rag-5-liners-in-detail.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Note: you may need to restart the kernel to use updated packages.\n"
     ]
    }
   ],
   "source": [
    "%pip install -qq llama-index python-dotenv beautifulsoup4 requests openai"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Demo"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "True"
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import os \n",
    "import pprint\n",
    "import requests\n",
    "\n",
    "import dotenv \n",
    "\n",
    "\n",
    "dotenv.load_dotenv()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [],
   "source": [
    "from llama_index.core import VectorStoreIndex, SimpleDirectoryReader"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [],
   "source": [
    "number_of_books = 10\n",
    "for i in range(1, number_of_books+1):\n",
    "    url = f'https://www.gutenberg.org/cache/epub/{i}/pg{i}.txt'\n",
    "    response = requests.get(url)\n",
    "    if response.status_code == 200:\n",
    "        with open(f'./data/pg{i}.txt', 'w') as f:\n",
    "            f.write(response.text)\n",
    "    else:\n",
    "        print(f'Failed to download {url}')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [],
   "source": [
    "docs = SimpleDirectoryReader('data').load_data()\n",
    "index = VectorStoreIndex.from_documents(docs)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [],
   "source": [
    "query_engine = index.as_query_engine()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [],
   "source": [
    "question = \"What does the congress of the US consists of?\"\n",
    "response = query_engine.query(question)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [],
   "source": [
    "# query_engine.query??"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Response(response='The Congress of the United States consists of a Senate and '\n",
      "                  'House of Representatives.',\n",
      "         source_nodes=[NodeWithScore(node=TextNode(id_='d4e0c0e1-f428-4d67-92ed-ebed4c6ad7e9', embedding=None, metadata={'file_path': 'c:\\\\Users\\\\User\\\\Desktop\\\\Development\\\\llama_index_demo\\\\data\\\\pg1.txt', 'file_name': 'pg1.txt', 'file_type': 'text/plain', 'file_size': 121266, 'creation_date': '2024-07-12', 'last_modified_date': '2024-07-13'}, excluded_embed_metadata_keys=['file_name', 'file_type', 'file_size', 'creation_date', 'last_modified_date', 'last_accessed_date'], excluded_llm_metadata_keys=['file_name', 'file_type', 'file_size', 'creation_date', 'last_modified_date', 'last_accessed_date'], relationships={<NodeRelationship.SOURCE: '1'>: RelatedNodeInfo(node_id='c074fca4-e931-4e29-8cd9-e68751217e99', node_type=<ObjectType.DOCUMENT: '4'>, metadata={'file_path': 'c:\\\\Users\\\\User\\\\Desktop\\\\Development\\\\llama_index_demo\\\\data\\\\pg1.txt', 'file_name': 'pg1.txt', 'file_type': 'text/plain', 'file_size': 121266, 'creation_date': '2024-07-12', 'last_modified_date': '2024-07-13'}, hash='48089749d018ec43f241ef4cf869031c57e63934f08d0cda349bacb361ca5f8a'), <NodeRelationship.PREVIOUS: '2'>: RelatedNodeInfo(node_id='850f6755-bab1-4dcd-8f9b-1b82ba9cadf1', node_type=<ObjectType.TEXT: '1'>, metadata={'file_path': 'c:\\\\Users\\\\User\\\\Desktop\\\\Development\\\\llama_index_demo\\\\data\\\\pg1.txt', 'file_name': 'pg1.txt', 'file_type': 'text/plain', 'file_size': 121266, 'creation_date': '2024-07-12', 'last_modified_date': '2024-07-13'}, hash='f4b241105a04f0cd3695aa85e9f0df4df4d8fa3fd1a12d14ed1b30fd9c1338a4'), <NodeRelationship.NEXT: '3'>: RelatedNodeInfo(node_id='d55b389a-0234-408e-9c7f-3a58391e259d', node_type=<ObjectType.TEXT: '1'>, metadata={}, hash='727d5af5b30ca4cefcab4c25b6b84e80cf36d015718bee01e5dc156083a11def')}, text='In case\\r\\r\\nof internal discrepancies in these matters, most or all have been left.\\r\\r\\n\\r\\r\\nIn our orginal editions the letters were all CAPITALS, and we did not do\\r\\r\\nanything about capitalization, consistent or otherwise, nor with most of\\r\\r\\nthe punctuation, since we had limited punctionation in those days.\\r\\r\\n\\r\\r\\nThis document does NOT include the amendments, as the Bill of Rights was\\r\\r\\none of our earlier Project Gutenberg Etexts, and the others will be sent\\r\\r\\nin a separate posting.\\r\\r\\n\\r\\r\\n***\\r\\r\\n\\r\\r\\nWe would ask that any Consitutional scholars would please take a minute,\\r\\r\\nor longer, to send us a note concerning possible corrections.\\r\\r\\n\\r\\r\\n***\\r\\r\\n\\r\\r\\n\\r\\r\\n\\r\\r\\nTHE CONSTITUTION OF THE UNITED STATES OF AMERICA, 1787\\r\\r\\n\\r\\r\\n\\r\\r\\n\\r\\r\\nWe the people of the United States, in Order to form a more perfect Union,\\r\\r\\nestablish Justice, insure domestic Tranquility, provide for the common defence,\\r\\r\\npromote the general Welfare, and secure the Blessings of Liberty to ourselves\\r\\r\\nand our Posterity, do ordain and establish this Constitution for the\\r\\r\\nUnited States of America.\\r\\r\\n\\r\\r\\n\\r\\r\\nArticle 1\\r\\r\\n\\r\\r\\nSection 1.  All legislative Powers herein granted shall be vested in a\\r\\r\\nCongress of the United States, which shall consist of a Senate and\\r\\r\\nHouse of Representatives.\\r\\r\\n\\r\\r\\nSection 2.  The House of Representatives shall be composed of Members\\r\\r\\nchosen every second Year by the People of the several States,\\r\\r\\nand the electors in each State shall have the qualifications requisite\\r\\r\\nfor electors of the most numerous branch of the State legislature.\\r\\r\\n\\r\\r\\nNo Person shall be a Representative who shall not have attained to the\\r\\r\\nAge of twenty five Years, and been seven Years a citizen of the United States,\\r\\r\\nand who shall not, when elected, be an Inhabitant of that State in which\\r\\r\\nhe shall be chosen.\\r\\r\\n\\r\\r\\nRepresentatives and direct Taxes shall be apportioned among\\r\\r\\nthe several States which may be included within this Union,\\r\\r\\naccording to their respective Numbers, which shall be determined\\r\\r\\nby adding to the whole number of free Persons, including those\\r\\r\\nbound to Service for a Term of Years, and excluding Indians not taxed,\\r\\r\\nthree fifths of all other Persons.  The actual Enumeration shall be made\\r\\r\\nwithin three Years after the first Meeting of the Congress of the\\r\\r\\nUnited States, and within every subsequent Term of ten Years,\\r\\r\\nin such Manner as they shall by law Direct.  The number of\\r\\r\\nRepresentatives shall not exceed one for every thirty Thousand,\\r\\r\\nbut each State shall have at least one Representative;\\r\\r\\nand until such enumeration shall be made, the State of New Hampshire\\r\\r\\nshall be entitled to chuse three, Massachusetts eight, Rhode Island\\r\\r\\nand Providence Plantations one, Connecticut five, New York six,\\r\\r\\nNew Jersey four, Pennsylvania eight, Delaware one, Maryland six,\\r\\r\\nVirginia ten, North Carolina five, South Carolina five, and Georgia three.\\r\\r\\n\\r\\r\\nWhen vacancies happen in the Representation from any State, the Executive\\r\\r\\nAuthority thereof shall issue Writs of Election to fill such Vacancies.\\r\\r\\n\\r\\r\\nThe House of Representatives shall chuse their Speaker and other Officers;\\r\\r\\nand shall have the sole Power of Impeachment.\\r\\r\\n\\r\\r\\nSection 3.  The Senate of the United States shall be composed of\\r\\r\\ntwo Senators from each State, chosen by the legislature thereof,\\r\\r\\nfor six Years; and each Senator shall have one Vote.\\r\\r\\n\\r\\r\\nImmediately after they shall be assembled in Consequence of the first Election,\\r\\r\\nthey shall be divided as equally as may be into three Classes.  The Seats of\\r\\r\\nthe Senators of the first Class shall be vacated at the expiration of the\\r\\r\\nsecond Year, of the second Class at the expiration of the fourth Year,\\r\\r\\nand of the third Class at the expiration of the sixth Year, so that one third\\r\\r\\nmay be chosen every second Year; and if vacancies happen by Resignation,\\r\\r\\nor otherwise, during the recess of the Legislature of any State,\\r\\r\\nthe Executive thereof may make temporary Appointments until the\\r\\r\\nnext meeting of the Legislature, which shall then fill such Vacancies.\\r\\r\\n\\r\\r\\nNo person shall be a Senator who shall not have attained to the Age of\\r\\r\\nthirty Years, and been nine Years a Citizen of the United States,\\r\\r\\nand who shall not, when elected, be an Inhabitant of that State\\r\\r\\nfor which he shall be chosen.\\r\\r\\n\\r\\r\\nThe Vice-President of the United States shall be President of the Senate,\\r\\r\\nbut shall have no Vote, unless they be equally divided.\\r\\r\\n\\r\\r\\nThe Senate shall choose their other Officers, and also a President\\r\\r\\npro tempore, in the Absence of the Vice-President, or when he shall\\r\\r\\nexercise the Office of President of the United States.\\r\\r\\n\\r\\r\\nThe Senate shall have the sole Power to try all Impeachments.\\r\\r\\nWhen sitting for that Purpose, they shall be on Oath or Affirmation.', mimetype='text/plain', start_char_idx=25586, end_char_idx=30303, text_template='{metadata_str}\\n\\n{content}', metadata_template='{key}: {value}', metadata_seperator='\\n'), score=0.845046477613661),\n",
      "                       NodeWithScore(node=TextNode(id_='6feda703-cbd7-4b24-b9ce-c15660a40c38', embedding=None, metadata={'file_path': 'c:\\\\Users\\\\User\\\\Desktop\\\\Development\\\\llama_index_demo\\\\data\\\\pg5.txt', 'file_name': 'pg5.txt', 'file_type': 'text/plain', 'file_size': 49573, 'creation_date': '2024-07-12', 'last_modified_date': '2024-07-13'}, excluded_embed_metadata_keys=['file_name', 'file_type', 'file_size', 'creation_date', 'last_modified_date', 'last_accessed_date'], excluded_llm_metadata_keys=['file_name', 'file_type', 'file_size', 'creation_date', 'last_modified_date', 'last_accessed_date'], relationships={<NodeRelationship.SOURCE: '1'>: RelatedNodeInfo(node_id='827fc49f-c86c-4b80-aa58-aa9195d39299', node_type=<ObjectType.DOCUMENT: '4'>, metadata={'file_path': 'c:\\\\Users\\\\User\\\\Desktop\\\\Development\\\\llama_index_demo\\\\data\\\\pg5.txt', 'file_name': 'pg5.txt', 'file_type': 'text/plain', 'file_size': 49573, 'creation_date': '2024-07-12', 'last_modified_date': '2024-07-13'}, hash='af14618983b4d2b706a75c952f0e36f583fb2a11a497f29bc72e3d03e9e96667'), <NodeRelationship.NEXT: '3'>: RelatedNodeInfo(node_id='24c580a6-dc2d-4f48-8815-86ab7cf46b69', node_type=<ObjectType.TEXT: '1'>, metadata={}, hash='cf4b5448aa521fea7a3a5621e350f6b8696e3a6c6bd8874a371b8c317436df28')}, text=\"\\ufeffThe Project Gutenberg eBook of The United States Constitution\\r\\r\\n    \\r\\r\\nThis ebook is for the use of anyone anywhere in the United States and\\r\\r\\nmost other parts of the world at no cost and with almost no restrictions\\r\\r\\nwhatsoever. You may copy it, give it away or re-use it under the terms\\r\\r\\nof the Project Gutenberg License included with this ebook or online\\r\\r\\nat www.gutenberg.org. If you are not located in the United States,\\r\\r\\nyou will have to check the laws of the country where you are located\\r\\r\\nbefore using this eBook.\\r\\r\\n\\r\\r\\nTitle: The United States Constitution\\r\\r\\n\\r\\r\\nAuthor: United States\\r\\r\\n\\r\\r\\nRelease date: December 1, 1975 [eBook #5]\\r\\r\\n                Most recently updated: January 1, 2021\\r\\r\\n\\r\\r\\nLanguage: English\\r\\r\\n\\r\\r\\n\\r\\r\\n\\r\\r\\n*** START OF THE PROJECT GUTENBERG EBOOK THE UNITED STATES CONSTITUTION ***\\r\\r\\n\\r\\r\\n\\r\\r\\n\\r\\r\\n\\r\\r\\nAll of the original Project Gutenberg Etexts from the\\r\\r\\n1970's were produced in ALL CAPS, no lower case.  The\\r\\r\\ncomputers we used then didn't have lower case at all.\\r\\r\\n\\r\\r\\n***\\r\\r\\n\\r\\r\\nThese original Project Gutenberg Etexts will be compiled into a file\\r\\r\\ncontaining them all, in order to improve the content ratios of Etext\\r\\r\\nto header material.\\r\\r\\n\\r\\r\\n***\\r\\r\\n\\r\\r\\n\\r\\r\\n\\r\\r\\nThe following edition of The Consitution of the United States of America\\r\\r\\nhas been based on many hours of study of a variety of editions, and will\\r\\r\\ninclude certain variant spellings, punctuation, and captialization as we\\r\\r\\nhave been able to reasonable ascertain belonged to the orginal.  In case\\r\\r\\nof internal discrepancies in these matters, most or all have been left.\\r\\r\\n\\r\\r\\nIn our orginal editions the letters were all CAPITALS, and we did not do\\r\\r\\nanything about capitalization, consistent or otherwise, nor with most of\\r\\r\\nthe punctuation, since we had limited punctionation in those days.\\r\\r\\n\\r\\r\\nThis document does NOT include the amendments, as the Bill of Rights was\\r\\r\\none of our earlier Project Gutenberg Etexts, and the others will be sent\\r\\r\\nin a separate posting.\\r\\r\\n\\r\\r\\n***\\r\\r\\n\\r\\r\\nWe would ask that any Consitutional scholars would please take a minute,\\r\\r\\nor longer, to send us a note concerning possible corrections.\\r\\r\\n\\r\\r\\n***\\r\\r\\n\\r\\r\\n\\r\\r\\n\\r\\r\\n\\r\\r\\nTHE CONSTITUTION OF THE UNITED STATES OF AMERICA, 1787\\r\\r\\n\\r\\r\\n\\r\\r\\n\\r\\r\\nWe the people of the United States, in Order to form a more perfect Union,\\r\\r\\nestablish Justice, insure domestic Tranquility, provide for the common defence,\\r\\r\\npromote the general Welfare, and secure the Blessings of Liberty to ourselves\\r\\r\\nand our Posterity, do ordain and establish this Constitution for the\\r\\r\\nUnited States of America.\\r\\r\\n\\r\\r\\n\\r\\r\\nArticle 1\\r\\r\\n\\r\\r\\nSection 1.  All legislative Powers herein granted shall be vested in a\\r\\r\\nCongress of the United States, which shall consist of a Senate and\\r\\r\\nHouse of Representatives.\\r\\r\\n\\r\\r\\nSection 2.  The House of Representatives shall be composed of Members\\r\\r\\nchosen every second Year by the People of the several States,\\r\\r\\nand the electors in each State shall have the qualifications requisite\\r\\r\\nfor electors of the most numerous branch of the State legislature.\\r\\r\\n\\r\\r\\nNo Person shall be a Representative who shall not have attained to the\\r\\r\\nAge of twenty five Years, and been seven Years a citizen of the United States,\\r\\r\\nand who shall not, when elected, be an Inhabitant of that State in which\\r\\r\\nhe shall be chosen.\\r\\r\\n\\r\\r\\nRepresentatives and direct Taxes shall be apportioned among\\r\\r\\nthe several States which may be included within this Union,\\r\\r\\naccording to their respective Numbers, which shall be determined\\r\\r\\nby adding to the whole number of free Persons, including those\\r\\r\\nbound to Service for a Term of Years, and excluding Indians not taxed,\\r\\r\\nthree fifths of all other Persons.  The actual Enumeration shall be made\\r\\r\\nwithin three Years after the first Meeting of the Congress of the\\r\\r\\nUnited States, and within every subsequent Term of ten Years,\\r\\r\\nin such Manner as they shall by law Direct.  The number of\\r\\r\\nRepresentatives shall not exceed one for every thirty Thousand,\\r\\r\\nbut each State shall have at least one Representative;\\r\\r\\nand until such enumeration shall be made, the State of New Hampshire\\r\\r\\nshall be entitled to chuse three, Massachusetts eight, Rhode Island\\r\\r\\nand Providence Plantations one, Connecticut five, New York six,\\r\\r\\nNew Jersey four, Pennsylvania eight, Delaware one, Maryland six,\\r\\r\\nVirginia ten, North Carolina five, South Carolina five, and Georgia three.\\r\\r\\n\\r\\r\\nWhen vacancies happen in the Representation from any State, the Executive\\r\\r\\nAuthority thereof shall issue Writs of Election to fill such Vacancies.\\r\\r\\n\\r\\r\\nThe House of Representatives shall chuse their Speaker and other Officers;\\r\\r\\nand shall have the sole Power of Impeachment.\\r\\r\\n\\r\\r\\nSection 3.\", mimetype='text/plain', start_char_idx=0, end_char_idx=4631, text_template='{metadata_str}\\n\\n{content}', metadata_template='{key}: {value}', metadata_seperator='\\n'), score=0.8396049689371684)],\n",
      "         metadata={'6feda703-cbd7-4b24-b9ce-c15660a40c38': {'creation_date': '2024-07-12',\n",
      "                                                            'file_name': 'pg5.txt',\n",
      "                                                            'file_path': 'c:\\\\Users\\\\User\\\\Desktop\\\\Development\\\\llama_index_demo\\\\data\\\\pg5.txt',\n",
      "                                                            'file_size': 49573,\n",
      "                                                            'file_type': 'text/plain',\n",
      "                                                            'last_modified_date': '2024-07-13'},\n",
      "                   'd4e0c0e1-f428-4d67-92ed-ebed4c6ad7e9': {'creation_date': '2024-07-12',\n",
      "                                                            'file_name': 'pg1.txt',\n",
      "                                                            'file_path': 'c:\\\\Users\\\\User\\\\Desktop\\\\Development\\\\llama_index_demo\\\\data\\\\pg1.txt',\n",
      "                                                            'file_size': 121266,\n",
      "                                                            'file_type': 'text/plain',\n",
      "                                                            'last_modified_date': '2024-07-13'}})\n"
     ]
    }
   ],
   "source": [
    "pprint.pprint(response)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Token / Character / Docs Count"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "File: pg1.txt, Token Count: 25679, FileSize: 121266\n",
      "File: pg10.txt, Token Count: 1155915, FileSize: 4555961\n",
      "File: pg2.txt, Token Count: 4803, FileSize: 23631\n",
      "File: pg3.txt, Token Count: 5891, FileSize: 28162\n",
      "File: pg4.txt, Token Count: 4629, FileSize: 22427\n",
      "File: pg5.txt, Token Count: 10292, FileSize: 49573\n",
      "File: pg6.txt, Token Count: 5795, FileSize: 27422\n",
      "File: pg7.txt, Token Count: 4599, FileSize: 22363\n",
      "File: pg8.txt, Token Count: 5119, FileSize: 24825\n",
      "File: pg9.txt, Token Count: 8776, FileSize: 42269\n",
      "Total token count: 1231498\n",
      "Total char size: 4805027\n",
      "Total file size: 4917899\n",
      "Average token size: 3.9934283287508383\n"
     ]
    }
   ],
   "source": [
    "import tiktoken\n",
    "\n",
    "data_directory = './data'\n",
    "encoder = tiktoken.get_encoding('cl100k_base')\n",
    "\n",
    "total_token = 0\n",
    "total_file_size = 0\n",
    "total_char_size = 0\n",
    "for file_name in os.listdir(data_directory):\n",
    "    file_path = os.path.join(data_directory, file_name)\n",
    "    with open(file_path, 'r', encoding='utf-8') as file:\n",
    "        text = file.read()\n",
    "        token_count = len(encoder.encode(text))\n",
    "        print(f\"File: {file_name}, Token Count: {token_count}, FileSize: {os.path.getsize(file_path)}\")\n",
    "        total_token += token_count\n",
    "        total_file_size += os.path.getsize(file_path)\n",
    "        total_char_size += len(text)\n",
    "\n",
    "print(f\"Total token count: {total_token}\")\n",
    "print(f\"Total char size: {total_char_size}\")\n",
    "print(f\"Total file size: {total_file_size}\")\n",
    "print(f\"Average token size: {total_file_size/total_token}\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Settings"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "_Settings(_llm=OpenAI(callback_manager=<llama_index.core.callbacks.base.CallbackManager object at 0x000002089C903E10>, system_prompt=None, messages_to_prompt=<function messages_to_prompt at 0x000002089824DE40>, completion_to_prompt=<function default_completion_to_prompt at 0x00000208983007C0>, output_parser=None, pydantic_program_mode=<PydanticProgramMode.DEFAULT: 'default'>, query_wrapper_prompt=None, model='gpt-3.5-turbo', temperature=0.1, max_tokens=None, logprobs=None, top_logprobs=0, additional_kwargs={}, max_retries=3, timeout=60.0, default_headers=None, reuse_client=True, api_key='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', api_base='https://api.openai.com/v1', api_version=''),\n",
      "          _embed_model=OpenAIEmbedding(model_name='text-embedding-ada-002', embed_batch_size=100, callback_manager=<llama_index.core.callbacks.base.CallbackManager object at 0x000002089C903E10>, num_workers=None, additional_kwargs={}, api_key='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', api_base='https://api.openai.com/v1', api_version='', max_retries=10, timeout=60.0, default_headers=None, reuse_client=True, dimensions=None),\n",
      "          _callback_manager=<llama_index.core.callbacks.base.CallbackManager object at 0x000002089C903E10>,\n",
      "          _tokenizer=None,\n",
      "          _node_parser=SentenceSplitter(include_metadata=True, include_prev_next_rel=True, callback_manager=<llama_index.core.callbacks.base.CallbackManager object at 0x000002089C903E10>, id_func=<function default_id_func at 0x0000020898322CA0>, chunk_size=1024, chunk_overlap=200, separator=' ', paragraph_separator='\\n\\n\\n', secondary_chunking_regex='[^,.;。？！]+[,.;。？！]?'),\n",
      "          _prompt_helper=None,\n",
      "          _transformations=[SentenceSplitter(include_metadata=True, include_prev_next_rel=True, callback_manager=<llama_index.core.callbacks.base.CallbackManager object at 0x000002089C903E10>, id_func=<function default_id_func at 0x0000020898322CA0>, chunk_size=1024, chunk_overlap=200, separator=' ', paragraph_separator='\\n\\n\\n', secondary_chunking_regex='[^,.;。？！]+[,.;。？！]?')])\n"
     ]
    }
   ],
   "source": [
    "from llama_index.core import Settings\n",
    "pprint.pprint(Settings)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Doc Store"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['__abstractmethods__',\n",
       " '__class__',\n",
       " '__delattr__',\n",
       " '__dict__',\n",
       " '__dir__',\n",
       " '__doc__',\n",
       " '__eq__',\n",
       " '__format__',\n",
       " '__ge__',\n",
       " '__getattribute__',\n",
       " '__getstate__',\n",
       " '__gt__',\n",
       " '__hash__',\n",
       " '__init__',\n",
       " '__init_subclass__',\n",
       " '__le__',\n",
       " '__lt__',\n",
       " '__module__',\n",
       " '__ne__',\n",
       " '__new__',\n",
       " '__reduce__',\n",
       " '__reduce_ex__',\n",
       " '__repr__',\n",
       " '__setattr__',\n",
       " '__sizeof__',\n",
       " '__slots__',\n",
       " '__str__',\n",
       " '__subclasshook__',\n",
       " '__weakref__',\n",
       " '_abc_impl',\n",
       " '_aget_ref_doc_id',\n",
       " '_aremove_from_ref_doc_node',\n",
       " '_async_prepare_kv_pairs',\n",
       " '_batch_size',\n",
       " '_get_kv_pairs_for_insert',\n",
       " '_get_ref_doc_id',\n",
       " '_kvstore',\n",
       " '_merge_ref_doc_kv_pairs',\n",
       " '_metadata_collection',\n",
       " '_metadata_collection_suffix',\n",
       " '_namespace',\n",
       " '_node_collection',\n",
       " '_node_collection_suffix',\n",
       " '_prepare_kv_pairs',\n",
       " '_ref_doc_collection',\n",
       " '_ref_doc_collection_suffix',\n",
       " '_remove_from_ref_doc_node',\n",
       " '_remove_legacy_info',\n",
       " 'add_documents',\n",
       " 'adelete_document',\n",
       " 'adelete_ref_doc',\n",
       " 'adocument_exists',\n",
       " 'aget_all_document_hashes',\n",
       " 'aget_all_ref_doc_info',\n",
       " 'aget_document',\n",
       " 'aget_document_hash',\n",
       " 'aget_node',\n",
       " 'aget_node_dict',\n",
       " 'aget_nodes',\n",
       " 'aget_ref_doc_info',\n",
       " 'aref_doc_exists',\n",
       " 'aset_document_hash',\n",
       " 'aset_document_hashes',\n",
       " 'async_add_documents',\n",
       " 'delete_document',\n",
       " 'delete_ref_doc',\n",
       " 'docs',\n",
       " 'document_exists',\n",
       " 'from_dict',\n",
       " 'from_persist_dir',\n",
       " 'from_persist_path',\n",
       " 'get_all_document_hashes',\n",
       " 'get_all_ref_doc_info',\n",
       " 'get_document',\n",
       " 'get_document_hash',\n",
       " 'get_node',\n",
       " 'get_node_dict',\n",
       " 'get_nodes',\n",
       " 'get_ref_doc_info',\n",
       " 'persist',\n",
       " 'ref_doc_exists',\n",
       " 'set_document_hash',\n",
       " 'set_document_hashes',\n",
       " 'to_dict']"
      ]
     },
     "execution_count": 38,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dir(index.docstore)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "key>>> 97981709-b6bd-458f-ab4c-4091a028134b\n",
      "len(v)>>> 4371\n",
      "tokens >>> 969\n",
      "value>>> ﻿The Project Gutenberg eBook of The Declaration of Independence of the United States of America\n",
      "    \n",
      "This ebook is for the use of anyone anywhere in the United States and\n",
      "most other parts of the world at no cost and with almost no restrictions\n",
      "whatsoever. You may copy it, give it away or re-use it under the terms\n",
      "of the Project Gutenberg License included with this ebook or online\n",
      "at www.gutenberg.org. If you are not located in the United States,\n",
      "you will have to check the laws of the country where you are located\n",
      "before using this eBook.\n",
      "\n",
      "Title: The Declaration of Independence of the United States of America\n",
      "\n",
      "Author: Thomas Jefferson\n",
      "\n",
      "Release date: December 1, 1971 [eBook #1]\n",
      "                Most recently updated: January 1, 2021\n",
      "\n",
      "Language: English\n",
      "\n",
      "\n",
      "\n",
      "*** START OF THE PROJECT GUTENBERG EBOOK THE DECLARATION OF INDEPENDENCE OF THE UNITED STATES OF AMERICA ***\n",
      "\n",
      "\n",
      "\n",
      "December, 1971  [Etext #1]\n",
      "\n",
      "\n",
      "The Project Gutenberg Etext of The Declaration of Independence.\n",
      "\n",
      "All of the original Project Gutenberg Etexts from the\n",
      "1970's were produced in ALL CAPS, no lower case.  The\n",
      "computers we used then didn't have lower case at all.\n",
      "\n",
      "\n",
      "This is a retranscription of one of the first Project\n",
      "Gutenberg Etexts, officially dated December, 1971--\n",
      "and now officially re-released on December 31, 1993--\n",
      "\n",
      "\n",
      "The United States Declaration of Independence was the first Etext\n",
      "released by Project Gutenberg, early in 1971.  The title was stored\n",
      "in an emailed instruction set which required a tape or diskpack be\n",
      "hand mounted for retrieval.  The diskpack was the size of a large\n",
      "cake in a cake carrier, cost $1500, and contained 5 megabytes, of\n",
      "which this file took 1-2%.  Two tape backups were kept plus one on\n",
      "paper tape.  The 10,000 files we hope to have online by the end of\n",
      "2001 should take about 1-2% of a comparably priced drive in 2001.\n",
      "\n",
      "This file was never copyrighted, Sharewared, etc., and is thus for\n",
      "all to use and copy in any manner they choose.  Please feel free to\n",
      "make your own edition using this as a base.\n",
      "\n",
      "In my research for creating this transcription of our first Etext,\n",
      "I have come across enough discrepancies [even within that official\n",
      "documentation provided by the United States] to conclude that even\n",
      "\"facsimiles\" of the Declaration of Indendence will NOT going to be\n",
      "all the same as the original, nor of other \"facsimiles.\"  There is\n",
      "a plethora of variations in capitalization, punctuation, and, even\n",
      "where names appear on the documents [which names I have left out].\n",
      "\n",
      "The resulting document has several misspellings removed from those\n",
      "parchment \"facsimiles\" I used back in 1971, and which I should not\n",
      "be able to easily find at this time, including \"Brittain.\"\n",
      "\n",
      "\n",
      "**The Project Gutenberg Etext of The Declaration of Independence**\n",
      "\n",
      "\n",
      "\n",
      "THE DECLARATION OF INDEPENDENCE OF THE UNITED STATES OF AMERICA\n",
      "\n",
      "\n",
      "When in the Course of human events, it becomes necessary for\n",
      "one people to dissolve the political bands which have connected\n",
      "them with another, and to assume, among the Powers of the earth,\n",
      "the separate and equal station to which the Laws of Nature and\n",
      "of Nature's God entitle them, a decent respect to the opinions\n",
      "of mankind requires that they should declare the causes which\n",
      "impel them to the separation.\n",
      "\n",
      "We hold these truths to be self-evident, that all men are created equal,\n",
      "that they are endowed by their Creator with certain unalienable Rights,\n",
      "that among these are Life, Liberty, and the pursuit of Happiness.\n",
      "That to secure these rights, Governments are instituted among Men,\n",
      "deriving their just powers from the consent of the governed,\n",
      "That whenever any Form of Government becomes destructive of these ends,\n",
      "it is the Right of the People to alter or to abolish it, and to institute\n",
      "new Government, laying its foundation on such principles and organizing\n",
      "its powers in such form, as to them shall seem most likely to effect\n",
      "their Safety and Happiness.  Prudence, indeed, will dictate that Governments\n",
      "long established should not be changed for light and transient causes;\n",
      "and accordingly all experience hath shown, that mankind are more disposed\n",
      "to suffer, while evils are sufferable, than to right themselves by abolishing\n",
      "the forms to which they are accustomed.\n"
     ]
    }
   ],
   "source": [
    "for k, v in index.docstore.docs.items():\n",
    "    print('key>>>', k)\n",
    "    print('len(v)>>>', len(v.text))\n",
    "    print('tokens >>>', len(encoder.encode(v.text)))\n",
    "    print('value>>>', v.text)\n",
    "    break"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'\\ufeffThe Project Gutenberg eBook of The Declaration of Independence of the United States of America\\r\\r\\n    \\r\\r\\nThis ebook is for the use of anyone anywhere in the United States and\\r\\r\\nmost other parts of the world at no cost and with almost no restrictions\\r\\r\\nwhatsoever. You may copy it, give it away or re-use it under the terms\\r\\r\\nof the Project Gutenberg License included with this ebook or online\\r\\r\\nat www.gutenberg.org. If you are not located in the United States,\\r\\r\\nyou will have to check the laws of the country where you are located\\r\\r\\nbefore using this eBook.\\r\\r\\n\\r\\r\\nTitle: The Declaration of Independence of the United States of America\\r\\r\\n\\r\\r\\nAuthor: Thomas Jefferson\\r\\r\\n\\r\\r\\nRelease date: December 1, 1971 [eBook #1]\\r\\r\\n                Most recently updated: January 1, 2021\\r\\r\\n\\r\\r\\nLanguage: English\\r\\r\\n\\r\\r\\n\\r\\r\\n\\r\\r\\n*** START OF THE PROJECT GUTENBERG EBOOK THE DECLARATION OF INDEPENDENCE OF THE UNITED STATES OF AMERICA ***\\r\\r\\n\\r\\r\\n\\r\\r\\n\\r\\r\\nDecember, 1971  [Etext #1]\\r\\r\\n\\r\\r\\n\\r\\r\\nThe Project Gutenberg Etext of The Declaration of Independence.\\r\\r\\n\\r\\r\\nAll of the original Project Gutenberg Etexts from the\\r\\r\\n1970\\'s were produced in ALL CAPS, no lower case.  The\\r\\r\\ncomputers we used then didn\\'t have lower case at all.\\r\\r\\n\\r\\r\\n\\r\\r\\nThis is a retranscription of one of the first Project\\r\\r\\nGutenberg Etexts, officially dated December, 1971--\\r\\r\\nand now officially re-released on December 31, 1993--\\r\\r\\n\\r\\r\\n\\r\\r\\nThe United States Declaration of Independence was the first Etext\\r\\r\\nreleased by Project Gutenberg, early in 1971.  The title was stored\\r\\r\\nin an emailed instruction set which required a tape or diskpack be\\r\\r\\nhand mounted for retrieval.  The diskpack was the size of a large\\r\\r\\ncake in a cake carrier, cost $1500, and contained 5 megabytes, of\\r\\r\\nwhich this file took 1-2%.  Two tape backups were kept plus one on\\r\\r\\npaper tape.  The 10,000 files we hope to have online by the end of\\r\\r\\n2001 should take about 1-2% of a comparably priced drive in 2001.\\r\\r\\n\\r\\r\\nThis file was never copyrighted, Sharewared, etc., and is thus for\\r\\r\\nall to use and copy in any manner they choose.  Please feel free to\\r\\r\\nmake your own edition using this as a base.\\r\\r\\n\\r\\r\\nIn my research for creating this transcription of our first Etext,\\r\\r\\nI have come across enough discrepancies [even within that official\\r\\r\\ndocumentation provided by the United States] to conclude that even\\r\\r\\n\"facsimiles\" of the Declaration of Indendence will NOT going to be\\r\\r\\nall the same as the original, nor of other \"facsimiles.\"  There is\\r\\r\\na plethora of variations in capitalization, punctuation, and, even\\r\\r\\nwhere names appear on the documents [which names I have left out].\\r\\r\\n\\r\\r\\nThe resulting document has several misspellings removed from those\\r\\r\\nparchment \"facsimiles\" I used back in 1971, and which I should not\\r\\r\\nbe able to easily find at this time, including \"Brittain.\"\\r\\r\\n\\r\\r\\n\\r\\r\\n**The Project Gutenberg Etext of The Declaration of Independence**\\r\\r\\n\\r\\r\\n\\r\\r\\n\\r\\r\\nTHE DECLARATION OF INDEPENDENCE OF THE UNITED STATES OF AMERICA\\r\\r\\n\\r\\r\\n\\r\\r\\nWhen in the Course of human events, it becomes necessary for\\r\\r\\none people to dissolve the political bands which have connected\\r\\r\\nthem with another, and to assume, among the Powers of the earth,\\r\\r\\nthe separate and equal station to which the Laws of Nature and\\r\\r\\nof Nature\\'s God entitle them, a decent respect to the opinions\\r\\r\\nof mankind requires that they should declare the causes which\\r\\r\\nimpel them to the separation.\\r\\r\\n\\r\\r\\nWe hold these truths to be self-evident, that all men are created equal,\\r\\r\\nthat they are endowed by their Creator with certain unalienable Rights,\\r\\r\\nthat among these are Life, Liberty, and the pursuit of Happiness.\\r\\r\\nThat to secure these rights, Governments are instituted among Men,\\r\\r\\nderiving their just powers from the consent of the governed,\\r\\r\\nThat whenever any Form of Government becomes destructive of these ends,\\r\\r\\nit is the Right of the People to alter or to abolish it, and to institute\\r\\r\\nnew Government, laying its foundation on such principles and organizing\\r\\r\\nits powers in such form, as to them shall seem most likely to effect\\r\\r\\ntheir Safety and Happiness.  Prudence, indeed, will dictate that Governments\\r\\r\\nlong established should not be changed for light and transient causes;\\r\\r\\nand accordingly all experience hath shown, that mankind are more disposed\\r\\r\\nto suffer, while evils are sufferable, than to right themselves by abolishing\\r\\r\\nthe forms to which they are accustomed.'"
      ]
     },
     "execution_count": 40,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "v.text"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {},
   "outputs": [],
   "source": [
    "from openai import OpenAI\n",
    "client = OpenAI()\n",
    "\n",
    "def get_embedding(text, model=\"text-embedding-ada-002\"):\n",
    "   # text = text.replace(\"\\n\", \" \")\n",
    "   return client.embeddings.create(input = [text], model=model).data[0].embedding\n",
    "\n",
    "em_openai = get_embedding(v.text)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {},
   "outputs": [],
   "source": [
    "em_vs = index.vector_store.get(k)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.9749907379798458"
      ]
     },
     "execution_count": 43,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from numpy import dot\n",
    "from numpy.linalg import norm\n",
    "\n",
    "cos_sim = dot(em_vs, em_openai)/(norm(em_vs)*norm(em_openai))\n",
    "cos_sim"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# vector store"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {},
   "outputs": [],
   "source": [
    "vs = index.vector_store"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "97981709-b6bd-458f-ab4c-4091a028134b\n",
      "{'_node_type': 'TextNode',\n",
      " 'creation_date': '2024-07-12',\n",
      " 'doc_id': 'c074fca4-e931-4e29-8cd9-e68751217e99',\n",
      " 'document_id': 'c074fca4-e931-4e29-8cd9-e68751217e99',\n",
      " 'file_name': 'pg1.txt',\n",
      " 'file_path': 'c:\\\\Users\\\\User\\\\Desktop\\\\Development\\\\llama_index_demo\\\\data\\\\pg1.txt',\n",
      " 'file_size': 121266,\n",
      " 'file_type': 'text/plain',\n",
      " 'last_modified_date': '2024-07-13',\n",
      " 'ref_doc_id': 'c074fca4-e931-4e29-8cd9-e68751217e99'}\n"
     ]
    }
   ],
   "source": [
    "for k, v in vs.data.metadata_dict.items():\n",
    "    print(k)\n",
    "    pprint.pprint(v)\n",
    "    break"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "97981709-b6bd-458f-ab4c-4091a028134b [0.007635970134288073, -0.009355495683848858, -0.029040886089205742, -0.04114125669002533, -0.007018214091658592, 0.016456501558423042, -0.014240223914384842, -0.00021772703621536493, -0.017857598140835762, 3.90077693737112e-05, 0.0021080116275697947, 0.023958731442689896, 0.004063176456838846, -0.0026668577920645475, 0.0018532670801505446, 0.027206724509596825, 0.014316647313535213, -0.008725003339350224, 0.013297668658196926, -0.012851865962147713, -0.010005095042288303, -0.00021454272791743279, 0.0008215513662435114, 0.027767162770032883, 0.02122022584080696, -0.008024455048143864, 0.021156540140509605, -0.03484906256198883, 0.024149790406227112, -0.02110559120774269, -0.009546554647386074, -0.001092217513360083, -0.009864985011518002, -0.019322378560900688, -0.04093746095895767, -0.02212456986308098, -0.03143548592925072, -0.007737867999821901, 0.0013214877108111978, -0.015768691897392273, 0.006712520495057106, -0.013998216949403286, -0.009890459477901459, -0.027308622375130653, -0.0170169398188591, 0.01911858282983303, 0.035384029150009155, -0.03591899201273918, -0.006158451084047556, 0.0284549742937088, 0.049700673669576645, 0.017781173810362816, -0.006725257728248835, -0.002069799927994609, -0.01936059072613716, -0.008298305794596672, -0.02063431404531002, 0.007909820415079594, -0.01933511719107628, 0.0019121768418699503, 0.00910075195133686, 0.028225703164935112, -0.007088269107043743, -0.009081645868718624, -0.006808049976825714, -0.02400968037545681, -0.01252706628292799, 0.02529614046216011, 0.008024455048143864, -0.007056425791233778, 0.02621322125196457, 0.024684753268957138, 0.038975927978754044, 0.003074449021369219, 0.016813144087791443, -0.002453509019687772, -0.006317666731774807, -0.017169786617159843, -0.01597248762845993, -0.009527448564767838, 0.0012633741134777665, -0.012609858997166157, -0.002251305617392063, 0.005117182619869709, -0.008693160489201546, -0.003107884433120489, 0.003595083486288786, 0.016061648726463318, -0.03230161592364311, -0.04687301069498062, -0.007998980581760406, 0.01899121142923832, 0.0007407495868392289, 0.02204814739525318, -0.02283785492181778, -0.001510157948359847, -0.017768437042832375, 0.02040504477918148, -0.01362883672118187, -0.04137052595615387, 0.028480447828769684, 0.004346580244600773, -0.003384919138625264, -0.011743727140128613, -0.027894536033272743, -2.617102836666163e-05, 0.009743981994688511, -0.013819895684719086, -0.02216278202831745, -0.004126862622797489, 0.028021907433867455, 0.009202648885548115, -0.001283276011236012, -0.03143548592925072, 0.0009481276501901448, -0.012711756862699986, -0.03497643768787384, -0.021360335871577263, 0.008775952272117138, -0.013425040990114212, 0.015475735999643803, 0.006352693773806095, 0.019080372527241707, -0.016278181225061417, 0.012800917029380798, 0.0032575468067079782, -0.018787415698170662, -0.007948031648993492, -0.0050248377956449986, -0.007279327604919672, 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     ]
    }
   ],
   "source": [
    "for k, v in vs.data.embedding_dict.items():\n",
    "    print(k, v)\n",
    "    break"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       " 0.020774424076080322,\n",
       " 0.028837090358138084,\n",
       " ...]"
      ]
     },
     "execution_count": 47,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "vs.get(k)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "1536"
      ]
     },
     "execution_count": 48,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(vs.get(k))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Query "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "What does the congress of the US consists of?\n",
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     ]
    }
   ],
   "source": [
    "from llama_index.core.vector_stores import VectorStoreQuery\n",
    "from openai import OpenAI\n",
    "\n",
    "print(question)\n",
    "em_query = get_embedding(question)\n",
    "print(em_query)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "VectorStoreQueryResult(nodes=None, similarities=[array([0.97499074])], ids=['97981709-b6bd-458f-ab4c-4091a028134b'])"
      ]
     },
     "execution_count": 50,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "vs.query(VectorStoreQuery(query_embedding=[em_openai]))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "The Project Gutenberg eBook of The Declaration of Independence of the United States of America\n",
      "    \n",
      "This ebook is for the use of anyone anywhere in the United States and\n",
      "most other parts of the world at no cost and with almost no restrictions\n",
      "whatsoever. You may copy it, give it away or re-use it under the terms\n",
      "of the Project Gutenberg License included with this ebook or online\n",
      "at www.gutenberg.org. If you are not located in the United States,\n",
      "you will have to check the laws of the country where you are located\n",
      "before using this eBook.\n",
      "\n",
      "Title: The Declaration of Independence of the United States of America\n",
      "\n",
      "Author: Thomas Jefferson\n",
      "\n",
      "Release date: December 1, 1971 [eBook #1]\n",
      "                Most recently updated: January 1, 2021\n",
      "\n",
      "Language: English\n",
      "\n",
      "\n",
      "\n",
      "*** START OF THE PROJECT GUTENBERG EBOOK THE DECLARATION OF INDEPENDENCE OF THE UNITED STATES OF AMERICA ***\n",
      "\n",
      "\n",
      "\n",
      "December, 1971  [Etext #1]\n",
      "\n",
      "\n",
      "The Project Gutenberg Etext of The Declaration of Independence.\n",
      "\n",
      "All of the original Project Gutenberg Etexts from the\n",
      "1970's were produced in ALL CAPS, no lower case.  The\n",
      "computers we used then didn't have lower case at all.\n",
      "\n",
      "\n",
      "This is a retranscription of one of the first Project\n",
      "Gutenberg Etexts, officially dated December, 1971--\n",
      "and now officially re-released on December 31, 1993--\n",
      "\n",
      "\n",
      "The United States Declaration of Independence was the first Etext\n",
      "released by Project Gutenberg, early in 1971.  The title was stored\n",
      "in an emailed instruction set which required a tape or diskpack be\n",
      "hand mounted for retrieval.  The diskpack was the size of a large\n",
      "cake in a cake carrier, cost $1500, and contained 5 megabytes, of\n",
      "which this file took 1-2%.  Two tape backups were kept plus one on\n",
      "paper tape.  The 10,000 files we hope to have online by the end of\n",
      "2001 should take about 1-2% of a comparably priced drive in 2001.\n",
      "\n",
      "This file was never copyrighted, Sharewared, etc., and is thus for\n",
      "all to use and copy in any manner they choose.  Please feel free to\n",
      "make your own edition using this as a base.\n",
      "\n",
      "In my research for creating this transcription of our first Etext,\n",
      "I have come across enough discrepancies [even within that official\n",
      "documentation provided by the United States] to conclude that even\n",
      "\"facsimiles\" of the Declaration of Indendence will NOT going to be\n",
      "all the same as the original, nor of other \"facsimiles.\"  There is\n",
      "a plethora of variations in capitalization, punctuation, and, even\n",
      "where names appear on the documents [which names I have left out].\n",
      "\n",
      "The resulting document has several misspellings removed from those\n",
      "parchment \"facsimiles\" I used back in 1971, and which I should not\n",
      "be able to easily find at this time, including \"Brittain.\"\n",
      "\n",
      "\n",
      "**The Project Gutenberg Etext of The Declaration of Independence**\n",
      "\n",
      "\n",
      "\n",
      "THE DECLARATION OF INDEPENDENCE OF THE UNITED STATES OF AMERICA\n",
      "\n",
      "\n",
      "When in the Course of human events, it becomes necessary for\n",
      "one people to dissolve the political bands which have connected\n",
      "them with another, and to assume, among the Powers of the earth,\n",
      "the separate and equal station to which the Laws of Nature and\n",
      "of Nature's God entitle them, a decent respect to the opinions\n",
      "of mankind requires that they should declare the causes which\n",
      "impel them to the separation.\n",
      "\n",
      "We hold these truths to be self-evident, that all men are created equal,\n",
      "that they are endowed by their Creator with certain unalienable Rights,\n",
      "that among these are Life, Liberty, and the pursuit of Happiness.\n",
      "That to secure these rights, Governments are instituted among Men,\n",
      "deriving their just powers from the consent of the governed,\n",
      "That whenever any Form of Government becomes destructive of these ends,\n",
      "it is the Right of the People to alter or to abolish it, and to institute\n",
      "new Government, laying its foundation on such principles and organizing\n",
      "its powers in such form, as to them shall seem most likely to effect\n",
      "their Safety and Happiness.  Prudence, indeed, will dictate that Governments\n",
      "long established should not be changed for light and transient causes;\n",
      "and accordingly all experience hath shown, that mankind are more disposed\n",
      "to suffer, while evils are sufferable, than to right themselves by abolishing\n",
      "the forms to which they are accustomed.\n"
     ]
    }
   ],
   "source": [
    "ds = index.docstore\n",
    "print(ds.get_node(k).text)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "metadata": {},
   "outputs": [],
   "source": [
    "from llama_index.core.schema import QueryBundle\n",
    "\n",
    "\n",
    "# Step 1: Generate embeddings for the query\n",
    "em_query = get_embedding(question)\n",
    "\n",
    "# Step 2: Create a QueryBundle\n",
    "query_bundle = QueryBundle(question)\n",
    "\n",
    "# Step 3: Retrieve nodes using the retriever\n",
    "retriver = index.as_retriever()\n",
    "nodes = retriver.retrieve(query_bundle)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "True"
      ]
     },
     "execution_count": 53,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "get_embedding(question) == query_bundle.embedding"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "True"
      ]
     },
     "execution_count": 54,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "query_engine.query(question).source_nodes == retriver.retrieve(query_bundle)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[NodeWithScore(node=TextNode(id_='d4e0c0e1-f428-4d67-92ed-ebed4c6ad7e9', embedding=None, metadata={'file_path': 'c:\\\\Users\\\\User\\\\Desktop\\\\Development\\\\llama_index_demo\\\\data\\\\pg1.txt', 'file_name': 'pg1.txt', 'file_type': 'text/plain', 'file_size': 121266, 'creation_date': '2024-07-12', 'last_modified_date': '2024-07-13'}, excluded_embed_metadata_keys=['file_name', 'file_type', 'file_size', 'creation_date', 'last_modified_date', 'last_accessed_date'], excluded_llm_metadata_keys=['file_name', 'file_type', 'file_size', 'creation_date', 'last_modified_date', 'last_accessed_date'], relationships={<NodeRelationship.SOURCE: '1'>: RelatedNodeInfo(node_id='c074fca4-e931-4e29-8cd9-e68751217e99', node_type=<ObjectType.DOCUMENT: '4'>, metadata={'file_path': 'c:\\\\Users\\\\User\\\\Desktop\\\\Development\\\\llama_index_demo\\\\data\\\\pg1.txt', 'file_name': 'pg1.txt', 'file_type': 'text/plain', 'file_size': 121266, 'creation_date': '2024-07-12', 'last_modified_date': '2024-07-13'}, hash='48089749d018ec43f241ef4cf869031c57e63934f08d0cda349bacb361ca5f8a'), <NodeRelationship.PREVIOUS: '2'>: RelatedNodeInfo(node_id='850f6755-bab1-4dcd-8f9b-1b82ba9cadf1', node_type=<ObjectType.TEXT: '1'>, metadata={'file_path': 'c:\\\\Users\\\\User\\\\Desktop\\\\Development\\\\llama_index_demo\\\\data\\\\pg1.txt', 'file_name': 'pg1.txt', 'file_type': 'text/plain', 'file_size': 121266, 'creation_date': '2024-07-12', 'last_modified_date': '2024-07-13'}, hash='f4b241105a04f0cd3695aa85e9f0df4df4d8fa3fd1a12d14ed1b30fd9c1338a4'), <NodeRelationship.NEXT: '3'>: RelatedNodeInfo(node_id='d55b389a-0234-408e-9c7f-3a58391e259d', node_type=<ObjectType.TEXT: '1'>, metadata={}, hash='727d5af5b30ca4cefcab4c25b6b84e80cf36d015718bee01e5dc156083a11def')}, text='In case\\r\\r\\nof internal discrepancies in these matters, most or all have been left.\\r\\r\\n\\r\\r\\nIn our orginal editions the letters were all CAPITALS, and we did not do\\r\\r\\nanything about capitalization, consistent or otherwise, nor with most of\\r\\r\\nthe punctuation, since we had limited punctionation in those days.\\r\\r\\n\\r\\r\\nThis document does NOT include the amendments, as the Bill of Rights was\\r\\r\\none of our earlier Project Gutenberg Etexts, and the others will be sent\\r\\r\\nin a separate posting.\\r\\r\\n\\r\\r\\n***\\r\\r\\n\\r\\r\\nWe would ask that any Consitutional scholars would please take a minute,\\r\\r\\nor longer, to send us a note concerning possible corrections.\\r\\r\\n\\r\\r\\n***\\r\\r\\n\\r\\r\\n\\r\\r\\n\\r\\r\\nTHE CONSTITUTION OF THE UNITED STATES OF AMERICA, 1787\\r\\r\\n\\r\\r\\n\\r\\r\\n\\r\\r\\nWe the people of the United States, in Order to form a more perfect Union,\\r\\r\\nestablish Justice, insure domestic Tranquility, provide for the common defence,\\r\\r\\npromote the general Welfare, and secure the Blessings of Liberty to ourselves\\r\\r\\nand our Posterity, do ordain and establish this Constitution for the\\r\\r\\nUnited States of America.\\r\\r\\n\\r\\r\\n\\r\\r\\nArticle 1\\r\\r\\n\\r\\r\\nSection 1.  All legislative Powers herein granted shall be vested in a\\r\\r\\nCongress of the United States, which shall consist of a Senate and\\r\\r\\nHouse of Representatives.\\r\\r\\n\\r\\r\\nSection 2.  The House of Representatives shall be composed of Members\\r\\r\\nchosen every second Year by the People of the several States,\\r\\r\\nand the electors in each State shall have the qualifications requisite\\r\\r\\nfor electors of the most numerous branch of the State legislature.\\r\\r\\n\\r\\r\\nNo Person shall be a Representative who shall not have attained to the\\r\\r\\nAge of twenty five Years, and been seven Years a citizen of the United States,\\r\\r\\nand who shall not, when elected, be an Inhabitant of that State in which\\r\\r\\nhe shall be chosen.\\r\\r\\n\\r\\r\\nRepresentatives and direct Taxes shall be apportioned among\\r\\r\\nthe several States which may be included within this Union,\\r\\r\\naccording to their respective Numbers, which shall be determined\\r\\r\\nby adding to the whole number of free Persons, including those\\r\\r\\nbound to Service for a Term of Years, and excluding Indians not taxed,\\r\\r\\nthree fifths of all other Persons.  The actual Enumeration shall be made\\r\\r\\nwithin three Years after the first Meeting of the Congress of the\\r\\r\\nUnited States, and within every subsequent Term of ten Years,\\r\\r\\nin such Manner as they shall by law Direct.  The number of\\r\\r\\nRepresentatives shall not exceed one for every thirty Thousand,\\r\\r\\nbut each State shall have at least one Representative;\\r\\r\\nand until such enumeration shall be made, the State of New Hampshire\\r\\r\\nshall be entitled to chuse three, Massachusetts eight, Rhode Island\\r\\r\\nand Providence Plantations one, Connecticut five, New York six,\\r\\r\\nNew Jersey four, Pennsylvania eight, Delaware one, Maryland six,\\r\\r\\nVirginia ten, North Carolina five, South Carolina five, and Georgia three.\\r\\r\\n\\r\\r\\nWhen vacancies happen in the Representation from any State, the Executive\\r\\r\\nAuthority thereof shall issue Writs of Election to fill such Vacancies.\\r\\r\\n\\r\\r\\nThe House of Representatives shall chuse their Speaker and other Officers;\\r\\r\\nand shall have the sole Power of Impeachment.\\r\\r\\n\\r\\r\\nSection 3.  The Senate of the United States shall be composed of\\r\\r\\ntwo Senators from each State, chosen by the legislature thereof,\\r\\r\\nfor six Years; and each Senator shall have one Vote.\\r\\r\\n\\r\\r\\nImmediately after they shall be assembled in Consequence of the first Election,\\r\\r\\nthey shall be divided as equally as may be into three Classes.  The Seats of\\r\\r\\nthe Senators of the first Class shall be vacated at the expiration of the\\r\\r\\nsecond Year, of the second Class at the expiration of the fourth Year,\\r\\r\\nand of the third Class at the expiration of the sixth Year, so that one third\\r\\r\\nmay be chosen every second Year; and if vacancies happen by Resignation,\\r\\r\\nor otherwise, during the recess of the Legislature of any State,\\r\\r\\nthe Executive thereof may make temporary Appointments until the\\r\\r\\nnext meeting of the Legislature, which shall then fill such Vacancies.\\r\\r\\n\\r\\r\\nNo person shall be a Senator who shall not have attained to the Age of\\r\\r\\nthirty Years, and been nine Years a Citizen of the United States,\\r\\r\\nand who shall not, when elected, be an Inhabitant of that State\\r\\r\\nfor which he shall be chosen.\\r\\r\\n\\r\\r\\nThe Vice-President of the United States shall be President of the Senate,\\r\\r\\nbut shall have no Vote, unless they be equally divided.\\r\\r\\n\\r\\r\\nThe Senate shall choose their other Officers, and also a President\\r\\r\\npro tempore, in the Absence of the Vice-President, or when he shall\\r\\r\\nexercise the Office of President of the United States.\\r\\r\\n\\r\\r\\nThe Senate shall have the sole Power to try all Impeachments.\\r\\r\\nWhen sitting for that Purpose, they shall be on Oath or Affirmation.', mimetype='text/plain', start_char_idx=25586, end_char_idx=30303, text_template='{metadata_str}\\n\\n{content}', metadata_template='{key}: {value}', metadata_seperator='\\n'), score=0.845046477613661),\n",
       " NodeWithScore(node=TextNode(id_='6feda703-cbd7-4b24-b9ce-c15660a40c38', embedding=None, metadata={'file_path': 'c:\\\\Users\\\\User\\\\Desktop\\\\Development\\\\llama_index_demo\\\\data\\\\pg5.txt', 'file_name': 'pg5.txt', 'file_type': 'text/plain', 'file_size': 49573, 'creation_date': '2024-07-12', 'last_modified_date': '2024-07-13'}, excluded_embed_metadata_keys=['file_name', 'file_type', 'file_size', 'creation_date', 'last_modified_date', 'last_accessed_date'], excluded_llm_metadata_keys=['file_name', 'file_type', 'file_size', 'creation_date', 'last_modified_date', 'last_accessed_date'], relationships={<NodeRelationship.SOURCE: '1'>: RelatedNodeInfo(node_id='827fc49f-c86c-4b80-aa58-aa9195d39299', node_type=<ObjectType.DOCUMENT: '4'>, metadata={'file_path': 'c:\\\\Users\\\\User\\\\Desktop\\\\Development\\\\llama_index_demo\\\\data\\\\pg5.txt', 'file_name': 'pg5.txt', 'file_type': 'text/plain', 'file_size': 49573, 'creation_date': '2024-07-12', 'last_modified_date': '2024-07-13'}, hash='af14618983b4d2b706a75c952f0e36f583fb2a11a497f29bc72e3d03e9e96667'), <NodeRelationship.NEXT: '3'>: RelatedNodeInfo(node_id='24c580a6-dc2d-4f48-8815-86ab7cf46b69', node_type=<ObjectType.TEXT: '1'>, metadata={}, hash='cf4b5448aa521fea7a3a5621e350f6b8696e3a6c6bd8874a371b8c317436df28')}, text=\"\\ufeffThe Project Gutenberg eBook of The United States Constitution\\r\\r\\n    \\r\\r\\nThis ebook is for the use of anyone anywhere in the United States and\\r\\r\\nmost other parts of the world at no cost and with almost no restrictions\\r\\r\\nwhatsoever. You may copy it, give it away or re-use it under the terms\\r\\r\\nof the Project Gutenberg License included with this ebook or online\\r\\r\\nat www.gutenberg.org. If you are not located in the United States,\\r\\r\\nyou will have to check the laws of the country where you are located\\r\\r\\nbefore using this eBook.\\r\\r\\n\\r\\r\\nTitle: The United States Constitution\\r\\r\\n\\r\\r\\nAuthor: United States\\r\\r\\n\\r\\r\\nRelease date: December 1, 1975 [eBook #5]\\r\\r\\n                Most recently updated: January 1, 2021\\r\\r\\n\\r\\r\\nLanguage: English\\r\\r\\n\\r\\r\\n\\r\\r\\n\\r\\r\\n*** START OF THE PROJECT GUTENBERG EBOOK THE UNITED STATES CONSTITUTION ***\\r\\r\\n\\r\\r\\n\\r\\r\\n\\r\\r\\n\\r\\r\\nAll of the original Project Gutenberg Etexts from the\\r\\r\\n1970's were produced in ALL CAPS, no lower case.  The\\r\\r\\ncomputers we used then didn't have lower case at all.\\r\\r\\n\\r\\r\\n***\\r\\r\\n\\r\\r\\nThese original Project Gutenberg Etexts will be compiled into a file\\r\\r\\ncontaining them all, in order to improve the content ratios of Etext\\r\\r\\nto header material.\\r\\r\\n\\r\\r\\n***\\r\\r\\n\\r\\r\\n\\r\\r\\n\\r\\r\\nThe following edition of The Consitution of the United States of America\\r\\r\\nhas been based on many hours of study of a variety of editions, and will\\r\\r\\ninclude certain variant spellings, punctuation, and captialization as we\\r\\r\\nhave been able to reasonable ascertain belonged to the orginal.  In case\\r\\r\\nof internal discrepancies in these matters, most or all have been left.\\r\\r\\n\\r\\r\\nIn our orginal editions the letters were all CAPITALS, and we did not do\\r\\r\\nanything about capitalization, consistent or otherwise, nor with most of\\r\\r\\nthe punctuation, since we had limited punctionation in those days.\\r\\r\\n\\r\\r\\nThis document does NOT include the amendments, as the Bill of Rights was\\r\\r\\none of our earlier Project Gutenberg Etexts, and the others will be sent\\r\\r\\nin a separate posting.\\r\\r\\n\\r\\r\\n***\\r\\r\\n\\r\\r\\nWe would ask that any Consitutional scholars would please take a minute,\\r\\r\\nor longer, to send us a note concerning possible corrections.\\r\\r\\n\\r\\r\\n***\\r\\r\\n\\r\\r\\n\\r\\r\\n\\r\\r\\n\\r\\r\\nTHE CONSTITUTION OF THE UNITED STATES OF AMERICA, 1787\\r\\r\\n\\r\\r\\n\\r\\r\\n\\r\\r\\nWe the people of the United States, in Order to form a more perfect Union,\\r\\r\\nestablish Justice, insure domestic Tranquility, provide for the common defence,\\r\\r\\npromote the general Welfare, and secure the Blessings of Liberty to ourselves\\r\\r\\nand our Posterity, do ordain and establish this Constitution for the\\r\\r\\nUnited States of America.\\r\\r\\n\\r\\r\\n\\r\\r\\nArticle 1\\r\\r\\n\\r\\r\\nSection 1.  All legislative Powers herein granted shall be vested in a\\r\\r\\nCongress of the United States, which shall consist of a Senate and\\r\\r\\nHouse of Representatives.\\r\\r\\n\\r\\r\\nSection 2.  The House of Representatives shall be composed of Members\\r\\r\\nchosen every second Year by the People of the several States,\\r\\r\\nand the electors in each State shall have the qualifications requisite\\r\\r\\nfor electors of the most numerous branch of the State legislature.\\r\\r\\n\\r\\r\\nNo Person shall be a Representative who shall not have attained to the\\r\\r\\nAge of twenty five Years, and been seven Years a citizen of the United States,\\r\\r\\nand who shall not, when elected, be an Inhabitant of that State in which\\r\\r\\nhe shall be chosen.\\r\\r\\n\\r\\r\\nRepresentatives and direct Taxes shall be apportioned among\\r\\r\\nthe several States which may be included within this Union,\\r\\r\\naccording to their respective Numbers, which shall be determined\\r\\r\\nby adding to the whole number of free Persons, including those\\r\\r\\nbound to Service for a Term of Years, and excluding Indians not taxed,\\r\\r\\nthree fifths of all other Persons.  The actual Enumeration shall be made\\r\\r\\nwithin three Years after the first Meeting of the Congress of the\\r\\r\\nUnited States, and within every subsequent Term of ten Years,\\r\\r\\nin such Manner as they shall by law Direct.  The number of\\r\\r\\nRepresentatives shall not exceed one for every thirty Thousand,\\r\\r\\nbut each State shall have at least one Representative;\\r\\r\\nand until such enumeration shall be made, the State of New Hampshire\\r\\r\\nshall be entitled to chuse three, Massachusetts eight, Rhode Island\\r\\r\\nand Providence Plantations one, Connecticut five, New York six,\\r\\r\\nNew Jersey four, Pennsylvania eight, Delaware one, Maryland six,\\r\\r\\nVirginia ten, North Carolina five, South Carolina five, and Georgia three.\\r\\r\\n\\r\\r\\nWhen vacancies happen in the Representation from any State, the Executive\\r\\r\\nAuthority thereof shall issue Writs of Election to fill such Vacancies.\\r\\r\\n\\r\\r\\nThe House of Representatives shall chuse their Speaker and other Officers;\\r\\r\\nand shall have the sole Power of Impeachment.\\r\\r\\n\\r\\r\\nSection 3.\", mimetype='text/plain', start_char_idx=0, end_char_idx=4631, text_template='{metadata_str}\\n\\n{content}', metadata_template='{key}: {value}', metadata_seperator='\\n'), score=0.8396049689371684)]"
      ]
     },
     "execution_count": 55,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "retriver.retrieve(query_bundle)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "metadata": {},
   "outputs": [],
   "source": [
    "# retriver.retrieve??"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "VectorStoreQueryResult(nodes=None, similarities=[array([0.84504648]), array([0.83960497])], ids=['d4e0c0e1-f428-4d67-92ed-ebed4c6ad7e9', '6feda703-cbd7-4b24-b9ce-c15660a40c38'])"
      ]
     },
     "execution_count": 57,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "vs.query(VectorStoreQuery(query_embedding=[em_query], similarity_top_k=2))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 58,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       " 'f6cf78ff-6aeb-40c5-873e-3bf377792dd9': 0.7153567924129396,\n",
       " 'ba6f874a-39ff-4957-91e8-906e99b2db13': 0.7153552818597756,\n",
       " 'fdd333b0-4f77-4b34-8d8f-94e5a4323e37': 0.7153363120722696,\n",
       " 'f73f8abe-ba63-49d3-b17d-ae0b11c76a92': 0.715332728058358,\n",
       " '82e1290d-54e1-40a5-a3f2-e08dc7067886': 0.7153316174838913,\n",
       " '3197b7ab-1299-4773-a8fc-57c69d623442': 0.7153001734290373,\n",
       " '1591573b-2049-43fd-b246-a73c50e1b034': 0.7152814898263757,\n",
       " '96e73166-ffad-4116-b1d6-212879334850': 0.7152804467809226,\n",
       " '2f12764d-9994-4dd5-be1d-22ee0be18f10': 0.7152703391494327,\n",
       " '94fad418-1c6d-4d70-9c76-4a687450cf90': 0.715248392813101,\n",
       " '3fe3b7d7-75a0-4574-82dd-61df5af62425': 0.7152157995500137,\n",
       " 'ba0fc968-c2be-43fe-8479-1556d0fde572': 0.7151990582104047,\n",
       " ...}"
      ]
     },
     "execution_count": 58,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dict_similarity = {}\n",
    "for k, v in vs.data.embedding_dict.items():\n",
    "    cos_sim = dot(v, em_query)/(norm(v)*norm(em_query))\n",
    "    dict_similarity[k] = cos_sim\n",
    "\n",
    "sorted_dict_similarity = dict(sorted(dict_similarity.items(), key=lambda x: x[1], reverse=True))\n",
    "sorted_dict_similarity"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 59,
   "metadata": {},
   "outputs": [],
   "source": [
    "from llama_index.core import get_response_synthesizer\n",
    "\n",
    "response_synthesizer = get_response_synthesizer()"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
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   "language": "python",
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    "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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 },
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