{ "cells": [ { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [], "source": [ "from langchain_community.document_loaders import TextLoader\n", "from langchain_text_splitters import CharacterTextSplitter\n", "from langchain_huggingface import HuggingFaceEmbeddings\n", "from langchain_chroma import Chroma" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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isbn13full_titleauthorscategoriesdescriptionfull_descpublished_yearnum_pagesaverage_ratingratings_countthumbnail
09780002005883GileadMarilynne RobinsonFictionA NOVEL THAT READERS and critics have been eag...9780002005883 A NOVEL THAT READERS and critics...2004.0247.03.85361.0http://books.google.com/books/content?id=KQZCP...
19780002261982Spider's Web: A NovelCharles Osborne;Agatha ChristieDetective and mystery storiesA new 'Christie for Christmas' -- a full-lengt...9780002261982 A new 'Christie for Christmas' -...2000.0241.03.835164.0http://books.google.com/books/content?id=gA5GP...
29780006178736Rage of angelsSidney SheldonFictionA memorable, mesmerizing heroine Jennifer -- b...9780006178736 A memorable, mesmerizing heroine...1993.0512.03.9329532.0http://books.google.com/books/content?id=FKo2T...
39780006280897The Four LovesClive Staples LewisChristian lifeLewis' work on the nature of love divides love...9780006280897 Lewis' work on the nature of lov...2002.0170.04.1533684.0http://books.google.com/books/content?id=XhQ5X...
49780006280934The Problem of PainClive Staples LewisChristian life\"In The Problem of Pain, C.S. Lewis, one of th...9780006280934 \"In The Problem of Pain, C.S. Le...2002.0176.04.0937569.0http://books.google.com/books/content?id=Kk-uV...
\n", "
" ], "text/plain": [ " isbn13 full_title authors \\\n", "0 9780002005883 Gilead Marilynne Robinson \n", "1 9780002261982 Spider's Web: A Novel Charles Osborne;Agatha Christie \n", "2 9780006178736 Rage of angels Sidney Sheldon \n", "3 9780006280897 The Four Loves Clive Staples Lewis \n", "4 9780006280934 The Problem of Pain Clive Staples Lewis \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", " description \\\n", "0 A NOVEL THAT READERS and critics have been eag... \n", "1 A new 'Christie for Christmas' -- a full-lengt... \n", "2 A memorable, mesmerizing heroine Jennifer -- b... \n", "3 Lewis' work on the nature of love divides love... \n", "4 \"In The Problem of Pain, C.S. Lewis, one of th... \n", "\n", " full_desc published_year \\\n", "0 9780002005883 A NOVEL THAT READERS and critics... 2004.0 \n", "1 9780002261982 A new 'Christie for Christmas' -... 2000.0 \n", "2 9780006178736 A memorable, mesmerizing heroine... 1993.0 \n", "3 9780006280897 Lewis' work on the nature of lov... 2002.0 \n", "4 9780006280934 \"In The Problem of Pain, C.S. Le... 2002.0 \n", "\n", " num_pages average_rating ratings_count \\\n", "0 247.0 3.85 361.0 \n", "1 241.0 3.83 5164.0 \n", "2 512.0 3.93 29532.0 \n", "3 170.0 4.15 33684.0 \n", "4 176.0 4.09 37569.0 \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... " ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" } ], "source": [ "import pandas as pd\n", "\n", "books = pd.read_csv('./data/books_cleaned.csv')\n", "books.head()" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [], "source": [ "# Change data to type that TextLoader can handle\n", "books['full_desc'].to_csv('data/full_desc.txt', sep='\\n',\n", " index=False, header=False)" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Created a chunk of size 1168, which is longer than the specified 0\n", "Created a chunk of size 1214, which is longer than the specified 0\n", "Created a chunk of size 373, which is longer than the specified 0\n", "Created a chunk of size 309, which is longer than the specified 0\n", "Created a chunk of size 483, which is longer than the specified 0\n", "Created a chunk of size 482, which is longer than the specified 0\n", 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"Created a chunk of size 348, which is longer than the specified 0\n", "Created a chunk of size 584, which is longer than the specified 0\n", "Created a chunk of size 251, which is longer than the specified 0\n", "Created a chunk of size 195, which is longer than the specified 0\n", "Created a chunk of size 315, which is longer than the specified 0\n", "Created a chunk of size 308, which is longer than the specified 0\n", "Created a chunk of size 1655, which is longer than the specified 0\n", "Created a chunk of size 387, which is longer than the specified 0\n", "Created a chunk of size 763, which is longer than the specified 0\n", "Created a chunk of size 1032, which is longer than the specified 0\n" ] } ], "source": [ "# Split data into documents\n", "raw_docs = TextLoader('./data/full_desc.txt').load()\n", "text_splitter = CharacterTextSplitter(chunk_size=0, chunk_overlap=0, separator='\\n')\n", "docs = text_splitter.split_documents(raw_docs)" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [], "source": [ "# Embedding and Save to database\n", "huggingface_embeddings = HuggingFaceEmbeddings(\n", " model_name='sentence-transformers/all-MiniLM-L6-v2',\n", " model_kwargs={'device': 'cuda'}\n", ")\n", "\n", "db_books = Chroma.from_documents(\n", " documents=docs,\n", " embedding=huggingface_embeddings\n", ")" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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isbn13full_titleauthorscategoriesdescriptionfull_descpublished_yearnum_pagesaverage_ratingratings_countthumbnail
599780007151240The Family WayTony ParsonsParenthoodIt should be the most natural thing in the wor...9780007151240 It should be the most natural th...2005.0400.03.512095.0http://books.google.com/books/content?id=dJEIx...
4049780064402453Racso and the Rats of NIMHJane Leslie ConlyJuvenile Fiction‘Racso, a brash and boastful little rodent, is...9780064402453 ‘Racso, a brash and boastful lit...1988.0288.03.763231.0http://books.google.com/books/content?id=MgoNv...
4069780064403870R-T, Margaret, and the Rats of NIMHJane Leslie ConlyJuvenile FictionWhen Margaret and her younger brother, Artie, ...9780064403870 When Margaret and her younger br...1991.0272.03.52631.0http://books.google.com/books/content?id=WTHHH...
4079780064404419The Rainbow PeopleLaurence YepJuvenile Fiction\"Culled from 69 stories collected in a [1930s]...9780064404419 \"Culled from 69 stories collecte...1992.0208.03.75202.0http://books.google.com/books/content?id=5AHwq...
4169780064406925Winter on the FarmLaura Ingalls WilderJuvenile FictionThe Little House books tell the story of a lit...9780064406925 The Little House books tell the ...1997.032.04.13400.0http://books.google.com/books/content?id=IvlKH...
4299780064434980The Deer in the WoodLaura Ingalls WilderJuvenile FictionEven the youngest child can enjoy a special ad...9780064434980 Even the youngest child can enjo...1999.032.04.17302.0http://books.google.com/books/content?id=V7YDW...
9919780192862099The Origins of Life: From the Birth of Life to...John Maynard Smith;Eörs SzathmáryScience'I can recommend this book as a thoroughly int...9780192862099 'I can recommend this book as a ...2000.0192.04.1141.0http://books.google.com/books/content?id=nHDbB...
10789780241003008The Very Hungry CaterpillarEric CarleBabytime resourceEric Carle's children's classic is the story o...9780241003008 Eric Carle's children's classic ...1994.026.04.29340101.0http://books.google.com/books/content?id=DpGEQ...
16399780374422080Everything on a WafflePolly HorvathJuvenile FictionThis Newbery Honor Book tells the story of 11 ...9780374422080 This Newbery Honor Book tells th...2004.0150.03.719631.0http://books.google.com/books/content?id=NimVJ...
16429780374522599The Control of NatureJohn McPheeNatureThe Control of Nature is John McPhee's bestsel...9780374522599 The Control of Nature is John Mc...1990.0288.04.243365.0http://books.google.com/books/content?id=p1qKQ...
\n", "
" ], "text/plain": [ " isbn13 full_title \\\n", "59 9780007151240 The Family Way \n", "404 9780064402453 Racso and the Rats of NIMH \n", "406 9780064403870 R-T, Margaret, and the Rats of NIMH \n", "407 9780064404419 The Rainbow People \n", "416 9780064406925 Winter on the Farm \n", "429 9780064434980 The Deer in the Wood \n", "991 9780192862099 The Origins of Life: From the Birth of Life to... \n", "1078 9780241003008 The Very Hungry Caterpillar \n", "1639 9780374422080 Everything on a Waffle \n", "1642 9780374522599 The Control of Nature \n", "\n", " authors categories \\\n", "59 Tony Parsons Parenthood \n", "404 Jane Leslie Conly Juvenile Fiction \n", "406 Jane Leslie Conly Juvenile Fiction \n", "407 Laurence Yep Juvenile Fiction \n", "416 Laura Ingalls Wilder Juvenile Fiction \n", "429 Laura Ingalls Wilder Juvenile Fiction \n", "991 John Maynard Smith;Eörs Szathmáry Science \n", "1078 Eric Carle Babytime resource \n", "1639 Polly Horvath Juvenile Fiction \n", "1642 John McPhee Nature \n", "\n", " description \\\n", "59 It should be the most natural thing in the wor... \n", "404 ‘Racso, a brash and boastful little rodent, is... \n", "406 When Margaret and her younger brother, Artie, ... \n", "407 \"Culled from 69 stories collected in a [1930s]... \n", "416 The Little House books tell the story of a lit... \n", "429 Even the youngest child can enjoy a special ad... \n", "991 'I can recommend this book as a thoroughly int... \n", "1078 Eric Carle's children's classic is the story o... \n", "1639 This Newbery Honor Book tells the story of 11 ... \n", "1642 The Control of Nature is John McPhee's bestsel... \n", "\n", " full_desc published_year \\\n", "59 9780007151240 It should be the most natural th... 2005.0 \n", "404 9780064402453 ‘Racso, a brash and boastful lit... 1988.0 \n", "406 9780064403870 When Margaret and her younger br... 1991.0 \n", "407 9780064404419 \"Culled from 69 stories collecte... 1992.0 \n", "416 9780064406925 The Little House books tell the ... 1997.0 \n", "429 9780064434980 Even the youngest child can enjo... 1999.0 \n", "991 9780192862099 'I can recommend this book as a ... 2000.0 \n", "1078 9780241003008 Eric Carle's children's classic ... 1994.0 \n", "1639 9780374422080 This Newbery Honor Book tells th... 2004.0 \n", "1642 9780374522599 The Control of Nature is John Mc... 1990.0 \n", "\n", " num_pages average_rating ratings_count \\\n", "59 400.0 3.51 2095.0 \n", "404 288.0 3.76 3231.0 \n", "406 272.0 3.52 631.0 \n", "407 208.0 3.75 202.0 \n", "416 32.0 4.13 400.0 \n", "429 32.0 4.17 302.0 \n", "991 192.0 4.11 41.0 \n", "1078 26.0 4.29 340101.0 \n", "1639 150.0 3.71 9631.0 \n", "1642 288.0 4.24 3365.0 \n", "\n", " thumbnail \n", "59 http://books.google.com/books/content?id=dJEIx... \n", "404 http://books.google.com/books/content?id=MgoNv... \n", "406 http://books.google.com/books/content?id=WTHHH... \n", "407 http://books.google.com/books/content?id=5AHwq... \n", "416 http://books.google.com/books/content?id=IvlKH... \n", "429 http://books.google.com/books/content?id=V7YDW... \n", "991 http://books.google.com/books/content?id=nHDbB... \n", "1078 http://books.google.com/books/content?id=DpGEQ... \n", "1639 http://books.google.com/books/content?id=NimVJ... \n", "1642 http://books.google.com/books/content?id=p1qKQ... " ] }, "execution_count": 13, "metadata": {}, "output_type": "execute_result" } ], "source": [ "def retrieval(query: str, top_k: int=10) -> pd.DataFrame:\n", " docs = db_books.similarity_search(query, k=50)\n", "\n", " books_list = []\n", " for i in range(len(docs)):\n", " books_list += [int(docs[i].page_content.strip('\"').split()[0])]\n", "\n", " return books[books['isbn13'].isin(books_list)].head(top_k)\n", "\n", "retrieval('A book to teach children about nature')" ] } ], "metadata": { "kernelspec": { "display_name": "book_rcm", "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": "3.10.16" } }, "nbformat": 4, "nbformat_minor": 2 }