error will raise\u001b[39;00m\n\u001b[0;32m   3815\u001b[0m     \u001b[38;5;66;03m#  InvalidIndexError. Otherwise we fall through and re-raise\u001b[39;00m\n\u001b[0;32m   3816\u001b[0m     \u001b[38;5;66;03m#  the TypeError.\u001b[39;00m\n\u001b[0;32m   3817\u001b[0m     \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_check_indexing_error(key)\n",
+      "\u001b[1;31mKeyError\u001b[0m: 'simple_categories'"
+     ]
+    }
+   ],
+   "source": [
+    "books.loc[books[\"simple_categories\"]==\"Fiction\",\"description\"].reset_index(drop=True)[0]"
+   ]
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "base",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
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+   "mimetype": "text/x-python",
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+   "pygments_lexer": "ipython3",
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