upstage.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "46fd2959-009f-431e-97b0-e993f5d31431",
   "metadata": {},
   "source": [
    "<a target=\"_blank\" href=\"https://colab.research.google.com/github/UpstageAI/cookbook/blob/main/upstage.ipynb\">\n",
    "  <img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/>\n",
    "</a>\n",
    "\n",
    "\n",
    "# Upstage APIs\n",
    "\n",
    "In this notebook, we'll use the Solar APIs provided by Upstage.\n",
    "Solar provides LLM, Embedding, and Layout Analysis apis and is integrated with langchain and llamaindex."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "39f916ed-1bdd-4ef9-930c-c85e6b64f16c",
   "metadata": {},
   "source": [
    "## APIs\n",
    "\n",
    "The APIs that Upstage currently offers.\n",
    "\n",
    "1. Chat\n",
    "2. Translation\n",
    "3. Groundedness Check\n",
    "4. Function Calling\n",
    "5. Embedding\n",
    "6. Document OCR\n",
    "7. Layout Analysis\n",
    "8. Key Information Extraction"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "c8fb2e5f-dc26-45d6-9dcc-124399b8c58e",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "\u001b[1m[\u001b[0m\u001b[34;49mnotice\u001b[0m\u001b[1;39;49m]\u001b[0m\u001b[39;49m A new release of pip is available: \u001b[0m\u001b[31;49m23.3.1\u001b[0m\u001b[39;49m -> \u001b[0m\u001b[32;49m24.1.2\u001b[0m\n",
      "\u001b[1m[\u001b[0m\u001b[34;49mnotice\u001b[0m\u001b[1;39;49m]\u001b[0m\u001b[39;49m To update, run: \u001b[0m\u001b[32;49mpip install --upgrade pip\u001b[0m\n",
      "\n",
      "\u001b[1m[\u001b[0m\u001b[34;49mnotice\u001b[0m\u001b[1;39;49m]\u001b[0m\u001b[39;49m A new release of pip is available: \u001b[0m\u001b[31;49m23.3.1\u001b[0m\u001b[39;49m -> \u001b[0m\u001b[32;49m24.1.2\u001b[0m\n",
      "\u001b[1m[\u001b[0m\u001b[34;49mnotice\u001b[0m\u001b[1;39;49m]\u001b[0m\u001b[39;49m To update, run: \u001b[0m\u001b[32;49mpip install --upgrade pip\u001b[0m\n",
      "\n",
      "\u001b[1m[\u001b[0m\u001b[34;49mnotice\u001b[0m\u001b[1;39;49m]\u001b[0m\u001b[39;49m A new release of pip is available: \u001b[0m\u001b[31;49m23.3.1\u001b[0m\u001b[39;49m -> \u001b[0m\u001b[32;49m24.1.2\u001b[0m\n",
      "\u001b[1m[\u001b[0m\u001b[34;49mnotice\u001b[0m\u001b[1;39;49m]\u001b[0m\u001b[39;49m To update, run: \u001b[0m\u001b[32;49mpip install --upgrade pip\u001b[0m\n"
     ]
    }
   ],
   "source": [
    "# @title Install requirements\n",
    "# @title First, create your upstage api key from upstage console. and set UPSTAGE_API_KEY environ variable.\n",
    "!pip install -q llama_index_llms_upstage==0.1.3 llama_index_embeddings_upstage llama_index\n",
    "!pip install -q langchain langchain_upstage==0.1.8rc0\n",
    "!pip install -q python-dotenv"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "480143eb-a2b4-4faa-ad67-9aef1c2b2bbf",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "\u001b[1m[\u001b[0m\u001b[34;49mnotice\u001b[0m\u001b[1;39;49m]\u001b[0m\u001b[39;49m A new release of pip is available: \u001b[0m\u001b[31;49m23.3.1\u001b[0m\u001b[39;49m -> \u001b[0m\u001b[32;49m24.1.2\u001b[0m\n",
      "\u001b[1m[\u001b[0m\u001b[34;49mnotice\u001b[0m\u001b[1;39;49m]\u001b[0m\u001b[39;49m To update, run: \u001b[0m\u001b[32;49mpip install --upgrade pip\u001b[0m\n"
     ]
    }
   ],
   "source": [
    "!pip install -q langchain langchain_upstage==0.1.8rc0"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "f4a2b236-ab40-4824-840d-8ed90d729ad8",
   "metadata": {},
   "outputs": [],
   "source": [
    "# @title set API key\n",
    "import os\n",
    "import getpass\n",
    "from pprint import pprint\n",
    "import warnings\n",
    "\n",
    "warnings.filterwarnings(\"ignore\")\n",
    "\n",
    "from IPython import get_ipython\n",
    "\n",
    "if \"google.colab\" in str(get_ipython()):\n",
    "    # Running in Google Colab. Please set the UPSTAGE_API_KEY in the Colab Secrets\n",
    "    from google.colab import userdata\n",
    "    os.environ[\"UPSTAGE_API_KEY\"] = userdata.get(\"UPSTAGE_API_KEY\")\n",
    "else:\n",
    "    # Running locally. Please set the UPSTAGE_API_KEY in the .env file\n",
    "    from dotenv import load_dotenv\n",
    "\n",
    "    load_dotenv()\n",
    "\n",
    "if \"UPSTAGE_API_KEY\" not in os.environ:\n",
    "    os.environ[\"UPSTAGE_API_KEY\"] = getpass.getpass(\"Enter your Upstage API key: \")\n"
   ]

  },
  {
   "cell_type": "markdown",
   "id": "b59c9c52-75c2-43e4-9204-4eca46683c25",
   "metadata": {},
   "source": [
    "## Chat"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "47091ee4-9dce-4c65-b913-fa9356328b95",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{'message': 'Unauthorized'}\n"
     ]
    }
   ],
   "source": [
    "# @title Chat with http request\n",
    "import requests\n",
    "import json\n",
    "\n",
    "user_query = \"Hi, how are you?\"  # @param {type:\"string\"}\n",
    "\n",
    "url = \"https://api.upstage.ai/v1/solar/chat/completions\"\n",
    "headers = {\"Authorization\": f\"Bearer 333\", \"Content-Type\": \"application/json\"}\n",
    "data = {\n",
    "    \"model\": \"solar-1-mini-chat\",\n",
    "    \"messages\": [\n",
    "        {\"role\": \"system\", \"content\": \"You are a helpful assistant.\"},\n",
    "        {\"role\": \"user\", \"content\": user_query},\n",
    "    ],\n",
    "    \"temperature\": 0.7,\n",
    "    \"top_p\": 0.1,\n",
    "    \"stream\": False,\n",
    "}\n",
    "\n",
    "response = requests.post(url, headers=headers, data=json.dumps(data))\n",
    "pprint(response.json())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "88278692-0ec4-4cbc-8a4c-1bb9ac8e6281",
   "metadata": {},
   "outputs": [],
   "source": [
    "from openai import OpenAI\n",
    "from httpx import Timeout\n",
    "\n",
    "client = OpenAI(\n",
    "    base_url=\"https://api.upstage.ai/v1/solar\",\n",
    "    api_key=\"invalid_key\",\n",
    "    max_retries=1,\n",
    "    timeout=Timeout(connect=10.0, read=300.0, write=20.0, pool=315.0),\n",
    ")\n",
    "# client.chat.completions.create(\n",
    "#                 messages=[{\"role\": \"user\", \"content\": \"ping\"}],\n",
    "#                 model=\"dsad\",\n",
    "#                 temperature=0,\n",
    "#                 max_tokens=10,\n",
    "#                 stream=False\n",
    "# )"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "9d384183-6d2b-4c45-94a9-d7691da8fa62",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{'id': ['langchain', 'schema', 'messages', 'AIMessage'],\n",
      " 'kwargs': {'content': \"Hello! I'm doing well, thank you for asking. How about \"\n",
      "                       'you?',\n",
      "            'id': 'run-9d2613a1-acc8-4a87-bb4f-41b7bd0d8c8e-0',\n",
      "            'invalid_tool_calls': [],\n",
      "            'response_metadata': {'finish_reason': 'stop',\n",
      "                                  'logprobs': None,\n",
      "                                  'model_name': 'solar-1-mini-chat',\n",
      "                                  'system_fingerprint': None,\n",
      "                                  'token_usage': {'completion_tokens': 18,\n",
      "                                                  'prompt_tokens': 28,\n",
      "                                                  'total_tokens': 46}},\n",
      "            'tool_calls': [],\n",
      "            'type': 'ai',\n",
      "            'usage_metadata': {'input_tokens': 28,\n",
      "                               'output_tokens': 18,\n",
      "                               'total_tokens': 46}},\n",
      " 'lc': 1,\n",
      " 'type': 'constructor'}\n"
     ]
    }
   ],
   "source": [
    "# @title Chat with langchain\n",
    "from langchain_upstage import ChatUpstage\n",
    "from langchain_core.messages import HumanMessage, SystemMessage\n",
    "\n",
    "user_query = \"Hi, how are you?\"  # @param {type:\"string\"}\n",
    "\n",
    "chat = ChatUpstage()\n",
    "\n",
    "messages = [\n",
    "    SystemMessage(content=\"You are a helpful assistant.\"),\n",
    "    HumanMessage(content=user_query),\n",
    "]\n",
    "response = chat.invoke(messages)\n",
    "pprint(response.to_json())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "850f129a-c077-4959-8b0e-3642ca84c430",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{'choices': [Choice(finish_reason='stop', index=0, logprobs=None, message=ChatCompletionMessage(content=\"Hello! I'm doing well, thank you for asking. How about you?\", role='assistant', function_call=None, tool_calls=None))],\n",
      " 'created': 1721885119,\n",
      " 'id': '372c98e6-4e06-4d68-9b8d-c43781501e64',\n",
      " 'model': 'solar-1-mini-chat-240612',\n",
      " 'object': 'chat.completion',\n",
      " 'system_fingerprint': None,\n",
      " 'usage': CompletionUsage(completion_tokens=18, prompt_tokens=28, total_tokens=46)}\n"
     ]
    }
   ],
   "source": [
    "# @title Chat with llama-index\n",
    "from llama_index.llms.upstage import Upstage\n",
    "from llama_index.core.llms import ChatMessage\n",
    "\n",
    "user_query = \"Hi, how are you?\"  # @param {type:\"string\"}\n",
    "\n",
    "llm = Upstage()\n",
    "\n",
    "response = llm.chat(\n",
    "    messages=[\n",
    "        ChatMessage(role=\"system\", content=\"You are a helpful assistant.\"),\n",
    "        ChatMessage(role=\"user\", content=user_query),\n",
    "    ]\n",
    ")\n",
    "\n",
    "pprint(response.raw)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "526f0252-9668-44af-946c-f747deeccd7a",
   "metadata": {},
   "source": [
    "# Translation\n",
    "\n",
    "In the translation API, you can set the translation style by first entering a sample translation message.\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "9732b702-b50f-42c5-a752-9502b45cad2b",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{'choices': [{'finish_reason': 'stop',\n",
      "              'index': 0,\n",
      "              'logprobs': None,\n",
      "              'message': {'content': 'Mom went in too.', 'role': 'assistant'}}],\n",
      " 'created': 1721885121,\n",
      " 'id': '038e3dac-0501-4774-b53e-0a3fb5ba691a',\n",
      " 'model': 'solar-1-mini-translate-koen-240507',\n",
      " 'object': 'chat.completion',\n",
      " 'system_fingerprint': None,\n",
      " 'usage': {'completion_tokens': 7, 'prompt_tokens': 56, 'total_tokens': 63}}\n"
     ]
    }
   ],
   "source": [
    "# @title Translation with http request\n",
    "import requests\n",
    "import json\n",
    "\n",
    "translation_example_user = \"아버지가방에들어가셨다.\"  # @param {type:\"string\"}\n",
    "translation_example_assistant = \"Father went into his room.\"  # @param {type:\"string\"}\n",
    "translation_query = \"엄마도들어가셨다.\"  # @param {type:\"string\"}\n",
    "\n",
    "url = \"https://api.upstage.ai/v1/solar/chat/completions\"\n",
    "headers = {\n",
    "    \"Authorization\": f\"Bearer {UPSTAGE_API_KEY}\",\n",
    "    \"Content-Type\": \"application/json\",\n",
    "}\n",
    "data = {\n",
    "    \"model\": \"solar-1-mini-translate-koen\",\n",
    "    \"messages\": [\n",
    "        {\"role\": \"user\", \"content\": translation_example_user},\n",
    "        {\"role\": \"assistant\", \"content\": translation_example_assistant},\n",
    "        {\"role\": \"user\", \"content\": translation_query},\n",
    "    ],\n",
    "}\n",
    "\n",
    "response = requests.post(url, headers=headers, data=json.dumps(data))\n",
    "pprint(response.json())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "3049e04b-6d18-41a0-8784-b339bb7581a2",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{'additional_kwargs': {},\n",
      " 'content': 'Mom went in too.',\n",
      " 'example': False,\n",
      " 'id': 'run-2a886281-9aa3-4503-9ea0-16cca1df8ced-0',\n",
      " 'invalid_tool_calls': [],\n",
      " 'name': None,\n",
      " 'response_metadata': {'finish_reason': 'stop',\n",
      "                       'logprobs': None,\n",
      "                       'model_name': 'solar-1-mini-translate-koen',\n",
      "                       'system_fingerprint': None,\n",
      "                       'token_usage': {'completion_tokens': 7,\n",
      "                                       'prompt_tokens': 56,\n",
      "                                       'total_tokens': 63}},\n",
      " 'tool_calls': [],\n",
      " 'type': 'ai',\n",
      " 'usage_metadata': {'input_tokens': 56, 'output_tokens': 7, 'total_tokens': 63}}\n"
     ]
    }
   ],
   "source": [
    "# @title Translation with langchain\n",
    "from langchain_upstage import ChatUpstage\n",
    "from langchain_core.messages import HumanMessage, AIMessage\n",
    "\n",
    "translation_example_user = \"아버지가방에들어가셨다.\"  # @param {type:\"string\"}\n",
    "translation_example_assistant = \"Father went into his room.\"  # @param {type:\"string\"}\n",
    "translation_query = \"엄마도들어가셨다.\"  # @param {type:\"string\"}\n",
    "\n",
    "\n",
    "chat = ChatUpstage(model=\"solar-1-mini-translate-koen\")\n",
    "\n",
    "messages = [\n",
    "    HumanMessage(content=translation_example_user),\n",
    "    AIMessage(content=translation_example_assistant),\n",
    "    HumanMessage(content=translation_query),\n",
    "]\n",
    "response = chat.invoke(messages)\n",
    "pprint(json.loads(response.json()))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "6478290b-30fd-4c91-8862-0c1c67e954b1",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "assistant: Mom went in too.\n"
     ]
    }
   ],
   "source": [
    "# @title Translation with llama-index\n",
    "from llama_index.llms.upstage import Upstage\n",
    "from llama_index.core.llms import ChatMessage\n",
    "\n",
    "translation_example_user = \"아버지가방에들어가셨다.\"  # @param {type:\"string\"}\n",
    "translation_example_assistant = \"Father went into his room.\"  # @param {type:\"string\"}\n",
    "translation_query = \"엄마도들어가셨다.\"  # @param {type:\"string\"}\n",
    "\n",
    "\n",
    "llm = Upstage(model=\"solar-1-mini-translate-koen\")\n",
    "response = llm.chat(\n",
    "    messages=[\n",
    "        ChatMessage(role=\"user\", content=translation_example_user),\n",
    "        ChatMessage(role=\"assistant\", content=translation_example_assistant),\n",
    "        ChatMessage(role=\"user\", content=translation_query),\n",
    "    ]\n",
    ")\n",
    "\n",
    "print(response)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c68d9bec-8be2-418c-9da4-a672a7cacaec",
   "metadata": {},
   "source": [
    "# Groundedness Check\n",
    "\n",
    "Large Language Models (LLMs) are capable of generating elaborate, information-rich texts, but they are prone to hallucinations -- they can produce factually incorrect (i.e., ungrounded) responses. A popular approach to overcoming this limitation of LLMs is to provide chunks of text, often called \"contexts,\" which LLMs can use as a point of reference to generate factually correct outputs. This approach is known as Retrieval-Augmented Generation, or RAG.\n",
    "\n",
    "However, RAG does not always guarantee truthful answers from LLMs. Therefore, an additional step is required to check whether a model-generated output is indeed grounded in a given context. The Groundedness Check API is specifically designed for this purpose: to check the groundedness of an assistant's response to a context provided by a user. Given two messages – a user-provided context and a model response – the API will return whether the response is grounded, not grounded, or if it is unsure about the groundedness of the response to the context."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "18fc796b-1672-4dff-8547-9537f5051355",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{'choices': [{'finish_reason': 'stop',\n",
      "              'index': 0,\n",
      "              'logprobs': None,\n",
      "              'message': {'content': 'notGrounded',\n",
      "                          'function_call': None,\n",
      "                          'role': 'assistant',\n",
      "                          'tool_calls': None}}],\n",
      " 'created': 1721885127,\n",
      " 'id': '4a4a4431-0e03-43d6-a6ad-a598d15eb52a',\n",
      " 'model': 'solar-1-mini-groundedness-check-240502',\n",
      " 'object': 'chat.completion',\n",
      " 'system_fingerprint': '',\n",
      " 'usage': {'completion_tokens': 5, 'prompt_tokens': 198, 'total_tokens': 203}}\n"
     ]
    }
   ],
   "source": [
    "# @title GroundednessCheck with http request\n",
    "from openai import OpenAI\n",
    "\n",
    "user_message = \"Mauna Kea is an inactive volcano on the island of Hawaiʻi. Its peak is 4,207.3 m above sea level, making it the highest point in Hawaii and second-highest peak of an island on Earth.\"  # @param {type:\"string\"}\n",
    "assistant_message = \"Mauna Kea is 5,207.3 meters tall.\"  # @param {type:\"string\"}\n",
    "\n",
    "client = OpenAI(api_key=UPSTAGE_API_KEY, base_url=\"https://api.upstage.ai/v1/solar\")\n",
    "\n",
    "response = client.chat.completions.create(\n",
    "    model=\"solar-1-mini-groundedness-check\",\n",
    "    messages=[\n",
    "        {\"role\": \"user\", \"content\": user_message},\n",
    "        {\"role\": \"assistant\", \"content\": assistant_message},\n",
    "    ],\n",
    ")\n",
    "\n",
    "pprint(json.loads(response.json()))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "1b6237ac-aeee-4e14-88f2-08f6d0edb37e",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "notGrounded\n"
     ]
    }
   ],
   "source": [
    "# @title GroundednessCheck with langchain\n",
    "import os\n",
    "from langchain_upstage import UpstageGroundednessCheck\n",
    "\n",
    "user_message = \"Mauna Kea is an inactive volcano on the island of Hawaiʻi. Its peak is 4,207.3 m above sea level, making it the highest point in Hawaii and second-highest peak of an island on Earth.\"  # @param {type:\"string\"}\n",
    "assistant_message = \"Mauna Kea is 5,207.3 meters tall.\"  # @param {type:\"string\"}\n",
    "\n",
    "groundedness_check = UpstageGroundednessCheck()\n",
    "\n",
    "request_input = {\n",
    "    \"context\": user_message,\n",
    "    \"answer\": assistant_message,\n",
    "}\n",
    "response = groundedness_check.invoke(request_input)\n",
    "print(response)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "89f584c1-512d-4dc4-963a-255a79fcdb2d",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "assistant: notGrounded\n"
     ]
    }
   ],
   "source": [
    "# @title GroundednessCheck with llama-index\n",
    "from llama_index.llms.upstage import Upstage\n",
    "from llama_index.core.llms import ChatMessage\n",
    "\n",
    "user_message = \"Mauna Kea is an inactive volcano on the island of Hawaiʻi. Its peak is 4,207.3 m above sea level, making it the highest point in Hawaii and second-highest peak of an island on Earth.\"  # @param {type:\"string\"}\n",
    "assistant_message = \"Mauna Kea is 5,207.3 meters tall.\"  # @param {type:\"string\"}\n",
    "\n",
    "\n",
    "llm = Upstage(model=\"solar-1-mini-groundedness-check\")\n",
    "response = llm.chat(\n",
    "    messages=[\n",
    "        ChatMessage(role=\"user\", content=user_message),\n",
    "        ChatMessage(role=\"assistant\", content=assistant_message),\n",
    "    ]\n",
    ")\n",
    "\n",
    "print(response)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e965b649-03f0-439d-8c19-0b602f496545",
   "metadata": {},
   "source": [
    "# Function Calling\n",
    "\n",
    "A function calling occurs when you interact with the Chat API to communicate with a Language Learning Model (LLM). Within the tool array, you have the flexibility to define custom functions. This capability enables the model to dynamically generate and provide function signatures in JSON format, facilitating seamless integration with external tools and applications."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "id": "a3e71edf-538b-4f57-869c-bbda397901c4",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{'choices': [{'finish_reason': 'stop',\n",
      "              'index': 0,\n",
      "              'logprobs': None,\n",
      "              'message': {'content': 'The current weather in Seoul is 10 '\n",
      "                                     'degrees Celsius.',\n",
      "                          'function_call': None,\n",
      "                          'role': 'assistant',\n",
      "                          'tool_calls': None}}],\n",
      " 'created': 1721885133,\n",
      " 'id': 'b805e7d3-3fac-4741-8246-f85ac6132af2',\n",
      " 'model': 'solar-1-mini-chat-240612',\n",
      " 'object': 'chat.completion',\n",
      " 'system_fingerprint': None,\n",
      " 'usage': {'completion_tokens': 16, 'prompt_tokens': 640, 'total_tokens': 656}}\n"
     ]
    }
   ],
   "source": [
    "# @title Function Calling with http request\n",
    "from openai import OpenAI\n",
    "import json\n",
    "\n",
    "user_message = \"How is the weather in Seoul today?\"  # @param {type:\"string\"}\n",
    "\n",
    "client = OpenAI(api_key=UPSTAGE_API_KEY, base_url=\"https://api.upstage.ai/v1/solar\")\n",
    "\n",
    "\n",
    "# Example dummy function hard coded to return the same weather\n",
    "# In production, this could be your backend API or an external API\n",
    "def get_current_weather(location, unit=\"fahrenheit\"):\n",
    "    \"\"\"Get the current weather in a given location\"\"\"\n",
    "    if \"seoul\" in location.lower():\n",
    "        return json.dumps({\"location\": \"Seoul\", \"temperature\": \"10\", \"unit\": unit})\n",
    "    elif \"san francisco\" in location.lower():\n",
    "        return json.dumps(\n",
    "            {\"location\": \"San Francisco\", \"temperature\": \"72\", \"unit\": unit}\n",
    "        )\n",
    "    elif \"paris\" in location.lower():\n",
    "        return json.dumps({\"location\": \"Paris\", \"temperature\": \"22\", \"unit\": unit})\n",
    "    else:\n",
    "        return json.dumps({\"location\": location, \"temperature\": \"unknown\"})\n",
    "\n",
    "\n",
    "def run_conversation():\n",
    "    # Step 1: send the conversation and available functions to the model\n",
    "    messages = [\n",
    "        {\n",
    "            \"role\": \"user\",\n",
    "            \"content\": user_message,\n",
    "        }\n",
    "    ]\n",
    "    tools = [\n",
    "        {\n",
    "            \"type\": \"function\",\n",
    "            \"function\": {\n",
    "                \"name\": \"get_current_weather\",\n",
    "                \"description\": \"Get the current weather in a given location\",\n",
    "                \"parameters\": {\n",
    "                    \"type\": \"object\",\n",
    "                    \"properties\": {\n",
    "                        \"location\": {\n",
    "                            \"type\": \"string\",\n",
    "                            \"description\": \"The city and state, e.g. San Francisco, CA\",\n",
    "                        },\n",
    "                        \"unit\": {\"type\": \"string\", \"enum\": [\"celsius\", \"fahrenheit\"]},\n",
    "                    },\n",
    "                    \"required\": [\"location\"],\n",
    "                },\n",
    "            },\n",
    "        }\n",
    "    ]\n",
    "    response = client.chat.completions.create(\n",
    "        model=\"solar-1-mini-chat\",\n",
    "        messages=messages,\n",
    "        tools=tools,\n",
    "        tool_choice=\"auto\",  # auto is default, but we'll be explicit\n",
    "    )\n",
    "    response_message = response.choices[0].message\n",
    "    tool_calls = response_message.tool_calls\n",
    "\n",
    "    # Step 2: check if the model wanted to call a function\n",
    "    if tool_calls:\n",
    "        # Step 3: call the function\n",
    "        # Note: the JSON response may not always be valid; be sure to handle errors\n",
    "        available_functions = {\n",
    "            \"get_current_weather\": get_current_weather,\n",
    "        }  # only one function in this example, but you can have multiple\n",
    "        messages.append(response_message)  # extend conversation with assistant's reply\n",
    "        # Step 4: send the info for each function call and function response to the model\n",
    "        for tool_call in tool_calls:\n",
    "            function_name = tool_call.function.name\n",
    "            function_to_call = available_functions[function_name]\n",
    "            function_args = json.loads(tool_call.function.arguments)\n",
    "            function_response = function_to_call(\n",
    "                location=function_args.get(\"location\"),\n",
    "                unit=function_args.get(\"unit\"),\n",
    "            )\n",
    "            messages.append(\n",
    "                {\n",
    "                    \"tool_call_id\": tool_call.id,\n",
    "                    \"role\": \"tool\",\n",
    "                    \"name\": function_name,\n",
    "                    \"content\": function_response,\n",
    "                }\n",
    "            )  # extend conversation with function response\n",
    "        second_response = client.chat.completions.create(\n",
    "            model=\"solar-1-mini-chat\",\n",
    "            messages=messages,\n",
    "        )  # get a new response from the model where it can see the function response\n",
    "        return second_response\n",
    "\n",
    "\n",
    "response = run_conversation()\n",
    "pprint(json.loads(response.json()))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "id": "99075034-a4c0-4360-8d29-e6fa3eb17e0b",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "The weather in Seoul is 61°F.\n"
     ]
    }
   ],
   "source": [
    "# @title Fwith langchain\n",
    "from langchain_upstage import ChatUpstage\n",
    "from langchain.tools import tool\n",
    "import json\n",
    "\n",
    "user_message = \"How is the weather in Seoul today?\"  # @param {type:\"string\"}\n",
    "\n",
    "\n",
    "# Example dummy function hard coded to return the same weather\n",
    "# In production, this could be your backend API or an external API\n",
    "@tool\n",
    "def get_current_weather(location, unit=\"fahrenheit\"):\n",
    "    \"\"\"\n",
    "    return location's weather information\n",
    "    \"\"\"\n",
    "    weather_data = {\n",
    "        \"San Francisco\": {\"celsius\": \"15°C\", \"fahrenheit\": \"59°F\"},\n",
    "        \"Seoul\": {\"celsius\": \"16°C\", \"fahrenheit\": \"61°F\"},\n",
    "        \"Paris\": {\"celsius\": \"11°C\", \"fahrenheit\": \"52°F\"},\n",
    "    }\n",
    "    return f\"The weather in {location} is {weather_data[location][unit]}.\"\n",
    "\n",
    "\n",
    "available_functions = {\"get_current_weather\": get_current_weather}\n",
    "\n",
    "llm = ChatUpstage()\n",
    "\n",
    "tools = [get_current_weather]\n",
    "llm_with_tools = llm.bind_tools(tools)\n",
    "\n",
    "\n",
    "# Step 1: send the conversation and available functions to the model\n",
    "messages = [{\"role\": \"user\", \"content\": user_message}]\n",
    "response = llm_with_tools.invoke(messages)\n",
    "\n",
    "# Step 2: check if the model wanted to call a function\n",
    "if response.tool_calls:\n",
    "    tool_call = response.tool_calls[0]\n",
    "\n",
    "    # Step 3: call the function\n",
    "    function_name = tool_call[\"name\"]\n",
    "    function_to_call = available_functions[function_name]\n",
    "    function_args = tool_call[\"args\"]\n",
    "    # Step 4: send the info for each function call and function response to the model\n",
    "    function_response = function_to_call.invoke(function_args)\n",
    "\n",
    "    print(function_response)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "id": "7f55cd13-459f-4f03-aa97-74a7f7dbf528",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "ModuleSpec(name='llama_index', loader=<_frozen_importlib_external._NamespaceLoader object at 0x10e8dbd60>, submodule_search_locations=_NamespacePath(['/Users/juhyung/upstage/projects/upstage-cookbook/.venv/lib/python3.10/site-packages/llama_index']))\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "['__doc__',\n",
       " '__file__',\n",
       " '__loader__',\n",
       " '__name__',\n",
       " '__package__',\n",
       " '__path__',\n",
       " '__spec__',\n",
       " 'core',\n",
       " 'embeddings',\n",
       " 'llms',\n",
       " 'readers']"
      ]
     },
     "execution_count": 49,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import llama_index\n",
    "\n",
    "print(llama_index.__spec__)\n",
    "dir(llama_index)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "id": "7e51629d-3a05-42be-a5f3-b069b3c2f54c",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "The weather in Seoul is 61°F.\n"
     ]
    }
   ],
   "source": [
    "# @title Function Calling with llama-index\n",
    "import json\n",
    "from typing import Sequence, List\n",
    "\n",
    "from llama_index.llms.upstage import Upstage\n",
    "from llama_index.core.llms import ChatMessage\n",
    "from llama_index.core.tools import BaseTool, FunctionTool\n",
    "from llama_index.core.agent import ReActAgent\n",
    "\n",
    "user_message = \"How is the weather in Seoul today?\"  # @param {type:\"string\"}\n",
    "\n",
    "\n",
    "# Example dummy function hard coded to return the same weather\n",
    "# In production, this could be your backend API or an external API\n",
    "def get_current_weather(location, unit=\"fahrenheit\"):\n",
    "    \"\"\"\n",
    "    return location's weather information\n",
    "    \"\"\"\n",
    "    weather_data = {\n",
    "        \"San Francisco\": {\"celsius\": \"15°C\", \"fahrenheit\": \"59°F\"},\n",
    "        \"Seoul\": {\"celsius\": \"16°C\", \"fahrenheit\": \"61°F\"},\n",
    "        \"Paris\": {\"celsius\": \"11°C\", \"fahrenheit\": \"52°F\"},\n",
    "    }\n",
    "    return f\"The weather in {location} is {weather_data[location][unit]}.\"\n",
    "\n",
    "\n",
    "tool = FunctionTool.from_defaults(fn=get_current_weather)\n",
    "llm = Upstage()\n",
    "\n",
    "agent = ReActAgent.from_tools(\n",
    "    tools=[tool],\n",
    "    llm=llm,\n",
    ")\n",
    "\n",
    "response = agent.chat(user_message)\n",
    "print(response)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ed96dbda-dab7-4e7e-bcd7-673e95e2b476",
   "metadata": {},
   "source": [
    "# Embedding\n",
    "\n",
    "Embed any text with Solar Embeddings API.\n",
    "\n",
    "The embeddings API converts text into numbers that computers can understand. Imagine converting a sentence into a list of numbers, each capturing a piece of the sentence's meaning. This makes it easier for machines to do tasks like finding similar texts, sorting information, or even answering questions.\n",
    "\n",
    "Solar Embeddings API features dual models, solar-embedding-1-large-query for user queries and solar-embedding-1-large-passage for document embedding, within a unified vector space, designed to enhance text processing tasks with a focus on performance.\n",
    "\n",
    "For developers building search engines or retrieval systems, solar-embedding-1-large-passage is ideal for initially embedding the searchable content. Upon user query submission, leveraging solar-embedding-1-large-query facilitates efficient and accurate matching of queries with the embedded content, thereby optimizing the information retrieval process."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "id": "c14e0ebf-5378-4dec-8291-a155a9851d0f",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Similarity between query and document: 0.39890187266794896\n"
     ]
    }
   ],
   "source": [
    "# @title Embedding with http request\n",
    "import numpy as np\n",
    "from openai import OpenAI\n",
    "\n",
    "query = \"What makes Solar LLM small yet effective?\"  # @param type:{\"string\"}\n",
    "passage = \"SOLAR 10.7B: Scaling Large Language Models with Simple yet Effective Depth Up-Scaling. DUS is simple yet effective in scaling up high performance LLMs from small ones.\"  # @param type:{\"string\"}\n",
    "\n",
    "client = OpenAI(api_key=UPSTAGE_API_KEY, base_url=\"https://api.upstage.ai/v1/solar\")\n",
    "\n",
    "query_result = (\n",
    "    client.embeddings.create(model=\"solar-embedding-1-large-query\", input=query)\n",
    "    .data[0]\n",
    "    .embedding\n",
    ")\n",
    "\n",
    "document_result = (\n",
    "    client.embeddings.create(model=\"solar-embedding-1-large-passage\", input=passage)\n",
    "    .data[0]\n",
    "    .embedding\n",
    ")\n",
    "\n",
    "similarity = np.dot(np.array(query_result), np.array(document_result))\n",
    "print(f\"Similarity between query and document: {similarity}\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "id": "c0d59ae3-33fb-400f-939c-b7cda0e338b5",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Similarity between query and document: 0.39890187266794896\n"
     ]
    }
   ],
   "source": [
    "# @title Embedding with langchain\n",
    "from langchain_upstage import UpstageEmbeddings\n",
    "\n",
    "query = \"What makes Solar LLM small yet effective?\"  # @param type:{\"string\"}\n",
    "passage1 = \"SOLAR 10.7B: Scaling Large Language Models with Simple yet Effective Depth Up-Scaling.\"  # @param type:{\"string\"}\n",
    "passage2 = \"DUS is simple yet effective in scaling up high performance LLMs from small ones.\"  # @param type:{\"string\"}\n",
    "\n",
    "embeddings = UpstageEmbeddings(model=\"solar-embedding-1-large\")\n",
    "\n",
    "doc_result = embeddings.embed_documents([passage1, passage2])\n",
    "\n",
    "query_result = embeddings.embed_query(query)\n",
    "similarity = np.dot(np.array(query_result), np.array(document_result))\n",
    "print(f\"Similarity between query and document: {similarity}\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "id": "753a00d2-c715-4749-8cf1-fdf5709c9832",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Similarity between query and document: 0.39890187266794896\n"
     ]
    }
   ],
   "source": [
    "# @title Embedding with llama-index\n",
    "from llama_index.embeddings.upstage import UpstageEmbedding\n",
    "\n",
    "query = \"What makes Solar LLM small yet effective?\"  # @param type:{\"string\"}\n",
    "passage1 = \"SOLAR 10.7B: Scaling Large Language Models with Simple yet Effective Depth Up-Scaling.\"  # @param type:{\"string\"}\n",
    "passage2 = \"DUS is simple yet effective in scaling up high performance LLMs from small ones.\"  # @param type:{\"string\"}\n",
    "\n",
    "embeddings = UpstageEmbedding(model=\"solar-embedding-1-large\")\n",
    "\n",
    "doc_result = embeddings.get_text_embedding_batch([passage1, passage2])\n",
    "\n",
    "query_result = embeddings.get_query_embedding(query)\n",
    "similarity = np.dot(np.array(query_result), np.array(document_result))\n",
    "print(f\"Similarity between query and document: {similarity}\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "7280ecc7-af90-472c-b081-629e8baba379",
   "metadata": {},
   "source": [
    "# Layout Analysis\n",
    "\n",
    "Detect document elements from any document including tables and figures.\n",
    "\n",
    "*Example Image*\n",
    "\n",
    "![invoice.png](./data/invoice.png)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "id": "5c4a4bde-e006-4b93-a1dd-48d5de7a4af4",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Image successfully downloaded: data/invoice.png\n"
     ]
    }
   ],
   "source": [
    "# @title Download example image file\n",
    "import os\n",
    "\n",
    "image_url = \"https://github.com/UpstageAI/cookbook/blob/main/data/invoice.png?raw=true\"  # @param {type:\"string\"}\n",
    "filename = \"data/invoice.png\"  # @param {type:\"string\"}\n",
    "\n",
    "if not os.path.exists(\"data\"):\n",
    "    os.mkdir(\"data\")\n",
    "\n",
    "response = requests.get(image_url)\n",
    "if response.status_code == 200:\n",
    "    with open(filename, \"wb\") as f:\n",
    "        f.write(response.content)\n",
    "    print(f\"Image successfully downloaded: {filename}\")\n",
    "else:\n",
    "    print(\"Image couldn't be retrieved\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "id": "c7e19a35-7692-4338-9831-b0ce7eae34db",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{'api': '1.1',\n",
      " 'billed_pages': 1,\n",
      " 'elements': [{'bounding_box': [{'x': 93, 'y': 75},\n",
      "                                {'x': 335, 'y': 75},\n",
      "                                {'x': 335, 'y': 129},\n",
      "                                {'x': 93, 'y': 129}],\n",
      "               'category': 'heading1',\n",
      "               'html': \"<h1 id='0' style='font-size:22px'>INVOICE</h1>\",\n",
      "               'id': 0,\n",
      "               'page': 1,\n",
      "               'text': 'INVOICE'},\n",
      "              {'bounding_box': [{'x': 806, 'y': 104},\n",
      "                                {'x': 1310, 'y': 104},\n",
      "                                {'x': 1310, 'y': 139},\n",
      "                                {'x': 806, 'y': 139}],\n",
      "               'category': 'heading1',\n",
      "               'html': \"<br><h1 id='1' style='font-size:16px'>Invoice ID # \"\n",
      "                       'INV-AJ355548</h1>',\n",
      "               'id': 1,\n",
      "               'page': 1,\n",
      "               'text': 'Invoice ID # INV-AJ355548'},\n",
      "              {'bounding_box': [{'x': 807, 'y': 170},\n",
      "                                {'x': 1309, 'y': 170},\n",
      "                                {'x': 1309, 'y': 205},\n",
      "                                {'x': 807, 'y': 205}],\n",
      "               'category': 'heading1',\n",
      "               'html': \"<h1 id='2' style='font-size:18px'>Invoice Date \"\n",
      "                       '9/7/1992</h1>',\n",
      "               'id': 2,\n",
      "               'page': 1,\n",
      "               'text': 'Invoice Date 9/7/1992'},\n",
      "              {'bounding_box': [{'x': 807, 'y': 292},\n",
      "                                {'x': 1147, 'y': 292},\n",
      "                                {'x': 1147, 'y': 332},\n",
      "                                {'x': 807, 'y': 332}],\n",
      "               'category': 'heading1',\n",
      "               'html': \"<h1 id='3' style='font-size:22px'>Service Details \"\n",
      "                       'Form</h1>',\n",
      "               'id': 3,\n",
      "               'page': 1,\n",
      "               'text': 'Service Details Form'},\n",
      "              {'bounding_box': [{'x': 94, 'y': 367},\n",
      "                                {'x': 224, 'y': 367},\n",
      "                                {'x': 224, 'y': 399},\n",
      "                                {'x': 94, 'y': 399}],\n",
      "               'category': 'heading1',\n",
      "               'html': \"<h1 id='4' style='font-size:20px'>Company</h1>\",\n",
      "               'id': 4,\n",
      "               'page': 1,\n",
      "               'text': 'Company'},\n",
      "              {'bounding_box': [{'x': 94, 'y': 405},\n",
      "                                {'x': 194, 'y': 405},\n",
      "                                {'x': 194, 'y': 436},\n",
      "                                {'x': 94, 'y': 436}],\n",
      "               'category': 'heading1',\n",
      "               'html': \"<br><h1 id='5' style='font-size:20px'>Upstage</h1>\",\n",
      "               'id': 5,\n",
      "               'page': 1,\n",
      "               'text': 'Upstage'},\n",
      "              {'bounding_box': [{'x': 93, 'y': 458},\n",
      "                                {'x': 210, 'y': 458},\n",
      "                                {'x': 210, 'y': 527},\n",
      "                                {'x': 93, 'y': 527}],\n",
      "               'category': 'paragraph',\n",
      "               'html': \"<p id='6' data-category='paragraph' \"\n",
      "                       \"style='font-size:16px'>Name<br>Lucy Park</p>\",\n",
      "               'id': 6,\n",
      "               'page': 1,\n",
      "               'text': 'Name\\nLucy Park'},\n",
      "              {'bounding_box': [{'x': 806, 'y': 364},\n",
      "                                {'x': 920, 'y': 364},\n",
      "                                {'x': 920, 'y': 436},\n",
      "                                {'x': 806, 'y': 436}],\n",
      "               'category': 'paragraph',\n",
      "               'html': \"<br><p id='7' data-category='paragraph' \"\n",
      "                       \"style='font-size:16px'>Name<br>Sung Kim</p>\",\n",
      "               'id': 7,\n",
      "               'page': 1,\n",
      "               'text': 'Name\\nSung Kim'},\n",
      "              {'bounding_box': [{'x': 806, 'y': 465},\n",
      "                                {'x': 1251, 'y': 465},\n",
      "                                {'x': 1251, 'y': 579},\n",
      "                                {'x': 806, 'y': 579}],\n",
      "               'category': 'paragraph',\n",
      "               'html': \"<p id='8' data-category='paragraph' \"\n",
      "                       \"style='font-size:18px'>-00 'ess<br>Gwanggyojungang-ro \"\n",
      "                       '338, Gyeonggi-do,<br>Sanghyeon-dong, '\n",
      "                       'Suji-gu<br>Yongin-si, South Korea</p>',\n",
      "               'id': 8,\n",
      "               'page': 1,\n",
      "               'text': \"-00 'ess\\n\"\n",
      "                       'Gwanggyojungang-ro 338, Gyeonggi-do,\\n'\n",
      "                       'Sanghyeon-dong, Suji-gu\\n'\n",
      "                       'Yongin-si, South Korea'},\n",
      "              {'bounding_box': [{'x': 94, 'y': 558},\n",
      "                                {'x': 208, 'y': 558},\n",
      "                                {'x': 208, 'y': 586},\n",
      "                                {'x': 94, 'y': 586}],\n",
      "               'category': 'heading1',\n",
      "               'html': \"<br><h1 id='9' style='font-size:16px'>Address</h1>\",\n",
      "               'id': 9,\n",
      "               'page': 1,\n",
      "               'text': 'Address'},\n",
      "              {'bounding_box': [{'x': 93, 'y': 597},\n",
      "                                {'x': 558, 'y': 597},\n",
      "                                {'x': 558, 'y': 709},\n",
      "                                {'x': 93, 'y': 709}],\n",
      "               'category': 'paragraph',\n",
      "               'html': \"<br><p id='10' data-category='paragraph' \"\n",
      "                       \"style='font-size:16px'>7 Pepper Wood Street, 130 Stone \"\n",
      "                       'Corner<br>Terrace<br>Wilkes Barre, Pennsylvania, '\n",
      "                       '18768<br>United States</p>',\n",
      "               'id': 10,\n",
      "               'page': 1,\n",
      "               'text': '7 Pepper Wood Street, 130 Stone Corner\\n'\n",
      "                       'Terrace\\n'\n",
      "                       'Wilkes Barre, Pennsylvania, 18768\\n'\n",
      "                       'United States'},\n",
      "              {'bounding_box': [{'x': 94, 'y': 734},\n",
      "                                {'x': 170, 'y': 734},\n",
      "                                {'x': 170, 'y': 763},\n",
      "                                {'x': 94, 'y': 763}],\n",
      "               'category': 'heading1',\n",
      "               'html': \"<br><h1 id='11' style='font-size:18px'>Email</h1>\",\n",
      "               'id': 11,\n",
      "               'page': 1,\n",
      "               'text': 'Email'},\n",
      "              {'bounding_box': [{'x': 92, 'y': 770},\n",
      "                                {'x': 404, 'y': 770},\n",
      "                                {'x': 404, 'y': 802},\n",
      "                                {'x': 92, 'y': 802}],\n",
      "               'category': 'heading1',\n",
      "               'html': \"<br><h1 id='12' \"\n",
      "                       \"style='font-size:18px'>Ikitchenman0@arizona.edu</h1>\",\n",
      "               'id': 12,\n",
      "               'page': 1,\n",
      "               'text': 'Ikitchenman0@arizona.edu'},\n",
      "              {'bounding_box': [{'x': 93, 'y': 916},\n",
      "                                {'x': 348, 'y': 916},\n",
      "                                {'x': 348, 'y': 951},\n",
      "                                {'x': 93, 'y': 951}],\n",
      "               'category': 'heading1',\n",
      "               'html': \"<h1 id='13' style='font-size:20px'>Additional \"\n",
      "                       'Request</h1>',\n",
      "               'id': 13,\n",
      "               'page': 1,\n",
      "               'text': 'Additional Request'},\n",
      "              {'bounding_box': [{'x': 591, 'y': 917},\n",
      "                                {'x': 1285, 'y': 917},\n",
      "                                {'x': 1285, 'y': 1003},\n",
      "                                {'x': 591, 'y': 1003}],\n",
      "               'category': 'paragraph',\n",
      "               'html': \"<br><p id='14' data-category='paragraph' \"\n",
      "                       \"style='font-size:14px'>Vivamus vestibulum sagittis \"\n",
      "                       'sapien. Cum sociis natoque<br>penatibus et magnis dis '\n",
      "                       'parturient montes, nascetur ridiculus<br>mus.</p>',\n",
      "               'id': 14,\n",
      "               'page': 1,\n",
      "               'text': 'Vivamus vestibulum sagittis sapien. Cum sociis '\n",
      "                       'natoque\\n'\n",
      "                       'penatibus et magnis dis parturient montes, nascetur '\n",
      "                       'ridiculus\\n'\n",
      "                       'mus.'},\n",
      "              {'bounding_box': [{'x': 93, 'y': 1139},\n",
      "                                {'x': 352, 'y': 1139},\n",
      "                                {'x': 352, 'y': 1165},\n",
      "                                {'x': 93, 'y': 1165}],\n",
      "               'category': 'heading1',\n",
      "               'html': \"<h1 id='15' style='font-size:14px'>TERMS AND \"\n",
      "                       'CONDITIONS</h1>',\n",
      "               'id': 15,\n",
      "               'page': 1,\n",
      "               'text': 'TERMS AND CONDITIONS'},\n",
      "              {'bounding_box': [{'x': 92, 'y': 1195},\n",
      "                                {'x': 1298, 'y': 1195},\n",
      "                                {'x': 1298, 'y': 1307},\n",
      "                                {'x': 92, 'y': 1307}],\n",
      "               'category': 'list',\n",
      "               'html': \"<p id='16' data-category='list' \"\n",
      "                       \"style='font-size:14px'>1. The Seller shall not be \"\n",
      "                       'liable to the Buyer directly or indirectly for any '\n",
      "                       'loss or damage suffered by the Buyer.<br>2. The Seller '\n",
      "                       'warrants the product for one (1) year from the date of '\n",
      "                       'shipment.<br>3. Any purchase order received by the '\n",
      "                       'seller will be interpreted as accepting this offer and '\n",
      "                       'the sale offer in writing. The buyer may<br>purchase '\n",
      "                       'the product in this offer only under the Terms and '\n",
      "                       'Conditions of the Seller included in this offer.</p>',\n",
      "               'id': 16,\n",
      "               'page': 1,\n",
      "               'text': '1. The Seller shall not be liable to the Buyer '\n",
      "                       'directly or indirectly for any loss or damage suffered '\n",
      "                       'by the Buyer.\\n'\n",
      "                       '2. The Seller warrants the product for one (1) year '\n",
      "                       'from the date of shipment.\\n'\n",
      "                       '3. Any purchase order received by the seller will be '\n",
      "                       'interpreted as accepting this offer and the sale offer '\n",
      "                       'in writing. The buyer may\\n'\n",
      "                       'purchase the product in this offer only under the '\n",
      "                       'Terms and Conditions of the Seller included in this '\n",
      "                       'offer.'}],\n",
      " 'html': \"<h1 id='0' style='font-size:22px'>INVOICE</h1>\\n\"\n",
      "         \"<br><h1 id='1' style='font-size:16px'>Invoice ID # \"\n",
      "         'INV-AJ355548</h1>\\n'\n",
      "         \"<h1 id='2' style='font-size:18px'>Invoice Date 9/7/1992</h1>\\n\"\n",
      "         \"<h1 id='3' style='font-size:22px'>Service Details Form</h1>\\n\"\n",
      "         \"<h1 id='4' style='font-size:20px'>Company</h1>\\n\"\n",
      "         \"<br><h1 id='5' style='font-size:20px'>Upstage</h1>\\n\"\n",
      "         \"<p id='6' data-category='paragraph' \"\n",
      "         \"style='font-size:16px'>Name<br>Lucy Park</p>\\n\"\n",
      "         \"<br><p id='7' data-category='paragraph' \"\n",
      "         \"style='font-size:16px'>Name<br>Sung Kim</p>\\n\"\n",
      "         \"<p id='8' data-category='paragraph' style='font-size:18px'>-00 \"\n",
      "         \"'ess<br>Gwanggyojungang-ro 338, Gyeonggi-do,<br>Sanghyeon-dong, \"\n",
      "         'Suji-gu<br>Yongin-si, South Korea</p>\\n'\n",
      "         \"<br><h1 id='9' style='font-size:16px'>Address</h1>\\n\"\n",
      "         \"<br><p id='10' data-category='paragraph' style='font-size:16px'>7 \"\n",
      "         'Pepper Wood Street, 130 Stone Corner<br>Terrace<br>Wilkes Barre, '\n",
      "         'Pennsylvania, 18768<br>United States</p>\\n'\n",
      "         \"<br><h1 id='11' style='font-size:18px'>Email</h1>\\n\"\n",
      "         \"<br><h1 id='12' \"\n",
      "         \"style='font-size:18px'>Ikitchenman0@arizona.edu</h1>\\n\"\n",
      "         \"<h1 id='13' style='font-size:20px'>Additional Request</h1>\\n\"\n",
      "         \"<br><p id='14' data-category='paragraph' \"\n",
      "         \"style='font-size:14px'>Vivamus vestibulum sagittis sapien. Cum \"\n",
      "         'sociis natoque<br>penatibus et magnis dis parturient montes, '\n",
      "         'nascetur ridiculus<br>mus.</p>\\n'\n",
      "         \"<h1 id='15' style='font-size:14px'>TERMS AND CONDITIONS</h1>\\n\"\n",
      "         \"<p id='16' data-category='list' style='font-size:14px'>1. The Seller \"\n",
      "         'shall not be liable to the Buyer directly or indirectly for any loss '\n",
      "         'or damage suffered by the Buyer.<br>2. The Seller warrants the '\n",
      "         'product for one (1) year from the date of shipment.<br>3. Any '\n",
      "         'purchase order received by the seller will be interpreted as '\n",
      "         'accepting this offer and the sale offer in writing. The buyer '\n",
      "         'may<br>purchase the product in this offer only under the Terms and '\n",
      "         'Conditions of the Seller included in this offer.</p>',\n",
      " 'metadata': {'pages': [{'height': 1370, 'page': 1, 'width': 1406}]},\n",
      " 'mimetype': 'multipart/form-data',\n",
      " 'model': 'layout-analysis-0.4.0',\n",
      " 'text': 'INVOICE\\n'\n",
      "         'Invoice ID # INV-AJ355548\\n'\n",
      "         'Invoice Date 9/7/1992\\n'\n",
      "         'Service Details Form\\n'\n",
      "         'Company\\n'\n",
      "         'Upstage\\n'\n",
      "         'Name\\n'\n",
      "         'Lucy Park\\n'\n",
      "         'Name\\n'\n",
      "         'Sung Kim\\n'\n",
      "         \"-00 'ess\\n\"\n",
      "         'Gwanggyojungang-ro 338, Gyeonggi-do,\\n'\n",
      "         'Sanghyeon-dong, Suji-gu\\n'\n",
      "         'Yongin-si, South Korea\\n'\n",
      "         'Address\\n'\n",
      "         '7 Pepper Wood Street, 130 Stone Corner\\n'\n",
      "         'Terrace\\n'\n",
      "         'Wilkes Barre, Pennsylvania, 18768\\n'\n",
      "         'United States\\n'\n",
      "         'Email\\n'\n",
      "         'Ikitchenman0@arizona.edu\\n'\n",
      "         'Additional Request\\n'\n",
      "         'Vivamus vestibulum sagittis sapien. Cum sociis natoque\\n'\n",
      "         'penatibus et magnis dis parturient montes, nascetur ridiculus\\n'\n",
      "         'mus.\\n'\n",
      "         'TERMS AND CONDITIONS\\n'\n",
      "         '1. The Seller shall not be liable to the Buyer directly or '\n",
      "         'indirectly for any loss or damage suffered by the Buyer.\\n'\n",
      "         '2. The Seller warrants the product for one (1) year from the date of '\n",
      "         'shipment.\\n'\n",
      "         '3. Any purchase order received by the seller will be interpreted as '\n",
      "         'accepting this offer and the sale offer in writing. The buyer may\\n'\n",
      "         'purchase the product in this offer only under the Terms and '\n",
      "         'Conditions of the Seller included in this offer.'}\n"
     ]
    }
   ],
   "source": [
    "# @title Layout Analysis with http request\n",
    "import requests\n",
    "\n",
    "filename = \"data/invoice.png\"  # @param {type:\"string\"}\n",
    "\n",
    "url = \"https://api.upstage.ai/v1/document-ai/layout-analysis\"\n",
    "headers = {\"Authorization\": f\"Bearer {UPSTAGE_API_KEY}\"}\n",
    "files = {\"document\": open(filename, \"rb\")}\n",
    "data = {\"ocr\": True}\n",
    "response = requests.post(url, headers=headers, files=files, data=data)\n",
    "pprint(response.json())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "id": "141f5b84-6014-4148-b9dd-f220aad0d646",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{'metadata': {'page': 1},\n",
      " 'page_content': \"<h1 id='0' style='font-size:22px'>INVOICE</h1> <br><h1 \"\n",
      "                 \"id='1' style='font-size:16px'>Invoice ID # INV-AJ355548</h1> \"\n",
      "                 \"<h1 id='2' style='font-size:18px'>Invoice Date 9/7/1992</h1> \"\n",
      "                 \"<h1 id='3' style='font-size:22px'>Service Details Form</h1> \"\n",
      "                 \"<h1 id='4' style='font-size:20px'>Company</h1> <br><h1 \"\n",
      "                 \"id='5' style='font-size:20px'>Upstage</h1> <p id='6' \"\n",
      "                 \"data-category='paragraph' \"\n",
      "                 \"style='font-size:16px'>Name<br>Lucy Park</p> <br><p id='7' \"\n",
      "                 \"data-category='paragraph' \"\n",
      "                 \"style='font-size:16px'>Name<br>Sung Kim</p> <p id='8' \"\n",
      "                 \"data-category='paragraph' style='font-size:18px'>-00 \"\n",
      "                 \"'ess<br>Gwanggyojungang-ro 338, \"\n",
      "                 'Gyeonggi-do,<br>Sanghyeon-dong, Suji-gu<br>Yongin-si, South '\n",
      "                 \"Korea</p> <br><h1 id='9' style='font-size:16px'>Address</h1> \"\n",
      "                 \"<br><p id='10' data-category='paragraph' \"\n",
      "                 \"style='font-size:16px'>7 Pepper Wood Street, 130 Stone \"\n",
      "                 'Corner<br>Terrace<br>Wilkes Barre, Pennsylvania, '\n",
      "                 \"18768<br>United States</p> <br><h1 id='11' \"\n",
      "                 \"style='font-size:18px'>Email</h1> <br><h1 id='12' \"\n",
      "                 \"style='font-size:18px'>Ikitchenman0@arizona.edu</h1> <h1 \"\n",
      "                 \"id='13' style='font-size:20px'>Additional Request</h1> \"\n",
      "                 \"<br><p id='14' data-category='paragraph' \"\n",
      "                 \"style='font-size:14px'>Vivamus vestibulum sagittis sapien. \"\n",
      "                 'Cum sociis natoque<br>penatibus et magnis dis parturient '\n",
      "                 \"montes, nascetur ridiculus<br>mus.</p> <h1 id='15' \"\n",
      "                 \"style='font-size:14px'>TERMS AND CONDITIONS</h1> <p id='16' \"\n",
      "                 \"data-category='list' style='font-size:14px'>1. The Seller \"\n",
      "                 'shall not be liable to the Buyer directly or indirectly for '\n",
      "                 'any loss or damage suffered by the Buyer.<br>2. The Seller '\n",
      "                 'warrants the product for one (1) year from the date of '\n",
      "                 'shipment.<br>3. Any purchase order received by the seller '\n",
      "                 'will be interpreted as accepting this offer and the sale '\n",
      "                 'offer in writing. The buyer may<br>purchase the product in '\n",
      "                 'this offer only under the Terms and Conditions of the Seller '\n",
      "                 'included in this offer.</p>',\n",
      " 'type': 'Document'}\n"
     ]
    }
   ],
   "source": [
    "# @title Layout Analysis with langchain\n",
    "import os\n",
    "from langchain_upstage import UpstageLayoutAnalysisLoader\n",
    "import json\n",
    "\n",
    "file_path = \"data/invoice.png\"  # @param {type:\"string\"}\n",
    "loader = UpstageLayoutAnalysisLoader(file_path, split=\"page\", use_ocr=True)\n",
    "\n",
    "pages = loader.load()  # or loader.lazy_load()\n",
    "for page in pages:\n",
    "    pprint(json.loads(page.json()))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "id": "3c025971-cb0f-43a8-b8c8-c2dfe2ee01c5",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{'metadata': {'page': 1},\n",
      " 'page_content': \"<h1 id='0' style='font-size:22px'>INVOICE</h1> <br><h1 \"\n",
      "                 \"id='1' style='font-size:16px'>Invoice ID # INV-AJ355548</h1> \"\n",
      "                 \"<h1 id='2' style='font-size:18px'>Invoice Date 9/7/1992</h1> \"\n",
      "                 \"<h1 id='3' style='font-size:22px'>Service Details Form</h1> \"\n",
      "                 \"<h1 id='4' style='font-size:20px'>Company</h1> <br><h1 \"\n",
      "                 \"id='5' style='font-size:20px'>Upstage</h1> <p id='6' \"\n",
      "                 \"data-category='paragraph' \"\n",
      "                 \"style='font-size:16px'>Name<br>Lucy Park</p> <br><p id='7' \"\n",
      "                 \"data-category='paragraph' \"\n",
      "                 \"style='font-size:16px'>Name<br>Sung Kim</p> <p id='8' \"\n",
      "                 \"data-category='paragraph' style='font-size:18px'>-00 \"\n",
      "                 \"'ess<br>Gwanggyojungang-ro 338, \"\n",
      "                 'Gyeonggi-do,<br>Sanghyeon-dong, Suji-gu<br>Yongin-si, South '\n",
      "                 \"Korea</p> <br><h1 id='9' style='font-size:16px'>Address</h1> \"\n",
      "                 \"<br><p id='10' data-category='paragraph' \"\n",
      "                 \"style='font-size:16px'>7 Pepper Wood Street, 130 Stone \"\n",
      "                 'Corner<br>Terrace<br>Wilkes Barre, Pennsylvania, '\n",
      "                 \"18768<br>United States</p> <br><h1 id='11' \"\n",
      "                 \"style='font-size:18px'>Email</h1> <br><h1 id='12' \"\n",
      "                 \"style='font-size:18px'>Ikitchenman0@arizona.edu</h1> <h1 \"\n",
      "                 \"id='13' style='font-size:20px'>Additional Request</h1> \"\n",
      "                 \"<br><p id='14' data-category='paragraph' \"\n",
      "                 \"style='font-size:14px'>Vivamus vestibulum sagittis sapien. \"\n",
      "                 'Cum sociis natoque<br>penatibus et magnis dis parturient '\n",
      "                 \"montes, nascetur ridiculus<br>mus.</p> <h1 id='15' \"\n",
      "                 \"style='font-size:14px'>TERMS AND CONDITIONS</h1> <p id='16' \"\n",
      "                 \"data-category='list' style='font-size:14px'>1. The Seller \"\n",
      "                 'shall not be liable to the Buyer directly or indirectly for '\n",
      "                 'any loss or damage suffered by the Buyer.<br>2. The Seller '\n",
      "                 'warrants the product for one (1) year from the date of '\n",
      "                 'shipment.<br>3. Any purchase order received by the seller '\n",
      "                 'will be interpreted as accepting this offer and the sale '\n",
      "                 'offer in writing. The buyer may<br>purchase the product in '\n",
      "                 'this offer only under the Terms and Conditions of the Seller '\n",
      "                 'included in this offer.</p>',\n",
      " 'type': 'Document'}\n"
     ]
    }
   ],
   "source": [
    "# @title Layout Analysis with langchain\n",
    "import os\n",
    "from langchain_upstage import UpstageLayoutAnalysisParser\n",
    "import json\n",
    "from langchain_core.document_loaders import BaseLoader, Blob\n",
    "\n",
    "file_path = \"data/invoice.png\"  # @param {type:\"string\"}\n",
    "blob = Blob.from_path(file_path)\n",
    "loader = UpstageLayoutAnalysisParser(split=\"page\", use_ocr=True)\n",
    "\n",
    "pages = loader.lazy_parse(blob)  # or loader.lazy_load()\n",
    "for page in pages:\n",
    "    pprint(json.loads(page.json()))"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ed50221d-08d2-46fd-9835-e651d6c632c8",
   "metadata": {},
   "source": [
    "# Key Information Extraction\n",
    "\n",
    "Extract key information from target documents.\n",
    "\n",
    "Will use same invoice.png example image."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "id": "07d4aed3-1686-4d41-a457-6ab0ba1c5bc8",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{'apiVersion': '1.1',\n",
      " 'confidence': 0.5562,\n",
      " 'documentType': 'receipt',\n",
      " 'fields': [{'confidence': 0.7508,\n",
      "             'id': 0,\n",
      "             'key': 'store.store_name',\n",
      "             'refinedValue': 'Company',\n",
      "             'type': 'header',\n",
      "             'value': 'Company'},\n",
      "            {'confidence': 0.1591,\n",
      "             'id': 1,\n",
      "             'key': 'store.store_registration_number',\n",
      "             'refinedValue': 'Up',\n",
      "             'type': 'header',\n",
      "             'value': 'Up'},\n",
      "            {'confidence': 0.04,\n",
      "             'id': 2,\n",
      "             'key': 'store.store_name',\n",
      "             'refinedValue': 'Su Kim',\n",
      "             'type': 'content',\n",
      "             'value': 'Su Kim'},\n",
      "            {'confidence': 0.9652,\n",
      "             'id': 3,\n",
      "             'key': 'store.store_address',\n",
      "             'refinedValue': 'Lucy Park',\n",
      "             'type': 'content',\n",
      "             'value': 'Lucy Park'},\n",
      "            {'confidence': 0.9685,\n",
      "             'id': 4,\n",
      "             'key': 'store.store_phone_number',\n",
      "             'refinedValue': 'Email',\n",
      "             'type': 'header',\n",
      "             'value': 'Email'}],\n",
      " 'metadata': {'pages': [{'height': 1370, 'page': 1, 'width': 1406}]},\n",
      " 'mimeType': 'multipart/form-data',\n",
      " 'modelVersion': 'receipt-extraction-3.2.0',\n",
      " 'numBilledPages': 1,\n",
      " 'stored': False}\n"
     ]
    }
   ],
   "source": [
    "# @title Key Information Extraction with http request\n",
    "import requests\n",
    "\n",
    "filename = \"data/invoice.png\"  # @param {type:\"string\"}\n",
    "model = \"receipt-extraction\"  # @param {type:\"string\"}\n",
    "\n",
    "url = f\"https://api.upstage.ai/v1/document-ai/extraction\"\n",
    "headers = {\"Authorization\": f\"Bearer {UPSTAGE_API_KEY}\"}\n",
    "files = {\"document\": open(filename, \"rb\")}\n",
    "data = {\"model\": model}\n",
    "response = requests.post(url, headers=headers, files=files, data=data)\n",
    "pprint(response.json())"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "9ac1ae21-484f-4a02-8959-cc06a4531147",
   "metadata": {},
   "source": [
    "# Document OCR\n",
    "\n",
    "Extract all text from any document."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "id": "3812ea44-598c-463b-991f-70ad71faa9f0",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{'apiVersion': '1.1',\n",
      " 'confidence': 0.9939,\n",
      " 'metadata': {'pages': [{'height': 1370, 'page': 1, 'width': 1406}]},\n",
      " 'mimeType': 'multipart/form-data',\n",
      " 'modelVersion': 'ocr-2.2.1',\n",
      " 'numBilledPages': 1,\n",
      " 'pages': [{'confidence': 0.9939,\n",
      "            'height': 1370,\n",
      "            'id': 0,\n",
      "            'text': 'INVOICE # INV-AJ355548 \\n'\n",
      "                    'Invoice ID \\n'\n",
      "                    'Invoice Date 9/7/1992 \\n'\n",
      "                    'Service Details Form \\n'\n",
      "                    'Company Name \\n'\n",
      "                    'Upstage Sung Kim \\n'\n",
      "                    \"Name -00 'ess \\n\"\n",
      "                    'Lucy Park Gwanggyojungang-ro 338, Gyeonggi-do, \\n'\n",
      "                    'Sanghyeon-dong, Suji-gu \\n'\n",
      "                    'Yongin-si, South Korea \\n'\n",
      "                    'Address \\n'\n",
      "                    '7 Pepper Wood Street, 130 Stone Corner \\n'\n",
      "                    'Terrace \\n'\n",
      "                    'Wilkes Barre, Pennsylvania, 18768 \\n'\n",
      "                    'United States \\n'\n",
      "                    'Email \\n'\n",
      "                    'Ikitchenman0@arizona.edu \\n'\n",
      "                    'Additional Request Vivamus vestibulum sagittis sapien. '\n",
      "                    'Cum sociis natoque \\n'\n",
      "                    'penatibus et magnis dis parturient montes, nascetur '\n",
      "                    'ridiculus \\n'\n",
      "                    'mus. \\n'\n",
      "                    'TERMS AND CONDITIONS \\n'\n",
      "                    '1. The Seller shall not be liable to the Buyer directly '\n",
      "                    'or indirectly for any loss or damage suffered by the '\n",
      "                    'Buyer. \\n'\n",
      "                    '2. The Seller warrants the product for one (1) year from '\n",
      "                    'the date of shipment. \\n'\n",
      "                    '3. Any purchase order received by the seller will be '\n",
      "                    'interpreted as accepting this offer and the sale offer in '\n",
      "                    'writing. The buyer may \\n'\n",
      "                    'purchase the product in this offer only under the Terms '\n",
      "                    'and Conditions of the Seller included in this offer.',\n",
      "            'width': 1406,\n",
      "            'words': [{'boundingBox': {'vertices': [{'x': 98, 'y': 79},\n",
      "                                                    {'x': 331, 'y': 79},\n",
      "                                                    {'x': 331, 'y': 126},\n",
      "                                                    {'x': 98, 'y': 126}]},\n",
      "                       'confidence': 0.9967,\n",
      "                       'id': 0,\n",
      "                       'text': 'INVOICE'},\n",
      "                      {'boundingBox': {'vertices': [{'x': 1113, 'y': 111},\n",
      "                                                    {'x': 1130, 'y': 111},\n",
      "                                                    {'x': 1130, 'y': 132},\n",
      "                                                    {'x': 1113, 'y': 132}]},\n",
      "                       'confidence': 0.9958,\n",
      "                       'id': 1,\n",
      "                       'text': '#'},\n",
      "                      {'boundingBox': {'vertices': [{'x': 1134, 'y': 111},\n",
      "                                                    {'x': 1304, 'y': 111},\n",
      "                                                    {'x': 1304, 'y': 133},\n",
      "                                                    {'x': 1134, 'y': 133}]},\n",
      "                       'confidence': 0.9991,\n",
      "                       'id': 2,\n",
      "                       'text': 'INV-AJ355548'},\n",
      "                      {'boundingBox': {'vertices': [{'x': 810, 'y': 108},\n",
      "                                                    {'x': 906, 'y': 108},\n",
      "                                                    {'x': 906, 'y': 135},\n",
      "                                                    {'x': 810, 'y': 135}]},\n",
      "                       'confidence': 0.9912,\n",
      "                       'id': 3,\n",
      "                       'text': 'Invoice'},\n",
      "                      {'boundingBox': {'vertices': [{'x': 909, 'y': 109},\n",
      "                                                    {'x': 940, 'y': 109},\n",
      "                                                    {'x': 940, 'y': 135},\n",
      "                                                    {'x': 909, 'y': 135}]},\n",
      "                       'confidence': 0.9969,\n",
      "                       'id': 4,\n",
      "                       'text': 'ID'},\n",
      "                      {'boundingBox': {'vertices': [{'x': 810, 'y': 173},\n",
      "                                                    {'x': 906, 'y': 173},\n",
      "                                                    {'x': 906, 'y': 200},\n",
      "                                                    {'x': 810, 'y': 200}]},\n",
      "                       'confidence': 0.9922,\n",
      "                       'id': 5,\n",
      "                       'text': 'Invoice'},\n",
      "                      {'boundingBox': {'vertices': [{'x': 910, 'y': 175},\n",
      "                                                    {'x': 973, 'y': 175},\n",
      "                                                    {'x': 973, 'y': 200},\n",
      "                                                    {'x': 910, 'y': 200}]},\n",
      "                       'confidence': 0.9954,\n",
      "                       'id': 6,\n",
      "                       'text': 'Date'},\n",
      "                      {'boundingBox': {'vertices': [{'x': 1204, 'y': 174},\n",
      "                                                    {'x': 1305, 'y': 174},\n",
      "                                                    {'x': 1305, 'y': 202},\n",
      "                                                    {'x': 1204, 'y': 202}]},\n",
      "                       'confidence': 0.9967,\n",
      "                       'id': 7,\n",
      "                       'text': '9/7/1992'},\n",
      "                      {'boundingBox': {'vertices': [{'x': 811, 'y': 295},\n",
      "                                                    {'x': 934, 'y': 295},\n",
      "                                                    {'x': 934, 'y': 326},\n",
      "                                                    {'x': 811, 'y': 327}]},\n",
      "                       'confidence': 0.9975,\n",
      "                       'id': 8,\n",
      "                       'text': 'Service'},\n",
      "                      {'boundingBox': {'vertices': [{'x': 941, 'y': 295},\n",
      "                                                    {'x': 1053, 'y': 295},\n",
      "                                                    {'x': 1053, 'y': 326},\n",
      "                                                    {'x': 941, 'y': 326}]},\n",
      "                       'confidence': 0.9944,\n",
      "                       'id': 9,\n",
      "                       'text': 'Details'},\n",
      "                      {'boundingBox': {'vertices': [{'x': 1060, 'y': 297},\n",
      "                                                    {'x': 1144, 'y': 297},\n",
      "                                                    {'x': 1143, 'y': 326},\n",
      "                                                    {'x': 1060, 'y': 326}]},\n",
      "                       'confidence': 0.9943,\n",
      "                       'id': 10,\n",
      "                       'text': 'Form'},\n",
      "                      {'boundingBox': {'vertices': [{'x': 97, 'y': 368},\n",
      "                                                    {'x': 222, 'y': 368},\n",
      "                                                    {'x': 222, 'y': 397},\n",
      "                                                    {'x': 97, 'y': 397}]},\n",
      "                       'confidence': 0.9977,\n",
      "                       'id': 11,\n",
      "                       'text': 'Company'},\n",
      "                      {'boundingBox': {'vertices': [{'x': 811, 'y': 369},\n",
      "                                                    {'x': 889, 'y': 369},\n",
      "                                                    {'x': 889, 'y': 393},\n",
      "                                                    {'x': 811, 'y': 393}]},\n",
      "                       'confidence': 0.9984,\n",
      "                       'id': 12,\n",
      "                       'text': 'Name'},\n",
      "                      {'boundingBox': {'vertices': [{'x': 97, 'y': 408},\n",
      "                                                    {'x': 192, 'y': 408},\n",
      "                                                    {'x': 192, 'y': 435},\n",
      "                                                    {'x': 97, 'y': 435}]},\n",
      "                       'confidence': 0.9986,\n",
      "                       'id': 13,\n",
      "                       'text': 'Upstage'},\n",
      "                      {'boundingBox': {'vertices': [{'x': 810, 'y': 408},\n",
      "                                                    {'x': 870, 'y': 408},\n",
      "                                                    {'x': 869, 'y': 435},\n",
      "                                                    {'x': 809, 'y': 434}]},\n",
      "                       'confidence': 0.9933,\n",
      "                       'id': 14,\n",
      "                       'text': 'Sung'},\n",
      "                      {'boundingBox': {'vertices': [{'x': 873, 'y': 409},\n",
      "                                                    {'x': 917, 'y': 409},\n",
      "                                                    {'x': 917, 'y': 430},\n",
      "                                                    {'x': 873, 'y': 430}]},\n",
      "                       'confidence': 0.9973,\n",
      "                       'id': 15,\n",
      "                       'text': 'Kim'},\n",
      "                      {'boundingBox': {'vertices': [{'x': 98, 'y': 462},\n",
      "                                                    {'x': 174, 'y': 462},\n",
      "                                                    {'x': 174, 'y': 485},\n",
      "                                                    {'x': 98, 'y': 485}]},\n",
      "                       'confidence': 0.9701,\n",
      "                       'id': 16,\n",
      "                       'text': 'Name'},\n",
      "                      {'boundingBox': {'vertices': [{'x': 814, 'y': 469},\n",
      "                                                    {'x': 861, 'y': 471},\n",
      "                                                    {'x': 860, 'y': 492},\n",
      "                                                    {'x': 813, 'y': 489}]},\n",
      "                       'confidence': 0.9159,\n",
      "                       'id': 17,\n",
      "                       'text': '-00'},\n",
      "                      {'boundingBox': {'vertices': [{'x': 867, 'y': 470},\n",
      "                                                    {'x': 921, 'y': 471},\n",
      "                                                    {'x': 920, 'y': 492},\n",
      "                                                    {'x': 867, 'y': 491}]},\n",
      "                       'confidence': 0.8849,\n",
      "                       'id': 18,\n",
      "                       'text': \"'ess\"},\n",
      "                      {'boundingBox': {'vertices': [{'x': 96, 'y': 499},\n",
      "                                                    {'x': 151, 'y': 500},\n",
      "                                                    {'x': 150, 'y': 527},\n",
      "                                                    {'x': 96, 'y': 526}]},\n",
      "                       'confidence': 0.9922,\n",
      "                       'id': 19,\n",
      "                       'text': 'Lucy'},\n",
      "                      {'boundingBox': {'vertices': [{'x': 154, 'y': 500},\n",
      "                                                    {'x': 206, 'y': 499},\n",
      "                                                    {'x': 207, 'y': 522},\n",
      "                                                    {'x': 155, 'y': 523}]},\n",
      "                       'confidence': 0.9965,\n",
      "                       'id': 20,\n",
      "                       'text': 'Park'},\n",
      "                      {'boundingBox': {'vertices': [{'x': 810, 'y': 495},\n",
      "                                                    {'x': 1045, 'y': 496},\n",
      "                                                    {'x': 1045, 'y': 524},\n",
      "                                                    {'x': 810, 'y': 524}]},\n",
      "                       'confidence': 0.9946,\n",
      "                       'id': 21,\n",
      "                       'text': 'Gwanggyojungang-ro'},\n",
      "                      {'boundingBox': {'vertices': [{'x': 1046, 'y': 495},\n",
      "                                                    {'x': 1097, 'y': 495},\n",
      "                                                    {'x': 1096, 'y': 520},\n",
      "                                                    {'x': 1046, 'y': 519}]},\n",
      "                       'confidence': 0.9979,\n",
      "                       'id': 22,\n",
      "                       'text': '338,'},\n",
      "                      {'boundingBox': {'vertices': [{'x': 1101, 'y': 494},\n",
      "                                                    {'x': 1248, 'y': 494},\n",
      "                                                    {'x': 1248, 'y': 522},\n",
      "                                                    {'x': 1101, 'y': 522}]},\n",
      "                       'confidence': 0.9863,\n",
      "                       'id': 23,\n",
      "                       'text': 'Gyeonggi-do,'},\n",
      "                      {'boundingBox': {'vertices': [{'x': 810, 'y': 522},\n",
      "                                                    {'x': 1004, 'y': 523},\n",
      "                                                    {'x': 1004, 'y': 549},\n",
      "                                                    {'x': 810, 'y': 549}]},\n",
      "                       'confidence': 0.9903,\n",
      "                       'id': 24,\n",
      "                       'text': 'Sanghyeon-dong,'},\n",
      "                      {'boundingBox': {'vertices': [{'x': 1007, 'y': 522},\n",
      "                                                    {'x': 1085, 'y': 522},\n",
      "                                                    {'x': 1085, 'y': 549},\n",
      "                                                    {'x': 1007, 'y': 549}]},\n",
      "                       'confidence': 0.9986,\n",
      "                       'id': 25,\n",
      "                       'text': 'Suji-gu'},\n",
      "                      {'boundingBox': {'vertices': [{'x': 810, 'y': 549},\n",
      "                                                    {'x': 918, 'y': 549},\n",
      "                                                    {'x': 918, 'y': 575},\n",
      "                                                    {'x': 810, 'y': 575}]},\n",
      "                       'confidence': 0.9943,\n",
      "                       'id': 26,\n",
      "                       'text': 'Yongin-si,'},\n",
      "                      {'boundingBox': {'vertices': [{'x': 922, 'y': 549},\n",
      "                                                    {'x': 988, 'y': 549},\n",
      "                                                    {'x': 988, 'y': 572},\n",
      "                                                    {'x': 922, 'y': 572}]},\n",
      "                       'confidence': 0.9988,\n",
      "                       'id': 27,\n",
      "                       'text': 'South'},\n",
      "                      {'boundingBox': {'vertices': [{'x': 991, 'y': 549},\n",
      "                                                    {'x': 1058, 'y': 549},\n",
      "                                                    {'x': 1058, 'y': 572},\n",
      "                                                    {'x': 991, 'y': 572}]},\n",
      "                       'confidence': 0.9988,\n",
      "                       'id': 28,\n",
      "                       'text': 'Korea'},\n",
      "                      {'boundingBox': {'vertices': [{'x': 98, 'y': 560},\n",
      "                                                    {'x': 207, 'y': 560},\n",
      "                                                    {'x': 207, 'y': 584},\n",
      "                                                    {'x': 98, 'y': 584}]},\n",
      "                       'confidence': 0.9967,\n",
      "                       'id': 29,\n",
      "                       'text': 'Address'},\n",
      "                      {'boundingBox': {'vertices': [{'x': 97, 'y': 600},\n",
      "                                                    {'x': 112, 'y': 600},\n",
      "                                                    {'x': 112, 'y': 621},\n",
      "                                                    {'x': 97, 'y': 621}]},\n",
      "                       'confidence': 0.9903,\n",
      "                       'id': 30,\n",
      "                       'text': '7'},\n",
      "                      {'boundingBox': {'vertices': [{'x': 118, 'y': 600},\n",
      "                                                    {'x': 199, 'y': 600},\n",
      "                                                    {'x': 199, 'y': 624},\n",
      "                                                    {'x': 118, 'y': 624}]},\n",
      "                       'confidence': 0.9948,\n",
      "                       'id': 31,\n",
      "                       'text': 'Pepper'},\n",
      "                      {'boundingBox': {'vertices': [{'x': 204, 'y': 599},\n",
      "                                                    {'x': 270, 'y': 599},\n",
      "                                                    {'x': 270, 'y': 622},\n",
      "                                                    {'x': 204, 'y': 622}]},\n",
      "                       'confidence': 0.9955,\n",
      "                       'id': 32,\n",
      "                       'text': 'Wood'},\n",
      "                      {'boundingBox': {'vertices': [{'x': 274, 'y': 599},\n",
      "                                                    {'x': 352, 'y': 600},\n",
      "                                                    {'x': 352, 'y': 625},\n",
      "                                                    {'x': 274, 'y': 624}]},\n",
      "                       'confidence': 0.9934,\n",
      "                       'id': 33,\n",
      "                       'text': 'Street,'},\n",
      "                      {'boundingBox': {'vertices': [{'x': 356, 'y': 599},\n",
      "                                                    {'x': 399, 'y': 599},\n",
      "                                                    {'x': 399, 'y': 622},\n",
      "                                                    {'x': 356, 'y': 622}]},\n",
      "                       'confidence': 0.9977,\n",
      "                       'id': 34,\n",
      "                       'text': '130'},\n",
      "                      {'boundingBox': {'vertices': [{'x': 404, 'y': 599},\n",
      "                                                    {'x': 471, 'y': 601},\n",
      "                                                    {'x': 470, 'y': 624},\n",
      "                                                    {'x': 403, 'y': 622}]},\n",
      "                       'confidence': 0.9963,\n",
      "                       'id': 35,\n",
      "                       'text': 'Stone'},\n",
      "                      {'boundingBox': {'vertices': [{'x': 476, 'y': 600},\n",
      "                                                    {'x': 556, 'y': 601},\n",
      "                                                    {'x': 555, 'y': 623},\n",
      "                                                    {'x': 476, 'y': 622}]},\n",
      "                       'confidence': 0.9981,\n",
      "                       'id': 36,\n",
      "                       'text': 'Corner'},\n",
      "                      {'boundingBox': {'vertices': [{'x': 97, 'y': 628},\n",
      "                                                    {'x': 183, 'y': 628},\n",
      "                                                    {'x': 183, 'y': 652},\n",
      "                                                    {'x': 97, 'y': 652}]},\n",
      "                       'confidence': 0.9979,\n",
      "                       'id': 37,\n",
      "                       'text': 'Terrace'},\n",
      "                      {'boundingBox': {'vertices': [{'x': 98, 'y': 656},\n",
      "                                                    {'x': 172, 'y': 656},\n",
      "                                                    {'x': 172, 'y': 678},\n",
      "                                                    {'x': 98, 'y': 678}]},\n",
      "                       'confidence': 0.9969,\n",
      "                       'id': 38,\n",
      "                       'text': 'Wilkes'},\n",
      "                      {'boundingBox': {'vertices': [{'x': 177, 'y': 655},\n",
      "                                                    {'x': 246, 'y': 657},\n",
      "                                                    {'x': 246, 'y': 682},\n",
      "                                                    {'x': 176, 'y': 680}]},\n",
      "                       'confidence': 0.9816,\n",
      "                       'id': 39,\n",
      "                       'text': 'Barre,'},\n",
      "                      {'boundingBox': {'vertices': [{'x': 250, 'y': 655},\n",
      "                                                    {'x': 404, 'y': 655},\n",
      "                                                    {'x': 404, 'y': 682},\n",
      "                                                    {'x': 250, 'y': 682}]},\n",
      "                       'confidence': 0.9909,\n",
      "                       'id': 40,\n",
      "                       'text': 'Pennsylvania,'},\n",
      "                      {'boundingBox': {'vertices': [{'x': 409, 'y': 655},\n",
      "                                                    {'x': 481, 'y': 655},\n",
      "                                                    {'x': 481, 'y': 677},\n",
      "                                                    {'x': 409, 'y': 677}]},\n",
      "                       'confidence': 0.9993,\n",
      "                       'id': 41,\n",
      "                       'text': '18768'},\n",
      "                      {'boundingBox': {'vertices': [{'x': 97, 'y': 682},\n",
      "                                                    {'x': 173, 'y': 682},\n",
      "                                                    {'x': 173, 'y': 705},\n",
      "                                                    {'x': 97, 'y': 705}]},\n",
      "                       'confidence': 0.9984,\n",
      "                       'id': 42,\n",
      "                       'text': 'United'},\n",
      "                      {'boundingBox': {'vertices': [{'x': 177, 'y': 683},\n",
      "                                                    {'x': 250, 'y': 683},\n",
      "                                                    {'x': 250, 'y': 705},\n",
      "                                                    {'x': 177, 'y': 705}]},\n",
      "                       'confidence': 0.9982,\n",
      "                       'id': 43,\n",
      "                       'text': 'States'},\n",
      "                      {'boundingBox': {'vertices': [{'x': 97, 'y': 735},\n",
      "                                                    {'x': 170, 'y': 735},\n",
      "                                                    {'x': 170, 'y': 761},\n",
      "                                                    {'x': 97, 'y': 761}]},\n",
      "                       'confidence': 0.9957,\n",
      "                       'id': 44,\n",
      "                       'text': 'Email'},\n",
      "                      {'boundingBox': {'vertices': [{'x': 95, 'y': 773},\n",
      "                                                    {'x': 402, 'y': 773},\n",
      "                                                    {'x': 402, 'y': 800},\n",
      "                                                    {'x': 95, 'y': 800}]},\n",
      "                       'confidence': 0.9786,\n",
      "                       'id': 45,\n",
      "                       'text': 'Ikitchenman0@arizona.edu'},\n",
      "                      {'boundingBox': {'vertices': [{'x': 97, 'y': 918},\n",
      "                                                    {'x': 232, 'y': 918},\n",
      "                                                    {'x': 232, 'y': 946},\n",
      "                                                    {'x': 97, 'y': 946}]},\n",
      "                       'confidence': 0.9958,\n",
      "                       'id': 46,\n",
      "                       'text': 'Additional'},\n",
      "                      {'boundingBox': {'vertices': [{'x': 236, 'y': 921},\n",
      "                                                    {'x': 346, 'y': 920},\n",
      "                                                    {'x': 346, 'y': 949},\n",
      "                                                    {'x': 236, 'y': 950}]},\n",
      "                       'confidence': 0.9982,\n",
      "                       'id': 47,\n",
      "                       'text': 'Request'},\n",
      "                      {'boundingBox': {'vertices': [{'x': 597, 'y': 921},\n",
      "                                                    {'x': 694, 'y': 921},\n",
      "                                                    {'x': 694, 'y': 944},\n",
      "                                                    {'x': 597, 'y': 944}]},\n",
      "                       'confidence': 0.9983,\n",
      "                       'id': 48,\n",
      "                       'text': 'Vivamus'},\n",
      "                      {'boundingBox': {'vertices': [{'x': 699, 'y': 921},\n",
      "                                                    {'x': 822, 'y': 921},\n",
      "                                                    {'x': 822, 'y': 944},\n",
      "                                                    {'x': 699, 'y': 944}]},\n",
      "                       'confidence': 0.9964,\n",
      "                       'id': 49,\n",
      "                       'text': 'vestibulum'},\n",
      "                      {'boundingBox': {'vertices': [{'x': 826, 'y': 921},\n",
      "                                                    {'x': 911, 'y': 920},\n",
      "                                                    {'x': 911, 'y': 946},\n",
      "                                                    {'x': 826, 'y': 947}]},\n",
      "                       'confidence': 0.9911,\n",
      "                       'id': 50,\n",
      "                       'text': 'sagittis'},\n",
      "                      {'boundingBox': {'vertices': [{'x': 913, 'y': 920},\n",
      "                                                    {'x': 997, 'y': 919},\n",
      "                                                    {'x': 997, 'y': 946},\n",
      "                                                    {'x': 914, 'y': 947}]},\n",
      "                       'confidence': 0.9935,\n",
      "                       'id': 51,\n",
      "                       'text': 'sapien.'},\n",
      "                      {'boundingBox': {'vertices': [{'x': 1001, 'y': 921},\n",
      "                                                    {'x': 1055, 'y': 921},\n",
      "                                                    {'x': 1055, 'y': 943},\n",
      "                                                    {'x': 1001, 'y': 943}]},\n",
      "                       'confidence': 0.998,\n",
      "                       'id': 52,\n",
      "                       'text': 'Cum'},\n",
      "                      {'boundingBox': {'vertices': [{'x': 1059, 'y': 921},\n",
      "                                                    {'x': 1125, 'y': 921},\n",
      "                                                    {'x': 1125, 'y': 944},\n",
      "                                                    {'x': 1059, 'y': 944}]},\n",
      "                       'confidence': 0.9892,\n",
      "                       'id': 53,\n",
      "                       'text': 'sociis'},\n",
      "                      {'boundingBox': {'vertices': [{'x': 1129, 'y': 922},\n",
      "                                                    {'x': 1223, 'y': 922},\n",
      "                                                    {'x': 1223, 'y': 946},\n",
      "                                                    {'x': 1129, 'y': 946}]},\n",
      "                       'confidence': 0.9972,\n",
      "                       'id': 54,\n",
      "                       'text': 'natoque'},\n",
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      "                       'text': 'accepting'},\n",
      "                      {'boundingBox': {'vertices': [{'x': 803, 'y': 1253},\n",
      "                                                    {'x': 840, 'y': 1253},\n",
      "                                                    {'x': 840, 'y': 1272},\n",
      "                                                    {'x': 803, 'y': 1272}]},\n",
      "                       'confidence': 0.9985,\n",
      "                       'id': 117,\n",
      "                       'text': 'this'},\n",
      "                      {'boundingBox': {'vertices': [{'x': 843, 'y': 1253},\n",
      "                                                    {'x': 890, 'y': 1253},\n",
      "                                                    {'x': 890, 'y': 1272},\n",
      "                                                    {'x': 843, 'y': 1272}]},\n",
      "                       'confidence': 0.9968,\n",
      "                       'id': 118,\n",
      "                       'text': 'offer'},\n",
      "                      {'boundingBox': {'vertices': [{'x': 892, 'y': 1253},\n",
      "                                                    {'x': 929, 'y': 1253},\n",
      "                                                    {'x': 929, 'y': 1271},\n",
      "                                                    {'x': 892, 'y': 1272}]},\n",
      "                       'confidence': 0.9869,\n",
      "                       'id': 119,\n",
      "                       'text': 'and'},\n",
      "                      {'boundingBox': {'vertices': [{'x': 932, 'y': 1253},\n",
      "                                                    {'x': 965, 'y': 1254},\n",
      "                                                    {'x': 964, 'y': 1272},\n",
      "                                                    {'x': 931, 'y': 1271}]},\n",
      "                       'confidence': 0.9991,\n",
      "                       'id': 120,\n",
      "                       'text': 'the'},\n",
      "                      {'boundingBox': {'vertices': [{'x': 967, 'y': 1253},\n",
      "                                                    {'x': 1007, 'y': 1253},\n",
      "                                                    {'x': 1007, 'y': 1272},\n",
      "                                                    {'x': 967, 'y': 1272}]},\n",
      "                       'confidence': 0.9966,\n",
      "                       'id': 121,\n",
      "                       'text': 'sale'},\n",
      "                      {'boundingBox': {'vertices': [{'x': 1010, 'y': 1253},\n",
      "                                                    {'x': 1057, 'y': 1253},\n",
      "                                                    {'x': 1057, 'y': 1272},\n",
      "                                                    {'x': 1010, 'y': 1272}]},\n",
      "                       'confidence': 0.9968,\n",
      "                       'id': 122,\n",
      "                       'text': 'offer'},\n",
      "                      {'boundingBox': {'vertices': [{'x': 1058, 'y': 1252},\n",
      "                                                    {'x': 1079, 'y': 1252},\n",
      "                                                    {'x': 1079, 'y': 1272},\n",
      "                                                    {'x': 1058, 'y': 1272}]},\n",
      "                       'confidence': 0.999,\n",
      "                       'id': 123,\n",
      "                       'text': 'in'},\n",
      "                      {'boundingBox': {'vertices': [{'x': 1081, 'y': 1253},\n",
      "                                                    {'x': 1153, 'y': 1253},\n",
      "                                                    {'x': 1153, 'y': 1274},\n",
      "                                                    {'x': 1081, 'y': 1274}]},\n",
      "                       'confidence': 0.9646,\n",
      "                       'id': 124,\n",
      "                       'text': 'writing.'},\n",
      "                      {'boundingBox': {'vertices': [{'x': 1156, 'y': 1252},\n",
      "                                                    {'x': 1193, 'y': 1252},\n",
      "                                                    {'x': 1193, 'y': 1272},\n",
      "                                                    {'x': 1156, 'y': 1272}]},\n",
      "                       'confidence': 0.9994,\n",
      "                       'id': 125,\n",
      "                       'text': 'The'},\n",
      "                      {'boundingBox': {'vertices': [{'x': 1196, 'y': 1253},\n",
      "                                                    {'x': 1251, 'y': 1253},\n",
      "                                                    {'x': 1251, 'y': 1274},\n",
      "                                                    {'x': 1196, 'y': 1274}]},\n",
      "                       'confidence': 0.9963,\n",
      "                       'id': 126,\n",
      "                       'text': 'buyer'},\n",
      "                      {'boundingBox': {'vertices': [{'x': 1254, 'y': 1256},\n",
      "                                                    {'x': 1295, 'y': 1256},\n",
      "                                                    {'x': 1295, 'y': 1274},\n",
      "                                                    {'x': 1254, 'y': 1274}]},\n",
      "                       'confidence': 0.9984,\n",
      "                       'id': 127,\n",
      "                       'text': 'may'},\n",
      "                      {'boundingBox': {'vertices': [{'x': 96, 'y': 1283},\n",
      "                                                    {'x': 184, 'y': 1281},\n",
      "                                                    {'x': 184, 'y': 1301},\n",
      "                                                    {'x': 96, 'y': 1303}]},\n",
      "                       'confidence': 0.9979,\n",
      "                       'id': 128,\n",
      "                       'text': 'purchase'},\n",
      "                      {'boundingBox': {'vertices': [{'x': 187, 'y': 1283},\n",
      "                                                    {'x': 220, 'y': 1283},\n",
      "                                                    {'x': 220, 'y': 1300},\n",
      "                                                    {'x': 187, 'y': 1300}]},\n",
      "                       'confidence': 0.9997,\n",
      "                       'id': 129,\n",
      "                       'text': 'the'},\n",
      "                      {'boundingBox': {'vertices': [{'x': 222, 'y': 1283},\n",
      "                                                    {'x': 298, 'y': 1281},\n",
      "                                                    {'x': 298, 'y': 1301},\n",
      "                                                    {'x': 223, 'y': 1303}]},\n",
      "                       'confidence': 0.9982,\n",
      "                       'id': 130,\n",
      "                       'text': 'product'},\n",
      "                      {'boundingBox': {'vertices': [{'x': 299, 'y': 1282},\n",
      "                                                    {'x': 319, 'y': 1281},\n",
      "                                                    {'x': 319, 'y': 1301},\n",
      "                                                    {'x': 299, 'y': 1301}]},\n",
      "                       'confidence': 0.9994,\n",
      "                       'id': 131,\n",
      "                       'text': 'in'},\n",
      "                      {'boundingBox': {'vertices': [{'x': 321, 'y': 1282},\n",
      "                                                    {'x': 359, 'y': 1281},\n",
      "                                                    {'x': 359, 'y': 1300},\n",
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      "                       'confidence': 0.9988,\n",
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      "                       'text': 'this'},\n",
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      "                                                    {'x': 408, 'y': 1301},\n",
      "                                                    {'x': 361, 'y': 1301}]},\n",
      "                       'confidence': 0.9982,\n",
      "                       'id': 133,\n",
      "                       'text': 'offer'},\n",
      "                      {'boundingBox': {'vertices': [{'x': 411, 'y': 1282},\n",
      "                                                    {'x': 453, 'y': 1283},\n",
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      "                                                    {'x': 411, 'y': 1302}]},\n",
      "                       'confidence': 0.9954,\n",
      "                       'id': 134,\n",
      "                       'text': 'only'},\n",
      "                      {'boundingBox': {'vertices': [{'x': 455, 'y': 1283},\n",
      "                                                    {'x': 512, 'y': 1282},\n",
      "                                                    {'x': 512, 'y': 1300},\n",
      "                                                    {'x': 455, 'y': 1301}]},\n",
      "                       'confidence': 0.9988,\n",
      "                       'id': 135,\n",
      "                       'text': 'under'},\n",
      "                      {'boundingBox': {'vertices': [{'x': 514, 'y': 1282},\n",
      "                                                    {'x': 547, 'y': 1282},\n",
      "                                                    {'x': 547, 'y': 1301},\n",
      "                                                    {'x': 514, 'y': 1301}]},\n",
      "                       'confidence': 0.9995,\n",
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      "                       'text': 'the'},\n",
      "                      {'boundingBox': {'vertices': [{'x': 550, 'y': 1281},\n",
      "                                                    {'x': 609, 'y': 1282},\n",
      "                                                    {'x': 609, 'y': 1301},\n",
      "                                                    {'x': 550, 'y': 1300}]},\n",
      "                       'confidence': 0.9961,\n",
      "                       'id': 137,\n",
      "                       'text': 'Terms'},\n",
      "                      {'boundingBox': {'vertices': [{'x': 611, 'y': 1282},\n",
      "                                                    {'x': 648, 'y': 1282},\n",
      "                                                    {'x': 648, 'y': 1301},\n",
      "                                                    {'x': 611, 'y': 1301}]},\n",
      "                       'confidence': 0.9941,\n",
      "                       'id': 138,\n",
      "                       'text': 'and'},\n",
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      "                                                    {'x': 651, 'y': 1300}]},\n",
      "                       'confidence': 0.9823,\n",
      "                       'id': 139,\n",
      "                       'text': 'Conditions'},\n",
      "                      {'boundingBox': {'vertices': [{'x': 755, 'y': 1282},\n",
      "                                                    {'x': 777, 'y': 1282},\n",
      "                                                    {'x': 777, 'y': 1300},\n",
      "                                                    {'x': 755, 'y': 1301}]},\n",
      "                       'confidence': 0.9961,\n",
      "                       'id': 140,\n",
      "                       'text': 'of'},\n",
      "                      {'boundingBox': {'vertices': [{'x': 779, 'y': 1282},\n",
      "                                                    {'x': 811, 'y': 1282},\n",
      "                                                    {'x': 811, 'y': 1301},\n",
      "                                                    {'x': 779, 'y': 1301}]},\n",
      "                       'confidence': 0.9997,\n",
      "                       'id': 141,\n",
      "                       'text': 'the'},\n",
      "                      {'boundingBox': {'vertices': [{'x': 815, 'y': 1282},\n",
      "                                                    {'x': 871, 'y': 1282},\n",
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      "                                                    {'x': 815, 'y': 1301}]},\n",
      "                       'confidence': 0.9958,\n",
      "                       'id': 142,\n",
      "                       'text': 'Seller'},\n",
      "                      {'boundingBox': {'vertices': [{'x': 872, 'y': 1281},\n",
      "                                                    {'x': 954, 'y': 1281},\n",
      "                                                    {'x': 954, 'y': 1300},\n",
      "                                                    {'x': 872, 'y': 1301}]},\n",
      "                       'confidence': 0.9978,\n",
      "                       'id': 143,\n",
      "                       'text': 'included'},\n",
      "                      {'boundingBox': {'vertices': [{'x': 956, 'y': 1282},\n",
      "                                                    {'x': 976, 'y': 1281},\n",
      "                                                    {'x': 977, 'y': 1301},\n",
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      "                       'confidence': 0.9988,\n",
      "                       'id': 144,\n",
      "                       'text': 'in'},\n",
      "                      {'boundingBox': {'vertices': [{'x': 978, 'y': 1282},\n",
      "                                                    {'x': 1016, 'y': 1282},\n",
      "                                                    {'x': 1016, 'y': 1301},\n",
      "                                                    {'x': 978, 'y': 1301}]},\n",
      "                       'confidence': 0.9854,\n",
      "                       'id': 145,\n",
      "                       'text': 'this'},\n",
      "                      {'boundingBox': {'vertices': [{'x': 1018, 'y': 1282},\n",
      "                                                    {'x': 1069, 'y': 1282},\n",
      "                                                    {'x': 1069, 'y': 1301},\n",
      "                                                    {'x': 1018, 'y': 1301}]},\n",
      "                       'confidence': 0.9913,\n",
      "                       'id': 146,\n",
      "                       'text': 'offer.'}]}],\n",
      " 'stored': False,\n",
      " 'text': 'INVOICE # INV-AJ355548 \\n'\n",
      "         'Invoice ID \\n'\n",
      "         'Invoice Date 9/7/1992 \\n'\n",
      "         'Service Details Form \\n'\n",
      "         'Company Name \\n'\n",
      "         'Upstage Sung Kim \\n'\n",
      "         \"Name -00 'ess \\n\"\n",
      "         'Lucy Park Gwanggyojungang-ro 338, Gyeonggi-do, \\n'\n",
      "         'Sanghyeon-dong, Suji-gu \\n'\n",
      "         'Yongin-si, South Korea \\n'\n",
      "         'Address \\n'\n",
      "         '7 Pepper Wood Street, 130 Stone Corner \\n'\n",
      "         'Terrace \\n'\n",
      "         'Wilkes Barre, Pennsylvania, 18768 \\n'\n",
      "         'United States \\n'\n",
      "         'Email \\n'\n",
      "         'Ikitchenman0@arizona.edu \\n'\n",
      "         'Additional Request Vivamus vestibulum sagittis sapien. Cum sociis '\n",
      "         'natoque \\n'\n",
      "         'penatibus et magnis dis parturient montes, nascetur ridiculus \\n'\n",
      "         'mus. \\n'\n",
      "         'TERMS AND CONDITIONS \\n'\n",
      "         '1. The Seller shall not be liable to the Buyer directly or '\n",
      "         'indirectly for any loss or damage suffered by the Buyer. \\n'\n",
      "         '2. The Seller warrants the product for one (1) year from the date of '\n",
      "         'shipment. \\n'\n",
      "         '3. Any purchase order received by the seller will be interpreted as '\n",
      "         'accepting this offer and the sale offer in writing. The buyer may \\n'\n",
      "         'purchase the product in this offer only under the Terms and '\n",
      "         'Conditions of the Seller included in this offer.'}\n"
     ]
    }
   ],
   "source": [
    "# @title Document OCR with http request\n",
    "import requests\n",
    "\n",
    "filename = \"data/invoice.png\"  # @param {type:\"string\"}\n",
    "url = \"https://api.upstage.ai/v1/document-ai/ocr\"\n",
    "headers = {\"Authorization\": f\"Bearer {UPSTAGE_API_KEY}\"}\n",
    "files = {\"document\": open(filename, \"rb\")}\n",
    "\n",
    "response = requests.post(url, headers=headers, files=files)\n",
    "pprint(response.json())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "6e236a12-c7f6-450f-aa24-b029ef3a3b15",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
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   "language": "python",
   "name": "python3"
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   "codemirror_mode": {
    "name": "ipython",
    "version": 3
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   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
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