{ "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": [ "
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isbn13isbn10titleauthorscategoriesthumbnaildescriptionpublished_yearaverage_ratingnum_pagesratings_counttitle_and_subtitletagged_description
097800020058830002005883GileadMarilynne RobinsonFictionhttp://books.google.com/books/content?id=KQZCP...A NOVEL THAT READERS and critics have been eag...2004.03.85247.0361.0Gilead9780002005883 A NOVEL THAT READERS and critics...
197800022619820002261987Spider's WebCharles Osborne;Agatha ChristieDetective and mystery storieshttp://books.google.com/books/content?id=gA5GP...A new 'Christie for Christmas' -- a full-lengt...2000.03.83241.05164.0Spider's Web: A Novel9780002261982 A new 'Christie for Christmas' -...
297800061787360006178731Rage of angelsSidney SheldonFictionhttp://books.google.com/books/content?id=FKo2T...A memorable, mesmerizing heroine Jennifer -- b...1993.03.93512.029532.0Rage of angels9780006178736 A memorable, mesmerizing heroine...
397800062808970006280897The Four LovesClive Staples LewisChristian lifehttp://books.google.com/books/content?id=XhQ5X...Lewis' work on the nature of love divides love...2002.04.15170.033684.0The Four Loves9780006280897 Lewis' work on the nature of lov...
497800062809340006280935The Problem of PainClive Staples LewisChristian lifehttp://books.google.com/books/content?id=Kk-uV...\"In The Problem of Pain, C.S. Lewis, one of th...2002.04.09176.037569.0The Problem of Pain9780006280934 \"In The Problem of Pain, C.S. Le...
..........................................
519297881722352228172235224Mistaken IdentityNayantara SahgalIndic fiction (English)http://books.google.com/books/content?id=q-tKP...On A Train Journey Home To North India After L...2003.02.93324.00.0Mistaken Identity9788172235222 On A Train Journey Home To North...
519397881730310148173031010Journey to the EastHermann HesseAdventure storieshttp://books.google.com/books/content?id=rq6JP...This book tells the tale of a man who goes on ...2002.03.70175.024.0Journey to the East9788173031014 This book tells the tale of a ma...
51949788179921623817992162XThe Monk Who Sold His Ferrari: A Fable About F...Robin SharmaHealth & Fitnesshttp://books.google.com/books/content?id=c_7mf...Wisdom to Create a Life of Passion, Purpose, a...2003.03.82198.01568.0The Monk Who Sold His Ferrari: A Fable About F...9788179921623 Wisdom to Create a Life of Passi...
519597881853005358185300534I Am thatSri Nisargadatta Maharaj;Sudhakar S. DikshitPhilosophyhttp://books.google.com/books/content?id=Fv_JP...This collection of the timeless teachings of o...1999.04.51531.0104.0I Am that: Talks with Sri Nisargadatta Maharaj9788185300535 This collection of the timeless ...
519697890277120599027712050The Berlin PhenomenologyGeorg Wilhelm Friedrich HegelHistoryhttp://books.google.com/books/content?id=Vy7Sk...Since the three volume edition ofHegel's Philo...1981.00.00210.00.0The Berlin Phenomenology9789027712059 Since the three volume edition o...
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5197 rows × 13 columns

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" ], "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", "text": [ "Created a chunk of size 1168, which is longer than the specified 0\n", 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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: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 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\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 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\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 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\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:1360\u001b[0m, in \u001b[0;36m_find_and_load\u001b[1;34m(name, import_)\u001b[0m\n", "File \u001b[1;32m:1322\u001b[0m, in \u001b[0;36m_find_and_load_unlocked\u001b[1;34m(name, import_)\u001b[0m\n", "File \u001b[1;32m:1262\u001b[0m, in \u001b[0;36m_find_spec\u001b[1;34m(name, path, target)\u001b[0m\n", "File \u001b[1;32m:1528\u001b[0m, in \u001b[0;36mfind_spec\u001b[1;34m(cls, fullname, path, target)\u001b[0m\n", "File \u001b[1;32m:1502\u001b[0m, in \u001b[0;36m_get_spec\u001b[1;34m(cls, fullname, path, target)\u001b[0m\n", "File \u001b[1;32m:1634\u001b[0m, in \u001b[0;36mfind_spec\u001b[1;34m(self, fullname, target)\u001b[0m\n", "File \u001b[1;32m:161\u001b[0m, in \u001b[0;36m_path_isfile\u001b[1;34m(path)\u001b[0m\n", "File \u001b[1;32m:153\u001b[0m, in \u001b[0;36m_path_is_mode_type\u001b[1;34m(path, mode)\u001b[0m\n", "File \u001b[1;32m: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 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.12.3" } }, "nbformat": 4, "nbformat_minor": 5 }