From 7d4df3b6e56a70f066d96fb55af89ec650c6c6a7 Mon Sep 17 00:00:00 2001 From: Ravi Theja Date: Fri, 13 Dec 2024 20:14:17 +0530 Subject: [PATCH] Add cookbook for parsing instructions (#550) --- .github/workflows/unit_test.yml | 2 +- .../expense_report_document.pdf | Bin 0 -> 77169 bytes .../expense_report_document.png | Bin 0 -> 358817 bytes .../mcdonalds_receipt.png | Bin 0 -> 47930 bytes .../parsing_instructions.ipynb | 602 ++++++++++++++++++ .../purchase_order_document.pdf | Bin 0 -> 60616 bytes .../purchase_order_document.png | Bin 0 -> 352733 bytes 7 files changed, 603 insertions(+), 1 deletion(-) create mode 100644 examples/parsing_instructions/expense_report_document.pdf create mode 100644 examples/parsing_instructions/expense_report_document.png create mode 100644 examples/parsing_instructions/mcdonalds_receipt.png create mode 100644 examples/parsing_instructions/parsing_instructions.ipynb create mode 100644 examples/parsing_instructions/purchase_order_document.pdf create mode 100644 examples/parsing_instructions/purchase_order_document.png diff --git a/.github/workflows/unit_test.yml b/.github/workflows/unit_test.yml index fa73dd9..0ec00dc 100644 --- a/.github/workflows/unit_test.yml +++ b/.github/workflows/unit_test.yml @@ -17,7 +17,7 @@ jobs: # You can use PyPy versions in python-version. # For example, pypy-2.7 and pypy-3.8 matrix: - python-version: ["3.8", "3.10", "3.11"] + python-version: ["3.9", "3.10", "3.11", "3.12"] steps: - uses: actions/checkout@v3 with: diff --git a/examples/parsing_instructions/expense_report_document.pdf b/examples/parsing_instructions/expense_report_document.pdf new file mode 100644 index 0000000000000000000000000000000000000000..eec74d916d5da569d4d7718e226908a86fda527b GIT binary patch literal 77169 zcmd>{1yq#px9{ohMrr^7X$FP?q`RfNySuv^1tbKdLs7bSki*40xboV`an&kpS2MIXD24 z4h|NO?}#~=xB!&R>`l#_&7A241W+I^uS7Y1iJKS!fGDgY@&MLH4$gK)w!c0E{`DaV zD_d8{Kf)?uYvgJsW@h4GYKFopXJ&8VY6;+A?2&-TYlq$PC?$&@t7($DuLQ;1T)5{O@$ zIp5TJ5URbK_E~Hc{lSj^S?)!ViM1I)uneWC1&z&DqE4dBNAxxOvidYHOCvMiR^(Ux z(2AI@z5h*>-CcObpaL~EQ?}5l+7L?%Uj-!5!NTs|PrDRK*Vh$4zb!%(0XEhALa?)^A>3aj|&hDiTlrKt9r0dpes3{UD7ia1?rQvr7 z+@nWAa&u9`gQrTV9PCts@?7%VOf1)&ACx}F?mFFricOp~{y6Sg2x?(2GA z*{Tz3fKXN`+(!Gv>}7L|aKS{lu==R@SdCS(k44FT&EU70YI(}^$wrl7eubj~% zpMpaL@lS?mzl@@U4U^Ek>8EuLHx+#{w7Zh0K1^I)@;1ZB7|l<{RHQo7ou1KRJ~++4 zpUovaE02F$l0>vTv1+}ZYM@H#Ay)!ln0h6nsL~rbfBnY|mj$zOkNV0~Hub#-lWHHC zr}R69vt*D4sfV{S7AFp};W~v&yiDY@Hci#7{L&K@OQY3Ov6Mlxqf=O!6PssjB>v?o zsfDGBbC?aID3y4U)E8HuVZ|mYr-msZL<`mD6GOz#Ncr)~q-lXkqb{!%3}B%7YdZfg4GId^DUM<2m`+u9cv$*ia>xUrTs8jHfpk%($K8_hPg`ULAOvL#CHbG}+aITbOY#F4EQ)maupvDbMsF zS><6`-nXbv?<#9;>)xWJQEhDj$l0@KNQuZs+h9mFp>%ieI~l+ojdy|xhN|+bdubTU z{G;b2-!}hr>^7gt_SpK+X}n}s`!r2h2I0t=`rH#v##lE^xSCehAd z4oO_#y;wp)^zxIV=e) z*m>qyE=7`_c9RI~h&JRj*Hk~tgj}`3PBe#jD#Uv#lB$U1jh?E;ltH+X63E%P)yHgO zx#YgRF^A7>b2+k+>ZpF;tiFy#0)94b-$@?lmY)crS+d<-{5t5Z_U_HSzE2MTAp+EI zx`iqLh6mgwpO;WP!ay%!mmJ}clyl6!MSgJQ#w3f9*+LZxfW_&^cu~PHI2HX=g6vg7 zVq7Um8Q{UnA3?=L@ygk=z7G&x`hoXsfT9w-%rGo?Ftdt+8A5QbnmKeZ{0u&8fhkjy zpm^aVsdL}ciSz<$MnkXLkWQo0S@Jl260UW7P^Ty*Gw}SL!bI^f$zU)&E4#tt7binw zsvB-gk@0-ta9*8;sidP_<^|L%H2MsCV|Wsd{xhODgBZ~sCIvgF9=;2?P>LO_@g-q6 zTqU0>L@VN(P2lP!3QmhPzdRJ#j^|Z%1CrKaJfHBJaPQ ztkb?PiQm+2*KTgEyPrdsj@l5D??hGxO0tg)eNYNzL_*E~P<~*Ds;n`X2b}s5kFLC2 zZC350wO*;CgZ>N+>&mg^#zaCs_SbQHHNSYv#fsBi*}38=3(ZX8So27a%FlAN$vqfk z!WVs<X%t-ks!#3MRr#YGF( zlJoJlF<`zPU@a16R%T*Ql(uj*(&l7fSTdH`EQ(Y^B;4s+&n^(PY?686$}hR6Jpo$`y(1$?^Y!g#t3m zW`2O^AgybHi{VwL>cKW`r-8uzB1EP^2JU3X9$}+cGEQCeXGO5?c{FrcW81TYx$SkZ zz%gMKSYHO=FPxCBNt#lg(!7OI2Ezo*(2bfoF% zifU%SYc0k>)yFt9MqoT5onGEe4vLmz>SoR#U$#s&xDcoWJm`O*09Y#1hRH16SRk)O z$iWPVb>uunV?+sW{DD6UE(vp9@BV>AOAj{n{s==>Y^b*t&M~wUnBz@0+_#y&>G+vx zd{;wCgLdg7jCt{?YS=M?~bZ-TS@&}#fxotuZc%LLv)EA+M*vW>GFdf^`yV%3Hw0
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same way you would instruct an LLM.\n", + "\n", + "These instructions can be useful for improving the parser's performance on complex document layouts, extracting data in a specific format, or transforming the document in other ways.\n", + "\n", + "### Why This Matters:\n", + "Traditional document parsing can be rigid and error-prone, often missing crucial context and nuances in complex layouts. Our instruction-based parsing allows you to:\n", + "\n", + "1. Extract specific information with pinpoint accuracy\n", + "2. Handle complex document layouts with ease\n", + "3. Transform unstructured data into structured formats effortlessly\n", + "4. Save hours of manual data entry and verification\n", + "5. Reduce errors in document processing workflows\n", + "\n", + "In this demonstration, we showcase how parsing instructions can be used to extract specific information from unstructured documents. Below are the documents we use for testing:\n", + "\n", + "1. McDonald's Receipt - Extracting the price of each order and the final amount to be paid.\n", + "\n", + "2. Expense Report Document - Extracting employee name, employee ID, position, department, date ranges, individual expense items with dates, categories, and amounts.\n", + "\n", + "3. Purchase Order Document - Identifying the PO number, vendor details, shipping terms, and an itemized list of products with quantities and unit prices.\n", + "\n", + "Let's jump into these real-world examples and see how parsing instructions can help us extract specific information." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Installation" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "!pip install llama-parse" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Setup API Key" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "import nest_asyncio\n", + "\n", + "nest_asyncio.apply()\n", + "\n", + "import os\n", + "\n", + "os.environ[\"LLAMA_CLOUD_API_KEY\"] = \"llx-...\"" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### McDonald's Receipt\n", + "\n", + "Here we extract the price of each order and the final amount to be paid." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "\"Alt" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Started parsing the file under job_id 66643b81-e2f4-408b-890b-8e116472210b\n" + ] + } + ], + "source": [ + "from llama_parse import LlamaParse\n", + "\n", + "vanilaParsing = LlamaParse(result_type=\"markdown\").load_data(\"./mcdonalds_receipt.png\")" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "# Rate us HIGHLY SATISFIED\n", + "\n", + "Purchase any sandwich and receive a FREE ITEM\n", + "\n", + "Go to WWW.mcdvoice.com within 7 days of purchase of equal or lesser value and tell us about your visit.\n", + "\n", + "Validation Code: 31278-01121-21018-20481-00081-0\n", + "\n", + "Valid at participating US McDonald's\n", + "\n", + "Expires 30 days after receipt date\n", + "\n", + "# McDonald's Restaurant #312782378\n", + "\n", + "PINE RD NW\n", + "\n", + "RICE MN 56367-9740\n", + "\n", + "TEL# 320 393 4600\n", + "\n", + "KS# 12/08/2022 08:48 PM\n", + "\n", + "# Order\n", + "\n", + "|Happy Meal 6 Pc|$4.89|\n", + "|---|---|\n", + "|Creamy Ranch Cup| |\n", + "|Extra Kids Fry| |\n", + "|Wreck It Ralph 2 Snack| |\n", + "|Oreo McFlurry|$2.69|\n", + "\n", + "# Summary\n", + "\n", + "|Subtotal|$7.58|\n", + "|---|---|\n", + "|Tax|$0.52|\n", + "|Take-Out Total|$8.10|\n", + "|Cash Tendered|$10.00|\n", + "|Change|$1.90|\n", + "\n", + "### Not ACCEPTING APPLICATIONS *++ McDonald's Restaurant Rice\n", + "\n", + "Text to #36453 apply 31278\n" + ] + } + ], + "source": [ + "print(vanilaParsing[0].text)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Started parsing the file under job_id 1a04fdbb-5415-4a36-a1bd-26bfb5d618fa\n" + ] + } + ], + "source": [ + "parsingInstruction = \"\"\"The provided document is a McDonald's receipt.\n", + " Provide the price of each order and final amount to be paid.\"\"\"\n", + "withInstructionParsing = LlamaParse(\n", + " result_type=\"markdown\", parsing_instruction=parsingInstruction\n", + ").load_data(\"./mcdonalds_receipt.png\")" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Here are the prices for each order from the McDonald's receipt:\n", + "\n", + "1. Happy Meal 6 Pc: $4.89\n", + "2. Snack Oreo McFlurry: $2.69\n", + "\n", + "**Subtotal:** $7.58\n", + "**Tax:** $0.52\n", + "**Total Amount to be Paid:** $8.10\n", + "\n", + "The cash tendered was $10.00, and the change given was $1.90.\n" + ] + } + ], + "source": [ + "print(withInstructionParsing[0].text)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Expense Report Document\n", + "\n", + "Here we extract employee name, employee ID, position, department, date ranges, individual expense items with dates, categories, and amounts." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "\"Alt" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Started parsing the file under job_id b6bcc6e1-7d30-4522-9abd-ace196781a70\n" + ] + } + ], + "source": [ + "vanilaParsing = LlamaParse(result_type=\"markdown\").load_data(\n", + " \"./expense_report_document.pdf\"\n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "# QUANTUM DYNAMICS CORPORATION\n", + "\n", + "# EMPLOYEE EXPENSE REPORT\n", + "\n", + "# FISCAL YEAR 2024\n", + "\n", + "# EMPLOYEE INFORMATION:\n", + "\n", + "Name: Dr. Alexandra Chen-Martinez, PhD\n", + "\n", + "Employee ID: QD-2022-1457\n", + "\n", + "Department: Advanced Research & Development\n", + "\n", + "Cost Center: CC-ARD-NA-003\n", + "\n", + "Project Codes: QD-QUANTUM-2024-01, QD-AI-2024-03\n", + "\n", + "Position: Principal Research Scientist\n", + "\n", + "Reporting Manager: Dr. James Thompson\n", + "\n", + "# TRIP/EXPENSE PERIOD:\n", + "\n", + "Start Date: November 15, 2024\n", + "\n", + "End Date: December 10, 2024\n", + "\n", + "Purpose: International Conference Attendance & Client Meetings\n", + "\n", + "Locations: Tokyo, Japan → Singapore → Sydney, Australia\n", + "\n", + "# CURRENCY CONVERSION RATES APPLIED:\n", + "\n", + "JPY (¥) → USD: 0.0068 (as of 11/15/2024)\n", + "\n", + "SGD (S$) → USD: 0.74 (as of 11/28/2024)\n", + "\n", + "AUD (A$) → USD: 0.65 (as of 12/03/2024)\n", + "\n", + "# ITEMIZED EXPENSES:\n", + "\n", + "|Date|Category|Description|Original|Currency|USD|\n", + "|---|---|---|---|---|---|\n", + "|11/15/2024|Transportation|JFK → NRT Business Class|4,250.00|USD|4,250.00|\n", + "|Booking Ref: QF78956 - Corporate Rate Applied|Booking Ref: QF78956 - Corporate Rate Applied|Booking Ref: QF78956 - Corporate Rate Applied|Booking Ref: QF78956 - Corporate Rate Applied|Booking Ref: QF78956 - Corporate Rate Applied|Booking Ref: QF78956 - Corporate Rate Applied|\n", + "|Project Code: QD-QUANTUM-2024-01|Project Code: QD-QUANTUM-2024-01|Project Code: QD-QUANTUM-2024-01|Project Code: QD-QUANTUM-2024-01|Project Code: QD-QUANTUM-2024-01|Project Code: QD-QUANTUM-2024-01|\n", + "|11/16/2024|Accommodation|Hilton Tokyo - 5 nights|225,000|JPY|1,530.00|\n", + "|Confirmation: HTK-2024-78956|Confirmation: HTK-2024-78956|Confirmation: HTK-2024-78956|Confirmation: HTK-2024-78956|Confirmation: HTK-2024-78956|Confirmation: HTK-2024-78956|\n" + ] + } + ], + "source": [ + "print(vanilaParsing[0].text)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Started parsing the file under job_id 7b0d05bb-947b-4475-8d0f-f10386f7446e\n" + ] + } + ], + "source": [ + "parsingInstruction = \"\"\"You are provided with an expense report. \n", + "Extract employee name, employee id, position, department, date ranges, individual expense items with dates, categories, and amounts.\"\"\"\n", + "\n", + "withInstructionParsing = LlamaParse(\n", + " result_type=\"markdown\", parsing_instruction=parsingInstruction\n", + ").load_data(\"./expense_report_document.pdf\")" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "**Employee Information:**\n", + "- **Name:** Dr. Alexandra Chen-Martinez, PhD\n", + "- **Employee ID:** QD-2022-1457\n", + "- **Position:** Principal Research Scientist\n", + "- **Department:** Advanced Research & Development\n", + "\n", + "**Trip/Expense Period:**\n", + "- **Start Date:** November 15, 2024\n", + "- **End Date:** December 10, 2024\n", + "\n", + "**Expense Items:**\n", + "1. **Date:** 11/15/2024\n", + "- **Category:** Transportation\n", + "- **Description:** JFK → NRT Business Class\n", + "- **Original Amount:** $4,250.00\n", + "- **Currency:** USD\n", + "- **USD Amount:** $4,250.00\n", + "- **Booking Reference:** QF78956 - Corporate Rate Applied\n", + "- **Project Code:** QD-QUANTUM-2024-01\n", + "\n", + "2. **Date:** 11/16/2024\n", + "- **Category:** Accommodation\n", + "- **Description:** Hilton Tokyo - 5 nights\n", + "- **Original Amount:** ¥225,000\n", + "- **Currency:** JPY\n", + "- **USD Amount:** $1,530.00\n", + "- **Confirmation:** HTK-2024-78956\n", + "\n", + "**Locations:**\n", + "- Tokyo, Japan\n", + "- Singapore\n", + "- Sydney, Australia\n", + "\n", + "**Currency Conversion Rates Applied:**\n", + "- JPY (¥) → USD: 0.0068 (as of 11/15/2024)\n", + "- SGD (S$) → USD: 0.74 (as of 11/28/2024)\n", + "- AUD (A$) → USD: 0.65 (as of 12/03/2024)\n" + ] + } + ], + "source": [ + "print(withInstructionParsing[0].text)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Purchase Order Document \n", + "\n", + "Here we identify the PO number, vendor details, shipping terms, and an itemized list of products with quantities and unit prices." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "\"Alt" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Started parsing the file under job_id b8cb11c3-7dce-4e6a-94bb-1a4e50e45e55\n" + ] + } + ], + "source": [ + "vanilaParsing = LlamaParse(result_type=\"markdown\").load_data(\n", + " \"./purchase_order_document.pdf\"\n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "# GLOBAL TECH SOLUTIONS, INC.\n", + "\n", + "# PURCHASE ORDER\n", + "\n", + "Document Reference: PO-2024-GT-9876/REV.2\n", + "\n", + "[Original: PO-2024-GT-9876]\n", + "\n", + "Amendment Date: 12/10/2024\n", + "\n", + "# VENDOR INFORMATION:\n", + "\n", + "Quantum Electronics Manufacturing\n", + "\n", + "DUNS: 78-456-7890\n", + "\n", + "Tax ID: EU8976543210\n", + "\n", + "Hoofdorp, Netherlands\n", + "\n", + "Vendor #: QEM-EU-2024-001\n", + "\n", + "# SHIP TO:\n", + "\n", + "Global Tech Solutions, Inc.\n", + "\n", + "Building 7A, Innovation Park\n", + "\n", + "2100 Technology Drive\n", + "\n", + "Austin, TX 78701\n", + "\n", + "USA\n", + "\n", + "Attn: Sarah Martinez, Receiving Manager\n", + "\n", + "Tel: +1 (512) 555-0123\n", + "\n", + "# PAYMENT TERMS:\n", + "\n", + "Net 45\n", + "\n", + "2% discount if paid within 15 days\n", + "\n", + "# SHIPPING TERMS:\n", + "\n", + "DDP (Delivered Duty Paid) - Incoterms 2020\n", + "\n", + "Insurance Required: Yes\n", + "\n", + "Preferred Carrier: DHL/FedEx\n", + "\n", + "Required Delivery Date: 01/15/2025\n", + "\n", + "# SPECIAL INSTRUCTIONS:\n", + "\n", + "1. All shipments must include Certificate of Conformance\n", + "2. ESD-sensitive items must be properly packaged\n", + "3. Temperature logging required for items marked with *\n", + "4. Partial shipments accepted with prior approval\n", + "5. Quote PO number on all correspondence\n", + "\n", + "# ITEM DETAILS:\n", + "\n", + "|Line|Part Number|Description|Qty|UOM|Unit Price|Total|\n", + "|---|---|---|---|---|---|---|\n", + "|1|QE-MCU-5590|Microcontroller Unit|500|EA|$12.50|$6,250.00|\n" + ] + } + ], + "source": [ + "print(vanilaParsing[0].text)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Started parsing the file under job_id d2731305-984d-4633-8a52-0493748cf10b\n" + ] + } + ], + "source": [ + "parsingInstruction = \"\"\"You are provided with a purchase order. \n", + "Identify the PO number, vendor details, shipping terms, and itemized list of products with quantities and unit prices.\"\"\"\n", + "\n", + "withInstructionParsing = LlamaParse(\n", + " result_type=\"markdown\", parsing_instruction=parsingInstruction\n", + ").load_data(\"./purchase_order_document.pdf\")" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Here are the details extracted from the purchase order:\n", + "\n", + "**PO Number:** PO-2024-GT-9876/REV.2\n", + "\n", + "**Vendor Details:**\n", + "- **Vendor Name:** Quantum Electronics Manufacturing\n", + "- **DUNS:** 78-456-7890\n", + "- **Tax ID:** EU8976543210\n", + "- **Address:** Hoofdorp, Netherlands\n", + "- **Vendor Number:** QEM-EU-2024-001\n", + "- **Contact Person:** Sarah Martinez, Receiving Manager\n", + "- **Phone:** +1 (512) 555-0123\n", + "\n", + "**Shipping Terms:**\n", + "- **Terms:** DDP (Delivered Duty Paid) - Incoterms 2020\n", + "- **Insurance Required:** Yes\n", + "- **Preferred Carrier:** DHL/FedEx\n", + "- **Required Delivery Date:** 01/15/2025\n", + "\n", + "**Itemized List of Products:**\n", + "1. **Part Number:** QE-MCU-5590\n", + "- **Description:** Microcontroller Unit\n", + "- **Quantity:** 500 EA\n", + "- **Unit Price:** $12.50\n", + "- **Total:** $6,250.00\n", + "\n", + "**Payment Terms:**\n", + "- Net 45\n", + "- 2% discount if paid within 15 days\n", + "\n", + "**Special Instructions:**\n", + "1. All shipments must include Certificate of Conformance\n", + "2. ESD-sensitive items must be properly packaged\n", + "3. Temperature logging required for items marked with *\n", + "4. Partial shipments accepted with prior approval\n", + "5. Quote PO number on all correspondence\n" + ] + } + ], + "source": [ + "print(withInstructionParsing[0].text)" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "llamacloud", + "language": "python", + "name": "llamacloud" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/examples/parsing_instructions/purchase_order_document.pdf b/examples/parsing_instructions/purchase_order_document.pdf new file mode 100644 index 0000000000000000000000000000000000000000..87db8404fb0593cc51bf3c70c57e9ec6ac85ace9 GIT binary patch literal 60616 zcmdS9WpHFovLz^HW@ct)W@bt;Gc%Q#StVv>W+*YM#88q-%*@PMece6tX6&u)&cC%y z%d{Km8R7T3`-#Z#@I$U7CPB~4zy?FUaCWi-!%W0P$BCTLqCFGb<~Rq=SRS_ZTq;6Bi;CGka4r zXESGN0Rfor=08eV|4X@v5fL*Cqli2aqk@C8ossQ-b>jT5P7+qOuHQFdl(02&H4`&4 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