notebook_version.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [],
   "source": [
    "from langchain_community.vectorstores import FAISS\n",
    "from langchain_community.document_loaders import PyMuPDFLoader\n",
    "from langchain_openai import OpenAIEmbeddings, ChatOpenAI\n",
    "from langchain.chains import create_retrieval_chain\n",
    "from langchain.chains.combine_documents import create_stuff_documents_chain\n",
    "from langchain.prompts import ChatPromptTemplate\n",
    "import os\n",
    "\n",
    "os.environ[\"LANGCHAIN_WANDB_TRACING\"] = \"true\"\n",
    "os.environ[\"WANDB_PROJECT\"] = \"midterm\""
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Download PDF"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [],
   "source": [
    "pdf_link = \"https://d18rn0p25nwr6d.cloudfront.net/CIK-0001045810/1cbe8fe7-e08a-46e3-8dcc-b429fc06c1a4.pdf\"\n",
    "loader = PyMuPDFLoader(\n",
    "    pdf_link,\n",
    ")\n",
    "documents = loader.load()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'Table of Contents\\nUNITED STATES\\nSECURITIES AND EXCHANGE COMMISSION\\nWashington, D.C. 20549\\n____________________________________________________________________________________________\\nFORM 10-K\\n☒\\nANNUAL REPORT PURSUANT TO SECTION 13 OR 15(d) OF THE SECURITIES EXCHANGE ACT OF 1934\\n    For the fiscal year ended January 28, 2024\\nOR\\n☐\\nTRANSITION REPORT PURSUANT TO SECTION 13 OR 15(d) OF THE SECURITIES EXCHANGE ACT OF 1934\\nCommission file number: 0-23985\\n \\n \\nNVIDIA CORPORATION\\n(Exact name of registrant as specified in its charter)\\nDelaware\\n94-3177549\\n(State or other jurisdiction of\\n(I.R.S. Employer\\nincorporation or organization)\\nIdentification No.)\\n   2788 San Tomas Expressway, Santa Clara, California\\n95051\\n  (Address of principal executive offices)\\n(Zip Code)\\nRegistrant’s telephone number, including area code: (408) 486-2000\\nSecurities registered pursuant to Section 12(b) of the Act:\\nTitle of each class\\nTrading Symbol(s)\\nName of each exchange on which registered\\nCommon Stock, $0.001 par value per share\\nNVDA\\nThe Nasdaq Global Select Market\\nSecurities registered pursuant to Section 12(g) of the Act:\\nNone\\nIndicate by check mark if the registrant is a well-known seasoned issuer, as defined in Rule 405 of the Securities Act.    Yes ☐ No ☒\\nIndicate by check mark if the registrant is not required to file reports pursuant to Section 13 or Section 15(d) of the Act.    Yes ☐ No ☒\\nIndicate by check mark whether the registrant (1) has filed all reports required to be filed by Section 13 or 15(d) of the Securities Exchange Act of 1934 during the preceding 12 months (or for such shorter\\nperiod that the registrant was required to file such reports), and (2) has been subject to such filing requirements for the past 90 days. Yes ☒ No ☐\\nIndicate by check mark whether the registrant has submitted electronically every Interactive Data File required to be submitted pursuant to Rule 405 of Regulation S-T (§232.405 of this chapter) during the\\npreceding 12 months (or for such shorter period that the registrant was required to submit such files).    Yes ☒ No ☐\\nIndicate by check mark whether the registrant is a large accelerated filer, an accelerated filer, a non-accelerated filer, a smaller reporting company, or an emerging growth company. See the definitions of\\n“large accelerated filer,\" “accelerated filer,\" “smaller reporting company,\" and \"emerging growth company\" in Rule 12b-2 of the Exchange Act.\\nLarge accelerated filer\\n☒\\nAccelerated filer\\n☐\\nNon-accelerated filer\\n☐\\nSmaller reporting company\\n☐\\nEmerging growth company\\n☐\\nIf an emerging growth company, indicate by check mark if the registrant has elected not to use the extended transition period for complying with any new or revised financial accounting standards provided\\npursuant to Section 13(a) of the Exchange Act.    ☐\\nIndicate by check mark whether the registrant has filed a report on and attestation to its management’s assessment of the effectiveness of its internal control over financial reporting under Section 404(b) of\\nthe Sarbanes-Oxley Act (15 U.S.C. 7262(b)) by the registered public accounting firm that prepared or issued its audit report. ☒\\nIf securities are registered pursuant to Section 12(b) of the Act, indicate by check mark whether the financial statements of the registrant included in the filing reflect the correction of an error to previously\\nissued financial statements. ☐\\nIndicate by check mark whether any of those error corrections are restatements that required a recovery analysis of incentive-based compensation received by any of the registrant’s executive officers during\\nthe relevant recovery period pursuant to §240.10D-1(b). ☐\\nIndicate by check mark whether the registrant is a shell company (as defined in Rule 12b-2 of the Act).    Yes ☐ No ☒ \\nThe aggregate market value of the voting stock held by non-affiliates of the registrant as of July 28, 2023 was approximately $1.1 trillion (based on the closing sales price of the registrant\\'s common stock as\\nreported by the Nasdaq Global Select Market on July 28, 2023). This calculation excludes 105 million shares held by directors and executive officers of the registrant. This calculation does not exclude shares\\nheld by such organizations whose ownership exceeds 5% of the registrant\\'s outstanding common stock that have represented to the registrant that they are registered investment advisers or investment\\ncompanies registered under section 8 of the Investment Company Act of 1940.\\nThe number of shares of common stock outstanding as of February 16, 2024 was 2.5 billion.\\nDOCUMENTS INCORPORATED BY REFERENCE\\nPortions of the registrant\\'s Proxy Statement for its 2024 Annual Meeting of Shareholders to be filed with the Securities and Exchange Commission pursuant to Regulation 14A not later than 120 days after the\\nend of the fiscal year covered by this Annual Report on Form 10-K are incorporated by reference into Part III, Items 10-14 of this Annual Report on Form 10-K.\\n'"
      ]
     },
     "execution_count": 35,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(documents)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [],
   "source": [
    "from langchain.text_splitter import RecursiveCharacterTextSplitter\n",
    "\n",
    "text_splitter = RecursiveCharacterTextSplitter(\n",
    "    chunk_size = 700,\n",
    "    chunk_overlap = 50\n",
    ")\n",
    "\n",
    "documents = text_splitter.split_documents(documents)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "624"
      ]
     },
     "execution_count": 37,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(documents)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Instantiate Models"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [],
   "source": [
    "embedding_model = OpenAIEmbeddings(\n",
    "    model=\"text-embedding-3-small\"\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [],
   "source": [
    "llm = ChatOpenAI(model_name=\"gpt-3.5-turbo\", temperature=0)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Load Vectors into Vector Store"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "2024-03-14 03:55:34 - HTTP Request: POST https://api.openai.com/v1/embeddings \"HTTP/1.1 200 OK\"\n"
     ]
    }
   ],
   "source": [
    "vector_store = FAISS.from_documents(documents, embedding_model)\n",
    "retriever = vector_store.as_retriever()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Set up chain"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {},
   "outputs": [],
   "source": [
    "template = \"\"\"Answer the question based only on the following context. If you cannot answer the question with the context, please respond with 'I don't know':\n",
    "\n",
    "Context:\n",
    "{context}\n",
    "\n",
    "Question:\n",
    "{input}\n",
    "\"\"\"\n",
    "\n",
    "prompt = ChatPromptTemplate.from_template(template)\n",
    "\n",
    "document_chain = create_stuff_documents_chain(llm, prompt)\n",
    "retrieval_chain = create_retrieval_chain(retriever, document_chain)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "2024-03-14 04:03:53 - HTTP Request: POST https://api.openai.com/v1/embeddings \"HTTP/1.1 200 OK\"\n",
      "2024-03-14 04:03:54 - HTTP Request: POST https://api.openai.com/v1/chat/completions \"HTTP/1.1 200 OK\"\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\u001b[34m\u001b[1mwandb\u001b[0m: \u001b[33mWARNING\u001b[0m WARNING: Failed to serialize model: 'int' object is not subscriptable\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "{'input': 'Who is the E-VP, Operations - and how old are they?',\n",
       " 'context': [Document(page_content='supports diverse hiring, retention, and employee engagement, which we believe makes NVIDIA a great place to work.\\nDuring fiscal year 2025, we will continue to have a flexible work environment and maintain our company wide 2-days off a quarter for employees to rest and\\nrecharge.\\nInformation About Our Executive Officers\\nThe following sets forth certain information regarding our executive officers, their ages, and positions as of February 16, 2024:\\nName\\nAge\\nPosition\\nJen-Hsun Huang\\n60\\nPresident and Chief Executive Officer\\nColette M. Kress\\n56\\nExecutive Vice President and Chief Financial Officer\\nAjay K. Puri\\n69\\nExecutive Vice President, Worldwide Field Operations\\nDebora Shoquist\\n69', metadata={'source': 'https://d18rn0p25nwr6d.cloudfront.net/CIK-0001045810/1cbe8fe7-e08a-46e3-8dcc-b429fc06c1a4.pdf', 'file_path': 'https://d18rn0p25nwr6d.cloudfront.net/CIK-0001045810/1cbe8fe7-e08a-46e3-8dcc-b429fc06c1a4.pdf', 'page': 11, 'total_pages': 96, 'format': 'PDF 1.4', 'title': '0001045810-24-000029', 'author': 'EDGAR® Online LLC, a subsidiary of OTC Markets Group', 'subject': 'Form 10-K filed on 2024-02-21 for the period ending 2024-01-28', 'keywords': '0001045810-24-000029; ; 10-K', 'creator': 'EDGAR Filing HTML Converter', 'producer': 'EDGRpdf Service w/ EO.Pdf 22.0.40.0', 'creationDate': \"D:20240221173732-05'00'\", 'modDate': \"D:20240221173744-05'00'\", 'trapped': '', 'encryption': 'Standard V2 R3 128-bit RC4'}),\n",
       "  Document(page_content=\"Debora Shoquist\\n69\\nExecutive Vice President, Operations\\nTimothy S. Teter\\n57\\nExecutive Vice President and General Counsel\\nJen-Hsun Huang co-founded NVIDIA in 1993 and has served as our President, Chief Executive Officer, and a member of the Board of Directors since our\\ninception. From 1985 to 1993, Mr. Huang was employed at LSI Logic Corporation, a computer chip manufacturer, where he held a variety of positions including\\nas Director of Coreware, the business unit responsible for LSI's SOC. From 1983 to 1985, Mr. Huang was a microprocessor designer for AMD, a semiconductor\\ncompany. Mr. Huang holds a B.S.E.E. degree from Oregon State University and an M.S.E.E. degree from Stanford University.\", metadata={'source': 'https://d18rn0p25nwr6d.cloudfront.net/CIK-0001045810/1cbe8fe7-e08a-46e3-8dcc-b429fc06c1a4.pdf', 'file_path': 'https://d18rn0p25nwr6d.cloudfront.net/CIK-0001045810/1cbe8fe7-e08a-46e3-8dcc-b429fc06c1a4.pdf', 'page': 11, 'total_pages': 96, 'format': 'PDF 1.4', 'title': '0001045810-24-000029', 'author': 'EDGAR® Online LLC, a subsidiary of OTC Markets Group', 'subject': 'Form 10-K filed on 2024-02-21 for the period ending 2024-01-28', 'keywords': '0001045810-24-000029; ; 10-K', 'creator': 'EDGAR Filing HTML Converter', 'producer': 'EDGRpdf Service w/ EO.Pdf 22.0.40.0', 'creationDate': \"D:20240221173732-05'00'\", 'modDate': \"D:20240221173744-05'00'\", 'trapped': '', 'encryption': 'Standard V2 R3 128-bit RC4'}),\n",
       "  Document(page_content='Puri previously held marketing, management consulting, and product development positions at Hewlett-Packard, an information technology company, Booz Allen\\nHamilton Inc., a management and technology consulting company, and Texas Instruments Incorporated. Mr. Puri holds a B.S.E.E. degree from the University of\\nMinnesota, an M.S.E.E. degree from the California Institute of Technology and an M.B.A. degree from Harvard Business School.\\nDebora Shoquist joined NVIDIA in 2007 as Senior Vice President of Operations and in 2009 became Executive Vice President of Operations. Prior to NVIDIA,', metadata={'source': 'https://d18rn0p25nwr6d.cloudfront.net/CIK-0001045810/1cbe8fe7-e08a-46e3-8dcc-b429fc06c1a4.pdf', 'file_path': 'https://d18rn0p25nwr6d.cloudfront.net/CIK-0001045810/1cbe8fe7-e08a-46e3-8dcc-b429fc06c1a4.pdf', 'page': 12, 'total_pages': 96, 'format': 'PDF 1.4', 'title': '0001045810-24-000029', 'author': 'EDGAR® Online LLC, a subsidiary of OTC Markets Group', 'subject': 'Form 10-K filed on 2024-02-21 for the period ending 2024-01-28', 'keywords': '0001045810-24-000029; ; 10-K', 'creator': 'EDGAR Filing HTML Converter', 'producer': 'EDGRpdf Service w/ EO.Pdf 22.0.40.0', 'creationDate': \"D:20240221173732-05'00'\", 'modDate': \"D:20240221173744-05'00'\", 'trapped': '', 'encryption': 'Standard V2 R3 128-bit RC4'}),\n",
       "  Document(page_content='Table of Contents\\nstrategy, planning, reporting and business development for the division. Prior to joining Microsoft, Ms. Kress spent eight years at Texas Instruments Incorporated,\\na semiconductor company, where she held a variety of finance positions. Ms. Kress holds a B.S. degree in Finance from University of Arizona and an M.B.A.\\ndegree from Southern Methodist University.\\nAjay K. Puri joined NVIDIA in 2005 as Senior Vice President, Worldwide Sales and became Executive Vice President, Worldwide Field Operations in 2009. Prior\\nto NVIDIA, he held positions in sales, marketing, and general management over a 22-year career at Sun Microsystems, Inc., a computing systems company. Mr.', metadata={'source': 'https://d18rn0p25nwr6d.cloudfront.net/CIK-0001045810/1cbe8fe7-e08a-46e3-8dcc-b429fc06c1a4.pdf', 'file_path': 'https://d18rn0p25nwr6d.cloudfront.net/CIK-0001045810/1cbe8fe7-e08a-46e3-8dcc-b429fc06c1a4.pdf', 'page': 12, 'total_pages': 96, 'format': 'PDF 1.4', 'title': '0001045810-24-000029', 'author': 'EDGAR® Online LLC, a subsidiary of OTC Markets Group', 'subject': 'Form 10-K filed on 2024-02-21 for the period ending 2024-01-28', 'keywords': '0001045810-24-000029; ; 10-K', 'creator': 'EDGAR Filing HTML Converter', 'producer': 'EDGRpdf Service w/ EO.Pdf 22.0.40.0', 'creationDate': \"D:20240221173732-05'00'\", 'modDate': \"D:20240221173744-05'00'\", 'trapped': '', 'encryption': 'Standard V2 R3 128-bit RC4'})],\n",
       " 'answer': 'Debora Shoquist, 69'}"
      ]
     },
     "execution_count": 47,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "retrieval_chain.invoke({\"input\": \"Who is the E-VP, Operations - and how old are they?\"})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "2024-03-14 03:58:27 - HTTP Request: POST https://api.openai.com/v1/embeddings \"HTTP/1.1 200 OK\"\n",
      "2024-03-14 03:58:28 - HTTP Request: POST https://api.openai.com/v1/chat/completions \"HTTP/1.1 200 OK\"\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\u001b[34m\u001b[1mwandb\u001b[0m: \u001b[33mWARNING\u001b[0m WARNING: Failed to serialize model: 'int' object is not subscriptable\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "{'input': 'What is the gross carrying amount of Total Amortizable Intangible Assets for Jan 29, 2023?',\n",
       " 'context': [Document(page_content='Table of Contents\\nNVIDIA Corporation and Subsidiaries\\nNotes to the Consolidated Financial Statements\\n(Continued)\\nNote 7 - Amortizable Intangible Assets\\nThe components of our amortizable intangible assets are as follows:\\n \\nJan 28, 2024\\nJan 29, 2023\\n \\nGross\\nCarrying\\nAmount\\nAccumulated\\nAmortization\\nNet \\nCarrying\\nAmount\\nGross\\nCarrying\\nAmount\\nAccumulated\\nAmortization\\nNet \\nCarrying\\nAmount\\n \\n(In millions)\\nAcquisition-related intangible\\nassets (1)\\n$\\n2,642 \\n$\\n(1,720)\\n$\\n922 \\n$\\n3,093 \\n$\\n(1,614)\\n$\\n1,479 \\nPatents and licensed technology\\n449 \\n(259)\\n190 \\n446 \\n(249)\\n197 \\nTotal intangible assets\\n$\\n3,091 \\n$\\n(1,979)\\n$\\n1,112 \\n$\\n3,539 \\n$\\n(1,863)\\n$\\n1,676', metadata={'source': 'https://d18rn0p25nwr6d.cloudfront.net/CIK-0001045810/1cbe8fe7-e08a-46e3-8dcc-b429fc06c1a4.pdf', 'file_path': 'https://d18rn0p25nwr6d.cloudfront.net/CIK-0001045810/1cbe8fe7-e08a-46e3-8dcc-b429fc06c1a4.pdf', 'page': 63, 'total_pages': 96, 'format': 'PDF 1.4', 'title': '0001045810-24-000029', 'author': 'EDGAR® Online LLC, a subsidiary of OTC Markets Group', 'subject': 'Form 10-K filed on 2024-02-21 for the period ending 2024-01-28', 'keywords': '0001045810-24-000029; ; 10-K', 'creator': 'EDGAR Filing HTML Converter', 'producer': 'EDGRpdf Service w/ EO.Pdf 22.0.40.0', 'creationDate': \"D:20240221173732-05'00'\", 'modDate': \"D:20240221173744-05'00'\", 'trapped': '', 'encryption': 'Standard V2 R3 128-bit RC4'}),\n",
       "  Document(page_content='respectively.\\nProperty, equipment and intangible assets acquired by assuming related liabilities during fiscal years 2024, 2023, and 2022 were $170 million, $374 million, and\\n$258 million, respectively.\\n \\nJan 28, 2024\\nJan 29, 2023\\nOther assets:\\n(In millions)\\nPrepaid supply and capacity agreements (1)\\n$\\n2,458 \\n$\\n2,989 \\nInvestments in non-affiliated entities\\n1,546 \\n299 \\nPrepaid royalties\\n364 \\n387 \\nOther\\n132 \\n145 \\nTotal other assets\\n$\\n4,500 \\n$\\n3,820 \\n(1)\\nAs of January 28, 2024 and January 29, 2023, there was an additional $2.5 billion and $458 million of short-term prepaid supply and capacity agreements included in Prepaid expenses and other\\ncurrent assets, respectively.\\n69', metadata={'source': 'https://d18rn0p25nwr6d.cloudfront.net/CIK-0001045810/1cbe8fe7-e08a-46e3-8dcc-b429fc06c1a4.pdf', 'file_path': 'https://d18rn0p25nwr6d.cloudfront.net/CIK-0001045810/1cbe8fe7-e08a-46e3-8dcc-b429fc06c1a4.pdf', 'page': 68, 'total_pages': 96, 'format': 'PDF 1.4', 'title': '0001045810-24-000029', 'author': 'EDGAR® Online LLC, a subsidiary of OTC Markets Group', 'subject': 'Form 10-K filed on 2024-02-21 for the period ending 2024-01-28', 'keywords': '0001045810-24-000029; ; 10-K', 'creator': 'EDGAR Filing HTML Converter', 'producer': 'EDGRpdf Service w/ EO.Pdf 22.0.40.0', 'creationDate': \"D:20240221173732-05'00'\", 'modDate': \"D:20240221173744-05'00'\", 'trapped': '', 'encryption': 'Standard V2 R3 128-bit RC4'}),\n",
       "  Document(page_content='$\\n(1,979)\\n$\\n1,112 \\n$\\n3,539 \\n$\\n(1,863)\\n$\\n1,676 \\n(1)    During the first quarter of fiscal year 2023, we commenced amortization of a $630 million in-process research and development intangible asset related to our acquisition of\\nMellanox.\\nAmortization expense associated with intangible assets for fiscal years 2024, 2023, and 2022 was $614 million, $699 million, and $563 million, respectively.\\nThe following table outlines the estimated future amortization expense related to the net carrying amount of intangible assets as of January 28, 2024:\\nFuture Amortization Expense\\n \\n(In millions)\\nFiscal Year:\\n \\n2025\\n$\\n555 \\n2026\\n261 \\n2027\\n150 \\n2028\\n37 \\n2029\\n9 \\n2030 and thereafter\\n100 \\nTotal\\n$\\n1,112 \\n64', metadata={'source': 'https://d18rn0p25nwr6d.cloudfront.net/CIK-0001045810/1cbe8fe7-e08a-46e3-8dcc-b429fc06c1a4.pdf', 'file_path': 'https://d18rn0p25nwr6d.cloudfront.net/CIK-0001045810/1cbe8fe7-e08a-46e3-8dcc-b429fc06c1a4.pdf', 'page': 63, 'total_pages': 96, 'format': 'PDF 1.4', 'title': '0001045810-24-000029', 'author': 'EDGAR® Online LLC, a subsidiary of OTC Markets Group', 'subject': 'Form 10-K filed on 2024-02-21 for the period ending 2024-01-28', 'keywords': '0001045810-24-000029; ; 10-K', 'creator': 'EDGAR Filing HTML Converter', 'producer': 'EDGRpdf Service w/ EO.Pdf 22.0.40.0', 'creationDate': \"D:20240221173732-05'00'\", 'modDate': \"D:20240221173744-05'00'\", 'trapped': '', 'encryption': 'Standard V2 R3 128-bit RC4'}),\n",
       "  Document(page_content='Note 6 - Goodwill\\nAs of January 28, 2024, the total carrying amount of goodwill was $4.4 billion, consisting of goodwill balances allocated to our Compute & Networking and\\nGraphics reporting units of $4.1 billion and $370 million, respectively. As of January 29, 2023, the total carrying amount of goodwill was $4.4 billion, consisting of\\ngoodwill balances allocated to our Compute & Networking and Graphics reporting units of $4.0 billion and $370 million, respectively. Goodwill increased by\\n$59 million in fiscal year 2024 from an immaterial acquisition and was allocated to our Compute & Networking reporting unit. During the fourth quarters of fiscal', metadata={'source': 'https://d18rn0p25nwr6d.cloudfront.net/CIK-0001045810/1cbe8fe7-e08a-46e3-8dcc-b429fc06c1a4.pdf', 'file_path': 'https://d18rn0p25nwr6d.cloudfront.net/CIK-0001045810/1cbe8fe7-e08a-46e3-8dcc-b429fc06c1a4.pdf', 'page': 62, 'total_pages': 96, 'format': 'PDF 1.4', 'title': '0001045810-24-000029', 'author': 'EDGAR® Online LLC, a subsidiary of OTC Markets Group', 'subject': 'Form 10-K filed on 2024-02-21 for the period ending 2024-01-28', 'keywords': '0001045810-24-000029; ; 10-K', 'creator': 'EDGAR Filing HTML Converter', 'producer': 'EDGRpdf Service w/ EO.Pdf 22.0.40.0', 'creationDate': \"D:20240221173732-05'00'\", 'modDate': \"D:20240221173744-05'00'\", 'trapped': '', 'encryption': 'Standard V2 R3 128-bit RC4'})],\n",
       " 'answer': '$3,539 million'}"
      ]
     },
     "execution_count": 43,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "retrieval_chain.invoke({\"input\": \"What is the gross carrying amount of Total Amortizable Intangible Assets for Jan 29, 2023?\"})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
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