gpt_debater.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "58d95826",
   "metadata": {},
   "outputs": [],
   "source": [
    "# py37NLP\n",
    "# Check GPU\n",
    "from tensorflow.python.client import device_lib\n",
    "print(device_lib.list_local_devices())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "d28004f1",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/kimkwangil/opt/anaconda3/envs/py37NLP/lib/python3.7/site-packages/tqdm/auto.py:22: TqdmWarning: IProgress not found. Please update jupyter and ipywidgets. See https://ipywidgets.readthedocs.io/en/stable/user_install.html\n",
      "  from .autonotebook import tqdm as notebook_tqdm\n",
      "06/01/2022 07:42:09 - INFO - happytransformer.happy_transformer -   Using model: cpu\n"
     ]
    }
   ],
   "source": [
    "# conda install -c conda-forge ipywidgetsy\n",
    "\n",
    "import re\n",
    "from nltk.tokenize import sent_tokenize\n",
    "from happytransformer import HappyGeneration\n",
    "from happytransformer import GENSettings\n",
    "\n",
    "happy_gen = HappyGeneration(\"GPT-NEO\", \"EleutherAI/gpt-neo-2.7B\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "7ed4184e",
   "metadata": {},
   "outputs": [],
   "source": [
    "def selectFromDict(options, name):\n",
    "\n",
    "    index = 0\n",
    "    indexValidList = []\n",
    "    print('Select a ' + name + ':')\n",
    "    for optionName in options:\n",
    "        index = index + 1\n",
    "        indexValidList.extend([options[optionName]])\n",
    "        print(str(index) + ') ' + optionName)\n",
    "    inputValid = False\n",
    "    while not inputValid:\n",
    "        inputRaw = input(name + ': ')\n",
    "        inputNo = int(inputRaw) - 1\n",
    "        if inputNo > -1 and inputNo < len(indexValidList):\n",
    "            selected = indexValidList[inputNo]\n",
    "            print('Selected ' +  name + ': ' + selected)\n",
    "            inputValid = True\n",
    "            break\n",
    "        else:\n",
    "            print('Please select a valid ' + name + ' number')\n",
    "\n",
    "    return selected"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "99fe306f",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "06/01/2022 07:42:20 - INFO - happytransformer.happy_transformer -   Using model: cpu\n"
     ]
    }
   ],
   "source": [
    "# Gramma-correction\n",
    "from happytransformer import  HappyTextToText\n",
    "grammaCorrection = HappyTextToText(\"T5\", \"vennify/t5-base-grammar-correction\")\n",
    "from happytransformer import TTSettings\n",
    "\n",
    "beam_settings =  TTSettings(num_beams=5, min_length=1, max_length=100)\n",
    "\n",
    "def grmmaCorrection(input_sentence):\n",
    "    output_text= grammaCorrection.generate_text(input_sentence, args=beam_settings)\n",
    "    return output_text"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "9c56b7a9",
   "metadata": {},
   "outputs": [],
   "source": [
    "def listToString(str_list):\n",
    "    result = \"\"\n",
    "    for s in str_list:\n",
    "        result += s + \" \"\n",
    "    return result.strip()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "632fcaf9",
   "metadata": {},
   "outputs": [],
   "source": [
    "# 마지막 생성문장을 완결 문장으로 변환 기능 추가\n",
    "def GenText(input_txt):\n",
    "    tmp = [0.90, 0.90, 0.90, 0.90, 0.90, 0.90]\n",
    "    resp = []\n",
    "    resp_ = []\n",
    "    resp__ = []\n",
    "    for temp in tmp:\n",
    "        top_k_sampling_settings = GENSettings(do_sample=True, \n",
    "                                                top_k=200, \n",
    "                                                temperature=temp,  \n",
    "                                                max_length=100, \n",
    "                                                no_repeat_ngram_size=2)\n",
    "\n",
    "        result_top_k_sampling = happy_gen.generate_text(input_txt, args=top_k_sampling_settings)\n",
    "\n",
    "        #전처리 필요함 GenerationResult(text=' \n",
    "        result_top_k_sampling_re = result_top_k_sampling.text\n",
    "        result_top_k_sampling_re.strip(\"'\")\n",
    "        result_top_k_sampling_re.lstrip(\"GenerationResult(text=' \")\n",
    "        result_top_k_sampling_re = re.sub(r\"\\n\", \"\", result_top_k_sampling_re)\n",
    "\n",
    "\n",
    "        \n",
    "        \n",
    "        # 생성된 글을 sentence tokenize \n",
    "        sent_token_re = sent_tokenize(result_top_k_sampling_re)\n",
    "        \n",
    "        # 마지막 문장 가져오기\n",
    "        inp_sent = str(sent_token_re[-1])\n",
    "        # 완결된 문장으로 수정하기\n",
    "        fixed_sent = grmmaCorrection(inp_sent)\n",
    "        \n",
    "        #전처리 필요함 TextToTextResult(text=' \n",
    "        fixed_sentg_re = fixed_sent.text\n",
    "        fixed_sentg_re.strip(\"'\")\n",
    "        fixed_sentg_re.lstrip(\"TextToTextResult(text=' \")\n",
    "        fixed_sentg_re = re.sub(r\"\\n\", \"\", result_top_k_sampling_re)\n",
    "        \n",
    "        \n",
    "        \n",
    "        fixed_sent_re_ = str(fixed_sentg_re)\n",
    "        \n",
    "        # 마지막 요소 제거 후\n",
    "        sent_token_re.pop()\n",
    "        # 완결문장 추가\n",
    "        sent_token_re.append(fixed_sent_re_)\n",
    "        \n",
    "        \n",
    "        for i in sent_token_re:\n",
    "            resp_.append(i)\n",
    "            \n",
    "        result = listToString(resp_)\n",
    "        resp__.append(result)\n",
    "        \n",
    "    return resp__"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "ea7ec5b5",
   "metadata": {},
   "outputs": [],
   "source": [
    "# # test\n",
    "# input_txt = \"\"\"I became fascinated with Spanish and aware of its similarities with \"\"\"\n",
    "# GenText(input_txt)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "4992390e",
   "metadata": {},
   "outputs": [],
   "source": [
    "from pprint import pprint\n",
    "\n",
    "def GenText(input_txt):\n",
    "    tmp = [0.90, 0.90, 0.90, 0.90, 0.95, 0.95]\n",
    "    resp = []\n",
    "    resp_ = []\n",
    "    resp__ = []\n",
    "    for temp in tmp:\n",
    "        top_k_sampling_settings = GENSettings(do_sample=True, \n",
    "                                                top_k=200, \n",
    "                                                temperature=temp,  \n",
    "                                                max_length=100, \n",
    "                                                no_repeat_ngram_size=2)\n",
    "\n",
    "        result_top_k_sampling = happy_gen.generate_text(input_txt, args=top_k_sampling_settings)\n",
    "\n",
    "        #전처리 필요함 GenerationResult(text=' \n",
    "        result_top_k_sampling_re = result_top_k_sampling.text\n",
    "        result_top_k_sampling_re.strip(\"'\")\n",
    "        result_top_k_sampling_re.lstrip(\"GenerationResult(text=' \")\n",
    "        result_top_k_sampling_re = re.sub(r\"\\n\", \"\", result_top_k_sampling_re)\n",
    "\n",
    "\n",
    "        # 생성된 글을 sentence tokenize \n",
    "        sent_token_re = sent_tokenize(result_top_k_sampling_re)\n",
    "        \n",
    "        # 마지막 문장 가져오기\n",
    "        inp_sent = str(sent_token_re[-1])\n",
    "        # 완결된 문장으로 수정하기\n",
    "        fixed_sent = grmmaCorrection(inp_sent)\n",
    "        \n",
    "        #전처리 필요함 TextToTextResult(text=' \n",
    "        fixed_sentg_re = fixed_sent.text\n",
    "        fixed_sentg_re.strip(\"'\")\n",
    "        fixed_sentg_re.lstrip(\"TextToTextResult(text=' \")\n",
    "        fixed_sentg_re = re.sub(r\"\\n\", \"\", result_top_k_sampling_re)\n",
    "        \n",
    "        fixed_sent_re = str(fixed_sent)\n",
    "        \n",
    "        # 마지막 요소 제거 후\n",
    "        sent_token_re.pop()\n",
    "        # 완결문장 추가\n",
    "        sent_token_re.append(fixed_sent_re)\n",
    "        \n",
    "        \n",
    "        for i in sent_token_re:\n",
    "            resp_.append(i)\n",
    "            \n",
    "        result = listToString(resp_)\n",
    "        resp__.append(result)\n",
    "        \n",
    "        # 결과물 오직 중간 확인하기 위한 코드임\n",
    "        for i in resp__:\n",
    "            print(\"Generated sentence : \", i)\n",
    "        \n",
    "    return resp__\n",
    "        \n",
    "        \n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "55203d7d",
   "metadata": {},
   "outputs": [],
   "source": [
    "def GenText_RisingAction_for_Step04(input_txt):\n",
    "    # tmp is temprature\n",
    "    tmp = [0.90, 0.90, 0.90, 0.90, 0.95, 0.95]\n",
    "    insert_txt = [\"Then, an unexpected thing happened.\", \"Then, a sad thing happened.\", \"Then, a wonderful thing happened.\", \"\", \"Then, an interesting thing happened.\", \"Then, the situation got bad.\"]\n",
    "    resp = []\n",
    "    resp_ = []\n",
    "    resp__ = []\n",
    "    for i in range(len(tmp)):\n",
    "        top_k_sampling_settings = GENSettings(do_sample=True, \n",
    "                                                top_k=200, \n",
    "                                                temperature=tmp[i],  \n",
    "                                                max_length=100, \n",
    "                                                no_repeat_ngram_size=2)\n",
    "        print(\"-------\")\n",
    "        \n",
    "        intText = str(insert_txt[i])\n",
    "        input_txt_re = str(input_txt) + intText\n",
    "              \n",
    "        print(\"input text:\" , input_txt_re)\n",
    "        result_top_k_sampling = happy_gen.generate_text(input_txt_re, args=top_k_sampling_settings)\n",
    "\n",
    "        #전처리 필요함 GenerationResult(text=' \n",
    "        result_top_k_sampling_re = result_top_k_sampling.text\n",
    "        result_top_k_sampling_re.strip(\"'\")\n",
    "        result_top_k_sampling_re.lstrip(\"GenerationResult(text=' \")\n",
    "        result_top_k_sampling_re = re.sub(r\"\\n\", \"\", result_top_k_sampling_re)\n",
    "\n",
    "        # 생성된 글을 sentence tokenize \n",
    "        sent_token_re = sent_tokenize(result_top_k_sampling_re)\n",
    "        \n",
    "        # 마지막 문장 가져오기\n",
    "        inp_sent = str(sent_token_re[-1])\n",
    "        # 완결된 문장으로 수정하기\n",
    "        fixed_sent = grmmaCorrection(inp_sent)\n",
    "        \n",
    "        #전처리 필요함 TextToTextResult(text=' \n",
    "        fixed_sentg_re = fixed_sent.text\n",
    "        fixed_sentg_re.strip(\"'\")\n",
    "        fixed_sentg_re.lstrip(\"TextToTextResult(text=' \")\n",
    "        fixed_sentg_re.lstrip(\"TextToTextResult(text=\")\n",
    "        fixed_sentg_re = re.sub(r\"\\n\", \"\", result_top_k_sampling_re)\n",
    "        \n",
    "        fixed_sent_re = str(fixed_sent)\n",
    "        \n",
    "        # 마지막 요소 제거 후\n",
    "        sent_token_re.pop()\n",
    "        # 완결문장 추가\n",
    "        sent_token_re.append(fixed_sent_re)\n",
    "        \n",
    "        \n",
    "        for i in sent_token_re:\n",
    "            resp_.append(i)\n",
    "            \n",
    "        result = listToString(resp_)\n",
    "        resp__.append(result)\n",
    "        \n",
    "        # 결과물 오직 중간 확인하기 위한 코드임\n",
    "        for i in resp__:\n",
    "            print(\"Generated sentence : \", i)\n",
    "        \n",
    "    return resp__"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "b76ea72e",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Setting `pad_token_id` to `eos_token_id`:50256 for open-end generation.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "-------\n",
      "input text: Volunteering at a cancer treatment center has helped me discover my path. When I see patients trapped in not only the hospital but also a moment in time by their diseases, IThen, an unexpected thing happened.\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Setting `pad_token_id` to `eos_token_id`:50256 for open-end generation.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Generated sentence :  Cancer, like drugs, seems to me to have a way of bringing out the best in the people who fight it. After coming out on the other side of my struggle, it looked like I had been reborn. Yes, cancer got me. But it also got better. I came out of it with a new energy that I will use to help others, even as I continue my own fight. TextToTextResult(text='\"—Dorothee Puff, 49, Tuscaloosa, AL, volunteer.')\n",
      "-------\n",
      "input text: Volunteering at a cancer treatment center has helped me discover my path. When I see patients trapped in not only the hospital but also a moment in time by their diseases, IThen, a sad thing happened.\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Setting `pad_token_id` to `eos_token_id`:50256 for open-end generation.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Generated sentence :  Cancer, like drugs, seems to me to have a way of bringing out the best in the people who fight it. After coming out on the other side of my struggle, it looked like I had been reborn. Yes, cancer got me. But it also got better. I came out of it with a new energy that I will use to help others, even as I continue my own fight. TextToTextResult(text='\"—Dorothee Puff, 49, Tuscaloosa, AL, volunteer.')\n",
      "Generated sentence :  Cancer, like drugs, seems to me to have a way of bringing out the best in the people who fight it. After coming out on the other side of my struggle, it looked like I had been reborn. Yes, cancer got me. But it also got better. I came out of it with a new energy that I will use to help others, even as I continue my own fight. TextToTextResult(text='\"—Dorothee Puff, 49, Tuscaloosa, AL, volunteer.')  I didn't want to think about \"cancer\" or \"fibromyalgia\" and I never shared my journey with anyone. But then I realized after all those years of struggling with my symptoms that I wasn't the first or the only one with them. That was my first real epiphany that eventually opened a world of people to me. This disease doesn't discriminate. TextToTextResult(text='Through my volunteer opportunities, I realized that you just might not be able to help someone who has this horrible disease.')\n",
      "-------\n",
      "input text: Volunteering at a cancer treatment center has helped me discover my path. When I see patients trapped in not only the hospital but also a moment in time by their diseases, IThen, a wonderful thing happened.\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Setting `pad_token_id` to `eos_token_id`:50256 for open-end generation.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Generated sentence :  Cancer, like drugs, seems to me to have a way of bringing out the best in the people who fight it. After coming out on the other side of my struggle, it looked like I had been reborn. Yes, cancer got me. But it also got better. I came out of it with a new energy that I will use to help others, even as I continue my own fight. TextToTextResult(text='\"—Dorothee Puff, 49, Tuscaloosa, AL, volunteer.')\n",
      "Generated sentence :  Cancer, like drugs, seems to me to have a way of bringing out the best in the people who fight it. After coming out on the other side of my struggle, it looked like I had been reborn. Yes, cancer got me. But it also got better. I came out of it with a new energy that I will use to help others, even as I continue my own fight. TextToTextResult(text='\"—Dorothee Puff, 49, Tuscaloosa, AL, volunteer.')  I didn't want to think about \"cancer\" or \"fibromyalgia\" and I never shared my journey with anyone. But then I realized after all those years of struggling with my symptoms that I wasn't the first or the only one with them. That was my first real epiphany that eventually opened a world of people to me. This disease doesn't discriminate. TextToTextResult(text='Through my volunteer opportunities, I realized that you just might not be able to help someone who has this horrible disease.')\n",
      "Generated sentence :  Cancer, like drugs, seems to me to have a way of bringing out the best in the people who fight it. After coming out on the other side of my struggle, it looked like I had been reborn. Yes, cancer got me. But it also got better. I came out of it with a new energy that I will use to help others, even as I continue my own fight. TextToTextResult(text='\"—Dorothee Puff, 49, Tuscaloosa, AL, volunteer.')  I didn't want to think about \"cancer\" or \"fibromyalgia\" and I never shared my journey with anyone. But then I realized after all those years of struggling with my symptoms that I wasn't the first or the only one with them. That was my first real epiphany that eventually opened a world of people to me. This disease doesn't discriminate. TextToTextResult(text='Through my volunteer opportunities, I realized that you just might not be able to help someone who has this horrible disease.')  One of the ladies that had helped us in my post-grad program emailed me to introduce herself. She was a caregiver for a friend that was undergoing chemotherapy, and she also worked as a volunteer for the same program. But as the recipient of her kindness, she decided to take it to heart and dedicate her career to the homeless. After working in several different rehabilitation centers, including the following:1. TextToTextResult(text='The Rehab Center for Homeless Children and Youth (RCHCY)When I was a child, I was at the Rehab Center for Homeless Children and Youth (RCHCY).')\n",
      "-------\n",
      "input text: Volunteering at a cancer treatment center has helped me discover my path. When I see patients trapped in not only the hospital but also a moment in time by their diseases, I\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Setting `pad_token_id` to `eos_token_id`:50256 for open-end generation.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Generated sentence :  Cancer, like drugs, seems to me to have a way of bringing out the best in the people who fight it. After coming out on the other side of my struggle, it looked like I had been reborn. Yes, cancer got me. But it also got better. I came out of it with a new energy that I will use to help others, even as I continue my own fight. TextToTextResult(text='\"—Dorothee Puff, 49, Tuscaloosa, AL, volunteer.')\n",
      "Generated sentence :  Cancer, like drugs, seems to me to have a way of bringing out the best in the people who fight it. After coming out on the other side of my struggle, it looked like I had been reborn. Yes, cancer got me. But it also got better. I came out of it with a new energy that I will use to help others, even as I continue my own fight. TextToTextResult(text='\"—Dorothee Puff, 49, Tuscaloosa, AL, volunteer.')  I didn't want to think about \"cancer\" or \"fibromyalgia\" and I never shared my journey with anyone. But then I realized after all those years of struggling with my symptoms that I wasn't the first or the only one with them. That was my first real epiphany that eventually opened a world of people to me. This disease doesn't discriminate. TextToTextResult(text='Through my volunteer opportunities, I realized that you just might not be able to help someone who has this horrible disease.')\n",
      "Generated sentence :  Cancer, like drugs, seems to me to have a way of bringing out the best in the people who fight it. After coming out on the other side of my struggle, it looked like I had been reborn. Yes, cancer got me. But it also got better. I came out of it with a new energy that I will use to help others, even as I continue my own fight. TextToTextResult(text='\"—Dorothee Puff, 49, Tuscaloosa, AL, volunteer.')  I didn't want to think about \"cancer\" or \"fibromyalgia\" and I never shared my journey with anyone. But then I realized after all those years of struggling with my symptoms that I wasn't the first or the only one with them. That was my first real epiphany that eventually opened a world of people to me. This disease doesn't discriminate. TextToTextResult(text='Through my volunteer opportunities, I realized that you just might not be able to help someone who has this horrible disease.')  One of the ladies that had helped us in my post-grad program emailed me to introduce herself. She was a caregiver for a friend that was undergoing chemotherapy, and she also worked as a volunteer for the same program. But as the recipient of her kindness, she decided to take it to heart and dedicate her career to the homeless. After working in several different rehabilitation centers, including the following:1. TextToTextResult(text='The Rehab Center for Homeless Children and Youth (RCHCY)When I was a child, I was at the Rehab Center for Homeless Children and Youth (RCHCY).')\n",
      "Generated sentence :  Cancer, like drugs, seems to me to have a way of bringing out the best in the people who fight it. After coming out on the other side of my struggle, it looked like I had been reborn. Yes, cancer got me. But it also got better. I came out of it with a new energy that I will use to help others, even as I continue my own fight. TextToTextResult(text='\"—Dorothee Puff, 49, Tuscaloosa, AL, volunteer.')  I didn't want to think about \"cancer\" or \"fibromyalgia\" and I never shared my journey with anyone. But then I realized after all those years of struggling with my symptoms that I wasn't the first or the only one with them. That was my first real epiphany that eventually opened a world of people to me. This disease doesn't discriminate. TextToTextResult(text='Through my volunteer opportunities, I realized that you just might not be able to help someone who has this horrible disease.')  One of the ladies that had helped us in my post-grad program emailed me to introduce herself. She was a caregiver for a friend that was undergoing chemotherapy, and she also worked as a volunteer for the same program. But as the recipient of her kindness, she decided to take it to heart and dedicate her career to the homeless. After working in several different rehabilitation centers, including the following:1. TextToTextResult(text='The Rehab Center for Homeless Children and Youth (RCHCY)When I was a child, I was at the Rehab Center for Homeless Children and Youth (RCHCY).') TextToTextResult(text='I find myself being a much better doctor when I have to deal with the patients that have been there.')\n",
      "-------\n",
      "input text: Volunteering at a cancer treatment center has helped me discover my path. When I see patients trapped in not only the hospital but also a moment in time by their diseases, IThen, an interesting thing happened.\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Setting `pad_token_id` to `eos_token_id`:50256 for open-end generation.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Generated sentence :  Cancer, like drugs, seems to me to have a way of bringing out the best in the people who fight it. After coming out on the other side of my struggle, it looked like I had been reborn. Yes, cancer got me. But it also got better. I came out of it with a new energy that I will use to help others, even as I continue my own fight. TextToTextResult(text='\"—Dorothee Puff, 49, Tuscaloosa, AL, volunteer.')\n",
      "Generated sentence :  Cancer, like drugs, seems to me to have a way of bringing out the best in the people who fight it. After coming out on the other side of my struggle, it looked like I had been reborn. Yes, cancer got me. But it also got better. I came out of it with a new energy that I will use to help others, even as I continue my own fight. TextToTextResult(text='\"—Dorothee Puff, 49, Tuscaloosa, AL, volunteer.')  I didn't want to think about \"cancer\" or \"fibromyalgia\" and I never shared my journey with anyone. But then I realized after all those years of struggling with my symptoms that I wasn't the first or the only one with them. That was my first real epiphany that eventually opened a world of people to me. This disease doesn't discriminate. TextToTextResult(text='Through my volunteer opportunities, I realized that you just might not be able to help someone who has this horrible disease.')\n",
      "Generated sentence :  Cancer, like drugs, seems to me to have a way of bringing out the best in the people who fight it. After coming out on the other side of my struggle, it looked like I had been reborn. Yes, cancer got me. But it also got better. I came out of it with a new energy that I will use to help others, even as I continue my own fight. TextToTextResult(text='\"—Dorothee Puff, 49, Tuscaloosa, AL, volunteer.')  I didn't want to think about \"cancer\" or \"fibromyalgia\" and I never shared my journey with anyone. But then I realized after all those years of struggling with my symptoms that I wasn't the first or the only one with them. That was my first real epiphany that eventually opened a world of people to me. This disease doesn't discriminate. TextToTextResult(text='Through my volunteer opportunities, I realized that you just might not be able to help someone who has this horrible disease.')  One of the ladies that had helped us in my post-grad program emailed me to introduce herself. She was a caregiver for a friend that was undergoing chemotherapy, and she also worked as a volunteer for the same program. But as the recipient of her kindness, she decided to take it to heart and dedicate her career to the homeless. After working in several different rehabilitation centers, including the following:1. TextToTextResult(text='The Rehab Center for Homeless Children and Youth (RCHCY)When I was a child, I was at the Rehab Center for Homeless Children and Youth (RCHCY).')\n",
      "Generated sentence :  Cancer, like drugs, seems to me to have a way of bringing out the best in the people who fight it. After coming out on the other side of my struggle, it looked like I had been reborn. Yes, cancer got me. But it also got better. I came out of it with a new energy that I will use to help others, even as I continue my own fight. TextToTextResult(text='\"—Dorothee Puff, 49, Tuscaloosa, AL, volunteer.')  I didn't want to think about \"cancer\" or \"fibromyalgia\" and I never shared my journey with anyone. But then I realized after all those years of struggling with my symptoms that I wasn't the first or the only one with them. That was my first real epiphany that eventually opened a world of people to me. This disease doesn't discriminate. TextToTextResult(text='Through my volunteer opportunities, I realized that you just might not be able to help someone who has this horrible disease.')  One of the ladies that had helped us in my post-grad program emailed me to introduce herself. She was a caregiver for a friend that was undergoing chemotherapy, and she also worked as a volunteer for the same program. But as the recipient of her kindness, she decided to take it to heart and dedicate her career to the homeless. After working in several different rehabilitation centers, including the following:1. TextToTextResult(text='The Rehab Center for Homeless Children and Youth (RCHCY)When I was a child, I was at the Rehab Center for Homeless Children and Youth (RCHCY).') TextToTextResult(text='I find myself being a much better doctor when I have to deal with the patients that have been there.')\n",
      "Generated sentence :  Cancer, like drugs, seems to me to have a way of bringing out the best in the people who fight it. After coming out on the other side of my struggle, it looked like I had been reborn. Yes, cancer got me. But it also got better. I came out of it with a new energy that I will use to help others, even as I continue my own fight. TextToTextResult(text='\"—Dorothee Puff, 49, Tuscaloosa, AL, volunteer.')  I didn't want to think about \"cancer\" or \"fibromyalgia\" and I never shared my journey with anyone. But then I realized after all those years of struggling with my symptoms that I wasn't the first or the only one with them. That was my first real epiphany that eventually opened a world of people to me. This disease doesn't discriminate. TextToTextResult(text='Through my volunteer opportunities, I realized that you just might not be able to help someone who has this horrible disease.')  One of the ladies that had helped us in my post-grad program emailed me to introduce herself. She was a caregiver for a friend that was undergoing chemotherapy, and she also worked as a volunteer for the same program. But as the recipient of her kindness, she decided to take it to heart and dedicate her career to the homeless. After working in several different rehabilitation centers, including the following:1. TextToTextResult(text='The Rehab Center for Homeless Children and Youth (RCHCY)When I was a child, I was at the Rehab Center for Homeless Children and Youth (RCHCY).') TextToTextResult(text='I find myself being a much better doctor when I have to deal with the patients that have been there.')  Our volunteer coordinator sent out an e-mail about our walk on behalf of the Volunteers for Wellness program. I phoned her yesterday morning to ask her about it and she told me she’d love to be interviewed for the story if our phone number was good.I replied: \"That would be a plus of course. Please send me an email. Thanks. \"Oh me. TextToTextResult(text='She thought it was pretty much a deal breaker when I told her I didn‘t even know I did.')\n",
      "-------\n",
      "input text: Volunteering at a cancer treatment center has helped me discover my path. When I see patients trapped in not only the hospital but also a moment in time by their diseases, IThen, the situation got bad.\n",
      "Generated sentence :  Cancer, like drugs, seems to me to have a way of bringing out the best in the people who fight it. After coming out on the other side of my struggle, it looked like I had been reborn. Yes, cancer got me. But it also got better. I came out of it with a new energy that I will use to help others, even as I continue my own fight. TextToTextResult(text='\"—Dorothee Puff, 49, Tuscaloosa, AL, volunteer.')\n",
      "Generated sentence :  Cancer, like drugs, seems to me to have a way of bringing out the best in the people who fight it. After coming out on the other side of my struggle, it looked like I had been reborn. Yes, cancer got me. But it also got better. I came out of it with a new energy that I will use to help others, even as I continue my own fight. TextToTextResult(text='\"—Dorothee Puff, 49, Tuscaloosa, AL, volunteer.')  I didn't want to think about \"cancer\" or \"fibromyalgia\" and I never shared my journey with anyone. But then I realized after all those years of struggling with my symptoms that I wasn't the first or the only one with them. That was my first real epiphany that eventually opened a world of people to me. This disease doesn't discriminate. TextToTextResult(text='Through my volunteer opportunities, I realized that you just might not be able to help someone who has this horrible disease.')\n",
      "Generated sentence :  Cancer, like drugs, seems to me to have a way of bringing out the best in the people who fight it. After coming out on the other side of my struggle, it looked like I had been reborn. Yes, cancer got me. But it also got better. I came out of it with a new energy that I will use to help others, even as I continue my own fight. TextToTextResult(text='\"—Dorothee Puff, 49, Tuscaloosa, AL, volunteer.')  I didn't want to think about \"cancer\" or \"fibromyalgia\" and I never shared my journey with anyone. But then I realized after all those years of struggling with my symptoms that I wasn't the first or the only one with them. That was my first real epiphany that eventually opened a world of people to me. This disease doesn't discriminate. TextToTextResult(text='Through my volunteer opportunities, I realized that you just might not be able to help someone who has this horrible disease.')  One of the ladies that had helped us in my post-grad program emailed me to introduce herself. She was a caregiver for a friend that was undergoing chemotherapy, and she also worked as a volunteer for the same program. But as the recipient of her kindness, she decided to take it to heart and dedicate her career to the homeless. After working in several different rehabilitation centers, including the following:1. TextToTextResult(text='The Rehab Center for Homeless Children and Youth (RCHCY)When I was a child, I was at the Rehab Center for Homeless Children and Youth (RCHCY).')\n",
      "Generated sentence :  Cancer, like drugs, seems to me to have a way of bringing out the best in the people who fight it. After coming out on the other side of my struggle, it looked like I had been reborn. Yes, cancer got me. But it also got better. I came out of it with a new energy that I will use to help others, even as I continue my own fight. TextToTextResult(text='\"—Dorothee Puff, 49, Tuscaloosa, AL, volunteer.')  I didn't want to think about \"cancer\" or \"fibromyalgia\" and I never shared my journey with anyone. But then I realized after all those years of struggling with my symptoms that I wasn't the first or the only one with them. That was my first real epiphany that eventually opened a world of people to me. This disease doesn't discriminate. TextToTextResult(text='Through my volunteer opportunities, I realized that you just might not be able to help someone who has this horrible disease.')  One of the ladies that had helped us in my post-grad program emailed me to introduce herself. She was a caregiver for a friend that was undergoing chemotherapy, and she also worked as a volunteer for the same program. But as the recipient of her kindness, she decided to take it to heart and dedicate her career to the homeless. After working in several different rehabilitation centers, including the following:1. TextToTextResult(text='The Rehab Center for Homeless Children and Youth (RCHCY)When I was a child, I was at the Rehab Center for Homeless Children and Youth (RCHCY).') TextToTextResult(text='I find myself being a much better doctor when I have to deal with the patients that have been there.')\n",
      "Generated sentence :  Cancer, like drugs, seems to me to have a way of bringing out the best in the people who fight it. After coming out on the other side of my struggle, it looked like I had been reborn. Yes, cancer got me. But it also got better. I came out of it with a new energy that I will use to help others, even as I continue my own fight. TextToTextResult(text='\"—Dorothee Puff, 49, Tuscaloosa, AL, volunteer.')  I didn't want to think about \"cancer\" or \"fibromyalgia\" and I never shared my journey with anyone. But then I realized after all those years of struggling with my symptoms that I wasn't the first or the only one with them. That was my first real epiphany that eventually opened a world of people to me. This disease doesn't discriminate. TextToTextResult(text='Through my volunteer opportunities, I realized that you just might not be able to help someone who has this horrible disease.')  One of the ladies that had helped us in my post-grad program emailed me to introduce herself. She was a caregiver for a friend that was undergoing chemotherapy, and she also worked as a volunteer for the same program. But as the recipient of her kindness, she decided to take it to heart and dedicate her career to the homeless. After working in several different rehabilitation centers, including the following:1. TextToTextResult(text='The Rehab Center for Homeless Children and Youth (RCHCY)When I was a child, I was at the Rehab Center for Homeless Children and Youth (RCHCY).') TextToTextResult(text='I find myself being a much better doctor when I have to deal with the patients that have been there.')  Our volunteer coordinator sent out an e-mail about our walk on behalf of the Volunteers for Wellness program. I phoned her yesterday morning to ask her about it and she told me she’d love to be interviewed for the story if our phone number was good.I replied: \"That would be a plus of course. Please send me an email. Thanks. \"Oh me. TextToTextResult(text='She thought it was pretty much a deal breaker when I told her I didn‘t even know I did.')\n",
      "Generated sentence :  Cancer, like drugs, seems to me to have a way of bringing out the best in the people who fight it. After coming out on the other side of my struggle, it looked like I had been reborn. Yes, cancer got me. But it also got better. I came out of it with a new energy that I will use to help others, even as I continue my own fight. TextToTextResult(text='\"—Dorothee Puff, 49, Tuscaloosa, AL, volunteer.')  I didn't want to think about \"cancer\" or \"fibromyalgia\" and I never shared my journey with anyone. But then I realized after all those years of struggling with my symptoms that I wasn't the first or the only one with them. That was my first real epiphany that eventually opened a world of people to me. This disease doesn't discriminate. TextToTextResult(text='Through my volunteer opportunities, I realized that you just might not be able to help someone who has this horrible disease.')  One of the ladies that had helped us in my post-grad program emailed me to introduce herself. She was a caregiver for a friend that was undergoing chemotherapy, and she also worked as a volunteer for the same program. But as the recipient of her kindness, she decided to take it to heart and dedicate her career to the homeless. After working in several different rehabilitation centers, including the following:1. TextToTextResult(text='The Rehab Center for Homeless Children and Youth (RCHCY)When I was a child, I was at the Rehab Center for Homeless Children and Youth (RCHCY).') TextToTextResult(text='I find myself being a much better doctor when I have to deal with the patients that have been there.')  Our volunteer coordinator sent out an e-mail about our walk on behalf of the Volunteers for Wellness program. I phoned her yesterday morning to ask her about it and she told me she’d love to be interviewed for the story if our phone number was good.I replied: \"That would be a plus of course. Please send me an email. Thanks. \"Oh me. TextToTextResult(text='She thought it was pretty much a deal breaker when I told her I didn‘t even know I did.')  I made the decision to leave my job and become a volunteer in a hospice patient hospitlWith that, a community began to emerge. In 2001 the organization's name was changed to Meals on Wheels of Metro Milwaukee. Volunteers served lunch to needy city residents. Today, MeALways volunteers serve about 30,000 meals to the needy in Milwaukee, Waukesha, Racine, Kenosha and Dane counties. TextToTextResult(text='Milwaukee MeALS On Wheels volunteers begin work around 7 a.m.')\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "['Cancer, like drugs, seems to me to have a way of bringing out the best in the people who fight it. After coming out on the other side of my struggle, it looked like I had been reborn. Yes, cancer got me. But it also got better. I came out of it with a new energy that I will use to help others, even as I continue my own fight. TextToTextResult(text=\\'\"—Dorothee Puff, 49, Tuscaloosa, AL, volunteer.\\')',\n",
       " 'Cancer, like drugs, seems to me to have a way of bringing out the best in the people who fight it. After coming out on the other side of my struggle, it looked like I had been reborn. Yes, cancer got me. But it also got better. I came out of it with a new energy that I will use to help others, even as I continue my own fight. TextToTextResult(text=\\'\"—Dorothee Puff, 49, Tuscaloosa, AL, volunteer.\\')  I didn\\'t want to think about \"cancer\" or \"fibromyalgia\" and I never shared my journey with anyone. But then I realized after all those years of struggling with my symptoms that I wasn\\'t the first or the only one with them. That was my first real epiphany that eventually opened a world of people to me. This disease doesn\\'t discriminate. TextToTextResult(text=\\'Through my volunteer opportunities, I realized that you just might not be able to help someone who has this horrible disease.\\')',\n",
       " 'Cancer, like drugs, seems to me to have a way of bringing out the best in the people who fight it. After coming out on the other side of my struggle, it looked like I had been reborn. Yes, cancer got me. But it also got better. I came out of it with a new energy that I will use to help others, even as I continue my own fight. TextToTextResult(text=\\'\"—Dorothee Puff, 49, Tuscaloosa, AL, volunteer.\\')  I didn\\'t want to think about \"cancer\" or \"fibromyalgia\" and I never shared my journey with anyone. But then I realized after all those years of struggling with my symptoms that I wasn\\'t the first or the only one with them. That was my first real epiphany that eventually opened a world of people to me. This disease doesn\\'t discriminate. TextToTextResult(text=\\'Through my volunteer opportunities, I realized that you just might not be able to help someone who has this horrible disease.\\')  One of the ladies that had helped us in my post-grad program emailed me to introduce herself. She was a caregiver for a friend that was undergoing chemotherapy, and she also worked as a volunteer for the same program. But as the recipient of her kindness, she decided to take it to heart and dedicate her career to the homeless. After working in several different rehabilitation centers, including the following:1. TextToTextResult(text=\\'The Rehab Center for Homeless Children and Youth (RCHCY)When I was a child, I was at the Rehab Center for Homeless Children and Youth (RCHCY).\\')',\n",
       " 'Cancer, like drugs, seems to me to have a way of bringing out the best in the people who fight it. After coming out on the other side of my struggle, it looked like I had been reborn. Yes, cancer got me. But it also got better. I came out of it with a new energy that I will use to help others, even as I continue my own fight. TextToTextResult(text=\\'\"—Dorothee Puff, 49, Tuscaloosa, AL, volunteer.\\')  I didn\\'t want to think about \"cancer\" or \"fibromyalgia\" and I never shared my journey with anyone. But then I realized after all those years of struggling with my symptoms that I wasn\\'t the first or the only one with them. That was my first real epiphany that eventually opened a world of people to me. This disease doesn\\'t discriminate. TextToTextResult(text=\\'Through my volunteer opportunities, I realized that you just might not be able to help someone who has this horrible disease.\\')  One of the ladies that had helped us in my post-grad program emailed me to introduce herself. She was a caregiver for a friend that was undergoing chemotherapy, and she also worked as a volunteer for the same program. But as the recipient of her kindness, she decided to take it to heart and dedicate her career to the homeless. After working in several different rehabilitation centers, including the following:1. TextToTextResult(text=\\'The Rehab Center for Homeless Children and Youth (RCHCY)When I was a child, I was at the Rehab Center for Homeless Children and Youth (RCHCY).\\') TextToTextResult(text=\\'I find myself being a much better doctor when I have to deal with the patients that have been there.\\')',\n",
       " 'Cancer, like drugs, seems to me to have a way of bringing out the best in the people who fight it. After coming out on the other side of my struggle, it looked like I had been reborn. Yes, cancer got me. But it also got better. I came out of it with a new energy that I will use to help others, even as I continue my own fight. TextToTextResult(text=\\'\"—Dorothee Puff, 49, Tuscaloosa, AL, volunteer.\\')  I didn\\'t want to think about \"cancer\" or \"fibromyalgia\" and I never shared my journey with anyone. But then I realized after all those years of struggling with my symptoms that I wasn\\'t the first or the only one with them. That was my first real epiphany that eventually opened a world of people to me. This disease doesn\\'t discriminate. TextToTextResult(text=\\'Through my volunteer opportunities, I realized that you just might not be able to help someone who has this horrible disease.\\')  One of the ladies that had helped us in my post-grad program emailed me to introduce herself. She was a caregiver for a friend that was undergoing chemotherapy, and she also worked as a volunteer for the same program. But as the recipient of her kindness, she decided to take it to heart and dedicate her career to the homeless. After working in several different rehabilitation centers, including the following:1. TextToTextResult(text=\\'The Rehab Center for Homeless Children and Youth (RCHCY)When I was a child, I was at the Rehab Center for Homeless Children and Youth (RCHCY).\\') TextToTextResult(text=\\'I find myself being a much better doctor when I have to deal with the patients that have been there.\\')  Our volunteer coordinator sent out an e-mail about our walk on behalf of the Volunteers for Wellness program. I phoned her yesterday morning to ask her about it and she told me she’d love to be interviewed for the story if our phone number was good.I replied: \"That would be a plus of course. Please send me an email. Thanks. \"Oh me. TextToTextResult(text=\\'She thought it was pretty much a deal breaker when I told her I didn‘t even know I did.\\')',\n",
       " 'Cancer, like drugs, seems to me to have a way of bringing out the best in the people who fight it. After coming out on the other side of my struggle, it looked like I had been reborn. Yes, cancer got me. But it also got better. I came out of it with a new energy that I will use to help others, even as I continue my own fight. TextToTextResult(text=\\'\"—Dorothee Puff, 49, Tuscaloosa, AL, volunteer.\\')  I didn\\'t want to think about \"cancer\" or \"fibromyalgia\" and I never shared my journey with anyone. But then I realized after all those years of struggling with my symptoms that I wasn\\'t the first or the only one with them. That was my first real epiphany that eventually opened a world of people to me. This disease doesn\\'t discriminate. TextToTextResult(text=\\'Through my volunteer opportunities, I realized that you just might not be able to help someone who has this horrible disease.\\')  One of the ladies that had helped us in my post-grad program emailed me to introduce herself. She was a caregiver for a friend that was undergoing chemotherapy, and she also worked as a volunteer for the same program. But as the recipient of her kindness, she decided to take it to heart and dedicate her career to the homeless. After working in several different rehabilitation centers, including the following:1. TextToTextResult(text=\\'The Rehab Center for Homeless Children and Youth (RCHCY)When I was a child, I was at the Rehab Center for Homeless Children and Youth (RCHCY).\\') TextToTextResult(text=\\'I find myself being a much better doctor when I have to deal with the patients that have been there.\\')  Our volunteer coordinator sent out an e-mail about our walk on behalf of the Volunteers for Wellness program. I phoned her yesterday morning to ask her about it and she told me she’d love to be interviewed for the story if our phone number was good.I replied: \"That would be a plus of course. Please send me an email. Thanks. \"Oh me. TextToTextResult(text=\\'She thought it was pretty much a deal breaker when I told her I didn‘t even know I did.\\')  I made the decision to leave my job and become a volunteer in a hospice patient hospitlWith that, a community began to emerge. In 2001 the organization\\'s name was changed to Meals on Wheels of Metro Milwaukee. Volunteers served lunch to needy city residents. Today, MeALways volunteers serve about 30,000 meals to the needy in Milwaukee, Waukesha, Racine, Kenosha and Dane counties. TextToTextResult(text=\\'Milwaukee MeALS On Wheels volunteers begin work around 7 a.m.\\')']"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# insert_text = \"\"\"Volunteering at a cancer treatment center has helped me discover my path. When I see patients trapped in not only the hospital but also a moment in time by their diseases, I\"\"\"\n",
    "\n",
    "# GenText_RisingAction_for_Step04(insert_text)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "ad065c06",
   "metadata": {},
   "outputs": [],
   "source": [
    "def GenText_Climax_for_Step05(input_txt):\n",
    "    # tmp is temprature\n",
    "    tmp = [0.90, 0.90, 0.90, 0.90, 0.95, 0.95]\n",
    "    insert_txt = [\"Then, things got out of control.\", \"Then, things got more critical.\", \"Then, things got even more interesting.\", \"Then, the situation peaked.\", \"\", \"\"]\n",
    "    resp = []\n",
    "    resp_ = []\n",
    "    resp__ = []\n",
    "    for i in range(len(tmp)):\n",
    "        top_k_sampling_settings = GENSettings(do_sample=True, \n",
    "                                                top_k=200, \n",
    "                                                temperature=tmp[i],  \n",
    "                                                max_length=100, \n",
    "                                                no_repeat_ngram_size=2)\n",
    "        \n",
    "        print(\"insert_txt[i] :\", str(insert_txt[i]))\n",
    "        \n",
    "        input_txt_re = input_txt + str(insert_txt[i])\n",
    "        print(\"input text:\" , input_txt_re)\n",
    "        result_top_k_sampling = happy_gen.generate_text(input_txt_re, args=top_k_sampling_settings)\n",
    "\n",
    "        #전처리 필요함 GenerationResult(text=' \n",
    "        result_top_k_sampling_re = result_top_k_sampling.text\n",
    "        result_top_k_sampling_re.strip(\"'\")\n",
    "        result_top_k_sampling_re.lstrip(\"GenerationResult(text=' \")\n",
    "        result_top_k_sampling_re = re.sub(r\"\\n\", \"\", result_top_k_sampling_re)\n",
    "\n",
    "        # 생성된 글을 sentence tokenize \n",
    "        sent_token_re = sent_tokenize(result_top_k_sampling_re)\n",
    "        \n",
    "        # 마지막 문장 가져오기\n",
    "        inp_sent = str(sent_token_re[-1])\n",
    "        # 완결된 문장으로 수정하기\n",
    "        fixed_sent = grmmaCorrection(inp_sent)\n",
    "        \n",
    "        #전처리 필요함 TextToTextResult(text=' \n",
    "        fixed_sentg_re = fixed_sent.text\n",
    "        fixed_sentg_re.strip(\"'\")\n",
    "        fixed_sentg_re.lstrip(\"TextToTextResult(text=' \")\n",
    "        fixed_sentg_re.lstrip(\"TextToTextResult(text=\")\n",
    "        fixed_sentg_re = re.sub(r\"\\n\", \"\", result_top_k_sampling_re)\n",
    "        \n",
    "        fixed_sent_re = str(fixed_sent)\n",
    "        \n",
    "        # 마지막 요소 제거 후\n",
    "        sent_token_re.pop()\n",
    "        # 완결문장 추가\n",
    "        sent_token_re.append(fixed_sent_re)\n",
    "        \n",
    "        \n",
    "        for i in sent_token_re:\n",
    "            resp_.append(i)\n",
    "            \n",
    "        result = listToString(resp_)\n",
    "        resp__.append(result)\n",
    "        \n",
    "        # 결과물 오직 중간 확인하기 위한 코드임\n",
    "        for i in resp__:\n",
    "            print(\"Generated sentence : \", i)\n",
    "        \n",
    "    return resp__"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "5cd4e411",
   "metadata": {},
   "outputs": [],
   "source": [
    "def GenText_Resolution_for_Step06(input_txt, selectec_topic):\n",
    "    # tmp is temprature\n",
    "    tmp = [0.90, 0.90, 0.90, 0.90, 0.95, 0.95]\n",
    "                  \n",
    "    pre_sent_idea01 = \"The lesson I learned about my \" + selectec_topic + \"is the following.\"\n",
    "    pre_sent_idea03 = \"The lesson I learned about my \" + selectec_topic + \"is the following.\"\n",
    "                  \n",
    "    insert_txt = [pre_sent_idea01, \"In conclusion, the lesson I've learned is this.\", pre_sent_idea03, \"In conclusion, it matters to be for the following reasons.\", \"So what did I learned from all this?\", \"\"]\n",
    "    resp = []\n",
    "    resp_ = []\n",
    "    resp__ = []\n",
    "    for i in range(len(tmp)):\n",
    "        top_k_sampling_settings = GENSettings(do_sample=True, \n",
    "                                                top_k=200, \n",
    "                                                temperature=tmp[i],  \n",
    "                                                max_length=100, \n",
    "                                                no_repeat_ngram_size=2)\n",
    "\n",
    "        intTxt = str(insert_txt[i])\n",
    "        input_txt_re = input_txt + intTxt\n",
    "        print(\"input text of input relolution:\" , input_txt_re)\n",
    "        result_top_k_sampling = happy_gen.generate_text(input_txt_re, args=top_k_sampling_settings)\n",
    "\n",
    "        #전처리 필요함 GenerationResult(text=' \n",
    "        result_top_k_sampling_re = result_top_k_sampling.text\n",
    "        result_top_k_sampling_re.strip(\"'\")\n",
    "        result_top_k_sampling_re.lstrip(\"GenerationResult(text=' \")\n",
    "        result_top_k_sampling_re = re.sub(r\"\\n\", \"\", result_top_k_sampling_re)\n",
    "\n",
    "\n",
    "        # 생성된 글을 sentence tokenize \n",
    "        sent_token_re = sent_tokenize(result_top_k_sampling_re)\n",
    "        \n",
    "        # 마지막 문장 가져오기\n",
    "        inp_sent = str(sent_token_re[-1])\n",
    "        # 완결된 문장으로 수정하기\n",
    "        fixed_sent = grmmaCorrection(inp_sent)\n",
    "        \n",
    "        #전처리 필요함 TextToTextResult(text=' \n",
    "        fixed_sentg_re = fixed_sent.text\n",
    "        fixed_sentg_re.strip(\"'\")\n",
    "        fixed_sentg_re.lstrip(\"TextToTextResult(text=' \")\n",
    "        fixed_sentg_re.lstrip(\"TextToTextResult(text=\")\n",
    "        fixed_sentg_re = re.sub(r\"\\n\", \"\", result_top_k_sampling_re)\n",
    "        \n",
    "        fixed_sent_re = str(fixed_sent)\n",
    "        \n",
    "        # 마지막 요소 제거 후\n",
    "        sent_token_re.pop()\n",
    "        # 완결문장 추가\n",
    "        sent_token_re.append(fixed_sent_re)\n",
    "        \n",
    "        \n",
    "        for i in sent_token_re:\n",
    "            resp_.append(i)\n",
    "            \n",
    "        result = listToString(resp_)\n",
    "        resp__.append(result)\n",
    "        \n",
    "        # 결과물 오직 중간 확인하기 위한 코드임\n",
    "        for i in resp__:\n",
    "            print(\"Generated sentence : \", i)\n",
    "        \n",
    "    return resp__"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "daf207ec",
   "metadata": {},
   "outputs": [],
   "source": [
    "\n",
    "\n",
    "# GenText_Climax_for_Step05(\"\"\"I became desperately devoted to my education because I saw knowledge as the key to freeing myself from the chains of ignorance. \"\"\")\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "4648d9fb",
   "metadata": {},
   "outputs": [],
   "source": [
    "def ExceptionInput(input_txt):\n",
    "    if (input_txt.isdigit()):\n",
    "        print(\"An incorrect input was detected. Try again.\")\n",
    "\n",
    "    elif (len(input_txt) <= 8):\n",
    "        print(\"The sentence is too short. Try again.\")\n",
    "\n",
    "    elif (input_txt == None):\n",
    "        print(\"Try again.\")\n",
    "    else:\n",
    "        pass\n",
    "\n",
    "    return input_txt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "acbea2ec",
   "metadata": {},
   "outputs": [],
   "source": [
    "def Step_01():\n",
    "    print(\"Step #1\")\n",
    "    print(\"I am using Common App OR Coalition App\")\n",
    "    questions = {}\n",
    "    questions['CommonApp'] = 'CommonApp'\n",
    "    questions['CoalitionApp'] = 'CoalitionApp'\n",
    "    \n",
    "    try:\n",
    "        # Let user select a script\n",
    "        selected_app_input = selectFromDict(questions, 'Question')\n",
    "        print(\"selected_app_input[0] :\" , selected_app_input[0])\n",
    "    except:\n",
    "        selected_app_input = selectFromDict(questions, 'Question')\n",
    "        print(\"selected_app_input[0] :\" , selected_app_input)\n",
    "        ExceptionInput(selected_prompt_input[0])\n",
    "        Step_01()\n",
    "    return selected_app_input"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "291c66db",
   "metadata": {},
   "outputs": [],
   "source": [
    "#Step_01()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "a809de73",
   "metadata": {},
   "outputs": [],
   "source": [
    "def Step_02():\n",
    "    print(\"Step #2\")\n",
    "    print(\"Select prompt\")\n",
    "    questions = {}\n",
    "    questions['prompt01'] = 'Some students have a background, identity, interest, or talent that is so meaningful they believe their application would be incomplete without it. If this sounds like you, then please share your story.'\n",
    "    questions['prompt02'] = 'The lessons we take from obstacles we encounter can be fundamental to later success. Recount a time when you faced a challenge, setback, or failure. How did it affect you, and what did you learn from the experience?'\n",
    "    questions['prompt03'] = 'Reflect on a time when you questioned or challenged a belief or idea. What prompted your thinking? What was the outcome?'\n",
    "    questions['prompt04'] = 'Reflect on something that someone has done for you that has made you happy or thankful in a surprising way. How has this gratitude affected or motivated you?'\n",
    "    questions['prompt05'] = 'Discuss an accomplishment, event, or realization that sparked a period of personal growth and a new understanding of yourself or others.'\n",
    "    questions['prompt06'] = 'Describe a topic, idea, or concept you find so engaging that it makes you lose all track of time. Why does it captivate you? What or who do you turn to when you want to learn more?'\n",
    "    questions['prompt07'] = \"Share an essay on any topic of your choice. It can be one you've already written, one that responds to a different prompt, or one of your own design.\"\n",
    "    \n",
    "    \n",
    "    try:\n",
    "        # Let user select a script\n",
    "        selected_prompt_input = selectFromDict(questions, 'question')\n",
    "    except:\n",
    "        selected_prompt_input = selectFromDict(questions, 'question')\n",
    "        ExceptionInput(selected_prompt_input)\n",
    "        Step_02()\n",
    "        \n",
    "    if selected_prompt_input == \"\"\"Some students have a background, identity, interest, or talent that is so meaningful they believe their application would be incomplete without it. If this sounds like you, then please share your story.\"\"\":\n",
    "        background = \"\"\"1)Background : What's unique about your family, education history, socioeconomic status, ethnicity, hometown, etc. You can write about your background and make sure to tell a story about how it affected your personal growth, values, beliefs, or perspectives for the future.\"\"\"\n",
    "        identity = \"\"\"2)Identity : Your identity can be associated with your culture, race, nationality, religion, gender, disability, etc. Although your ethnic identity is determined at birth, many identities are formed by your experiences in the society and the communities you are a part of. How did your identity come about? What does it mean to you? Express why your unique identity will be a valuable addition to the college's diversity.\"\"\"\n",
    "        interest = \"\"\"3)Interest : What is an interest that is \"so meaningful\" to you? Since this prompt intends to understand how unique you are, the interest you mention should be something you are passionate about or somewhat unordinary. Can you talk about an interest that defines who you are without turning it into a typical sport, music, art, or academic essay? Rather than describing your interest only, include how the lessons from this interest affected your growth as a person.\"\"\"\n",
    "        talent = \"\"\"4)Talent : Talent could be a hard or soft skill. Making cool things, excelling in certain areas, or managing big projects are definitely solid hard skills. Also, making new friends, leading people, or empathizing with and helping others can be excellent soft skills. Avoid \"bragging\" or \"humble bragging \" when writing about your talent.\" Don't simply focus on how great you are, but mention the challenges you overcame or how your strength benefitted others.\"\"\"\n",
    "        \n",
    "        topics_result = \"Key Topics :\" + background + identity + interest + talent\n",
    "        \n",
    "        # Select topic\n",
    "        topics = {}\n",
    "        topics['background'] = \"background\"\n",
    "        topics['identity'] = \"identity\"\n",
    "        topics['interest'] = \"interest\"\n",
    "        topics['talent'] = \"talent\"\n",
    "        \n",
    "        selected_topic = selectFromDict(topics, 'topic')\n",
    "        \n",
    "        if selected_topic == 'background':\n",
    "            desc = background\n",
    "        elif selected_topic == 'identity':\n",
    "            desc = identity\n",
    "        elif selected_topic == 'interest':\n",
    "            desc = interest\n",
    "        else: #selected_topic == 'talent':\n",
    "            desc = talent\n",
    "    \n",
    "    elif selected_prompt_input == \"\"\"The lessons we take from obstacles we encounter can be fundamental to later success. Recount a time when you faced a challenge, setback, or failure. How did it affect you, and what did you learn from the experience?\"\"\":\n",
    "        challenge = \"\"\"1)Challenge : The prompt is not only interested in learning about the obstacle you've faced, but you should explain how you overcame such difficulty. Challenges, setbacks, and failures may seem similar in nature. However, an intriguing challenge should be a project, situation, or task that requires courage to go beyond your limitations to increase your capacity as a person.\"\"\"\n",
    "        setback = \"\"\"2)Setback : In general, a setback is a difficulty that you encounter regardless of your will. Usually, injuries, illness, issues with mental health, parents' divorce or bankruptcy, fights, and more would be considered setbacks in life. However, instead of focusing on the difficulty, you should focus on conveying the transition in your mental state, showing how you found a way to stay resilient and optimistic, regardless of your situation.\"\"\"\n",
    "        failure = \"\"\"3)Failure : People are afraid of failure. However, a failure commonly requires one's initiative or risk-taking initially. Because colleges want students willing to take risks to innovate things in the world, writing about your failure can be a powerful topic. Your failures may or may not lead to eventual success in your essay. However, make sure that the lesson you've learned from your failure is insightful because it shows your potential to change the world for the better.\"\"\"\n",
    "    \n",
    "        topics_result = \"Key Topics :\" + challenge + setback + failure\n",
    "        \n",
    "        # Select topic\n",
    "        topics = {}\n",
    "        topics['challenge'] = \"challenge\"\n",
    "        topics['setback'] = \"setback\"\n",
    "        topics['failure'] = \"failure\"\n",
    "        \n",
    "        selected_topic = selectFromDict(topics, 'topic')\n",
    "        \n",
    "        if selected_topic == 'challenge':\n",
    "            desc = challenge\n",
    "        elif selected_topic == 'setback':\n",
    "            desc = setback\n",
    "        else: #selected_topic == 'failure':\n",
    "            desc = failure\n",
    "        \n",
    "    elif selected_prompt_input == \"\"\"Reflect on a time when you questioned or challenged a belief or idea. What prompted your thinking? What was the outcome?\"\"\":\n",
    "        question = \"\"\"1)Question : Questioning a belief or idea can involve disagreements which can be discomforting at times. Some beliefs or ideas you oppose are blatantly wrong, such as discriminating against someone. However, for the most part, people simply hold varying perspectives. So rather than showing that you are correct or more logical than others, try to demonstrate how you've been attempting to communicate your thoughts with others in a mature manner.\"\"\"\n",
    "        challenge = \"\"\"2)Challenge : Challenging a belief or idea usually takes place when there is a need for change. Questioning can be an internal struggle, but challenging a person, system, or belief is accompanied by your action. You should explain why making such a change in your community (your family, school, town, etc.) matters to you and what tangible or intangible positive changes took place.\"\"\"\n",
    "    \n",
    "        topics_result = \"Key Topics :\" + question + challenge\n",
    "        \n",
    "        # Select topic\n",
    "        topics = {}\n",
    "        topics['question'] = \"question\"\n",
    "        topics['challenge'] = \"challenge\"\n",
    "\n",
    "        selected_topic = selectFromDict(topics, 'topic')\n",
    "        \n",
    "        if selected_topic == 'question':\n",
    "            desc = question\n",
    "        else: #selected_topic == 'challenge':\n",
    "            desc = challenge\n",
    "        \n",
    "        \n",
    "    elif selected_prompt_input == \"\"\"Reflect on something that someone has done for you that has made you happy or thankful in a surprising way. How has this gratitude affected or motivated you?\"\"\":\n",
    "        gratitude = \"\"\"1)Qratitude : Feeling grateful toward others is an essential quality of a humble and positive person. It's even better if such a feeling of gratitude leads you to empathize with others in need and fuels your action. If you are dedicated to volunteer activities and helping others, this is a perfect place to show what motivated you to give back to your community.\"\"\"\n",
    "        happiness = \"\"\"2)Happiness : The prompt intends to learn how you don't take things for granted and know how to find happiness from the kindness of others. This is relevant to having a positive attitude; an important quality sought after by colleges. You can show your optimism towards making our society a better place and how you are contributing to your daily life.\"\"\"\n",
    "    \n",
    "        topics_result = \"Key Topics :\" + gratitude + happiness\n",
    "        \n",
    "        # Select topic\n",
    "        topics = {}\n",
    "        topics['gratitude'] = \"gratitude\"\n",
    "        topics['happiness'] = \"happiness\"\n",
    "\n",
    "        selected_topic = selectFromDict(topics, 'topic')\n",
    "        \n",
    "        if selected_topic == 'gratitude':\n",
    "            desc = gratitude\n",
    "        else: #selected_topic == 'happiness':\n",
    "            desc = happiness\n",
    "        \n",
    "        \n",
    "    elif selected_prompt_input == \"\"\"Discuss an accomplishment, event, or realization that sparked a period of personal growth and a new understanding of yourself or others\"\"\":\n",
    "        accomplishmenht = \"\"\"1)Accomplishmenht : You may think of an accomplishment as something extraordinary such as winning a big award or leading your team to victory. However, the main focus of this essay should be your personal growth, not boasting about your credentials. Instead of struggling to find a big achievement, you can start with a moment that led you to be more mature as a person, then work backward to see what caused it.\"\"\"\n",
    "        event = \"\"\"2)Event : In many cases, personal growth is triggered by a change in your perspective. You should think of an event that humbled you and led you to become a more thoughtful and considerate person. Such an event can be a failure or an initiative you had a sense of conviction. Maybe you had a mentor, a friend, or even a stranger who taught you to see things differently. You may have felt proud or embarrassed towards the outcome of the event. Either way, your story should demonstrate a lesson and how it led you to become more mature as a person.\"\"\"\n",
    "        realization = \"\"\"3)Realization = A realization can come from everywhere. It can be from your everyday life, reading a book, or watching a movie. Since the prompt mentions an accomplishment or event, including your own experience in the story would be more relevant than writing a review paper on a book or Youtube clip. Try to think about incidents where you've experienced hardship, challenge, or even failure and how this led to a new understanding. \"\"\"\n",
    "    \n",
    "        topics_result = \"Key Topics :\" + accomplishmenht + event + realization\n",
    "        \n",
    "        # Select topic\n",
    "        topics = {}\n",
    "        topics['accomplishmenht'] = \"accomplishmenht\"\n",
    "        topics['event'] = \"event\"\n",
    "        topics['realization'] = \"realization\"\n",
    "        \n",
    "        selected_topic = selectFromDict(topics, 'topic')\n",
    "        \n",
    "        if selected_topic == 'accomplishmenht':\n",
    "            desc = accomplishmenht\n",
    "        elif selected_topic == 'event':\n",
    "            desc = event\n",
    "        else: #selected_topic == 'realization':\n",
    "            desc = realization\n",
    "    \n",
    "    elif selected_prompt_input == \"\"\"Describe a topic, idea, or concept you find so engaging that it makes you lose all track of time. Why does it captivate you? What or who do you turn to when you want to learn more?\"\"\":\n",
    "        topic = \"\"\"1)Topic : An engaging topic varies from person to person. It can be something intellectual, social, cultural, and more. In addition, it should be a topic you are passionate about, one that you dedicate much time and effort to explore. However, please don't turn your essay into a research paper on the topic. Instead, try to explain why this topic means so much in our lives and how it has affected you in terms of your values or attitude towards life.\"\"\"\n",
    "        idea = \"\"\"2)Idea = An engaging idea can be something academic, social, or simply creative. However, the prompt is not asking you to describe yourself as a daydreamer or a mere observer. It should be an idea meaningful enough to influence your mindset and behavior. For example, it can be something intellectual or your thoughts on how to make a better community. Furthermore, it would be more interesting to mention how your idea developed in phases or how you tried to put it into action.\"\"\"\n",
    "        concept = \"\"\"3)Concept = A concept is perceived in your mind, and it serves as the blueprint of a more structured qualitative or physical outcome. An engaging concept becomes the backbone of your intellectual development or innovations you create in the physical world. As you explain your concept, try to share why the concept is meaningful to you as a person, scholar, or change maker for society. If you have a mentor, you can elaborate on how they have guided and influenced your growth.\"\"\"\n",
    "    \n",
    "        topics_result = \"Key Topics :\" + topic + idea + concept\n",
    "        \n",
    "        # Select topic\n",
    "        topics = {}\n",
    "        topics['topic'] = \"topic\"\n",
    "        topics['idea'] = \"idea\"\n",
    "        topics['concept'] = \"concept\"\n",
    "        \n",
    "        selected_topic = selectFromDict(topics, 'topic')\n",
    "        \n",
    "        if selected_topic == 'topic':\n",
    "            desc = topic\n",
    "        elif selected_topic == 'idea':\n",
    "            desc = idea\n",
    "        else: #concept\n",
    "            desc = concept\n",
    "        \n",
    "    else: # selected_prompt_input == \"\"\"Share an essay on any topic of your choice. It can be one you've already written, one that responds to a different prompt, or one of your own design.\"\"\":\n",
    "        openTopic = \"\"\"1)Open topic : You can choose to write about any topic of your choice for this prompt. Because prompts 1-6 cover a wide range of topics, please make sure your topic doesn't fall under the previous prompts. While you can talk about anything, you should ensure that your essay contains the common element sought by all the prompts above and sufficiently explains your realization or lesson. The essential element in a personal statement is showing your personal growth, so you should describe how your topic led you to develop a more mature view of the world.\"\"\"\n",
    "       \n",
    "        topics_result = \"2)Key Topic :\" + openTopic\n",
    "        \n",
    "        # Select topic\n",
    "        topics = {}\n",
    "        topics['openTopic'] = \"openTopic\"\n",
    "        \n",
    "        selected_topic = selectFromDict(topics, 'topic')\n",
    "        \n",
    "        desc = openTopic\n",
    "        \n",
    "        # desc : 선택하 주제에 대한 설명 \n",
    "    return selected_prompt_input,topics_result, selected_topic, desc\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "54aa582a",
   "metadata": {},
   "outputs": [],
   "source": [
    "#Step_02()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "28cbf954",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "1db83183",
   "metadata": {},
   "outputs": [],
   "source": [
    "# introduction\n",
    "def Step_03(Selected_topic_input):\n",
    "    print(\"\")\n",
    "    print(\"Step #3\")\n",
    "    print(\"You choese to write about \", Selected_topic_input)\n",
    "    print(\"How does your story begin?\")\n",
    "    print(\"Where and when?\")\n",
    "    print(\"Who are in it?\")\n",
    "    print(\"What happens in the beginning?\")\n",
    "    print(\"Your response here. Minimum 50 words.\")\n",
    "    \n",
    "    try:\n",
    "        intro_input = input()\n",
    "    except:\n",
    "        intro_input = input()\n",
    "        ExceptionInput(intro_input)\n",
    "        Step_03(Selected_topic_input)\n",
    "        \n",
    "        \n",
    "    #intro_input = input()\n",
    "    print(\"processing...\")\n",
    "    \n",
    "    return intro_input, Selected_topic_input"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "81558617",
   "metadata": {},
   "outputs": [],
   "source": [
    "#Summarization\n",
    "import torch\n",
    "import json \n",
    "from transformers import T5Tokenizer, T5ForConditionalGeneration, T5Config\n",
    "model = T5ForConditionalGeneration.from_pretrained('t5-small')\n",
    "tokenizer = T5Tokenizer.from_pretrained('t5-small')\n",
    "device = torch.device('cpu')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "ed437e96",
   "metadata": {},
   "outputs": [],
   "source": [
    "def summarization(input_txt):\n",
    "    preprocess_text = input_txt.strip().replace(\"\\n\",\"\")\n",
    "    t5_prepared_Text = \"summarize: \"+preprocess_text\n",
    "    #print (\"original text preprocessed: \\n\", preprocess_text)\n",
    "\n",
    "    tokenized_text = tokenizer.encode(t5_prepared_Text, return_tensors=\"pt\").to(device)\n",
    "\n",
    "\n",
    "    # summmarize \n",
    "    summary_ids = model.generate(tokenized_text,\n",
    "                                        num_beams=4,\n",
    "                                        no_repeat_ngram_size=2,\n",
    "                                        min_length=30,\n",
    "                                        max_length=50, # Msx 2 senteces\n",
    "                                        early_stopping=True)\n",
    "\n",
    "    output = tokenizer.decode(summary_ids[0], skip_special_tokens=True)\n",
    "    return output"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "f09a8c74",
   "metadata": {},
   "outputs": [],
   "source": [
    "# test summarization\n",
    "# input_txt_test = \"\"\"I add the critically measured sugary tea mixture to the gallon jar containing the slimy, white, disc-shaped layers of the symbiotic culture of bacteria and yeast.\n",
    "# Now to wait.  After exactly seven days, I pour the liquid into a fermentation-grade glass bottle with a ratio of 20% pomegranate juice and 80% fermented tea. I place it on my kitchen counter, periodically checking it to relieve the built-up CO2.\n",
    "# Finally, after an additional seventy-two hours, the time comes to try it. I crack the seal on the bottle, leaning over to smell what I assume will be a tangy, fruity, delicious pomegranate solution. and it smells like rotten eggs. The insufferable stench fills my nostrils and crushes my confidence. I'm momentarily taken aback, unable to understand how I went wrong when I followed the recipe perfectly. \"\"\"\n",
    "\n",
    "# summarized_txt = summarization(input_txt_test)\n",
    "\n",
    "# print(summarized_txt)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "953a29c5",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Rising Action\n",
    "# input_txt : 학생이 작성한 Original Text\n",
    "def Step_04(input_txt, selected_topic):\n",
    "    print(\"\")\n",
    "    print(\"Step #4\")\n",
    "    print(\"What happens next? AI's ideas to get you inspired!\")\n",
    "    gen_sentence = GenText_RisingAction_for_Step04(input_txt)\n",
    "    print(\"\")\n",
    "    print(gen_sentence)\n",
    "    print(\"\")\n",
    "    print(\"Inspired? Let's work on the rising action. What happens after the intro? -Any conflicts, problems, or questions you've dealt with?\")\n",
    "    print(\"Your response here. Minimum 50 words.\")\n",
    "    \n",
    "    try:\n",
    "        user_response = input()\n",
    "    except:\n",
    "        user_response = input()\n",
    "        ExceptionInput(user_response)\n",
    "        Step_04(input_txt)\n",
    "    \n",
    "    # user_response = input()\n",
    "    \n",
    "    #gen_sentence : 생성된 rising aciton  6개의 문장들\n",
    "    #user_response : 추가입력하는 사용자  rising action 입력문장\n",
    "    return gen_sentence, user_response, selected_topic"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "id": "e31b58c8",
   "metadata": {},
   "outputs": [],
   "source": [
    "# intro_ori_input_sent : intro 입력 원본문장\n",
    "# intro_input_summarised_txt: 이미 요약된 문장으로 intro 부분\n",
    "# risingAction_input_txt: Rising action 입력문장\n",
    "def Step_05(intro_ori_input_sent, intro_input_summarised_txt, risingAction_input_txt):\n",
    "    print(\"\")\n",
    "    print(\"Step #5\")\n",
    "    print(\"Your story so far.\")\n",
    "    risingAciton_summary_re = summarization(risingAction_input_txt)\n",
    "    # Intro + Rising Action 내용 3-4문장 간추림\n",
    "    print(intro_input_summarised_txt + risingAciton_summary_re)\n",
    "    pre_sum_climax_sentences = intro_input_summarised_txt + risingAciton_summary_re\n",
    "    \n",
    "    print(\"\")\n",
    "    #Generate 되는 문장들은 학생의 original writing들 기반 (summary 아니고)\n",
    "    gen_climax_sentence = GenText_Climax_for_Step05(intro_ori_input_sent + risingAction_input_txt)\n",
    "    print(gen_climax_sentence)\n",
    "    \n",
    "    print(\"What happens next? AI's ideas to get you inspired!\")\n",
    "    print(\"\")\n",
    "    print(\"Describe the most dramatic moment in the story. What happens at the story's peak? How did your conflict, problem, or question resolve?\")\n",
    "    print(\"Your response here. Minimum 50 words.\")\n",
    "    \n",
    "    try:\n",
    "        climax_input = input()\n",
    "    except:\n",
    "        climax_input = input()\n",
    "        ExceptionInput(climax_input)\n",
    "        Step_05(intro_ori_input_sent, intro_input_summarised_txt, risingAction_input_txt)\n",
    "    \n",
    "    # climax_input = input()\n",
    "    print(\"Your Climax input:\", climax_input)\n",
    "    \n",
    "    summarised_climax = summarization(climax_input)\n",
    "    \n",
    "    # risingAciton_summary_re : summary rising action\n",
    "    # gen_climax_sentence : 생성된 Climax idea sentences\n",
    "    # climax_input : Use input climax\n",
    "    # summarised_climax : summary climax\n",
    "    return risingAciton_summary_re, gen_climax_sentence, climax_input, summarised_climax\n",
    "    "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "id": "9b7b0532",
   "metadata": {},
   "outputs": [],
   "source": [
    "# intro_ori_input_sent : intro 입력 원본문장\n",
    "# intro_input_summarised_txt: 이미 요약된 문장으로 intro 부분\n",
    "# risingAction_input_txt: Rising action 입력문장\n",
    "\n",
    "# add additional sentences.\n",
    "def Step_05_Climax(intro_ori_input_sent, intro_input_summarised_txt, risingAction_input_txt, selected_topic):\n",
    "    print(\"\")\n",
    "    print(\"Step #5\")\n",
    "    print(\"Your story so far.\")\n",
    "    risingAciton_summary_re = summarization(risingAction_input_txt)\n",
    "    # Intro + Rising Action 내용 3-4문장 간추림\n",
    "    print(intro_input_summarised_txt + risingAciton_summary_re)\n",
    "    pre_sum_climax_sentences = intro_input_summarised_txt + risingAciton_summary_re\n",
    "    \n",
    "    print(\"\")\n",
    "    #Generate 되는 문장들은 학생의 original writing들 기반 (summary 아니고)\n",
    "    intro_ori_input_sent_ = str(intro_ori_input_sent)\n",
    "    risingAction_input_txt_ = str(risingAction_input_txt)\n",
    "    gen_climax_sentence = GenText(intro_ori_input_sent_ + risingAction_input_txt_)\n",
    "    print(gen_climax_sentence)\n",
    "    \n",
    "    print(\"What happens next? AI's ideas to get you inspired!\")\n",
    "    print(\"\")\n",
    "    print(\"Describe the most dramatic moment in the story. What happens at the story's peak? How did your conflict, problem, or question resolve?\")\n",
    "    print(\"Your response here. Minimum 50 words.\")\n",
    "    \n",
    "    try:\n",
    "        climax_input = input()\n",
    "    except:\n",
    "        climax_input = input()\n",
    "        ExceptionInput(climax_input)\n",
    "        Step_05(intro_ori_input_sent, intro_input_summarised_txt, risingAction_input_txt)\n",
    "    \n",
    "    # climax_input = input()\n",
    "    print(\"Your Climax input:\", climax_input)\n",
    "    \n",
    "    summarised_climax = summarization(climax_input)\n",
    "    \n",
    "    # risingAciton_summary_re : summary rising action\n",
    "    # gen_climax_sentence : 생성된 Climax idea sentences\n",
    "    # climax_input : Use input climax\n",
    "    # summarised_climax : summary climax\n",
    "    return risingAciton_summary_re, gen_climax_sentence, climax_input, summarised_climax, selected_topic"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "id": "b7b5a746",
   "metadata": {},
   "outputs": [],
   "source": [
    "def Step_06(sum_intro, sum_rasingAciton, sum_climax, intro_ori_input_sent, risingAction_input_txt, climax_input_txt, selected_topic):\n",
    "    print(\"\")\n",
    "    print(\"Step #6\")\n",
    "    print(\"How did your conflict, problem, or question resolve?\")\n",
    "    # show summary of Intro + Rasing Action + Climax\n",
    "    step_6_que_re = sum_intro + sum_rasingAciton + sum_climax\n",
    "    #print(step_6_que_re)\n",
    "    print(\"\")\n",
    "    print(\"What happens next? AI's ideas to get you inspired!\")\n",
    "    \n",
    "    intro_ori_input_sent_ = str(intro_ori_input_sent)\n",
    "    risingAction_input_txt_ = str(risingAction_input_txt)\n",
    "    climax_input_txt_ = str(climax_input_txt)\n",
    "    \n",
    "    gen_resolution = GenText_Resolution_for_Step06(intro_ori_input_sent_ + risingAction_input_txt_ + climax_input_txt_, selected_topic)\n",
    "    print(\"Generated resolution sentences :\", gen_resolution)\n",
    "    print(\"\")\n",
    "    print(\"\"\"Describe how your story ends. What happens at the end of your story? -How did this experience change your perspective?\"\"\")\n",
    "    print(\"Your response here. Minimum 50 words.\")\n",
    "    \n",
    "    try:\n",
    "        Resolution_input = input()\n",
    "    except:\n",
    "        Resolution_input = input()\n",
    "        ExceptionInput(Resolution_input)\n",
    "        Step_06(sum_intro, sum_rasingAciton, sum_climax, intro_ori_input_sent, risingAction_input_txt, climax_input_txt)\n",
    "    \n",
    "    # Resolution_input = input()\n",
    "    print(\"Your resolution input :\", Resolution_input)\n",
    "    \n",
    "    \n",
    "    intro_ori_input_sent_re = str(intro_ori_input_sent_)\n",
    "    risingAction_input_txt_re = str(risingAction_input_txt_)\n",
    "    climax_input_txt_re = str(climax_input_txt_)\n",
    "    gen_resolution_re = str(gen_resolution)\n",
    "    genFullSentences = intro_ori_input_sent_re + risingAction_input_txt_re + climax_input_txt_re + gen_resolution_re\n",
    "    # gen_resolution : 생성한 Resolution sentences\n",
    "    # Resolution_input : User input resolution\n",
    "    # genFullSentences : 생성한 모든 문장 -> 이것은 감성분석에 입력될거임\n",
    "    return gen_resolution, Resolution_input, genFullSentences"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "id": "44a2b2c0",
   "metadata": {},
   "outputs": [],
   "source": [
    "# For test\n",
    "# doc = \"\"\" Supervised learning is the machine learning task of learning a function that maps an input to an output basedon example input-output pairs.[1] It infers a function from labeled training data consisting of a set of training examples.[2] In supervised learning, each example is a pair consisting of an input object (typically a vector) and a desired output value (also called the supervisory signal). A supervised learning  algorithm analyzes the training data and produces an  inferred function, which can be used for mapping new examples. An optimal scenario will allow for the algorithm to correctly determine the class labels for unseen instances. This requires the learning algorithm to  generalize from the training data to unseen situations in a 'reasonable' way (see inductive bias).\"\"\"\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "id": "0c34bd98",
   "metadata": {},
   "outputs": [],
   "source": [
    "### Step_07 \n",
    "### Extractinon Key Topics\n",
    "\n",
    "from sklearn.metrics.pairwise import cosine_similarity\n",
    "from sentence_transformers import SentenceTransformer\n",
    "from sklearn.feature_extraction.text import CountVectorizer\n",
    "import numpy as np\n",
    "\n",
    "# Maximal Marginal Relevance 적용\n",
    "# 문서와 가장 유사한 키워드/키프레이즈를 선택하는 것으로 시작합니다. 그런 다음 문서와 유사하고 이미 선택한 키워드/키프레이즈와 유사하지 않은 새 후보를 반복적으로 선택\n",
    "\n",
    "def extractKeywords(doc):\n",
    "\n",
    "    n_gram_range = (1, 1)\n",
    "    stop_words = \"english\"\n",
    "\n",
    "\n",
    "    # Extract candidate words/phrases\n",
    "    count = CountVectorizer(ngram_range=n_gram_range, stop_words=stop_words).fit([doc])\n",
    "    candidates = count.get_feature_names()\n",
    "\n",
    "\n",
    "\n",
    "    #model = SentenceTransformer('all-MiniLM-L6-v2')\n",
    "    model = SentenceTransformer('all-distilroberta-v1')\n",
    "    doc_embedding = model.encode([doc])\n",
    "    candidate_embeddings = model.encode(candidates)\n",
    "\n",
    "    diversity = 0.4\n",
    "\n",
    "    top_n = 5\n",
    "    distances = cosine_similarity(doc_embedding, candidate_embeddings)\n",
    "    keywords = [candidates[index] for index in distances.argsort()[0][-top_n:]]\n",
    "\n",
    "    # Extract similarity within words, and between words and the document\n",
    "    word_doc_similarity = cosine_similarity(candidate_embeddings, doc_embedding)\n",
    "    word_similarity = cosine_similarity(candidate_embeddings)\n",
    "\n",
    "    # Initialize candidates and already choose best keyword/keyphras\n",
    "    keywords_idx = [np.argmax(word_doc_similarity)]\n",
    "    candidates_idx = [i for i in range(len(candidates)) if i != keywords_idx[0]]\n",
    "\n",
    "    for _ in range(top_n - 1):\n",
    "        # Extract similarities within candidates and\n",
    "        # between candidates and selected keywords/phrases\n",
    "        candidate_similarities = word_doc_similarity[candidates_idx, :]\n",
    "        target_similarities = np.max(word_similarity[candidates_idx][:, keywords_idx], axis=1)\n",
    "\n",
    "        # Calculate MMR\n",
    "        mmr = (1-diversity) * candidate_similarities - diversity * target_similarities.reshape(-1, 1)\n",
    "        mmr_idx = candidates_idx[np.argmax(mmr)]\n",
    "\n",
    "        # Update keywords & candidates\n",
    "        keywords_idx.append(mmr_idx)\n",
    "        candidates_idx.remove(mmr_idx)\n",
    "\n",
    "    return [candidates[idx] for idx in keywords_idx]\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "id": "9e0ffba5",
   "metadata": {},
   "outputs": [],
   "source": [
    "# result = extractKeywords(doc)\n",
    "\n",
    "# print(result)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "id": "2f7266ae",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Key Emotions : part 01\n",
    "\n",
    "import torch.nn as nn\n",
    "from transformers import BertPreTrainedModel, BertModel\n",
    "\n",
    "\n",
    "class BertForMultiLabelClassification(BertPreTrainedModel):\n",
    "    def __init__(self, config):\n",
    "        super().__init__(config)\n",
    "        self.num_labels = config.num_labels\n",
    "\n",
    "        self.bert = BertModel(config)\n",
    "        self.dropout = nn.Dropout(config.hidden_dropout_prob)\n",
    "        self.classifier = nn.Linear(config.hidden_size, self.config.num_labels)\n",
    "        self.loss_fct = nn.BCEWithLogitsLoss()\n",
    "\n",
    "        self.init_weights()\n",
    "\n",
    "    def forward(\n",
    "            self,\n",
    "            input_ids=None,\n",
    "            attention_mask=None,\n",
    "            token_type_ids=None,\n",
    "            position_ids=None,\n",
    "            head_mask=None,\n",
    "            inputs_embeds=None,\n",
    "            labels=None,\n",
    "    ):\n",
    "        outputs = self.bert(\n",
    "            input_ids,\n",
    "            attention_mask=attention_mask,\n",
    "            token_type_ids=token_type_ids,\n",
    "            position_ids=position_ids,\n",
    "            head_mask=head_mask,\n",
    "            inputs_embeds=inputs_embeds,\n",
    "        )\n",
    "        pooled_output = outputs[1]\n",
    "\n",
    "        pooled_output = self.dropout(pooled_output)\n",
    "        logits = self.classifier(pooled_output)\n",
    "\n",
    "        outputs = (logits,) + outputs[2:]  # add hidden states and attention if they are here\n",
    "\n",
    "        if labels is not None:\n",
    "            loss = self.loss_fct(logits, labels)\n",
    "            outputs = (loss,) + outputs\n",
    "\n",
    "        return outputs  # (loss), logits, (hidden_states), (attentions)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "id": "88fa2370",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "[nltk_data] Downloading package stopwords to\n",
      "[nltk_data]     /Users/kimkwangil/nltk_data...\n",
      "[nltk_data]   Package stopwords is already up-to-date!\n"
     ]
    }
   ],
   "source": [
    "# Key Emotions : part 02\n",
    "\n",
    "from transformers import BertTokenizer\n",
    "\n",
    "import torch\n",
    "import pandas as pd\n",
    "import re\n",
    "import nltk\n",
    "nltk.download('stopwords')\n",
    "\n",
    "from nltk.corpus import stopwords\n",
    "import numpy as np\n",
    "\n",
    "tokenizer = BertTokenizer.from_pretrained(\"monologg/bert-base-cased-goemotions-ekman\")\n",
    "model = BertForMultiLabelClassification.from_pretrained(\"monologg/bert-base-cased-goemotions-ekman\")\n",
    "\n",
    "#데이터 전처리 \n",
    "def cleaning(datas):\n",
    "\n",
    "    fin_datas = []\n",
    "\n",
    "    for data in datas:\n",
    "        # 영문자 이외 문자는 공백으로 변환\n",
    "        only_english = re.sub('[^a-zA-Z]', ' ', data)\n",
    "    \n",
    "        # 데이터를 리스트에 추가 \n",
    "        fin_datas.append(only_english)\n",
    "\n",
    "    return fin_datas\n",
    "\n",
    "\n",
    "def get_ai_emotion(input_text) :\n",
    "\n",
    "    joy = 0\n",
    "    anger = 0\n",
    "    sadness = 0\n",
    "    surprise = 0\n",
    "    fear = 0\n",
    "    neutral = 0\n",
    "    \n",
    "    list_max = []\n",
    "    \n",
    "    try : \n",
    "        re_text = input_text.split(\".\")\n",
    "        texts = cleaning(re_text)\n",
    "        results = []\n",
    "        for txt in texts:\n",
    "            inputs = tokenizer(txt,return_tensors=\"pt\")\n",
    "            outputs = model(**inputs)\n",
    "            scores =  1 / (1 + torch.exp(-outputs[0]))  # Sigmoid\n",
    "            threshold = .3\n",
    "            for item in scores:\n",
    "                labels = []\n",
    "                scores = []\n",
    "                for idx, s in enumerate(item):\n",
    "                    if s > threshold:\n",
    "                        labels.append(model.config.id2label[idx])\n",
    "                        scores.append(s)\n",
    "                results.append({\"labels\": labels, \"scores\": scores})\n",
    "\n",
    "        print(\"results :\", results)\n",
    "\n",
    "        re_emot = results\n",
    "        \n",
    "        df = pd.DataFrame(re_emot)\n",
    "\n",
    "        #결과물을 다시 감정유형별 비율로 계산하여 새로운 데이터프레임을 만들자!\n",
    "        # result_emotion = df['labels'].value_counts(normalize=True, sort=True, ascending=False, dropna=True) #문장 전체에서 각 값의 상대적 비율을 게산\n",
    "        result_emotion = df['labels'].value_counts(normalize=True) #문장 전체에서 각 값의 상대적 비율을 게산\n",
    "        #print(\"index\", result_emotion.index[0][0])\n",
    "\n",
    "        result_emotion_list = result_emotion.tolist()\n",
    "              \n",
    "        idx=0\n",
    "        \n",
    "        for idx in range(len(result_emotion)) : \n",
    "                \n",
    "                \n",
    "                if  'joy' in result_emotion.index[idx][0]: \n",
    "                    joy += round(float(result_emotion_list[idx]),2)\n",
    "                    print(\"joy >>>>>>>>>>>>>>>>:\", joy)\n",
    "                    \n",
    "                    \n",
    "                elif 'anger' in result_emotion.index[idx][0]:\n",
    "                    anger += round(float(result_emotion_list[idx]),2)\n",
    "                    print(\"anger >>>>>>>>>>>>>>>>:\", anger)\n",
    "                    \n",
    "                    \n",
    "\n",
    "                elif 'sadness' in  result_emotion.index[idx][0]:\n",
    "                    sadness += round(float(result_emotion_list[idx]),2)\n",
    "                    print(\"sadness >>>>>>>>>>>>>>>>:\", sadness)\n",
    "\n",
    "                    \n",
    "\n",
    "                elif 'surprise' in result_emotion.index[idx][0]:\n",
    "                    surprise += round(float(result_emotion_list[idx]),2)\n",
    "                    print(\"surprise >>>>>>>>>>>>>>>>:\", surprise)\n",
    "\n",
    "                    \n",
    "\n",
    "                elif 'fear' in result_emotion.index[idx][0]:\n",
    "                    fear += round(float(result_emotion_list[idx]),2)\n",
    "                    print(\"fear >>>>>>>>>>>>>>>>:\", fear)\n",
    "\n",
    "                    \n",
    "\n",
    "                elif 'neutral' in result_emotion.index[idx][0]:\n",
    "                    neutral += round(float(result_emotion_list[idx]),2)\n",
    "                    print(\"neutral >>>>>>>>>>>>>>>>:\", neutral)\n",
    "\n",
    "                idx = idx + 1\n",
    "\n",
    "            \n",
    "        list_max = [joy,anger,sadness,surprise,fear,neutral]\n",
    "\n",
    "        print(\"max:\",list_max.index(max(list_max))) \n",
    "        \n",
    "        \n",
    "    except Exception as e : \n",
    "        print (\"------------------------->error:\",e)\n",
    "    \n",
    "    try : \n",
    "        max_value = list_max.index(max(list_max))+1 \n",
    "    \n",
    "    except Exception as e :\n",
    "        max_value = 2 \n",
    "        print(\"Exception_-------->\",e)\n",
    "            \n",
    "            \n",
    "            \n",
    "    data = {\n",
    "        \"joy\" : round(joy, 3),\n",
    "        \"anger\" : round(anger, 3),\n",
    "        \"sadness\" : round(sadness, 3),\n",
    "        \"surprise\" : round(surprise, 3),\n",
    "        \"fear\" : round(fear, 3),\n",
    "        \"neutral\" : round(neutral, 3),\n",
    "        #\"max\": max_value\n",
    "    }\n",
    "    \n",
    "    data_re = sorted(data.items(), key=lambda x: x[1], reverse=True)\n",
    "\n",
    "    \n",
    "    return data_re \n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "id": "7918a2f8",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "results : [{'labels': ['joy'], 'scores': [tensor(0.9299, grad_fn=<UnbindBackward0>)]}, {'labels': ['joy'], 'scores': [tensor(0.9519, grad_fn=<UnbindBackward0>)]}, {'labels': ['joy'], 'scores': [tensor(0.9759, grad_fn=<UnbindBackward0>)]}, {'labels': ['joy', 'neutral'], 'scores': [tensor(0.5449, grad_fn=<UnbindBackward0>), tensor(0.5627, grad_fn=<UnbindBackward0>)]}, {'labels': ['neutral'], 'scores': [tensor(0.7841, grad_fn=<UnbindBackward0>)]}, {'labels': ['anger', 'neutral'], 'scores': [tensor(0.5324, grad_fn=<UnbindBackward0>), tensor(0.4075, grad_fn=<UnbindBackward0>)]}, {'labels': ['neutral'], 'scores': [tensor(0.6375, grad_fn=<UnbindBackward0>)]}, {'labels': ['neutral'], 'scores': [tensor(0.6082, grad_fn=<UnbindBackward0>)]}, {'labels': ['neutral'], 'scores': [tensor(0.5659, grad_fn=<UnbindBackward0>)]}, {'labels': ['neutral'], 'scores': [tensor(0.8980, grad_fn=<UnbindBackward0>)]}, {'labels': ['joy'], 'scores': [tensor(0.9537, grad_fn=<UnbindBackward0>)]}, {'labels': ['joy'], 'scores': [tensor(0.9246, grad_fn=<UnbindBackward0>)]}, {'labels': ['neutral', 'sadness'], 'scores': [tensor(0.5434, grad_fn=<UnbindBackward0>), tensor(0.3410, grad_fn=<UnbindBackward0>)]}, {'labels': ['neutral'], 'scores': [tensor(0.5948, grad_fn=<UnbindBackward0>)]}, {'labels': ['neutral'], 'scores': [tensor(0.5702, grad_fn=<UnbindBackward0>)]}, {'labels': ['anger', 'disgust'], 'scores': [tensor(0.6091, grad_fn=<UnbindBackward0>), tensor(0.3503, grad_fn=<UnbindBackward0>)]}, {'labels': ['sadness'], 'scores': [tensor(0.8568, grad_fn=<UnbindBackward0>)]}, {'labels': ['neutral'], 'scores': [tensor(0.8319, grad_fn=<UnbindBackward0>)]}, {'labels': ['joy'], 'scores': [tensor(0.9677, grad_fn=<UnbindBackward0>)]}, {'labels': ['joy', 'neutral'], 'scores': [tensor(0.3048, grad_fn=<UnbindBackward0>), tensor(0.7860, grad_fn=<UnbindBackward0>)]}, {'labels': ['joy'], 'scores': [tensor(0.9134, grad_fn=<UnbindBackward0>)]}, {'labels': ['neutral', 'sadness'], 'scores': [tensor(0.4361, grad_fn=<UnbindBackward0>), tensor(0.5622, grad_fn=<UnbindBackward0>)]}, {'labels': ['sadness'], 'scores': [tensor(0.9304, grad_fn=<UnbindBackward0>)]}, {'labels': ['sadness'], 'scores': [tensor(0.6867, grad_fn=<UnbindBackward0>)]}, {'labels': ['neutral'], 'scores': [tensor(0.9352, grad_fn=<UnbindBackward0>)]}]\n",
      "neutral >>>>>>>>>>>>>>>>: 0.36\n",
      "joy >>>>>>>>>>>>>>>>: 0.28\n",
      "sadness >>>>>>>>>>>>>>>>: 0.12\n",
      "joy >>>>>>>>>>>>>>>>: 0.36000000000000004\n",
      "neutral >>>>>>>>>>>>>>>>: 0.44\n",
      "anger >>>>>>>>>>>>>>>>: 0.04\n",
      "anger >>>>>>>>>>>>>>>>: 0.08\n",
      "max: 5\n",
      ">>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>> [('neutral', 0.44), ('joy', 0.36), ('sadness', 0.12), ('anger', 0.08), ('surprise', 0), ('fear', 0)]\n"
     ]
    }
   ],
   "source": [
    "text = \"\"\" Tom was in love with Cyndi. He really loved her dearly. She loved Tom too because he was so nice and kind. They would walk in the peaceful park gazing at the bright pink cherry blossom that colored the crisp spring air. Then they got into a big fight. Tom began to hate Cyndi's guts. Cyndi cheated on Tom and she began to ignore Tom. He eventually became furious. Back at their house, Tom began to slap Cyndi and she was crying miserably. However, the sun shined upon them when they won the lotto. Both of them were ecstatic and overjoyed with happiness. They where so happy that they jumped around in celebration. Nonetheless, the happiness never lasted too long. Cyndi began to cheat on Tom again and they went bankrupt very quickly. Fights and quarrels continued in the old torn smelly apartment. It really sucked for both of them. Extreme sadness came over them. But then Cyndi bought another lotto and she won again. This time, it was even more money and they were extremely excited. To celebrate the second winning, then went to a casino and began gambling. They were overly excited because they won money at the fancy casino too. Nevertheless, Tom had too much drink and died. Cyndi was so sad. Didn't know what to do and weeped in despair. \"\"\"\n",
    "print(\">>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>\",get_ai_emotion(text))\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "id": "782257d9",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "[nltk_data] Downloading package punkt to\n",
      "[nltk_data]     /Users/kimkwangil/nltk_data...\n",
      "[nltk_data]   Package punkt is already up-to-date!\n"
     ]
    }
   ],
   "source": [
    "# Story Organized by AI\n",
    "\n",
    "import nltk\n",
    "import json\n",
    "from collections import OrderedDict\n",
    "\n",
    "nltk.download('punkt')\n",
    "\n",
    "from nltk.tokenize import sent_tokenize\n",
    "from torch import relu\n",
    "\n",
    "from transformers import AutoTokenizer, AutoModelForSeq2SeqLM\n",
    "tokenizer = AutoTokenizer.from_pretrained(\"hetpandya/t5-small-tapaco\")\n",
    "model = AutoModelForSeq2SeqLM.from_pretrained(\"hetpandya/t5-small-tapaco\")\n",
    "\n",
    "def ExceptionInput(input_txt):\n",
    "    if (input_txt.isdigit()):\n",
    "        print(\"An incorrect input was detected. Enter your essay and try again.\")\n",
    "        StartEdit()\n",
    "\n",
    "    elif (len(input_txt) <= 20):\n",
    "        print(\"The sentence is too short. Enter your essay and try again.\")\n",
    "        StartEdit()\n",
    "\n",
    "    elif (input_txt == None):\n",
    "        print(\"Enter the essay you want to paraphrase.\")\n",
    "        StartEdit()\n",
    "\n",
    "\n",
    "    return input_txt\n",
    "\n",
    "\n",
    "# create a function for the paraphrase\n",
    "def paraphrase(sentence):\n",
    "   \n",
    "  sentence = \"paraphrase: \" + sentence + \" </s>\"\n",
    "  encoding = tokenizer.encode_plus(sentence,padding=True, return_tensors=\"pt\")\n",
    "  input_ids, attention_masks = encoding[\"input_ids\"], encoding[\"attention_mask\"]\n",
    "   \n",
    "  outputs = model.generate(\n",
    "    input_ids=input_ids, attention_mask=attention_masks,\n",
    "    do_sample=True, #샘플링 전략 사용\n",
    "    max_length=512, # 최대 디코딩 길이는 50\n",
    "    top_k=5, # 확률 순위가 50위 밖인 토큰은 샘플링에서 제외\n",
    "    top_p=0.75, # 누적 확률이 98%인 후보집합에서만 생성\n",
    "    num_return_sequences=5) #3개의 결과를 디코딩해낸다\n",
    "\n",
    "  output = tokenizer.decode(outputs[0], skip_special_tokens=True,clean_up_tokenization_spaces=True)\n",
    " \n",
    "  return(output)\n",
    "\n",
    "\n",
    "def StoryOrgByAI(intro, risingAction, climax, resolution):\n",
    "    intro_re = \" \".join([paraphrase(sent) for sent in sent_tokenize(intro)])\n",
    "    risingAction_re = \" \".join([paraphrase(sent) for sent in sent_tokenize(risingAction)])\n",
    "    climax_re = \" \".join([paraphrase(sent) for sent in sent_tokenize(climax)])\n",
    "    resolution_re = \" \".join([paraphrase(sent) for sent in sent_tokenize(resolution)])\n",
    "    \n",
    "    resultData = OrderedDict()\n",
    "    resultData[\"intro\"] = intro_re\n",
    "    resultData[\"risingAction\"] = risingAction_re\n",
    "    resultData[\"climax\"] = climax_re\n",
    "    resultData[\"resolution\"] = resolution_re\n",
    "    \n",
    "    return resultData\n",
    "        "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "id": "3598d7ac",
   "metadata": {},
   "outputs": [],
   "source": [
    "# intro = \"\"\"Volunteering at a cancer treatment center has helped me discover my path\"\"\"\n",
    "# risingAction = \"\"\"When I see patients trapped in not only the hospital but also a moment in time by their diseases, I talk to them. For six hours a day, three times a week, Ivana is surrounded by IV stands, empty walls, and busy nurses that quietly yet constantly remind her of her breast cancer. \"\"\"\n",
    "# climax = \"\"\"Her face is pale and tired, yet kind--not unlike my grandmother’s. I need only to smile and say hello to see her brighten up as life returns to her face. Upon our first meeting, she opened up about her two sons, her hometown, and her knitting group--no mention of her disease.\"\"\"\n",
    "# resolution = \"\"\"Through my work, I can accept the shovel without burying my grandmother’s memory.\"\"\"\n",
    "\n",
    "# StoryOrgByAI(intro, risingAction, climax, resolution)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "8d35ecd1",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "f541ceb9",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "id": "6485c3f8",
   "metadata": {},
   "outputs": [],
   "source": [
    "def Run():\n",
    "    Step_01()\n",
    "    \n",
    "    print(\"\")\n",
    "    \n",
    "    selected_topic = Step_02()\n",
    "    \n",
    "    print(\"\")\n",
    "    \n",
    "    # 선택한 토픽에 대한 설명\n",
    "    print(selected_topic[3])\n",
    "    \n",
    "    # intro_input_txt:  학생이 작성한 intro sentence\n",
    "    # result of intro_input_txt => intro_input, Selected_topic_input\n",
    "    intro_input_txt = Step_03(selected_topic[2])\n",
    "    \n",
    "    print(\"\")\n",
    "    \n",
    "    #intro summary sentence\n",
    "    intro_summarized_txt = summarization(intro_input_txt[0])\n",
    "    \n",
    "    print(\"\")\n",
    "    \n",
    "    print('summary intro :', intro_summarized_txt)\n",
    "    \n",
    "    print(\"\")\n",
    "\n",
    "    \n",
    "    in_selected_topic = str(intro_input_txt[1])\n",
    "    result = Step_04(intro_input_txt, in_selected_topic)\n",
    "    #gen_sentence  > result[0]: 생성된 6개의 risng action 문장들\n",
    "    #user_response  > result[1]: 사용자 rising action입력문장\n",
    "    #selected_topic > result[2] \n",
    "    \n",
    "    print(\"\")\n",
    "    \n",
    "    step_5_re = Step_05_Climax(intro_input_txt, intro_summarized_txt, result[1], result[2])\n",
    "    print(\"Generated 6 sentences of the climax idea\", step_5_re[1]) # 생성된 Climax idea sentences\n",
    "    print(\"\")\n",
    "    print(\"User climax input sentence :\", step_5_re[2]) # User climax input\n",
    "    print(\"\")\n",
    "    \n",
    "    sum_intro = intro_summarized_txt\n",
    "    sum_rasingAciton = str(step_5_re[0])\n",
    "    sum_climax = str(step_5_re[2]) \n",
    "    intro_ori_input_sent = intro_input_txt\n",
    "    risingAction_input_txt = str(result[1])\n",
    "    climax_input_txt = str(step_5_re[2])\n",
    "    \n",
    "    selected_topic = step_5_re[4]\n",
    "    \n",
    "    gen_resolution_re = Step_06(sum_intro, sum_rasingAciton, sum_climax, intro_ori_input_sent, risingAction_input_txt, climax_input_txt, selected_topic)\n",
    "    print(\"\")\n",
    "    # gen_resolution_re[0] : 생성한 Resolution sentences\n",
    "    # gen_resolution_re[1] : User input resolution\n",
    "    # gen_resolution_re[2] : 생성한 모든 문장(intro, rasingAction, climax, resolution)\n",
    "    print(\"Generated the resolution sentences :\", gen_resolution_re[0])\n",
    "    print(\"\")\n",
    "    print(\"User input resolution sentence :\", gen_resolution_re[1])\n",
    "    print(\"\")\n",
    "    \n",
    "    # Key Topics\n",
    "    doc = str(gen_resolution_re[2])\n",
    "    keyTopicsRe = extractKeywords(doc)\n",
    "    \n",
    "\n",
    "    # Story Organized by AI\n",
    "    intro = str(intro_input_txt)\n",
    "    print(\"intro : \", intro)\n",
    "    risingAction = str(result[1])\n",
    "    print(\"risingAction :\", risingAction)\n",
    "    climax = str(step_5_re[2])\n",
    "    print(\"climax :\", climax)\n",
    "    resolution = str(gen_resolution_re[1])\n",
    "    print(\"resolution :\", resolution)\n",
    "    \n",
    "    story_ai_input = intro + risingAction + climax + resolution\n",
    "    \n",
    "    # Story Organized by User(human)\n",
    "    intro_ori_input_sent = str(intro_input_txt)\n",
    "    risingAction_input_txt = str(result[1])\n",
    "    climax_input_txt = str(step_5_re[2])\n",
    "    user_resolution = str(gen_resolution_re[1])\n",
    "    \n",
    "    story_user_input = intro_ori_input_sent + risingAction_input_txt + climax_input_txt + user_resolution\n",
    "    \n",
    "    # Key Emotions\n",
    "    emotions_re = get_ai_emotion(story_user_input)\n",
    "    \n",
    "    print(\" ======+++++++======= \")\n",
    "    \n",
    "    story_re = StoryOrgByAI(intro, risingAction, climax, resolution)\n",
    "    \n",
    "    \n",
    "    # gen_resolution_re[0] : 생성한 Resolution sentences\n",
    "    # gen_resolution_re[1] : User input resolution\n",
    "    # keyTopicsRe : Key Topics\n",
    "    # emotions_re : 감성분석\n",
    "    # story_re : Para-phrasing 문장들 intro, rising action, climax, resolution\n",
    "    \n",
    "    data = {\n",
    "        \"ViewYourStory\" : selected_topic[0],\n",
    "        \"YouChoseToWriteAbout\" : selected_topic[2],\n",
    "        \"KeyTopics\" : keyTopicsRe,\n",
    "        \"KeyEmotions\" : emotions_re,\n",
    "        # StoryOrganizedByAI\n",
    "        \"Intro\" : story_re[\"intro\"] ,\n",
    "        \"RisingAction\" : story_re[\"risingAction\"],\n",
    "        \"Climax\" : story_re[\"climax\"],\n",
    "        \"Resolution\" : story_re[\"resolution\"]\n",
    "    }\n",
    "    \n",
    "#     return gen_resolution_re[0], gen_resolution_re[1], keyTopicsRe, emotions_re, story_re\n",
    "    return data\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "id": "a88bf48a",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Step #1\n",
      "I am using Common App OR Coalition App\n",
      "Select a Question:\n",
      "1) CommonApp\n",
      "2) CoalitionApp\n",
      "Question: 1\n",
      "Selected Question: CommonApp\n",
      "selected_app_input[0] : C\n",
      "\n",
      "Step #2\n",
      "Select prompt\n",
      "Select a question:\n",
      "1) prompt01\n",
      "2) prompt02\n",
      "3) prompt03\n",
      "4) prompt04\n",
      "5) prompt05\n",
      "6) prompt06\n",
      "7) prompt07\n",
      "question: 6\n",
      "Selected question: Describe a topic, idea, or concept you find so engaging that it makes you lose all track of time. Why does it captivate you? What or who do you turn to when you want to learn more?\n",
      "Select a topic:\n",
      "1) topic\n",
      "2) idea\n",
      "3) concept\n",
      "topic: 3\n",
      "Selected topic: concept\n",
      "\n",
      "3)Concept = A concept is perceived in your mind, and it serves as the blueprint of a more structured qualitative or physical outcome. An engaging concept becomes the backbone of your intellectual development or innovations you create in the physical world. As you explain your concept, try to share why the concept is meaningful to you as a person, scholar, or change maker for society. If you have a mentor, you can elaborate on how they have guided and influenced your growth.\n",
      "\n",
      "Step #3\n",
      "You choese to write about  concept\n",
      "How does your story begin?\n",
      "Where and when?\n",
      "Who are in it?\n",
      "What happens in the beginning?\n",
      "Your response here. Minimum 50 words.\n",
      "They covered the precious mahogany coffin with a brown amalgam of rocks, decomposed organisms, and weeds. It was my turn to take the shovel, but I felt too ashamed to dutifully send her off when I had not properly said goodbye. I refused to throw dirt on her. I refused to let go of my grandmother, to accept a death I had not seen coming, to believe that an illness could not only interrupt, but steal a beloved life.\n",
      "processing...\n",
      "\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Setting `pad_token_id` to `eos_token_id`:50256 for open-end generation.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "summary intro : I refused to let go of my grandmother, to accept a death I hadn't seen coming, and to believe that an illness could not only interrupt, but steal my beloved life.\n",
      "\n",
      "\n",
      "Step #4\n",
      "What happens next? AI's ideas to get you inspired!\n",
      "-------\n",
      "input text: ('They covered the precious mahogany coffin with a brown amalgam of rocks, decomposed organisms, and weeds. It was my turn to take the shovel, but I felt too ashamed to dutifully send her off when I had not properly said goodbye. I refused to throw dirt on her. I refused to let go of my grandmother, to accept a death I had not seen coming, to believe that an illness could not only interrupt, but steal a beloved life.', 'concept')Then, an unexpected thing happened.\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Setting `pad_token_id` to `eos_token_id`:50256 for open-end generation.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Generated sentence :  This time her end came naturally, as if by following the story and then my end would be much easier; or perhaps, it was that death was only a moment away. Then, she died at exactly the right time, her last sentence about having to remember her daughter, that her whole life was'my life', giving her just the grace, the freedom of a miracle. And now, I could touch her, smell her skin. TextToTextResult(text='The words in her notebook were all there, in the sound.')\n",
      "-------\n",
      "input text: ('They covered the precious mahogany coffin with a brown amalgam of rocks, decomposed organisms, and weeds. It was my turn to take the shovel, but I felt too ashamed to dutifully send her off when I had not properly said goodbye. I refused to throw dirt on her. I refused to let go of my grandmother, to accept a death I had not seen coming, to believe that an illness could not only interrupt, but steal a beloved life.', 'concept')Then, a sad thing happened.\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Setting `pad_token_id` to `eos_token_id`:50256 for open-end generation.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Generated sentence :  This time her end came naturally, as if by following the story and then my end would be much easier; or perhaps, it was that death was only a moment away. Then, she died at exactly the right time, her last sentence about having to remember her daughter, that her whole life was'my life', giving her just the grace, the freedom of a miracle. And now, I could touch her, smell her skin. TextToTextResult(text='The words in her notebook were all there, in the sound.')\n",
      "Generated sentence :  This time her end came naturally, as if by following the story and then my end would be much easier; or perhaps, it was that death was only a moment away. Then, she died at exactly the right time, her last sentence about having to remember her daughter, that her whole life was'my life', giving her just the grace, the freedom of a miracle. And now, I could touch her, smell her skin. TextToTextResult(text='The words in her notebook were all there, in the sound.')  All along, for all of this time, she had been afraid of her own shadow—whoever it may turn out to be—and finally, when that fear finally receded, the shadow of the dead grandmother arose and loomed over her like some kind of force field. TextToTextResult(text='As she opened her eyes and realized where she was (the basement of an old house at the end of a dark and deserted street), she watched the figure grow larger and creep toward her, until it reached her feet.')\n",
      "-------\n",
      "input text: ('They covered the precious mahogany coffin with a brown amalgam of rocks, decomposed organisms, and weeds. It was my turn to take the shovel, but I felt too ashamed to dutifully send her off when I had not properly said goodbye. I refused to throw dirt on her. I refused to let go of my grandmother, to accept a death I had not seen coming, to believe that an illness could not only interrupt, but steal a beloved life.', 'concept')Then, a wonderful thing happened.\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Setting `pad_token_id` to `eos_token_id`:50256 for open-end generation.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Generated sentence :  This time her end came naturally, as if by following the story and then my end would be much easier; or perhaps, it was that death was only a moment away. Then, she died at exactly the right time, her last sentence about having to remember her daughter, that her whole life was'my life', giving her just the grace, the freedom of a miracle. And now, I could touch her, smell her skin. TextToTextResult(text='The words in her notebook were all there, in the sound.')\n",
      "Generated sentence :  This time her end came naturally, as if by following the story and then my end would be much easier; or perhaps, it was that death was only a moment away. Then, she died at exactly the right time, her last sentence about having to remember her daughter, that her whole life was'my life', giving her just the grace, the freedom of a miracle. And now, I could touch her, smell her skin. TextToTextResult(text='The words in her notebook were all there, in the sound.')  All along, for all of this time, she had been afraid of her own shadow—whoever it may turn out to be—and finally, when that fear finally receded, the shadow of the dead grandmother arose and loomed over her like some kind of force field. TextToTextResult(text='As she opened her eyes and realized where she was (the basement of an old house at the end of a dark and deserted street), she watched the figure grow larger and creep toward her, until it reached her feet.')\n",
      "Generated sentence :  This time her end came naturally, as if by following the story and then my end would be much easier; or perhaps, it was that death was only a moment away. Then, she died at exactly the right time, her last sentence about having to remember her daughter, that her whole life was'my life', giving her just the grace, the freedom of a miracle. And now, I could touch her, smell her skin. TextToTextResult(text='The words in her notebook were all there, in the sound.')  All along, for all of this time, she had been afraid of her own shadow—whoever it may turn out to be—and finally, when that fear finally receded, the shadow of the dead grandmother arose and loomed over her like some kind of force field. TextToTextResult(text='As she opened her eyes and realized where she was (the basement of an old house at the end of a dark and deserted street), she watched the figure grow larger and creep toward her, until it reached her feet.') TextToTextResult(text=\"The story hit the world, the piece ran in dozens of publications, my book about the woman in the coffin made the front page of the _New York Times_ under the heading 'Women Get The Facts First', including a picture of a woman with the caption 'They didn't exist before the publication of this book and now they are here to stay'--and even though I hadn't written the book, I loved it\")\n",
      "-------\n",
      "input text: ('They covered the precious mahogany coffin with a brown amalgam of rocks, decomposed organisms, and weeds. It was my turn to take the shovel, but I felt too ashamed to dutifully send her off when I had not properly said goodbye. I refused to throw dirt on her. I refused to let go of my grandmother, to accept a death I had not seen coming, to believe that an illness could not only interrupt, but steal a beloved life.', 'concept')\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Setting `pad_token_id` to `eos_token_id`:50256 for open-end generation.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Generated sentence :  This time her end came naturally, as if by following the story and then my end would be much easier; or perhaps, it was that death was only a moment away. Then, she died at exactly the right time, her last sentence about having to remember her daughter, that her whole life was'my life', giving her just the grace, the freedom of a miracle. And now, I could touch her, smell her skin. TextToTextResult(text='The words in her notebook were all there, in the sound.')\n",
      "Generated sentence :  This time her end came naturally, as if by following the story and then my end would be much easier; or perhaps, it was that death was only a moment away. Then, she died at exactly the right time, her last sentence about having to remember her daughter, that her whole life was'my life', giving her just the grace, the freedom of a miracle. And now, I could touch her, smell her skin. TextToTextResult(text='The words in her notebook were all there, in the sound.')  All along, for all of this time, she had been afraid of her own shadow—whoever it may turn out to be—and finally, when that fear finally receded, the shadow of the dead grandmother arose and loomed over her like some kind of force field. TextToTextResult(text='As she opened her eyes and realized where she was (the basement of an old house at the end of a dark and deserted street), she watched the figure grow larger and creep toward her, until it reached her feet.')\n",
      "Generated sentence :  This time her end came naturally, as if by following the story and then my end would be much easier; or perhaps, it was that death was only a moment away. Then, she died at exactly the right time, her last sentence about having to remember her daughter, that her whole life was'my life', giving her just the grace, the freedom of a miracle. And now, I could touch her, smell her skin. TextToTextResult(text='The words in her notebook were all there, in the sound.')  All along, for all of this time, she had been afraid of her own shadow—whoever it may turn out to be—and finally, when that fear finally receded, the shadow of the dead grandmother arose and loomed over her like some kind of force field. TextToTextResult(text='As she opened her eyes and realized where she was (the basement of an old house at the end of a dark and deserted street), she watched the figure grow larger and creep toward her, until it reached her feet.') TextToTextResult(text=\"The story hit the world, the piece ran in dozens of publications, my book about the woman in the coffin made the front page of the _New York Times_ under the heading 'Women Get The Facts First', including a picture of a woman with the caption 'They didn't exist before the publication of this book and now they are here to stay'--and even though I hadn't written the book, I loved it\")\n",
      "Generated sentence :  This time her end came naturally, as if by following the story and then my end would be much easier; or perhaps, it was that death was only a moment away. Then, she died at exactly the right time, her last sentence about having to remember her daughter, that her whole life was'my life', giving her just the grace, the freedom of a miracle. And now, I could touch her, smell her skin. TextToTextResult(text='The words in her notebook were all there, in the sound.')  All along, for all of this time, she had been afraid of her own shadow—whoever it may turn out to be—and finally, when that fear finally receded, the shadow of the dead grandmother arose and loomed over her like some kind of force field. TextToTextResult(text='As she opened her eyes and realized where she was (the basement of an old house at the end of a dark and deserted street), she watched the figure grow larger and creep toward her, until it reached her feet.') TextToTextResult(text=\"The story hit the world, the piece ran in dozens of publications, my book about the woman in the coffin made the front page of the _New York Times_ under the heading 'Women Get The Facts First', including a picture of a woman with the caption 'They didn't exist before the publication of this book and now they are here to stay'--and even though I hadn't written the book, I loved it\") \"In doing so they produced a special song for the deceased, which was the most powerful and lyrically resonant piece of poetry Salzburg had ever heard. They played it for that very reason: so that she could understand. \"In the spring of 1963, before the Beatles arrived in the US, Paul McCartney had asked his friend Ray Sloane to write a song about his mother. TextToTextResult(text='Northern Irishman, Sloyn, was a talented musician with an enormous range.')\n",
      "-------\n",
      "input text: ('They covered the precious mahogany coffin with a brown amalgam of rocks, decomposed organisms, and weeds. It was my turn to take the shovel, but I felt too ashamed to dutifully send her off when I had not properly said goodbye. I refused to throw dirt on her. I refused to let go of my grandmother, to accept a death I had not seen coming, to believe that an illness could not only interrupt, but steal a beloved life.', 'concept')Then, an interesting thing happened.\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Setting `pad_token_id` to `eos_token_id`:50256 for open-end generation.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Generated sentence :  This time her end came naturally, as if by following the story and then my end would be much easier; or perhaps, it was that death was only a moment away. Then, she died at exactly the right time, her last sentence about having to remember her daughter, that her whole life was'my life', giving her just the grace, the freedom of a miracle. And now, I could touch her, smell her skin. TextToTextResult(text='The words in her notebook were all there, in the sound.')\n",
      "Generated sentence :  This time her end came naturally, as if by following the story and then my end would be much easier; or perhaps, it was that death was only a moment away. Then, she died at exactly the right time, her last sentence about having to remember her daughter, that her whole life was'my life', giving her just the grace, the freedom of a miracle. And now, I could touch her, smell her skin. TextToTextResult(text='The words in her notebook were all there, in the sound.')  All along, for all of this time, she had been afraid of her own shadow—whoever it may turn out to be—and finally, when that fear finally receded, the shadow of the dead grandmother arose and loomed over her like some kind of force field. TextToTextResult(text='As she opened her eyes and realized where she was (the basement of an old house at the end of a dark and deserted street), she watched the figure grow larger and creep toward her, until it reached her feet.')\n",
      "Generated sentence :  This time her end came naturally, as if by following the story and then my end would be much easier; or perhaps, it was that death was only a moment away. Then, she died at exactly the right time, her last sentence about having to remember her daughter, that her whole life was'my life', giving her just the grace, the freedom of a miracle. And now, I could touch her, smell her skin. TextToTextResult(text='The words in her notebook were all there, in the sound.')  All along, for all of this time, she had been afraid of her own shadow—whoever it may turn out to be—and finally, when that fear finally receded, the shadow of the dead grandmother arose and loomed over her like some kind of force field. TextToTextResult(text='As she opened her eyes and realized where she was (the basement of an old house at the end of a dark and deserted street), she watched the figure grow larger and creep toward her, until it reached her feet.') TextToTextResult(text=\"The story hit the world, the piece ran in dozens of publications, my book about the woman in the coffin made the front page of the _New York Times_ under the heading 'Women Get The Facts First', including a picture of a woman with the caption 'They didn't exist before the publication of this book and now they are here to stay'--and even though I hadn't written the book, I loved it\")\n",
      "Generated sentence :  This time her end came naturally, as if by following the story and then my end would be much easier; or perhaps, it was that death was only a moment away. Then, she died at exactly the right time, her last sentence about having to remember her daughter, that her whole life was'my life', giving her just the grace, the freedom of a miracle. And now, I could touch her, smell her skin. TextToTextResult(text='The words in her notebook were all there, in the sound.')  All along, for all of this time, she had been afraid of her own shadow—whoever it may turn out to be—and finally, when that fear finally receded, the shadow of the dead grandmother arose and loomed over her like some kind of force field. TextToTextResult(text='As she opened her eyes and realized where she was (the basement of an old house at the end of a dark and deserted street), she watched the figure grow larger and creep toward her, until it reached her feet.') TextToTextResult(text=\"The story hit the world, the piece ran in dozens of publications, my book about the woman in the coffin made the front page of the _New York Times_ under the heading 'Women Get The Facts First', including a picture of a woman with the caption 'They didn't exist before the publication of this book and now they are here to stay'--and even though I hadn't written the book, I loved it\") \"In doing so they produced a special song for the deceased, which was the most powerful and lyrically resonant piece of poetry Salzburg had ever heard. They played it for that very reason: so that she could understand. \"In the spring of 1963, before the Beatles arrived in the US, Paul McCartney had asked his friend Ray Sloane to write a song about his mother. TextToTextResult(text='Northern Irishman, Sloyn, was a talented musician with an enormous range.')\n",
      "Generated sentence :  This time her end came naturally, as if by following the story and then my end would be much easier; or perhaps, it was that death was only a moment away. Then, she died at exactly the right time, her last sentence about having to remember her daughter, that her whole life was'my life', giving her just the grace, the freedom of a miracle. And now, I could touch her, smell her skin. TextToTextResult(text='The words in her notebook were all there, in the sound.')  All along, for all of this time, she had been afraid of her own shadow—whoever it may turn out to be—and finally, when that fear finally receded, the shadow of the dead grandmother arose and loomed over her like some kind of force field. TextToTextResult(text='As she opened her eyes and realized where she was (the basement of an old house at the end of a dark and deserted street), she watched the figure grow larger and creep toward her, until it reached her feet.') TextToTextResult(text=\"The story hit the world, the piece ran in dozens of publications, my book about the woman in the coffin made the front page of the _New York Times_ under the heading 'Women Get The Facts First', including a picture of a woman with the caption 'They didn't exist before the publication of this book and now they are here to stay'--and even though I hadn't written the book, I loved it\") \"In doing so they produced a special song for the deceased, which was the most powerful and lyrically resonant piece of poetry Salzburg had ever heard. They played it for that very reason: so that she could understand. \"In the spring of 1963, before the Beatles arrived in the US, Paul McCartney had asked his friend Ray Sloane to write a song about his mother. TextToTextResult(text='Northern Irishman, Sloyn, was a talented musician with an enormous range.')  What I am saying is that with this story, this theme, I have something that rings true and true though it is probably not true.8th March, 2019Just wanted to go over something, if it's all right. Sometimes I get so deep into studying and thinking, its scary...but other times I forget myself. This is such a topic which often is on my mind. In what comes up is many ideas and then the question 'What about now?' TextToTextResult(text=\"That's what I'm talking about. That's what I'm talking about.\")\n",
      "-------\n",
      "input text: ('They covered the precious mahogany coffin with a brown amalgam of rocks, decomposed organisms, and weeds. It was my turn to take the shovel, but I felt too ashamed to dutifully send her off when I had not properly said goodbye. I refused to throw dirt on her. I refused to let go of my grandmother, to accept a death I had not seen coming, to believe that an illness could not only interrupt, but steal a beloved life.', 'concept')Then, the situation got bad.\n",
      "Generated sentence :  This time her end came naturally, as if by following the story and then my end would be much easier; or perhaps, it was that death was only a moment away. Then, she died at exactly the right time, her last sentence about having to remember her daughter, that her whole life was'my life', giving her just the grace, the freedom of a miracle. And now, I could touch her, smell her skin. TextToTextResult(text='The words in her notebook were all there, in the sound.')\n",
      "Generated sentence :  This time her end came naturally, as if by following the story and then my end would be much easier; or perhaps, it was that death was only a moment away. Then, she died at exactly the right time, her last sentence about having to remember her daughter, that her whole life was'my life', giving her just the grace, the freedom of a miracle. And now, I could touch her, smell her skin. TextToTextResult(text='The words in her notebook were all there, in the sound.')  All along, for all of this time, she had been afraid of her own shadow—whoever it may turn out to be—and finally, when that fear finally receded, the shadow of the dead grandmother arose and loomed over her like some kind of force field. TextToTextResult(text='As she opened her eyes and realized where she was (the basement of an old house at the end of a dark and deserted street), she watched the figure grow larger and creep toward her, until it reached her feet.')\n",
      "Generated sentence :  This time her end came naturally, as if by following the story and then my end would be much easier; or perhaps, it was that death was only a moment away. Then, she died at exactly the right time, her last sentence about having to remember her daughter, that her whole life was'my life', giving her just the grace, the freedom of a miracle. And now, I could touch her, smell her skin. TextToTextResult(text='The words in her notebook were all there, in the sound.')  All along, for all of this time, she had been afraid of her own shadow—whoever it may turn out to be—and finally, when that fear finally receded, the shadow of the dead grandmother arose and loomed over her like some kind of force field. TextToTextResult(text='As she opened her eyes and realized where she was (the basement of an old house at the end of a dark and deserted street), she watched the figure grow larger and creep toward her, until it reached her feet.') TextToTextResult(text=\"The story hit the world, the piece ran in dozens of publications, my book about the woman in the coffin made the front page of the _New York Times_ under the heading 'Women Get The Facts First', including a picture of a woman with the caption 'They didn't exist before the publication of this book and now they are here to stay'--and even though I hadn't written the book, I loved it\")\n",
      "Generated sentence :  This time her end came naturally, as if by following the story and then my end would be much easier; or perhaps, it was that death was only a moment away. Then, she died at exactly the right time, her last sentence about having to remember her daughter, that her whole life was'my life', giving her just the grace, the freedom of a miracle. And now, I could touch her, smell her skin. TextToTextResult(text='The words in her notebook were all there, in the sound.')  All along, for all of this time, she had been afraid of her own shadow—whoever it may turn out to be—and finally, when that fear finally receded, the shadow of the dead grandmother arose and loomed over her like some kind of force field. TextToTextResult(text='As she opened her eyes and realized where she was (the basement of an old house at the end of a dark and deserted street), she watched the figure grow larger and creep toward her, until it reached her feet.') TextToTextResult(text=\"The story hit the world, the piece ran in dozens of publications, my book about the woman in the coffin made the front page of the _New York Times_ under the heading 'Women Get The Facts First', including a picture of a woman with the caption 'They didn't exist before the publication of this book and now they are here to stay'--and even though I hadn't written the book, I loved it\") \"In doing so they produced a special song for the deceased, which was the most powerful and lyrically resonant piece of poetry Salzburg had ever heard. They played it for that very reason: so that she could understand. \"In the spring of 1963, before the Beatles arrived in the US, Paul McCartney had asked his friend Ray Sloane to write a song about his mother. TextToTextResult(text='Northern Irishman, Sloyn, was a talented musician with an enormous range.')\n",
      "Generated sentence :  This time her end came naturally, as if by following the story and then my end would be much easier; or perhaps, it was that death was only a moment away. Then, she died at exactly the right time, her last sentence about having to remember her daughter, that her whole life was'my life', giving her just the grace, the freedom of a miracle. And now, I could touch her, smell her skin. TextToTextResult(text='The words in her notebook were all there, in the sound.')  All along, for all of this time, she had been afraid of her own shadow—whoever it may turn out to be—and finally, when that fear finally receded, the shadow of the dead grandmother arose and loomed over her like some kind of force field. TextToTextResult(text='As she opened her eyes and realized where she was (the basement of an old house at the end of a dark and deserted street), she watched the figure grow larger and creep toward her, until it reached her feet.') TextToTextResult(text=\"The story hit the world, the piece ran in dozens of publications, my book about the woman in the coffin made the front page of the _New York Times_ under the heading 'Women Get The Facts First', including a picture of a woman with the caption 'They didn't exist before the publication of this book and now they are here to stay'--and even though I hadn't written the book, I loved it\") \"In doing so they produced a special song for the deceased, which was the most powerful and lyrically resonant piece of poetry Salzburg had ever heard. They played it for that very reason: so that she could understand. \"In the spring of 1963, before the Beatles arrived in the US, Paul McCartney had asked his friend Ray Sloane to write a song about his mother. TextToTextResult(text='Northern Irishman, Sloyn, was a talented musician with an enormous range.')  What I am saying is that with this story, this theme, I have something that rings true and true though it is probably not true.8th March, 2019Just wanted to go over something, if it's all right. Sometimes I get so deep into studying and thinking, its scary...but other times I forget myself. This is such a topic which often is on my mind. In what comes up is many ideas and then the question 'What about now?' TextToTextResult(text=\"That's what I'm talking about. That's what I'm talking about.\")\n",
      "Generated sentence :  This time her end came naturally, as if by following the story and then my end would be much easier; or perhaps, it was that death was only a moment away. Then, she died at exactly the right time, her last sentence about having to remember her daughter, that her whole life was'my life', giving her just the grace, the freedom of a miracle. And now, I could touch her, smell her skin. TextToTextResult(text='The words in her notebook were all there, in the sound.')  All along, for all of this time, she had been afraid of her own shadow—whoever it may turn out to be—and finally, when that fear finally receded, the shadow of the dead grandmother arose and loomed over her like some kind of force field. TextToTextResult(text='As she opened her eyes and realized where she was (the basement of an old house at the end of a dark and deserted street), she watched the figure grow larger and creep toward her, until it reached her feet.') TextToTextResult(text=\"The story hit the world, the piece ran in dozens of publications, my book about the woman in the coffin made the front page of the _New York Times_ under the heading 'Women Get The Facts First', including a picture of a woman with the caption 'They didn't exist before the publication of this book and now they are here to stay'--and even though I hadn't written the book, I loved it\") \"In doing so they produced a special song for the deceased, which was the most powerful and lyrically resonant piece of poetry Salzburg had ever heard. They played it for that very reason: so that she could understand. \"In the spring of 1963, before the Beatles arrived in the US, Paul McCartney had asked his friend Ray Sloane to write a song about his mother. TextToTextResult(text='Northern Irishman, Sloyn, was a talented musician with an enormous range.')  What I am saying is that with this story, this theme, I have something that rings true and true though it is probably not true.8th March, 2019Just wanted to go over something, if it's all right. Sometimes I get so deep into studying and thinking, its scary...but other times I forget myself. This is such a topic which often is on my mind. In what comes up is many ideas and then the question 'What about now?' TextToTextResult(text=\"That's what I'm talking about. That's what I'm talking about.\") For example:a man (Man) who had a sister (Sister)who hated everything.The sister was a witch and had magic powers. Her name was Hester. The man therefore called him 'Hester the Witch'. In the worst possible situation for both sisters, both took the person with the magic power to court. Even if the sister won the power and the man lost, he would have lost a father. TextToTextResult(text='There was no place for him to go, because he did not have a place to go.')\n",
      "\n",
      "[\"This time her end came naturally, as if by following the story and then my end would be much easier; or perhaps, it was that death was only a moment away. Then, she died at exactly the right time, her last sentence about having to remember her daughter, that her whole life was'my life', giving her just the grace, the freedom of a miracle. And now, I could touch her, smell her skin. TextToTextResult(text='The words in her notebook were all there, in the sound.')\", \"This time her end came naturally, as if by following the story and then my end would be much easier; or perhaps, it was that death was only a moment away. Then, she died at exactly the right time, her last sentence about having to remember her daughter, that her whole life was'my life', giving her just the grace, the freedom of a miracle. And now, I could touch her, smell her skin. TextToTextResult(text='The words in her notebook were all there, in the sound.')  All along, for all of this time, she had been afraid of her own shadow—whoever it may turn out to be—and finally, when that fear finally receded, the shadow of the dead grandmother arose and loomed over her like some kind of force field. TextToTextResult(text='As she opened her eyes and realized where she was (the basement of an old house at the end of a dark and deserted street), she watched the figure grow larger and creep toward her, until it reached her feet.')\", 'This time her end came naturally, as if by following the story and then my end would be much easier; or perhaps, it was that death was only a moment away. Then, she died at exactly the right time, her last sentence about having to remember her daughter, that her whole life was\\'my life\\', giving her just the grace, the freedom of a miracle. And now, I could touch her, smell her skin. TextToTextResult(text=\\'The words in her notebook were all there, in the sound.\\')  All along, for all of this time, she had been afraid of her own shadow—whoever it may turn out to be—and finally, when that fear finally receded, the shadow of the dead grandmother arose and loomed over her like some kind of force field. TextToTextResult(text=\\'As she opened her eyes and realized where she was (the basement of an old house at the end of a dark and deserted street), she watched the figure grow larger and creep toward her, until it reached her feet.\\') TextToTextResult(text=\"The story hit the world, the piece ran in dozens of publications, my book about the woman in the coffin made the front page of the _New York Times_ under the heading \\'Women Get The Facts First\\', including a picture of a woman with the caption \\'They didn\\'t exist before the publication of this book and now they are here to stay\\'--and even though I hadn\\'t written the book, I loved it\")', 'This time her end came naturally, as if by following the story and then my end would be much easier; or perhaps, it was that death was only a moment away. Then, she died at exactly the right time, her last sentence about having to remember her daughter, that her whole life was\\'my life\\', giving her just the grace, the freedom of a miracle. And now, I could touch her, smell her skin. TextToTextResult(text=\\'The words in her notebook were all there, in the sound.\\')  All along, for all of this time, she had been afraid of her own shadow—whoever it may turn out to be—and finally, when that fear finally receded, the shadow of the dead grandmother arose and loomed over her like some kind of force field. TextToTextResult(text=\\'As she opened her eyes and realized where she was (the basement of an old house at the end of a dark and deserted street), she watched the figure grow larger and creep toward her, until it reached her feet.\\') TextToTextResult(text=\"The story hit the world, the piece ran in dozens of publications, my book about the woman in the coffin made the front page of the _New York Times_ under the heading \\'Women Get The Facts First\\', including a picture of a woman with the caption \\'They didn\\'t exist before the publication of this book and now they are here to stay\\'--and even though I hadn\\'t written the book, I loved it\") \"In doing so they produced a special song for the deceased, which was the most powerful and lyrically resonant piece of poetry Salzburg had ever heard. They played it for that very reason: so that she could understand. \"In the spring of 1963, before the Beatles arrived in the US, Paul McCartney had asked his friend Ray Sloane to write a song about his mother. TextToTextResult(text=\\'Northern Irishman, Sloyn, was a talented musician with an enormous range.\\')', 'This time her end came naturally, as if by following the story and then my end would be much easier; or perhaps, it was that death was only a moment away. Then, she died at exactly the right time, her last sentence about having to remember her daughter, that her whole life was\\'my life\\', giving her just the grace, the freedom of a miracle. And now, I could touch her, smell her skin. TextToTextResult(text=\\'The words in her notebook were all there, in the sound.\\')  All along, for all of this time, she had been afraid of her own shadow—whoever it may turn out to be—and finally, when that fear finally receded, the shadow of the dead grandmother arose and loomed over her like some kind of force field. TextToTextResult(text=\\'As she opened her eyes and realized where she was (the basement of an old house at the end of a dark and deserted street), she watched the figure grow larger and creep toward her, until it reached her feet.\\') TextToTextResult(text=\"The story hit the world, the piece ran in dozens of publications, my book about the woman in the coffin made the front page of the _New York Times_ under the heading \\'Women Get The Facts First\\', including a picture of a woman with the caption \\'They didn\\'t exist before the publication of this book and now they are here to stay\\'--and even though I hadn\\'t written the book, I loved it\") \"In doing so they produced a special song for the deceased, which was the most powerful and lyrically resonant piece of poetry Salzburg had ever heard. They played it for that very reason: so that she could understand. \"In the spring of 1963, before the Beatles arrived in the US, Paul McCartney had asked his friend Ray Sloane to write a song about his mother. TextToTextResult(text=\\'Northern Irishman, Sloyn, was a talented musician with an enormous range.\\')  What I am saying is that with this story, this theme, I have something that rings true and true though it is probably not true.8th March, 2019Just wanted to go over something, if it\\'s all right. Sometimes I get so deep into studying and thinking, its scary...but other times I forget myself. This is such a topic which often is on my mind. In what comes up is many ideas and then the question \\'What about now?\\' TextToTextResult(text=\"That\\'s what I\\'m talking about. That\\'s what I\\'m talking about.\")', 'This time her end came naturally, as if by following the story and then my end would be much easier; or perhaps, it was that death was only a moment away. Then, she died at exactly the right time, her last sentence about having to remember her daughter, that her whole life was\\'my life\\', giving her just the grace, the freedom of a miracle. And now, I could touch her, smell her skin. TextToTextResult(text=\\'The words in her notebook were all there, in the sound.\\')  All along, for all of this time, she had been afraid of her own shadow—whoever it may turn out to be—and finally, when that fear finally receded, the shadow of the dead grandmother arose and loomed over her like some kind of force field. TextToTextResult(text=\\'As she opened her eyes and realized where she was (the basement of an old house at the end of a dark and deserted street), she watched the figure grow larger and creep toward her, until it reached her feet.\\') TextToTextResult(text=\"The story hit the world, the piece ran in dozens of publications, my book about the woman in the coffin made the front page of the _New York Times_ under the heading \\'Women Get The Facts First\\', including a picture of a woman with the caption \\'They didn\\'t exist before the publication of this book and now they are here to stay\\'--and even though I hadn\\'t written the book, I loved it\") \"In doing so they produced a special song for the deceased, which was the most powerful and lyrically resonant piece of poetry Salzburg had ever heard. They played it for that very reason: so that she could understand. \"In the spring of 1963, before the Beatles arrived in the US, Paul McCartney had asked his friend Ray Sloane to write a song about his mother. TextToTextResult(text=\\'Northern Irishman, Sloyn, was a talented musician with an enormous range.\\')  What I am saying is that with this story, this theme, I have something that rings true and true though it is probably not true.8th March, 2019Just wanted to go over something, if it\\'s all right. Sometimes I get so deep into studying and thinking, its scary...but other times I forget myself. This is such a topic which often is on my mind. In what comes up is many ideas and then the question \\'What about now?\\' TextToTextResult(text=\"That\\'s what I\\'m talking about. That\\'s what I\\'m talking about.\") For example:a man (Man) who had a sister (Sister)who hated everything.The sister was a witch and had magic powers. Her name was Hester. The man therefore called him \\'Hester the Witch\\'. In the worst possible situation for both sisters, both took the person with the magic power to court. Even if the sister won the power and the man lost, he would have lost a father. TextToTextResult(text=\\'There was no place for him to go, because he did not have a place to go.\\')']\n",
      "\n",
      "Inspired? Let's work on the rising action. What happens after the intro? -Any conflicts, problems, or questions you've dealt with?\n",
      "Your response here. Minimum 50 words.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "When my parents finally revealed to me that my grandmother had been battling liver cancer, I was twelve and I was angry--mostly with myself. They had wanted to protect me--only six years old at the time--from the complex and morose concept of death. However, when the end inevitably arrived, I wasn’t trying to comprehend what dying was; I was trying to understand how I had been able to abandon my sick grandmother in favor of playing with friends and watching TV. Hurt that my parents had deceived me and resentful of my own oblivion, I committed myself to preventing such blindness from resurfacing.\n",
      "\n",
      "\n",
      "Step #5\n",
      "Your story so far.\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Setting `pad_token_id` to `eos_token_id`:50256 for open-end generation.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "I refused to let go of my grandmother, to accept a death I hadn't seen coming, and to believe that an illness could not only interrupt, but steal my beloved life.When my parents finally revealed that my grandmother had been battling liver cancer, I was twelve and most of the time angry with myself. They wanted to protect me from the complex and morose concept of death, but instead of playing with friends and\n",
      "\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Setting `pad_token_id` to `eos_token_id`:50256 for open-end generation.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Generated sentence :  This book is my attempt to confront the darkness that has taken the best place in my life--my grandmother‘s. TextToTextResult(text=\"Even after our loss, my father and mother have continued to pursue the endless journey of losing others, while making my mind stronger by keeping me in a windowless coffin, away from anyone else, forever.So, from the moment of my mother's passing, the medical personnel turned away my relatives and the company hired by the government changed the funeral rites, saying that we could not.\")\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Setting `pad_token_id` to `eos_token_id`:50256 for open-end generation.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Generated sentence :  This book is my attempt to confront the darkness that has taken the best place in my life--my grandmother‘s. TextToTextResult(text=\"Even after our loss, my father and mother have continued to pursue the endless journey of losing others, while making my mind stronger by keeping me in a windowless coffin, away from anyone else, forever.So, from the moment of my mother's passing, the medical personnel turned away my relatives and the company hired by the government changed the funeral rites, saying that we could not.\")\n",
      "Generated sentence :  This book is my attempt to confront the darkness that has taken the best place in my life--my grandmother‘s. TextToTextResult(text=\"Even after our loss, my father and mother have continued to pursue the endless journey of losing others, while making my mind stronger by keeping me in a windowless coffin, away from anyone else, forever.So, from the moment of my mother's passing, the medical personnel turned away my relatives and the company hired by the government changed the funeral rites, saying that we could not.\")  And not in a Pollyannaish way. As I matured, the concept began sinking in, until I fully understood what death was--its finality, its true devastation, what it holds and how it can break you and make you stronger. This approach served me well in my early twenties, as I learned to live with the fact that I‘d never have a normal life, that death would always be lurking in the background, always with me. TextToTextResult(text='Finally, in early 2003, my father died.')\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Setting `pad_token_id` to `eos_token_id`:50256 for open-end generation.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Generated sentence :  This book is my attempt to confront the darkness that has taken the best place in my life--my grandmother‘s. TextToTextResult(text=\"Even after our loss, my father and mother have continued to pursue the endless journey of losing others, while making my mind stronger by keeping me in a windowless coffin, away from anyone else, forever.So, from the moment of my mother's passing, the medical personnel turned away my relatives and the company hired by the government changed the funeral rites, saying that we could not.\")\n",
      "Generated sentence :  This book is my attempt to confront the darkness that has taken the best place in my life--my grandmother‘s. TextToTextResult(text=\"Even after our loss, my father and mother have continued to pursue the endless journey of losing others, while making my mind stronger by keeping me in a windowless coffin, away from anyone else, forever.So, from the moment of my mother's passing, the medical personnel turned away my relatives and the company hired by the government changed the funeral rites, saying that we could not.\")  And not in a Pollyannaish way. As I matured, the concept began sinking in, until I fully understood what death was--its finality, its true devastation, what it holds and how it can break you and make you stronger. This approach served me well in my early twenties, as I learned to live with the fact that I‘d never have a normal life, that death would always be lurking in the background, always with me. TextToTextResult(text='Finally, in early 2003, my father died.')\n",
      "Generated sentence :  This book is my attempt to confront the darkness that has taken the best place in my life--my grandmother‘s. TextToTextResult(text=\"Even after our loss, my father and mother have continued to pursue the endless journey of losing others, while making my mind stronger by keeping me in a windowless coffin, away from anyone else, forever.So, from the moment of my mother's passing, the medical personnel turned away my relatives and the company hired by the government changed the funeral rites, saying that we could not.\")  And not in a Pollyannaish way. As I matured, the concept began sinking in, until I fully understood what death was--its finality, its true devastation, what it holds and how it can break you and make you stronger. This approach served me well in my early twenties, as I learned to live with the fact that I‘d never have a normal life, that death would always be lurking in the background, always with me. TextToTextResult(text='Finally, in early 2003, my father died.')  My grandmother always did things in a particular way, an intuitive way that made those around her seem careless and unfeeling. Something she said once made sense to her, yet defied explanation. In retrospect, it felt like she was offering a cryptic solution to the conundrum of life and death; yet, my heart, brain, body, soul, all went into an irrevocable refusal to relinquish control. TextToTextResult(text='The other woman--the one no one sees--is always waiting, for us to see.')\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Setting `pad_token_id` to `eos_token_id`:50256 for open-end generation.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Generated sentence :  This book is my attempt to confront the darkness that has taken the best place in my life--my grandmother‘s. TextToTextResult(text=\"Even after our loss, my father and mother have continued to pursue the endless journey of losing others, while making my mind stronger by keeping me in a windowless coffin, away from anyone else, forever.So, from the moment of my mother's passing, the medical personnel turned away my relatives and the company hired by the government changed the funeral rites, saying that we could not.\")\n",
      "Generated sentence :  This book is my attempt to confront the darkness that has taken the best place in my life--my grandmother‘s. TextToTextResult(text=\"Even after our loss, my father and mother have continued to pursue the endless journey of losing others, while making my mind stronger by keeping me in a windowless coffin, away from anyone else, forever.So, from the moment of my mother's passing, the medical personnel turned away my relatives and the company hired by the government changed the funeral rites, saying that we could not.\")  And not in a Pollyannaish way. As I matured, the concept began sinking in, until I fully understood what death was--its finality, its true devastation, what it holds and how it can break you and make you stronger. This approach served me well in my early twenties, as I learned to live with the fact that I‘d never have a normal life, that death would always be lurking in the background, always with me. TextToTextResult(text='Finally, in early 2003, my father died.')\n",
      "Generated sentence :  This book is my attempt to confront the darkness that has taken the best place in my life--my grandmother‘s. TextToTextResult(text=\"Even after our loss, my father and mother have continued to pursue the endless journey of losing others, while making my mind stronger by keeping me in a windowless coffin, away from anyone else, forever.So, from the moment of my mother's passing, the medical personnel turned away my relatives and the company hired by the government changed the funeral rites, saying that we could not.\")  And not in a Pollyannaish way. As I matured, the concept began sinking in, until I fully understood what death was--its finality, its true devastation, what it holds and how it can break you and make you stronger. This approach served me well in my early twenties, as I learned to live with the fact that I‘d never have a normal life, that death would always be lurking in the background, always with me. TextToTextResult(text='Finally, in early 2003, my father died.')  My grandmother always did things in a particular way, an intuitive way that made those around her seem careless and unfeeling. Something she said once made sense to her, yet defied explanation. In retrospect, it felt like she was offering a cryptic solution to the conundrum of life and death; yet, my heart, brain, body, soul, all went into an irrevocable refusal to relinquish control. TextToTextResult(text='The other woman--the one no one sees--is always waiting, for us to see.')\n",
      "Generated sentence :  This book is my attempt to confront the darkness that has taken the best place in my life--my grandmother‘s. TextToTextResult(text=\"Even after our loss, my father and mother have continued to pursue the endless journey of losing others, while making my mind stronger by keeping me in a windowless coffin, away from anyone else, forever.So, from the moment of my mother's passing, the medical personnel turned away my relatives and the company hired by the government changed the funeral rites, saying that we could not.\")  And not in a Pollyannaish way. As I matured, the concept began sinking in, until I fully understood what death was--its finality, its true devastation, what it holds and how it can break you and make you stronger. This approach served me well in my early twenties, as I learned to live with the fact that I‘d never have a normal life, that death would always be lurking in the background, always with me. TextToTextResult(text='Finally, in early 2003, my father died.')  My grandmother always did things in a particular way, an intuitive way that made those around her seem careless and unfeeling. Something she said once made sense to her, yet defied explanation. In retrospect, it felt like she was offering a cryptic solution to the conundrum of life and death; yet, my heart, brain, body, soul, all went into an irrevocable refusal to relinquish control. TextToTextResult(text='The other woman--the one no one sees--is always waiting, for us to see.')  Over the next decade, as my relationship with my mother and grandmother deepened, my emotional life was transformed into a battle against personal loss. How do you fight losses that defy comprehension, particularly when they are emotional? How can you know when you‘ve been ready to give way? And what, exactly, do we mean by loss?“Life doesn”¦t come with the hope of a happy ending. TextToTextResult(text=\"And life doesn't end with goodbyes.\")\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Setting `pad_token_id` to `eos_token_id`:50256 for open-end generation.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Generated sentence :  This book is my attempt to confront the darkness that has taken the best place in my life--my grandmother‘s. TextToTextResult(text=\"Even after our loss, my father and mother have continued to pursue the endless journey of losing others, while making my mind stronger by keeping me in a windowless coffin, away from anyone else, forever.So, from the moment of my mother's passing, the medical personnel turned away my relatives and the company hired by the government changed the funeral rites, saying that we could not.\")\n",
      "Generated sentence :  This book is my attempt to confront the darkness that has taken the best place in my life--my grandmother‘s. TextToTextResult(text=\"Even after our loss, my father and mother have continued to pursue the endless journey of losing others, while making my mind stronger by keeping me in a windowless coffin, away from anyone else, forever.So, from the moment of my mother's passing, the medical personnel turned away my relatives and the company hired by the government changed the funeral rites, saying that we could not.\")  And not in a Pollyannaish way. As I matured, the concept began sinking in, until I fully understood what death was--its finality, its true devastation, what it holds and how it can break you and make you stronger. This approach served me well in my early twenties, as I learned to live with the fact that I‘d never have a normal life, that death would always be lurking in the background, always with me. TextToTextResult(text='Finally, in early 2003, my father died.')\n",
      "Generated sentence :  This book is my attempt to confront the darkness that has taken the best place in my life--my grandmother‘s. TextToTextResult(text=\"Even after our loss, my father and mother have continued to pursue the endless journey of losing others, while making my mind stronger by keeping me in a windowless coffin, away from anyone else, forever.So, from the moment of my mother's passing, the medical personnel turned away my relatives and the company hired by the government changed the funeral rites, saying that we could not.\")  And not in a Pollyannaish way. As I matured, the concept began sinking in, until I fully understood what death was--its finality, its true devastation, what it holds and how it can break you and make you stronger. This approach served me well in my early twenties, as I learned to live with the fact that I‘d never have a normal life, that death would always be lurking in the background, always with me. TextToTextResult(text='Finally, in early 2003, my father died.')  My grandmother always did things in a particular way, an intuitive way that made those around her seem careless and unfeeling. Something she said once made sense to her, yet defied explanation. In retrospect, it felt like she was offering a cryptic solution to the conundrum of life and death; yet, my heart, brain, body, soul, all went into an irrevocable refusal to relinquish control. TextToTextResult(text='The other woman--the one no one sees--is always waiting, for us to see.')\n",
      "Generated sentence :  This book is my attempt to confront the darkness that has taken the best place in my life--my grandmother‘s. TextToTextResult(text=\"Even after our loss, my father and mother have continued to pursue the endless journey of losing others, while making my mind stronger by keeping me in a windowless coffin, away from anyone else, forever.So, from the moment of my mother's passing, the medical personnel turned away my relatives and the company hired by the government changed the funeral rites, saying that we could not.\")  And not in a Pollyannaish way. As I matured, the concept began sinking in, until I fully understood what death was--its finality, its true devastation, what it holds and how it can break you and make you stronger. This approach served me well in my early twenties, as I learned to live with the fact that I‘d never have a normal life, that death would always be lurking in the background, always with me. TextToTextResult(text='Finally, in early 2003, my father died.')  My grandmother always did things in a particular way, an intuitive way that made those around her seem careless and unfeeling. Something she said once made sense to her, yet defied explanation. In retrospect, it felt like she was offering a cryptic solution to the conundrum of life and death; yet, my heart, brain, body, soul, all went into an irrevocable refusal to relinquish control. TextToTextResult(text='The other woman--the one no one sees--is always waiting, for us to see.')  Over the next decade, as my relationship with my mother and grandmother deepened, my emotional life was transformed into a battle against personal loss. How do you fight losses that defy comprehension, particularly when they are emotional? How can you know when you‘ve been ready to give way? And what, exactly, do we mean by loss?“Life doesn”¦t come with the hope of a happy ending. TextToTextResult(text=\"And life doesn't end with goodbyes.\")\n",
      "Generated sentence :  This book is my attempt to confront the darkness that has taken the best place in my life--my grandmother‘s. TextToTextResult(text=\"Even after our loss, my father and mother have continued to pursue the endless journey of losing others, while making my mind stronger by keeping me in a windowless coffin, away from anyone else, forever.So, from the moment of my mother's passing, the medical personnel turned away my relatives and the company hired by the government changed the funeral rites, saying that we could not.\")  And not in a Pollyannaish way. As I matured, the concept began sinking in, until I fully understood what death was--its finality, its true devastation, what it holds and how it can break you and make you stronger. This approach served me well in my early twenties, as I learned to live with the fact that I‘d never have a normal life, that death would always be lurking in the background, always with me. TextToTextResult(text='Finally, in early 2003, my father died.')  My grandmother always did things in a particular way, an intuitive way that made those around her seem careless and unfeeling. Something she said once made sense to her, yet defied explanation. In retrospect, it felt like she was offering a cryptic solution to the conundrum of life and death; yet, my heart, brain, body, soul, all went into an irrevocable refusal to relinquish control. TextToTextResult(text='The other woman--the one no one sees--is always waiting, for us to see.')  Over the next decade, as my relationship with my mother and grandmother deepened, my emotional life was transformed into a battle against personal loss. How do you fight losses that defy comprehension, particularly when they are emotional? How can you know when you‘ve been ready to give way? And what, exactly, do we mean by loss?“Life doesn”¦t come with the hope of a happy ending. TextToTextResult(text=\"And life doesn't end with goodbyes.\") * * *In 2005, during the midst of a moment of emotional devastation brought on by the death of our mother, my work and love got swept away by a flood of memories of the loss of Grandfather. One day I spotted a framed newspaper clipping--the morning paper--in my mother‘s junk drawer, the accumulation where she left my belongings when she packed the old house. TextToTextResult(text='On the wall in the dining room was a picture of me with my father and my grandparents.')\n",
      "Generated sentence :  This book is my attempt to confront the darkness that has taken the best place in my life--my grandmother‘s. TextToTextResult(text=\"Even after our loss, my father and mother have continued to pursue the endless journey of losing others, while making my mind stronger by keeping me in a windowless coffin, away from anyone else, forever.So, from the moment of my mother's passing, the medical personnel turned away my relatives and the company hired by the government changed the funeral rites, saying that we could not.\")\n",
      "Generated sentence :  This book is my attempt to confront the darkness that has taken the best place in my life--my grandmother‘s. TextToTextResult(text=\"Even after our loss, my father and mother have continued to pursue the endless journey of losing others, while making my mind stronger by keeping me in a windowless coffin, away from anyone else, forever.So, from the moment of my mother's passing, the medical personnel turned away my relatives and the company hired by the government changed the funeral rites, saying that we could not.\")  And not in a Pollyannaish way. As I matured, the concept began sinking in, until I fully understood what death was--its finality, its true devastation, what it holds and how it can break you and make you stronger. This approach served me well in my early twenties, as I learned to live with the fact that I‘d never have a normal life, that death would always be lurking in the background, always with me. TextToTextResult(text='Finally, in early 2003, my father died.')\n",
      "Generated sentence :  This book is my attempt to confront the darkness that has taken the best place in my life--my grandmother‘s. TextToTextResult(text=\"Even after our loss, my father and mother have continued to pursue the endless journey of losing others, while making my mind stronger by keeping me in a windowless coffin, away from anyone else, forever.So, from the moment of my mother's passing, the medical personnel turned away my relatives and the company hired by the government changed the funeral rites, saying that we could not.\")  And not in a Pollyannaish way. As I matured, the concept began sinking in, until I fully understood what death was--its finality, its true devastation, what it holds and how it can break you and make you stronger. This approach served me well in my early twenties, as I learned to live with the fact that I‘d never have a normal life, that death would always be lurking in the background, always with me. TextToTextResult(text='Finally, in early 2003, my father died.')  My grandmother always did things in a particular way, an intuitive way that made those around her seem careless and unfeeling. Something she said once made sense to her, yet defied explanation. In retrospect, it felt like she was offering a cryptic solution to the conundrum of life and death; yet, my heart, brain, body, soul, all went into an irrevocable refusal to relinquish control. TextToTextResult(text='The other woman--the one no one sees--is always waiting, for us to see.')\n",
      "Generated sentence :  This book is my attempt to confront the darkness that has taken the best place in my life--my grandmother‘s. TextToTextResult(text=\"Even after our loss, my father and mother have continued to pursue the endless journey of losing others, while making my mind stronger by keeping me in a windowless coffin, away from anyone else, forever.So, from the moment of my mother's passing, the medical personnel turned away my relatives and the company hired by the government changed the funeral rites, saying that we could not.\")  And not in a Pollyannaish way. As I matured, the concept began sinking in, until I fully understood what death was--its finality, its true devastation, what it holds and how it can break you and make you stronger. This approach served me well in my early twenties, as I learned to live with the fact that I‘d never have a normal life, that death would always be lurking in the background, always with me. TextToTextResult(text='Finally, in early 2003, my father died.')  My grandmother always did things in a particular way, an intuitive way that made those around her seem careless and unfeeling. Something she said once made sense to her, yet defied explanation. In retrospect, it felt like she was offering a cryptic solution to the conundrum of life and death; yet, my heart, brain, body, soul, all went into an irrevocable refusal to relinquish control. TextToTextResult(text='The other woman--the one no one sees--is always waiting, for us to see.')  Over the next decade, as my relationship with my mother and grandmother deepened, my emotional life was transformed into a battle against personal loss. How do you fight losses that defy comprehension, particularly when they are emotional? How can you know when you‘ve been ready to give way? And what, exactly, do we mean by loss?“Life doesn”¦t come with the hope of a happy ending. TextToTextResult(text=\"And life doesn't end with goodbyes.\")\n",
      "Generated sentence :  This book is my attempt to confront the darkness that has taken the best place in my life--my grandmother‘s. TextToTextResult(text=\"Even after our loss, my father and mother have continued to pursue the endless journey of losing others, while making my mind stronger by keeping me in a windowless coffin, away from anyone else, forever.So, from the moment of my mother's passing, the medical personnel turned away my relatives and the company hired by the government changed the funeral rites, saying that we could not.\")  And not in a Pollyannaish way. As I matured, the concept began sinking in, until I fully understood what death was--its finality, its true devastation, what it holds and how it can break you and make you stronger. This approach served me well in my early twenties, as I learned to live with the fact that I‘d never have a normal life, that death would always be lurking in the background, always with me. TextToTextResult(text='Finally, in early 2003, my father died.')  My grandmother always did things in a particular way, an intuitive way that made those around her seem careless and unfeeling. Something she said once made sense to her, yet defied explanation. In retrospect, it felt like she was offering a cryptic solution to the conundrum of life and death; yet, my heart, brain, body, soul, all went into an irrevocable refusal to relinquish control. TextToTextResult(text='The other woman--the one no one sees--is always waiting, for us to see.')  Over the next decade, as my relationship with my mother and grandmother deepened, my emotional life was transformed into a battle against personal loss. How do you fight losses that defy comprehension, particularly when they are emotional? How can you know when you‘ve been ready to give way? And what, exactly, do we mean by loss?“Life doesn”¦t come with the hope of a happy ending. TextToTextResult(text=\"And life doesn't end with goodbyes.\") * * *In 2005, during the midst of a moment of emotional devastation brought on by the death of our mother, my work and love got swept away by a flood of memories of the loss of Grandfather. One day I spotted a framed newspaper clipping--the morning paper--in my mother‘s junk drawer, the accumulation where she left my belongings when she packed the old house. TextToTextResult(text='On the wall in the dining room was a picture of me with my father and my grandparents.')\n",
      "Generated sentence :  This book is my attempt to confront the darkness that has taken the best place in my life--my grandmother‘s. TextToTextResult(text=\"Even after our loss, my father and mother have continued to pursue the endless journey of losing others, while making my mind stronger by keeping me in a windowless coffin, away from anyone else, forever.So, from the moment of my mother's passing, the medical personnel turned away my relatives and the company hired by the government changed the funeral rites, saying that we could not.\")  And not in a Pollyannaish way. As I matured, the concept began sinking in, until I fully understood what death was--its finality, its true devastation, what it holds and how it can break you and make you stronger. This approach served me well in my early twenties, as I learned to live with the fact that I‘d never have a normal life, that death would always be lurking in the background, always with me. TextToTextResult(text='Finally, in early 2003, my father died.')  My grandmother always did things in a particular way, an intuitive way that made those around her seem careless and unfeeling. Something she said once made sense to her, yet defied explanation. In retrospect, it felt like she was offering a cryptic solution to the conundrum of life and death; yet, my heart, brain, body, soul, all went into an irrevocable refusal to relinquish control. TextToTextResult(text='The other woman--the one no one sees--is always waiting, for us to see.')  Over the next decade, as my relationship with my mother and grandmother deepened, my emotional life was transformed into a battle against personal loss. How do you fight losses that defy comprehension, particularly when they are emotional? How can you know when you‘ve been ready to give way? And what, exactly, do we mean by loss?“Life doesn”¦t come with the hope of a happy ending. TextToTextResult(text=\"And life doesn't end with goodbyes.\") * * *In 2005, during the midst of a moment of emotional devastation brought on by the death of our mother, my work and love got swept away by a flood of memories of the loss of Grandfather. One day I spotted a framed newspaper clipping--the morning paper--in my mother‘s junk drawer, the accumulation where she left my belongings when she packed the old house. TextToTextResult(text='On the wall in the dining room was a picture of me with my father and my grandparents.')  The act of choosing to be alive--the choice of being ‘with it‘--turned out to become my form of resistance.“When she died, she left us all the keys to a house and car and a bank account. She moved our family into the basement. Every morning, with the morning sun pouring through the stained-glass windows, we went out for walks in the woods. TextToTextResult(text='For me, walking around the lake in her long-sleeved, floral-pattern.')\n",
      "['This book is my attempt to confront the darkness that has taken the best place in my life--my grandmother‘s. TextToTextResult(text=\"Even after our loss, my father and mother have continued to pursue the endless journey of losing others, while making my mind stronger by keeping me in a windowless coffin, away from anyone else, forever.So, from the moment of my mother\\'s passing, the medical personnel turned away my relatives and the company hired by the government changed the funeral rites, saying that we could not.\")', 'This book is my attempt to confront the darkness that has taken the best place in my life--my grandmother‘s. TextToTextResult(text=\"Even after our loss, my father and mother have continued to pursue the endless journey of losing others, while making my mind stronger by keeping me in a windowless coffin, away from anyone else, forever.So, from the moment of my mother\\'s passing, the medical personnel turned away my relatives and the company hired by the government changed the funeral rites, saying that we could not.\")  And not in a Pollyannaish way. As I matured, the concept began sinking in, until I fully understood what death was--its finality, its true devastation, what it holds and how it can break you and make you stronger. This approach served me well in my early twenties, as I learned to live with the fact that I‘d never have a normal life, that death would always be lurking in the background, always with me. TextToTextResult(text=\\'Finally, in early 2003, my father died.\\')', 'This book is my attempt to confront the darkness that has taken the best place in my life--my grandmother‘s. TextToTextResult(text=\"Even after our loss, my father and mother have continued to pursue the endless journey of losing others, while making my mind stronger by keeping me in a windowless coffin, away from anyone else, forever.So, from the moment of my mother\\'s passing, the medical personnel turned away my relatives and the company hired by the government changed the funeral rites, saying that we could not.\")  And not in a Pollyannaish way. As I matured, the concept began sinking in, until I fully understood what death was--its finality, its true devastation, what it holds and how it can break you and make you stronger. This approach served me well in my early twenties, as I learned to live with the fact that I‘d never have a normal life, that death would always be lurking in the background, always with me. TextToTextResult(text=\\'Finally, in early 2003, my father died.\\')  My grandmother always did things in a particular way, an intuitive way that made those around her seem careless and unfeeling. Something she said once made sense to her, yet defied explanation. In retrospect, it felt like she was offering a cryptic solution to the conundrum of life and death; yet, my heart, brain, body, soul, all went into an irrevocable refusal to relinquish control. TextToTextResult(text=\\'The other woman--the one no one sees--is always waiting, for us to see.\\')', 'This book is my attempt to confront the darkness that has taken the best place in my life--my grandmother‘s. TextToTextResult(text=\"Even after our loss, my father and mother have continued to pursue the endless journey of losing others, while making my mind stronger by keeping me in a windowless coffin, away from anyone else, forever.So, from the moment of my mother\\'s passing, the medical personnel turned away my relatives and the company hired by the government changed the funeral rites, saying that we could not.\")  And not in a Pollyannaish way. As I matured, the concept began sinking in, until I fully understood what death was--its finality, its true devastation, what it holds and how it can break you and make you stronger. This approach served me well in my early twenties, as I learned to live with the fact that I‘d never have a normal life, that death would always be lurking in the background, always with me. TextToTextResult(text=\\'Finally, in early 2003, my father died.\\')  My grandmother always did things in a particular way, an intuitive way that made those around her seem careless and unfeeling. Something she said once made sense to her, yet defied explanation. In retrospect, it felt like she was offering a cryptic solution to the conundrum of life and death; yet, my heart, brain, body, soul, all went into an irrevocable refusal to relinquish control. TextToTextResult(text=\\'The other woman--the one no one sees--is always waiting, for us to see.\\')  Over the next decade, as my relationship with my mother and grandmother deepened, my emotional life was transformed into a battle against personal loss. How do you fight losses that defy comprehension, particularly when they are emotional? How can you know when you‘ve been ready to give way? And what, exactly, do we mean by loss?“Life doesn”¦t come with the hope of a happy ending. TextToTextResult(text=\"And life doesn\\'t end with goodbyes.\")', 'This book is my attempt to confront the darkness that has taken the best place in my life--my grandmother‘s. TextToTextResult(text=\"Even after our loss, my father and mother have continued to pursue the endless journey of losing others, while making my mind stronger by keeping me in a windowless coffin, away from anyone else, forever.So, from the moment of my mother\\'s passing, the medical personnel turned away my relatives and the company hired by the government changed the funeral rites, saying that we could not.\")  And not in a Pollyannaish way. As I matured, the concept began sinking in, until I fully understood what death was--its finality, its true devastation, what it holds and how it can break you and make you stronger. This approach served me well in my early twenties, as I learned to live with the fact that I‘d never have a normal life, that death would always be lurking in the background, always with me. TextToTextResult(text=\\'Finally, in early 2003, my father died.\\')  My grandmother always did things in a particular way, an intuitive way that made those around her seem careless and unfeeling. Something she said once made sense to her, yet defied explanation. In retrospect, it felt like she was offering a cryptic solution to the conundrum of life and death; yet, my heart, brain, body, soul, all went into an irrevocable refusal to relinquish control. TextToTextResult(text=\\'The other woman--the one no one sees--is always waiting, for us to see.\\')  Over the next decade, as my relationship with my mother and grandmother deepened, my emotional life was transformed into a battle against personal loss. How do you fight losses that defy comprehension, particularly when they are emotional? How can you know when you‘ve been ready to give way? And what, exactly, do we mean by loss?“Life doesn”¦t come with the hope of a happy ending. TextToTextResult(text=\"And life doesn\\'t end with goodbyes.\") * * *In 2005, during the midst of a moment of emotional devastation brought on by the death of our mother, my work and love got swept away by a flood of memories of the loss of Grandfather. One day I spotted a framed newspaper clipping--the morning paper--in my mother‘s junk drawer, the accumulation where she left my belongings when she packed the old house. TextToTextResult(text=\\'On the wall in the dining room was a picture of me with my father and my grandparents.\\')', 'This book is my attempt to confront the darkness that has taken the best place in my life--my grandmother‘s. TextToTextResult(text=\"Even after our loss, my father and mother have continued to pursue the endless journey of losing others, while making my mind stronger by keeping me in a windowless coffin, away from anyone else, forever.So, from the moment of my mother\\'s passing, the medical personnel turned away my relatives and the company hired by the government changed the funeral rites, saying that we could not.\")  And not in a Pollyannaish way. As I matured, the concept began sinking in, until I fully understood what death was--its finality, its true devastation, what it holds and how it can break you and make you stronger. This approach served me well in my early twenties, as I learned to live with the fact that I‘d never have a normal life, that death would always be lurking in the background, always with me. TextToTextResult(text=\\'Finally, in early 2003, my father died.\\')  My grandmother always did things in a particular way, an intuitive way that made those around her seem careless and unfeeling. Something she said once made sense to her, yet defied explanation. In retrospect, it felt like she was offering a cryptic solution to the conundrum of life and death; yet, my heart, brain, body, soul, all went into an irrevocable refusal to relinquish control. TextToTextResult(text=\\'The other woman--the one no one sees--is always waiting, for us to see.\\')  Over the next decade, as my relationship with my mother and grandmother deepened, my emotional life was transformed into a battle against personal loss. How do you fight losses that defy comprehension, particularly when they are emotional? How can you know when you‘ve been ready to give way? And what, exactly, do we mean by loss?“Life doesn”¦t come with the hope of a happy ending. TextToTextResult(text=\"And life doesn\\'t end with goodbyes.\") * * *In 2005, during the midst of a moment of emotional devastation brought on by the death of our mother, my work and love got swept away by a flood of memories of the loss of Grandfather. One day I spotted a framed newspaper clipping--the morning paper--in my mother‘s junk drawer, the accumulation where she left my belongings when she packed the old house. TextToTextResult(text=\\'On the wall in the dining room was a picture of me with my father and my grandparents.\\')  The act of choosing to be alive--the choice of being ‘with it‘--turned out to become my form of resistance.“When she died, she left us all the keys to a house and car and a bank account. She moved our family into the basement. Every morning, with the morning sun pouring through the stained-glass windows, we went out for walks in the woods. TextToTextResult(text=\\'For me, walking around the lake in her long-sleeved, floral-pattern.\\')']\n",
      "What happens next? AI's ideas to get you inspired!\n",
      "\n",
      "Describe the most dramatic moment in the story. What happens at the story's peak? How did your conflict, problem, or question resolve?\n",
      "Your response here. Minimum 50 words.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "I became desperately devoted to my education because I saw knowledge as the key to freeing myself from the chains of ignorance. While learning about cancer in school I promised myself that I would memorize every fact and absorb every detail in textbooks and online medical journals. And as I began to consider my future, I realized that what I learned in school would allow me to silence that which had silenced my grandmother. However, I was focused not with learning itself, but with good grades and high test scores. I started to believe that academic perfection would be the only way to redeem myself in her eyes--to make up for what I had not done as a granddaughter.  \n",
      "Your Climax input: I became desperately devoted to my education because I saw knowledge as the key to freeing myself from the chains of ignorance. While learning about cancer in school I promised myself that I would memorize every fact and absorb every detail in textbooks and online medical journals. And as I began to consider my future, I realized that what I learned in school would allow me to silence that which had silenced my grandmother. However, I was focused not with learning itself, but with good grades and high test scores. I started to believe that academic perfection would be the only way to redeem myself in her eyes--to make up for what I had not done as a granddaughter.  \n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Setting `pad_token_id` to `eos_token_id`:50256 for open-end generation.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Generated 6 sentences of the climax idea ['This book is my attempt to confront the darkness that has taken the best place in my life--my grandmother‘s. TextToTextResult(text=\"Even after our loss, my father and mother have continued to pursue the endless journey of losing others, while making my mind stronger by keeping me in a windowless coffin, away from anyone else, forever.So, from the moment of my mother\\'s passing, the medical personnel turned away my relatives and the company hired by the government changed the funeral rites, saying that we could not.\")', 'This book is my attempt to confront the darkness that has taken the best place in my life--my grandmother‘s. TextToTextResult(text=\"Even after our loss, my father and mother have continued to pursue the endless journey of losing others, while making my mind stronger by keeping me in a windowless coffin, away from anyone else, forever.So, from the moment of my mother\\'s passing, the medical personnel turned away my relatives and the company hired by the government changed the funeral rites, saying that we could not.\")  And not in a Pollyannaish way. As I matured, the concept began sinking in, until I fully understood what death was--its finality, its true devastation, what it holds and how it can break you and make you stronger. This approach served me well in my early twenties, as I learned to live with the fact that I‘d never have a normal life, that death would always be lurking in the background, always with me. TextToTextResult(text=\\'Finally, in early 2003, my father died.\\')', 'This book is my attempt to confront the darkness that has taken the best place in my life--my grandmother‘s. TextToTextResult(text=\"Even after our loss, my father and mother have continued to pursue the endless journey of losing others, while making my mind stronger by keeping me in a windowless coffin, away from anyone else, forever.So, from the moment of my mother\\'s passing, the medical personnel turned away my relatives and the company hired by the government changed the funeral rites, saying that we could not.\")  And not in a Pollyannaish way. As I matured, the concept began sinking in, until I fully understood what death was--its finality, its true devastation, what it holds and how it can break you and make you stronger. This approach served me well in my early twenties, as I learned to live with the fact that I‘d never have a normal life, that death would always be lurking in the background, always with me. TextToTextResult(text=\\'Finally, in early 2003, my father died.\\')  My grandmother always did things in a particular way, an intuitive way that made those around her seem careless and unfeeling. Something she said once made sense to her, yet defied explanation. In retrospect, it felt like she was offering a cryptic solution to the conundrum of life and death; yet, my heart, brain, body, soul, all went into an irrevocable refusal to relinquish control. TextToTextResult(text=\\'The other woman--the one no one sees--is always waiting, for us to see.\\')', 'This book is my attempt to confront the darkness that has taken the best place in my life--my grandmother‘s. TextToTextResult(text=\"Even after our loss, my father and mother have continued to pursue the endless journey of losing others, while making my mind stronger by keeping me in a windowless coffin, away from anyone else, forever.So, from the moment of my mother\\'s passing, the medical personnel turned away my relatives and the company hired by the government changed the funeral rites, saying that we could not.\")  And not in a Pollyannaish way. As I matured, the concept began sinking in, until I fully understood what death was--its finality, its true devastation, what it holds and how it can break you and make you stronger. This approach served me well in my early twenties, as I learned to live with the fact that I‘d never have a normal life, that death would always be lurking in the background, always with me. TextToTextResult(text=\\'Finally, in early 2003, my father died.\\')  My grandmother always did things in a particular way, an intuitive way that made those around her seem careless and unfeeling. Something she said once made sense to her, yet defied explanation. In retrospect, it felt like she was offering a cryptic solution to the conundrum of life and death; yet, my heart, brain, body, soul, all went into an irrevocable refusal to relinquish control. TextToTextResult(text=\\'The other woman--the one no one sees--is always waiting, for us to see.\\')  Over the next decade, as my relationship with my mother and grandmother deepened, my emotional life was transformed into a battle against personal loss. How do you fight losses that defy comprehension, particularly when they are emotional? How can you know when you‘ve been ready to give way? And what, exactly, do we mean by loss?“Life doesn”¦t come with the hope of a happy ending. TextToTextResult(text=\"And life doesn\\'t end with goodbyes.\")', 'This book is my attempt to confront the darkness that has taken the best place in my life--my grandmother‘s. TextToTextResult(text=\"Even after our loss, my father and mother have continued to pursue the endless journey of losing others, while making my mind stronger by keeping me in a windowless coffin, away from anyone else, forever.So, from the moment of my mother\\'s passing, the medical personnel turned away my relatives and the company hired by the government changed the funeral rites, saying that we could not.\")  And not in a Pollyannaish way. As I matured, the concept began sinking in, until I fully understood what death was--its finality, its true devastation, what it holds and how it can break you and make you stronger. This approach served me well in my early twenties, as I learned to live with the fact that I‘d never have a normal life, that death would always be lurking in the background, always with me. TextToTextResult(text=\\'Finally, in early 2003, my father died.\\')  My grandmother always did things in a particular way, an intuitive way that made those around her seem careless and unfeeling. Something she said once made sense to her, yet defied explanation. In retrospect, it felt like she was offering a cryptic solution to the conundrum of life and death; yet, my heart, brain, body, soul, all went into an irrevocable refusal to relinquish control. TextToTextResult(text=\\'The other woman--the one no one sees--is always waiting, for us to see.\\')  Over the next decade, as my relationship with my mother and grandmother deepened, my emotional life was transformed into a battle against personal loss. How do you fight losses that defy comprehension, particularly when they are emotional? How can you know when you‘ve been ready to give way? And what, exactly, do we mean by loss?“Life doesn”¦t come with the hope of a happy ending. TextToTextResult(text=\"And life doesn\\'t end with goodbyes.\") * * *In 2005, during the midst of a moment of emotional devastation brought on by the death of our mother, my work and love got swept away by a flood of memories of the loss of Grandfather. One day I spotted a framed newspaper clipping--the morning paper--in my mother‘s junk drawer, the accumulation where she left my belongings when she packed the old house. TextToTextResult(text=\\'On the wall in the dining room was a picture of me with my father and my grandparents.\\')', 'This book is my attempt to confront the darkness that has taken the best place in my life--my grandmother‘s. TextToTextResult(text=\"Even after our loss, my father and mother have continued to pursue the endless journey of losing others, while making my mind stronger by keeping me in a windowless coffin, away from anyone else, forever.So, from the moment of my mother\\'s passing, the medical personnel turned away my relatives and the company hired by the government changed the funeral rites, saying that we could not.\")  And not in a Pollyannaish way. As I matured, the concept began sinking in, until I fully understood what death was--its finality, its true devastation, what it holds and how it can break you and make you stronger. This approach served me well in my early twenties, as I learned to live with the fact that I‘d never have a normal life, that death would always be lurking in the background, always with me. TextToTextResult(text=\\'Finally, in early 2003, my father died.\\')  My grandmother always did things in a particular way, an intuitive way that made those around her seem careless and unfeeling. Something she said once made sense to her, yet defied explanation. In retrospect, it felt like she was offering a cryptic solution to the conundrum of life and death; yet, my heart, brain, body, soul, all went into an irrevocable refusal to relinquish control. TextToTextResult(text=\\'The other woman--the one no one sees--is always waiting, for us to see.\\')  Over the next decade, as my relationship with my mother and grandmother deepened, my emotional life was transformed into a battle against personal loss. How do you fight losses that defy comprehension, particularly when they are emotional? How can you know when you‘ve been ready to give way? And what, exactly, do we mean by loss?“Life doesn”¦t come with the hope of a happy ending. TextToTextResult(text=\"And life doesn\\'t end with goodbyes.\") * * *In 2005, during the midst of a moment of emotional devastation brought on by the death of our mother, my work and love got swept away by a flood of memories of the loss of Grandfather. One day I spotted a framed newspaper clipping--the morning paper--in my mother‘s junk drawer, the accumulation where she left my belongings when she packed the old house. TextToTextResult(text=\\'On the wall in the dining room was a picture of me with my father and my grandparents.\\')  The act of choosing to be alive--the choice of being ‘with it‘--turned out to become my form of resistance.“When she died, she left us all the keys to a house and car and a bank account. She moved our family into the basement. Every morning, with the morning sun pouring through the stained-glass windows, we went out for walks in the woods. TextToTextResult(text=\\'For me, walking around the lake in her long-sleeved, floral-pattern.\\')']\n",
      "\n",
      "User climax input sentence : I became desperately devoted to my education because I saw knowledge as the key to freeing myself from the chains of ignorance. While learning about cancer in school I promised myself that I would memorize every fact and absorb every detail in textbooks and online medical journals. And as I began to consider my future, I realized that what I learned in school would allow me to silence that which had silenced my grandmother. However, I was focused not with learning itself, but with good grades and high test scores. I started to believe that academic perfection would be the only way to redeem myself in her eyes--to make up for what I had not done as a granddaughter.  \n",
      "\n",
      "\n",
      "Step #6\n",
      "How did your conflict, problem, or question resolve?\n",
      "\n",
      "What happens next? AI's ideas to get you inspired!\n",
      "input text of input relolution: ('They covered the precious mahogany coffin with a brown amalgam of rocks, decomposed organisms, and weeds. It was my turn to take the shovel, but I felt too ashamed to dutifully send her off when I had not properly said goodbye. I refused to throw dirt on her. I refused to let go of my grandmother, to accept a death I had not seen coming, to believe that an illness could not only interrupt, but steal a beloved life.', 'concept')When my parents finally revealed to me that my grandmother had been battling liver cancer, I was twelve and I was angry--mostly with myself. They had wanted to protect me--only six years old at the time--from the complex and morose concept of death. However, when the end inevitably arrived, I wasn’t trying to comprehend what dying was; I was trying to understand how I had been able to abandon my sick grandmother in favor of playing with friends and watching TV. Hurt that my parents had deceived me and resentful of my own oblivion, I committed myself to preventing such blindness from resurfacing.I became desperately devoted to my education because I saw knowledge as the key to freeing myself from the chains of ignorance. While learning about cancer in school I promised myself that I would memorize every fact and absorb every detail in textbooks and online medical journals. And as I began to consider my future, I realized that what I learned in school would allow me to silence that which had silenced my grandmother. However, I was focused not with learning itself, but with good grades and high test scores. I started to believe that academic perfection would be the only way to redeem myself in her eyes--to make up for what I had not done as a granddaughter.  The lesson I learned about my conceptis the following.\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Setting `pad_token_id` to `eos_token_id`:50256 for open-end generation.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Generated sentence :  The concept seems to have been based on a belief that there is a straight line between the past, the present and the future. With this is mind, we are tempted to think along the same lines when considering the life of a departed grandmother or of our student with poor grades. In each case, however, it is different.In this lifetime, one of the lessons I have learned is that the concept we have in mind to be taught with is not the correct concept. TextToTextResult(text='When we look at life, we look at life.')\n",
      "input text of input relolution: ('They covered the precious mahogany coffin with a brown amalgam of rocks, decomposed organisms, and weeds. It was my turn to take the shovel, but I felt too ashamed to dutifully send her off when I had not properly said goodbye. I refused to throw dirt on her. I refused to let go of my grandmother, to accept a death I had not seen coming, to believe that an illness could not only interrupt, but steal a beloved life.', 'concept')When my parents finally revealed to me that my grandmother had been battling liver cancer, I was twelve and I was angry--mostly with myself. They had wanted to protect me--only six years old at the time--from the complex and morose concept of death. However, when the end inevitably arrived, I wasn’t trying to comprehend what dying was; I was trying to understand how I had been able to abandon my sick grandmother in favor of playing with friends and watching TV. Hurt that my parents had deceived me and resentful of my own oblivion, I committed myself to preventing such blindness from resurfacing.I became desperately devoted to my education because I saw knowledge as the key to freeing myself from the chains of ignorance. While learning about cancer in school I promised myself that I would memorize every fact and absorb every detail in textbooks and online medical journals. And as I began to consider my future, I realized that what I learned in school would allow me to silence that which had silenced my grandmother. However, I was focused not with learning itself, but with good grades and high test scores. I started to believe that academic perfection would be the only way to redeem myself in her eyes--to make up for what I had not done as a granddaughter.  In conclusion, the lesson I've learned is this.\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Setting `pad_token_id` to `eos_token_id`:50256 for open-end generation.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Generated sentence :  The concept seems to have been based on a belief that there is a straight line between the past, the present and the future. With this is mind, we are tempted to think along the same lines when considering the life of a departed grandmother or of our student with poor grades. In each case, however, it is different.In this lifetime, one of the lessons I have learned is that the concept we have in mind to be taught with is not the correct concept. TextToTextResult(text='When we look at life, we look at life.')\n",
      "Generated sentence :  The concept seems to have been based on a belief that there is a straight line between the past, the present and the future. With this is mind, we are tempted to think along the same lines when considering the life of a departed grandmother or of our student with poor grades. In each case, however, it is different.In this lifetime, one of the lessons I have learned is that the concept we have in mind to be taught with is not the correct concept. TextToTextResult(text='When we look at life, we look at life.') The need for knowledge is a requirement for survival. One cannot continue to survive one's own mortality. In the modern world, we often work hard to suppress our own emotions and ignorance to achieve survival; however, this is only another aspect of the same thing. If knowledge alone is the goal, then ignorance will always make it impossible to create and maintain a healthy life. TextToTextResult(text='Knowing this, my family and friends have been very kind to tell me what they‘ve seen over the years and what they have seen over the years.')\n",
      "input text of input relolution: ('They covered the precious mahogany coffin with a brown amalgam of rocks, decomposed organisms, and weeds. It was my turn to take the shovel, but I felt too ashamed to dutifully send her off when I had not properly said goodbye. I refused to throw dirt on her. I refused to let go of my grandmother, to accept a death I had not seen coming, to believe that an illness could not only interrupt, but steal a beloved life.', 'concept')When my parents finally revealed to me that my grandmother had been battling liver cancer, I was twelve and I was angry--mostly with myself. They had wanted to protect me--only six years old at the time--from the complex and morose concept of death. However, when the end inevitably arrived, I wasn’t trying to comprehend what dying was; I was trying to understand how I had been able to abandon my sick grandmother in favor of playing with friends and watching TV. Hurt that my parents had deceived me and resentful of my own oblivion, I committed myself to preventing such blindness from resurfacing.I became desperately devoted to my education because I saw knowledge as the key to freeing myself from the chains of ignorance. While learning about cancer in school I promised myself that I would memorize every fact and absorb every detail in textbooks and online medical journals. And as I began to consider my future, I realized that what I learned in school would allow me to silence that which had silenced my grandmother. However, I was focused not with learning itself, but with good grades and high test scores. I started to believe that academic perfection would be the only way to redeem myself in her eyes--to make up for what I had not done as a granddaughter.  The lesson I learned about my conceptis the following.\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Setting `pad_token_id` to `eos_token_id`:50256 for open-end generation.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Generated sentence :  The concept seems to have been based on a belief that there is a straight line between the past, the present and the future. With this is mind, we are tempted to think along the same lines when considering the life of a departed grandmother or of our student with poor grades. In each case, however, it is different.In this lifetime, one of the lessons I have learned is that the concept we have in mind to be taught with is not the correct concept. TextToTextResult(text='When we look at life, we look at life.')\n",
      "Generated sentence :  The concept seems to have been based on a belief that there is a straight line between the past, the present and the future. With this is mind, we are tempted to think along the same lines when considering the life of a departed grandmother or of our student with poor grades. In each case, however, it is different.In this lifetime, one of the lessons I have learned is that the concept we have in mind to be taught with is not the correct concept. TextToTextResult(text='When we look at life, we look at life.') The need for knowledge is a requirement for survival. One cannot continue to survive one's own mortality. In the modern world, we often work hard to suppress our own emotions and ignorance to achieve survival; however, this is only another aspect of the same thing. If knowledge alone is the goal, then ignorance will always make it impossible to create and maintain a healthy life. TextToTextResult(text='Knowing this, my family and friends have been very kind to tell me what they‘ve seen over the years and what they have seen over the years.')\n",
      "Generated sentence :  The concept seems to have been based on a belief that there is a straight line between the past, the present and the future. With this is mind, we are tempted to think along the same lines when considering the life of a departed grandmother or of our student with poor grades. In each case, however, it is different.In this lifetime, one of the lessons I have learned is that the concept we have in mind to be taught with is not the correct concept. TextToTextResult(text='When we look at life, we look at life.') The need for knowledge is a requirement for survival. One cannot continue to survive one's own mortality. In the modern world, we often work hard to suppress our own emotions and ignorance to achieve survival; however, this is only another aspect of the same thing. If knowledge alone is the goal, then ignorance will always make it impossible to create and maintain a healthy life. TextToTextResult(text='Knowing this, my family and friends have been very kind to tell me what they‘ve seen over the years and what they have seen over the years.') To address my lack of knowledge about dying, a patient named Maggie received medical treatment at a time when physicians had found no effective treatment for her condition. The medical practitioners and researchers that took part in the experiment had taken upon themselves to attempt to define the concept. A professor from Harvard University came up with the first formal definition. He defined the term as an end-state towards which an individual or a complex system is moving. TextToTextResult(text='Each of us has a concept about death that we experience each day.')\n",
      "input text of input relolution: ('They covered the precious mahogany coffin with a brown amalgam of rocks, decomposed organisms, and weeds. It was my turn to take the shovel, but I felt too ashamed to dutifully send her off when I had not properly said goodbye. I refused to throw dirt on her. I refused to let go of my grandmother, to accept a death I had not seen coming, to believe that an illness could not only interrupt, but steal a beloved life.', 'concept')When my parents finally revealed to me that my grandmother had been battling liver cancer, I was twelve and I was angry--mostly with myself. They had wanted to protect me--only six years old at the time--from the complex and morose concept of death. However, when the end inevitably arrived, I wasn’t trying to comprehend what dying was; I was trying to understand how I had been able to abandon my sick grandmother in favor of playing with friends and watching TV. Hurt that my parents had deceived me and resentful of my own oblivion, I committed myself to preventing such blindness from resurfacing.I became desperately devoted to my education because I saw knowledge as the key to freeing myself from the chains of ignorance. While learning about cancer in school I promised myself that I would memorize every fact and absorb every detail in textbooks and online medical journals. And as I began to consider my future, I realized that what I learned in school would allow me to silence that which had silenced my grandmother. However, I was focused not with learning itself, but with good grades and high test scores. I started to believe that academic perfection would be the only way to redeem myself in her eyes--to make up for what I had not done as a granddaughter.  In conclusion, it matters to be for the following reasons.\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Setting `pad_token_id` to `eos_token_id`:50256 for open-end generation.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Generated sentence :  The concept seems to have been based on a belief that there is a straight line between the past, the present and the future. With this is mind, we are tempted to think along the same lines when considering the life of a departed grandmother or of our student with poor grades. In each case, however, it is different.In this lifetime, one of the lessons I have learned is that the concept we have in mind to be taught with is not the correct concept. TextToTextResult(text='When we look at life, we look at life.')\n",
      "Generated sentence :  The concept seems to have been based on a belief that there is a straight line between the past, the present and the future. With this is mind, we are tempted to think along the same lines when considering the life of a departed grandmother or of our student with poor grades. In each case, however, it is different.In this lifetime, one of the lessons I have learned is that the concept we have in mind to be taught with is not the correct concept. TextToTextResult(text='When we look at life, we look at life.') The need for knowledge is a requirement for survival. One cannot continue to survive one's own mortality. In the modern world, we often work hard to suppress our own emotions and ignorance to achieve survival; however, this is only another aspect of the same thing. If knowledge alone is the goal, then ignorance will always make it impossible to create and maintain a healthy life. TextToTextResult(text='Knowing this, my family and friends have been very kind to tell me what they‘ve seen over the years and what they have seen over the years.')\n",
      "Generated sentence :  The concept seems to have been based on a belief that there is a straight line between the past, the present and the future. With this is mind, we are tempted to think along the same lines when considering the life of a departed grandmother or of our student with poor grades. In each case, however, it is different.In this lifetime, one of the lessons I have learned is that the concept we have in mind to be taught with is not the correct concept. TextToTextResult(text='When we look at life, we look at life.') The need for knowledge is a requirement for survival. One cannot continue to survive one's own mortality. In the modern world, we often work hard to suppress our own emotions and ignorance to achieve survival; however, this is only another aspect of the same thing. If knowledge alone is the goal, then ignorance will always make it impossible to create and maintain a healthy life. TextToTextResult(text='Knowing this, my family and friends have been very kind to tell me what they‘ve seen over the years and what they have seen over the years.') To address my lack of knowledge about dying, a patient named Maggie received medical treatment at a time when physicians had found no effective treatment for her condition. The medical practitioners and researchers that took part in the experiment had taken upon themselves to attempt to define the concept. A professor from Harvard University came up with the first formal definition. He defined the term as an end-state towards which an individual or a complex system is moving. TextToTextResult(text='Each of us has a concept about death that we experience each day.')\n",
      "Generated sentence :  The concept seems to have been based on a belief that there is a straight line between the past, the present and the future. With this is mind, we are tempted to think along the same lines when considering the life of a departed grandmother or of our student with poor grades. In each case, however, it is different.In this lifetime, one of the lessons I have learned is that the concept we have in mind to be taught with is not the correct concept. TextToTextResult(text='When we look at life, we look at life.') The need for knowledge is a requirement for survival. One cannot continue to survive one's own mortality. In the modern world, we often work hard to suppress our own emotions and ignorance to achieve survival; however, this is only another aspect of the same thing. If knowledge alone is the goal, then ignorance will always make it impossible to create and maintain a healthy life. TextToTextResult(text='Knowing this, my family and friends have been very kind to tell me what they‘ve seen over the years and what they have seen over the years.') To address my lack of knowledge about dying, a patient named Maggie received medical treatment at a time when physicians had found no effective treatment for her condition. The medical practitioners and researchers that took part in the experiment had taken upon themselves to attempt to define the concept. A professor from Harvard University came up with the first formal definition. He defined the term as an end-state towards which an individual or a complex system is moving. TextToTextResult(text='Each of us has a concept about death that we experience each day.') By definition an \"act\" cannot be about somebody. The act in this case would not be an action. Based on the definition of an act, the act of suicide cannot imply anything or anyone. By its very definition, suicide is simply the absence of life. TextToTextResult(text=\"Therefore, while the death of a loved one may be defined as an 'act' or an event, ultimately, this is not an important point because the concept of suicide does not exist.Suicide is the avoidance of the unavoidable by an individual.\")\n",
      "input text of input relolution: ('They covered the precious mahogany coffin with a brown amalgam of rocks, decomposed organisms, and weeds. It was my turn to take the shovel, but I felt too ashamed to dutifully send her off when I had not properly said goodbye. I refused to throw dirt on her. I refused to let go of my grandmother, to accept a death I had not seen coming, to believe that an illness could not only interrupt, but steal a beloved life.', 'concept')When my parents finally revealed to me that my grandmother had been battling liver cancer, I was twelve and I was angry--mostly with myself. They had wanted to protect me--only six years old at the time--from the complex and morose concept of death. However, when the end inevitably arrived, I wasn’t trying to comprehend what dying was; I was trying to understand how I had been able to abandon my sick grandmother in favor of playing with friends and watching TV. Hurt that my parents had deceived me and resentful of my own oblivion, I committed myself to preventing such blindness from resurfacing.I became desperately devoted to my education because I saw knowledge as the key to freeing myself from the chains of ignorance. While learning about cancer in school I promised myself that I would memorize every fact and absorb every detail in textbooks and online medical journals. And as I began to consider my future, I realized that what I learned in school would allow me to silence that which had silenced my grandmother. However, I was focused not with learning itself, but with good grades and high test scores. I started to believe that academic perfection would be the only way to redeem myself in her eyes--to make up for what I had not done as a granddaughter.  So what did I learned from all this?\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Setting `pad_token_id` to `eos_token_id`:50256 for open-end generation.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Generated sentence :  The concept seems to have been based on a belief that there is a straight line between the past, the present and the future. With this is mind, we are tempted to think along the same lines when considering the life of a departed grandmother or of our student with poor grades. In each case, however, it is different.In this lifetime, one of the lessons I have learned is that the concept we have in mind to be taught with is not the correct concept. TextToTextResult(text='When we look at life, we look at life.')\n",
      "Generated sentence :  The concept seems to have been based on a belief that there is a straight line between the past, the present and the future. With this is mind, we are tempted to think along the same lines when considering the life of a departed grandmother or of our student with poor grades. In each case, however, it is different.In this lifetime, one of the lessons I have learned is that the concept we have in mind to be taught with is not the correct concept. TextToTextResult(text='When we look at life, we look at life.') The need for knowledge is a requirement for survival. One cannot continue to survive one's own mortality. In the modern world, we often work hard to suppress our own emotions and ignorance to achieve survival; however, this is only another aspect of the same thing. If knowledge alone is the goal, then ignorance will always make it impossible to create and maintain a healthy life. TextToTextResult(text='Knowing this, my family and friends have been very kind to tell me what they‘ve seen over the years and what they have seen over the years.')\n",
      "Generated sentence :  The concept seems to have been based on a belief that there is a straight line between the past, the present and the future. With this is mind, we are tempted to think along the same lines when considering the life of a departed grandmother or of our student with poor grades. In each case, however, it is different.In this lifetime, one of the lessons I have learned is that the concept we have in mind to be taught with is not the correct concept. TextToTextResult(text='When we look at life, we look at life.') The need for knowledge is a requirement for survival. One cannot continue to survive one's own mortality. In the modern world, we often work hard to suppress our own emotions and ignorance to achieve survival; however, this is only another aspect of the same thing. If knowledge alone is the goal, then ignorance will always make it impossible to create and maintain a healthy life. TextToTextResult(text='Knowing this, my family and friends have been very kind to tell me what they‘ve seen over the years and what they have seen over the years.') To address my lack of knowledge about dying, a patient named Maggie received medical treatment at a time when physicians had found no effective treatment for her condition. The medical practitioners and researchers that took part in the experiment had taken upon themselves to attempt to define the concept. A professor from Harvard University came up with the first formal definition. He defined the term as an end-state towards which an individual or a complex system is moving. TextToTextResult(text='Each of us has a concept about death that we experience each day.')\n",
      "Generated sentence :  The concept seems to have been based on a belief that there is a straight line between the past, the present and the future. With this is mind, we are tempted to think along the same lines when considering the life of a departed grandmother or of our student with poor grades. In each case, however, it is different.In this lifetime, one of the lessons I have learned is that the concept we have in mind to be taught with is not the correct concept. TextToTextResult(text='When we look at life, we look at life.') The need for knowledge is a requirement for survival. One cannot continue to survive one's own mortality. In the modern world, we often work hard to suppress our own emotions and ignorance to achieve survival; however, this is only another aspect of the same thing. If knowledge alone is the goal, then ignorance will always make it impossible to create and maintain a healthy life. TextToTextResult(text='Knowing this, my family and friends have been very kind to tell me what they‘ve seen over the years and what they have seen over the years.') To address my lack of knowledge about dying, a patient named Maggie received medical treatment at a time when physicians had found no effective treatment for her condition. The medical practitioners and researchers that took part in the experiment had taken upon themselves to attempt to define the concept. A professor from Harvard University came up with the first formal definition. He defined the term as an end-state towards which an individual or a complex system is moving. TextToTextResult(text='Each of us has a concept about death that we experience each day.') By definition an \"act\" cannot be about somebody. The act in this case would not be an action. Based on the definition of an act, the act of suicide cannot imply anything or anyone. By its very definition, suicide is simply the absence of life. TextToTextResult(text=\"Therefore, while the death of a loved one may be defined as an 'act' or an event, ultimately, this is not an important point because the concept of suicide does not exist.Suicide is the avoidance of the unavoidable by an individual.\")\n",
      "Generated sentence :  The concept seems to have been based on a belief that there is a straight line between the past, the present and the future. With this is mind, we are tempted to think along the same lines when considering the life of a departed grandmother or of our student with poor grades. In each case, however, it is different.In this lifetime, one of the lessons I have learned is that the concept we have in mind to be taught with is not the correct concept. TextToTextResult(text='When we look at life, we look at life.') The need for knowledge is a requirement for survival. One cannot continue to survive one's own mortality. In the modern world, we often work hard to suppress our own emotions and ignorance to achieve survival; however, this is only another aspect of the same thing. If knowledge alone is the goal, then ignorance will always make it impossible to create and maintain a healthy life. TextToTextResult(text='Knowing this, my family and friends have been very kind to tell me what they‘ve seen over the years and what they have seen over the years.') To address my lack of knowledge about dying, a patient named Maggie received medical treatment at a time when physicians had found no effective treatment for her condition. The medical practitioners and researchers that took part in the experiment had taken upon themselves to attempt to define the concept. A professor from Harvard University came up with the first formal definition. He defined the term as an end-state towards which an individual or a complex system is moving. TextToTextResult(text='Each of us has a concept about death that we experience each day.') By definition an \"act\" cannot be about somebody. The act in this case would not be an action. Based on the definition of an act, the act of suicide cannot imply anything or anyone. By its very definition, suicide is simply the absence of life. TextToTextResult(text=\"Therefore, while the death of a loved one may be defined as an 'act' or an event, ultimately, this is not an important point because the concept of suicide does not exist.Suicide is the avoidance of the unavoidable by an individual.\")  Nothing but the fact that if you don‘t stand up to your family, you may eventually be overwhelmed by the family to which you„¬\\ had to inevitably surrender yourself.So, in order for myself and my mother to go forward as one unified entity--hopefully in a positive and positive direction--I found myself once again in my grandparents‟ bedroom looking at what lay frozen in time on the ceiling. TextToTextResult(text='There, directly above my feet, was a magnificent antique crystal chrysanthemum.')\n",
      "input text of input relolution: ('They covered the precious mahogany coffin with a brown amalgam of rocks, decomposed organisms, and weeds. It was my turn to take the shovel, but I felt too ashamed to dutifully send her off when I had not properly said goodbye. I refused to throw dirt on her. I refused to let go of my grandmother, to accept a death I had not seen coming, to believe that an illness could not only interrupt, but steal a beloved life.', 'concept')When my parents finally revealed to me that my grandmother had been battling liver cancer, I was twelve and I was angry--mostly with myself. They had wanted to protect me--only six years old at the time--from the complex and morose concept of death. However, when the end inevitably arrived, I wasn’t trying to comprehend what dying was; I was trying to understand how I had been able to abandon my sick grandmother in favor of playing with friends and watching TV. Hurt that my parents had deceived me and resentful of my own oblivion, I committed myself to preventing such blindness from resurfacing.I became desperately devoted to my education because I saw knowledge as the key to freeing myself from the chains of ignorance. While learning about cancer in school I promised myself that I would memorize every fact and absorb every detail in textbooks and online medical journals. And as I began to consider my future, I realized that what I learned in school would allow me to silence that which had silenced my grandmother. However, I was focused not with learning itself, but with good grades and high test scores. I started to believe that academic perfection would be the only way to redeem myself in her eyes--to make up for what I had not done as a granddaughter.  \n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Generated sentence :  The concept seems to have been based on a belief that there is a straight line between the past, the present and the future. With this is mind, we are tempted to think along the same lines when considering the life of a departed grandmother or of our student with poor grades. In each case, however, it is different.In this lifetime, one of the lessons I have learned is that the concept we have in mind to be taught with is not the correct concept. TextToTextResult(text='When we look at life, we look at life.')\n",
      "Generated sentence :  The concept seems to have been based on a belief that there is a straight line between the past, the present and the future. With this is mind, we are tempted to think along the same lines when considering the life of a departed grandmother or of our student with poor grades. In each case, however, it is different.In this lifetime, one of the lessons I have learned is that the concept we have in mind to be taught with is not the correct concept. TextToTextResult(text='When we look at life, we look at life.') The need for knowledge is a requirement for survival. One cannot continue to survive one's own mortality. In the modern world, we often work hard to suppress our own emotions and ignorance to achieve survival; however, this is only another aspect of the same thing. If knowledge alone is the goal, then ignorance will always make it impossible to create and maintain a healthy life. TextToTextResult(text='Knowing this, my family and friends have been very kind to tell me what they‘ve seen over the years and what they have seen over the years.')\n",
      "Generated sentence :  The concept seems to have been based on a belief that there is a straight line between the past, the present and the future. With this is mind, we are tempted to think along the same lines when considering the life of a departed grandmother or of our student with poor grades. In each case, however, it is different.In this lifetime, one of the lessons I have learned is that the concept we have in mind to be taught with is not the correct concept. TextToTextResult(text='When we look at life, we look at life.') The need for knowledge is a requirement for survival. One cannot continue to survive one's own mortality. In the modern world, we often work hard to suppress our own emotions and ignorance to achieve survival; however, this is only another aspect of the same thing. If knowledge alone is the goal, then ignorance will always make it impossible to create and maintain a healthy life. TextToTextResult(text='Knowing this, my family and friends have been very kind to tell me what they‘ve seen over the years and what they have seen over the years.') To address my lack of knowledge about dying, a patient named Maggie received medical treatment at a time when physicians had found no effective treatment for her condition. The medical practitioners and researchers that took part in the experiment had taken upon themselves to attempt to define the concept. A professor from Harvard University came up with the first formal definition. He defined the term as an end-state towards which an individual or a complex system is moving. TextToTextResult(text='Each of us has a concept about death that we experience each day.')\n",
      "Generated sentence :  The concept seems to have been based on a belief that there is a straight line between the past, the present and the future. With this is mind, we are tempted to think along the same lines when considering the life of a departed grandmother or of our student with poor grades. In each case, however, it is different.In this lifetime, one of the lessons I have learned is that the concept we have in mind to be taught with is not the correct concept. TextToTextResult(text='When we look at life, we look at life.') The need for knowledge is a requirement for survival. One cannot continue to survive one's own mortality. In the modern world, we often work hard to suppress our own emotions and ignorance to achieve survival; however, this is only another aspect of the same thing. If knowledge alone is the goal, then ignorance will always make it impossible to create and maintain a healthy life. TextToTextResult(text='Knowing this, my family and friends have been very kind to tell me what they‘ve seen over the years and what they have seen over the years.') To address my lack of knowledge about dying, a patient named Maggie received medical treatment at a time when physicians had found no effective treatment for her condition. The medical practitioners and researchers that took part in the experiment had taken upon themselves to attempt to define the concept. A professor from Harvard University came up with the first formal definition. He defined the term as an end-state towards which an individual or a complex system is moving. TextToTextResult(text='Each of us has a concept about death that we experience each day.') By definition an \"act\" cannot be about somebody. The act in this case would not be an action. Based on the definition of an act, the act of suicide cannot imply anything or anyone. By its very definition, suicide is simply the absence of life. TextToTextResult(text=\"Therefore, while the death of a loved one may be defined as an 'act' or an event, ultimately, this is not an important point because the concept of suicide does not exist.Suicide is the avoidance of the unavoidable by an individual.\")\n",
      "Generated sentence :  The concept seems to have been based on a belief that there is a straight line between the past, the present and the future. With this is mind, we are tempted to think along the same lines when considering the life of a departed grandmother or of our student with poor grades. In each case, however, it is different.In this lifetime, one of the lessons I have learned is that the concept we have in mind to be taught with is not the correct concept. TextToTextResult(text='When we look at life, we look at life.') The need for knowledge is a requirement for survival. One cannot continue to survive one's own mortality. In the modern world, we often work hard to suppress our own emotions and ignorance to achieve survival; however, this is only another aspect of the same thing. If knowledge alone is the goal, then ignorance will always make it impossible to create and maintain a healthy life. TextToTextResult(text='Knowing this, my family and friends have been very kind to tell me what they‘ve seen over the years and what they have seen over the years.') To address my lack of knowledge about dying, a patient named Maggie received medical treatment at a time when physicians had found no effective treatment for her condition. The medical practitioners and researchers that took part in the experiment had taken upon themselves to attempt to define the concept. A professor from Harvard University came up with the first formal definition. He defined the term as an end-state towards which an individual or a complex system is moving. TextToTextResult(text='Each of us has a concept about death that we experience each day.') By definition an \"act\" cannot be about somebody. The act in this case would not be an action. Based on the definition of an act, the act of suicide cannot imply anything or anyone. By its very definition, suicide is simply the absence of life. TextToTextResult(text=\"Therefore, while the death of a loved one may be defined as an 'act' or an event, ultimately, this is not an important point because the concept of suicide does not exist.Suicide is the avoidance of the unavoidable by an individual.\")  Nothing but the fact that if you don‘t stand up to your family, you may eventually be overwhelmed by the family to which you„¬\\ had to inevitably surrender yourself.So, in order for myself and my mother to go forward as one unified entity--hopefully in a positive and positive direction--I found myself once again in my grandparents‟ bedroom looking at what lay frozen in time on the ceiling. TextToTextResult(text='There, directly above my feet, was a magnificent antique crystal chrysanthemum.')\n",
      "Generated sentence :  The concept seems to have been based on a belief that there is a straight line between the past, the present and the future. With this is mind, we are tempted to think along the same lines when considering the life of a departed grandmother or of our student with poor grades. In each case, however, it is different.In this lifetime, one of the lessons I have learned is that the concept we have in mind to be taught with is not the correct concept. TextToTextResult(text='When we look at life, we look at life.') The need for knowledge is a requirement for survival. One cannot continue to survive one's own mortality. In the modern world, we often work hard to suppress our own emotions and ignorance to achieve survival; however, this is only another aspect of the same thing. If knowledge alone is the goal, then ignorance will always make it impossible to create and maintain a healthy life. TextToTextResult(text='Knowing this, my family and friends have been very kind to tell me what they‘ve seen over the years and what they have seen over the years.') To address my lack of knowledge about dying, a patient named Maggie received medical treatment at a time when physicians had found no effective treatment for her condition. The medical practitioners and researchers that took part in the experiment had taken upon themselves to attempt to define the concept. A professor from Harvard University came up with the first formal definition. He defined the term as an end-state towards which an individual or a complex system is moving. TextToTextResult(text='Each of us has a concept about death that we experience each day.') By definition an \"act\" cannot be about somebody. The act in this case would not be an action. Based on the definition of an act, the act of suicide cannot imply anything or anyone. By its very definition, suicide is simply the absence of life. TextToTextResult(text=\"Therefore, while the death of a loved one may be defined as an 'act' or an event, ultimately, this is not an important point because the concept of suicide does not exist.Suicide is the avoidance of the unavoidable by an individual.\")  Nothing but the fact that if you don‘t stand up to your family, you may eventually be overwhelmed by the family to which you„¬\\ had to inevitably surrender yourself.So, in order for myself and my mother to go forward as one unified entity--hopefully in a positive and positive direction--I found myself once again in my grandparents‟ bedroom looking at what lay frozen in time on the ceiling. TextToTextResult(text='There, directly above my feet, was a magnificent antique crystal chrysanthemum.') I was only eighteen when Grandmother passed away, so I did not attend her funeral. After my granddad came home from work and received the news of his grandmother‘s death, he began organizing funeral services. As a responsible adult, my grandparents had worked together to bring about the services, including setting up a burial plot and designing the place—the church, the grave, her favorite flower shop next to her house, all of it. TextToTextResult(text='But they were forced to choose between not being forced to choose between not being forced to choose between not being forced to choose between not being forced to choose between not being forced to choose between not being forced to choose between not being forced to choose between not being forced to choose between not being forced to choose between not being forced to choose between not being forced to choose between not being forced to choose between not being forced to choose between not being forced to choose between not being forced to choose between not being')\n",
      "Generated resolution sentences : [\"The concept seems to have been based on a belief that there is a straight line between the past, the present and the future. With this is mind, we are tempted to think along the same lines when considering the life of a departed grandmother or of our student with poor grades. In each case, however, it is different.In this lifetime, one of the lessons I have learned is that the concept we have in mind to be taught with is not the correct concept. TextToTextResult(text='When we look at life, we look at life.')\", \"The concept seems to have been based on a belief that there is a straight line between the past, the present and the future. With this is mind, we are tempted to think along the same lines when considering the life of a departed grandmother or of our student with poor grades. In each case, however, it is different.In this lifetime, one of the lessons I have learned is that the concept we have in mind to be taught with is not the correct concept. TextToTextResult(text='When we look at life, we look at life.') The need for knowledge is a requirement for survival. One cannot continue to survive one's own mortality. In the modern world, we often work hard to suppress our own emotions and ignorance to achieve survival; however, this is only another aspect of the same thing. If knowledge alone is the goal, then ignorance will always make it impossible to create and maintain a healthy life. TextToTextResult(text='Knowing this, my family and friends have been very kind to tell me what they‘ve seen over the years and what they have seen over the years.')\", \"The concept seems to have been based on a belief that there is a straight line between the past, the present and the future. With this is mind, we are tempted to think along the same lines when considering the life of a departed grandmother or of our student with poor grades. In each case, however, it is different.In this lifetime, one of the lessons I have learned is that the concept we have in mind to be taught with is not the correct concept. TextToTextResult(text='When we look at life, we look at life.') The need for knowledge is a requirement for survival. One cannot continue to survive one's own mortality. In the modern world, we often work hard to suppress our own emotions and ignorance to achieve survival; however, this is only another aspect of the same thing. If knowledge alone is the goal, then ignorance will always make it impossible to create and maintain a healthy life. TextToTextResult(text='Knowing this, my family and friends have been very kind to tell me what they‘ve seen over the years and what they have seen over the years.') To address my lack of knowledge about dying, a patient named Maggie received medical treatment at a time when physicians had found no effective treatment for her condition. The medical practitioners and researchers that took part in the experiment had taken upon themselves to attempt to define the concept. A professor from Harvard University came up with the first formal definition. He defined the term as an end-state towards which an individual or a complex system is moving. TextToTextResult(text='Each of us has a concept about death that we experience each day.')\", 'The concept seems to have been based on a belief that there is a straight line between the past, the present and the future. With this is mind, we are tempted to think along the same lines when considering the life of a departed grandmother or of our student with poor grades. In each case, however, it is different.In this lifetime, one of the lessons I have learned is that the concept we have in mind to be taught with is not the correct concept. TextToTextResult(text=\\'When we look at life, we look at life.\\') The need for knowledge is a requirement for survival. One cannot continue to survive one\\'s own mortality. In the modern world, we often work hard to suppress our own emotions and ignorance to achieve survival; however, this is only another aspect of the same thing. If knowledge alone is the goal, then ignorance will always make it impossible to create and maintain a healthy life. TextToTextResult(text=\\'Knowing this, my family and friends have been very kind to tell me what they‘ve seen over the years and what they have seen over the years.\\') To address my lack of knowledge about dying, a patient named Maggie received medical treatment at a time when physicians had found no effective treatment for her condition. The medical practitioners and researchers that took part in the experiment had taken upon themselves to attempt to define the concept. A professor from Harvard University came up with the first formal definition. He defined the term as an end-state towards which an individual or a complex system is moving. TextToTextResult(text=\\'Each of us has a concept about death that we experience each day.\\') By definition an \"act\" cannot be about somebody. The act in this case would not be an action. Based on the definition of an act, the act of suicide cannot imply anything or anyone. By its very definition, suicide is simply the absence of life. TextToTextResult(text=\"Therefore, while the death of a loved one may be defined as an \\'act\\' or an event, ultimately, this is not an important point because the concept of suicide does not exist.Suicide is the avoidance of the unavoidable by an individual.\")', 'The concept seems to have been based on a belief that there is a straight line between the past, the present and the future. With this is mind, we are tempted to think along the same lines when considering the life of a departed grandmother or of our student with poor grades. In each case, however, it is different.In this lifetime, one of the lessons I have learned is that the concept we have in mind to be taught with is not the correct concept. TextToTextResult(text=\\'When we look at life, we look at life.\\') The need for knowledge is a requirement for survival. One cannot continue to survive one\\'s own mortality. In the modern world, we often work hard to suppress our own emotions and ignorance to achieve survival; however, this is only another aspect of the same thing. If knowledge alone is the goal, then ignorance will always make it impossible to create and maintain a healthy life. TextToTextResult(text=\\'Knowing this, my family and friends have been very kind to tell me what they‘ve seen over the years and what they have seen over the years.\\') To address my lack of knowledge about dying, a patient named Maggie received medical treatment at a time when physicians had found no effective treatment for her condition. The medical practitioners and researchers that took part in the experiment had taken upon themselves to attempt to define the concept. A professor from Harvard University came up with the first formal definition. He defined the term as an end-state towards which an individual or a complex system is moving. TextToTextResult(text=\\'Each of us has a concept about death that we experience each day.\\') By definition an \"act\" cannot be about somebody. The act in this case would not be an action. Based on the definition of an act, the act of suicide cannot imply anything or anyone. By its very definition, suicide is simply the absence of life. TextToTextResult(text=\"Therefore, while the death of a loved one may be defined as an \\'act\\' or an event, ultimately, this is not an important point because the concept of suicide does not exist.Suicide is the avoidance of the unavoidable by an individual.\")  Nothing but the fact that if you don‘t stand up to your family, you may eventually be overwhelmed by the family to which you„¬\\\\ had to inevitably surrender yourself.So, in order for myself and my mother to go forward as one unified entity--hopefully in a positive and positive direction--I found myself once again in my grandparents‟ bedroom looking at what lay frozen in time on the ceiling. TextToTextResult(text=\\'There, directly above my feet, was a magnificent antique crystal chrysanthemum.\\')', 'The concept seems to have been based on a belief that there is a straight line between the past, the present and the future. With this is mind, we are tempted to think along the same lines when considering the life of a departed grandmother or of our student with poor grades. In each case, however, it is different.In this lifetime, one of the lessons I have learned is that the concept we have in mind to be taught with is not the correct concept. TextToTextResult(text=\\'When we look at life, we look at life.\\') The need for knowledge is a requirement for survival. One cannot continue to survive one\\'s own mortality. In the modern world, we often work hard to suppress our own emotions and ignorance to achieve survival; however, this is only another aspect of the same thing. If knowledge alone is the goal, then ignorance will always make it impossible to create and maintain a healthy life. TextToTextResult(text=\\'Knowing this, my family and friends have been very kind to tell me what they‘ve seen over the years and what they have seen over the years.\\') To address my lack of knowledge about dying, a patient named Maggie received medical treatment at a time when physicians had found no effective treatment for her condition. The medical practitioners and researchers that took part in the experiment had taken upon themselves to attempt to define the concept. A professor from Harvard University came up with the first formal definition. He defined the term as an end-state towards which an individual or a complex system is moving. TextToTextResult(text=\\'Each of us has a concept about death that we experience each day.\\') By definition an \"act\" cannot be about somebody. The act in this case would not be an action. Based on the definition of an act, the act of suicide cannot imply anything or anyone. By its very definition, suicide is simply the absence of life. TextToTextResult(text=\"Therefore, while the death of a loved one may be defined as an \\'act\\' or an event, ultimately, this is not an important point because the concept of suicide does not exist.Suicide is the avoidance of the unavoidable by an individual.\")  Nothing but the fact that if you don‘t stand up to your family, you may eventually be overwhelmed by the family to which you„¬\\\\ had to inevitably surrender yourself.So, in order for myself and my mother to go forward as one unified entity--hopefully in a positive and positive direction--I found myself once again in my grandparents‟ bedroom looking at what lay frozen in time on the ceiling. TextToTextResult(text=\\'There, directly above my feet, was a magnificent antique crystal chrysanthemum.\\') I was only eighteen when Grandmother passed away, so I did not attend her funeral. After my granddad came home from work and received the news of his grandmother‘s death, he began organizing funeral services. As a responsible adult, my grandparents had worked together to bring about the services, including setting up a burial plot and designing the place—the church, the grave, her favorite flower shop next to her house, all of it. TextToTextResult(text=\\'But they were forced to choose between not being forced to choose between not being forced to choose between not being forced to choose between not being forced to choose between not being forced to choose between not being forced to choose between not being forced to choose between not being forced to choose between not being forced to choose between not being forced to choose between not being forced to choose between not being forced to choose between not being forced to choose between not being forced to choose between not being forced to choose between not being\\')']\n",
      "\n",
      "Describe how your story ends. What happens at the end of your story? -How did this experience change your perspective?\n",
      "Your response here. Minimum 50 words.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "However, a simple walk on a hiking trail behind my house made me open my own eyes to the truth. Over the years, everything--even honoring my grandmother--had become second to school and grades. As my shoes humbly tapped against the Earth, the towering trees blackened by the forest fire a few years ago, the faintly colorful pebbles embedded in the sidewalk, and the wispy white clouds hanging in the sky reminded me of my small though nonetheless significant part in a larger whole that is humankind and this Earth. Before I could resolve my guilt, I had to broaden my perspective of the world as well as my responsibilities to my fellow humans.   \n",
      "Your resolution input : However, a simple walk on a hiking trail behind my house made me open my own eyes to the truth. Over the years, everything--even honoring my grandmother--had become second to school and grades. As my shoes humbly tapped against the Earth, the towering trees blackened by the forest fire a few years ago, the faintly colorful pebbles embedded in the sidewalk, and the wispy white clouds hanging in the sky reminded me of my small though nonetheless significant part in a larger whole that is humankind and this Earth. Before I could resolve my guilt, I had to broaden my perspective of the world as well as my responsibilities to my fellow humans.   \n",
      "\n",
      "Generated the resolution sentences : [\"The concept seems to have been based on a belief that there is a straight line between the past, the present and the future. With this is mind, we are tempted to think along the same lines when considering the life of a departed grandmother or of our student with poor grades. In each case, however, it is different.In this lifetime, one of the lessons I have learned is that the concept we have in mind to be taught with is not the correct concept. TextToTextResult(text='When we look at life, we look at life.')\", \"The concept seems to have been based on a belief that there is a straight line between the past, the present and the future. With this is mind, we are tempted to think along the same lines when considering the life of a departed grandmother or of our student with poor grades. In each case, however, it is different.In this lifetime, one of the lessons I have learned is that the concept we have in mind to be taught with is not the correct concept. TextToTextResult(text='When we look at life, we look at life.') The need for knowledge is a requirement for survival. One cannot continue to survive one's own mortality. In the modern world, we often work hard to suppress our own emotions and ignorance to achieve survival; however, this is only another aspect of the same thing. If knowledge alone is the goal, then ignorance will always make it impossible to create and maintain a healthy life. TextToTextResult(text='Knowing this, my family and friends have been very kind to tell me what they‘ve seen over the years and what they have seen over the years.')\", \"The concept seems to have been based on a belief that there is a straight line between the past, the present and the future. With this is mind, we are tempted to think along the same lines when considering the life of a departed grandmother or of our student with poor grades. In each case, however, it is different.In this lifetime, one of the lessons I have learned is that the concept we have in mind to be taught with is not the correct concept. TextToTextResult(text='When we look at life, we look at life.') The need for knowledge is a requirement for survival. One cannot continue to survive one's own mortality. In the modern world, we often work hard to suppress our own emotions and ignorance to achieve survival; however, this is only another aspect of the same thing. If knowledge alone is the goal, then ignorance will always make it impossible to create and maintain a healthy life. TextToTextResult(text='Knowing this, my family and friends have been very kind to tell me what they‘ve seen over the years and what they have seen over the years.') To address my lack of knowledge about dying, a patient named Maggie received medical treatment at a time when physicians had found no effective treatment for her condition. The medical practitioners and researchers that took part in the experiment had taken upon themselves to attempt to define the concept. A professor from Harvard University came up with the first formal definition. He defined the term as an end-state towards which an individual or a complex system is moving. TextToTextResult(text='Each of us has a concept about death that we experience each day.')\", 'The concept seems to have been based on a belief that there is a straight line between the past, the present and the future. With this is mind, we are tempted to think along the same lines when considering the life of a departed grandmother or of our student with poor grades. In each case, however, it is different.In this lifetime, one of the lessons I have learned is that the concept we have in mind to be taught with is not the correct concept. TextToTextResult(text=\\'When we look at life, we look at life.\\') The need for knowledge is a requirement for survival. One cannot continue to survive one\\'s own mortality. In the modern world, we often work hard to suppress our own emotions and ignorance to achieve survival; however, this is only another aspect of the same thing. If knowledge alone is the goal, then ignorance will always make it impossible to create and maintain a healthy life. TextToTextResult(text=\\'Knowing this, my family and friends have been very kind to tell me what they‘ve seen over the years and what they have seen over the years.\\') To address my lack of knowledge about dying, a patient named Maggie received medical treatment at a time when physicians had found no effective treatment for her condition. The medical practitioners and researchers that took part in the experiment had taken upon themselves to attempt to define the concept. A professor from Harvard University came up with the first formal definition. He defined the term as an end-state towards which an individual or a complex system is moving. TextToTextResult(text=\\'Each of us has a concept about death that we experience each day.\\') By definition an \"act\" cannot be about somebody. The act in this case would not be an action. Based on the definition of an act, the act of suicide cannot imply anything or anyone. By its very definition, suicide is simply the absence of life. TextToTextResult(text=\"Therefore, while the death of a loved one may be defined as an \\'act\\' or an event, ultimately, this is not an important point because the concept of suicide does not exist.Suicide is the avoidance of the unavoidable by an individual.\")', 'The concept seems to have been based on a belief that there is a straight line between the past, the present and the future. With this is mind, we are tempted to think along the same lines when considering the life of a departed grandmother or of our student with poor grades. In each case, however, it is different.In this lifetime, one of the lessons I have learned is that the concept we have in mind to be taught with is not the correct concept. TextToTextResult(text=\\'When we look at life, we look at life.\\') The need for knowledge is a requirement for survival. One cannot continue to survive one\\'s own mortality. In the modern world, we often work hard to suppress our own emotions and ignorance to achieve survival; however, this is only another aspect of the same thing. If knowledge alone is the goal, then ignorance will always make it impossible to create and maintain a healthy life. TextToTextResult(text=\\'Knowing this, my family and friends have been very kind to tell me what they‘ve seen over the years and what they have seen over the years.\\') To address my lack of knowledge about dying, a patient named Maggie received medical treatment at a time when physicians had found no effective treatment for her condition. The medical practitioners and researchers that took part in the experiment had taken upon themselves to attempt to define the concept. A professor from Harvard University came up with the first formal definition. He defined the term as an end-state towards which an individual or a complex system is moving. TextToTextResult(text=\\'Each of us has a concept about death that we experience each day.\\') By definition an \"act\" cannot be about somebody. The act in this case would not be an action. Based on the definition of an act, the act of suicide cannot imply anything or anyone. By its very definition, suicide is simply the absence of life. TextToTextResult(text=\"Therefore, while the death of a loved one may be defined as an \\'act\\' or an event, ultimately, this is not an important point because the concept of suicide does not exist.Suicide is the avoidance of the unavoidable by an individual.\")  Nothing but the fact that if you don‘t stand up to your family, you may eventually be overwhelmed by the family to which you„¬\\\\ had to inevitably surrender yourself.So, in order for myself and my mother to go forward as one unified entity--hopefully in a positive and positive direction--I found myself once again in my grandparents‟ bedroom looking at what lay frozen in time on the ceiling. TextToTextResult(text=\\'There, directly above my feet, was a magnificent antique crystal chrysanthemum.\\')', 'The concept seems to have been based on a belief that there is a straight line between the past, the present and the future. With this is mind, we are tempted to think along the same lines when considering the life of a departed grandmother or of our student with poor grades. In each case, however, it is different.In this lifetime, one of the lessons I have learned is that the concept we have in mind to be taught with is not the correct concept. TextToTextResult(text=\\'When we look at life, we look at life.\\') The need for knowledge is a requirement for survival. One cannot continue to survive one\\'s own mortality. In the modern world, we often work hard to suppress our own emotions and ignorance to achieve survival; however, this is only another aspect of the same thing. If knowledge alone is the goal, then ignorance will always make it impossible to create and maintain a healthy life. TextToTextResult(text=\\'Knowing this, my family and friends have been very kind to tell me what they‘ve seen over the years and what they have seen over the years.\\') To address my lack of knowledge about dying, a patient named Maggie received medical treatment at a time when physicians had found no effective treatment for her condition. The medical practitioners and researchers that took part in the experiment had taken upon themselves to attempt to define the concept. A professor from Harvard University came up with the first formal definition. He defined the term as an end-state towards which an individual or a complex system is moving. TextToTextResult(text=\\'Each of us has a concept about death that we experience each day.\\') By definition an \"act\" cannot be about somebody. The act in this case would not be an action. Based on the definition of an act, the act of suicide cannot imply anything or anyone. By its very definition, suicide is simply the absence of life. TextToTextResult(text=\"Therefore, while the death of a loved one may be defined as an \\'act\\' or an event, ultimately, this is not an important point because the concept of suicide does not exist.Suicide is the avoidance of the unavoidable by an individual.\")  Nothing but the fact that if you don‘t stand up to your family, you may eventually be overwhelmed by the family to which you„¬\\\\ had to inevitably surrender yourself.So, in order for myself and my mother to go forward as one unified entity--hopefully in a positive and positive direction--I found myself once again in my grandparents‟ bedroom looking at what lay frozen in time on the ceiling. TextToTextResult(text=\\'There, directly above my feet, was a magnificent antique crystal chrysanthemum.\\') I was only eighteen when Grandmother passed away, so I did not attend her funeral. After my granddad came home from work and received the news of his grandmother‘s death, he began organizing funeral services. As a responsible adult, my grandparents had worked together to bring about the services, including setting up a burial plot and designing the place—the church, the grave, her favorite flower shop next to her house, all of it. TextToTextResult(text=\\'But they were forced to choose between not being forced to choose between not being forced to choose between not being forced to choose between not being forced to choose between not being forced to choose between not being forced to choose between not being forced to choose between not being forced to choose between not being forced to choose between not being forced to choose between not being forced to choose between not being forced to choose between not being forced to choose between not being forced to choose between not being forced to choose between not being\\')']\n",
      "\n",
      "User input resolution sentence : However, a simple walk on a hiking trail behind my house made me open my own eyes to the truth. Over the years, everything--even honoring my grandmother--had become second to school and grades. As my shoes humbly tapped against the Earth, the towering trees blackened by the forest fire a few years ago, the faintly colorful pebbles embedded in the sidewalk, and the wispy white clouds hanging in the sky reminded me of my small though nonetheless significant part in a larger whole that is humankind and this Earth. Before I could resolve my guilt, I had to broaden my perspective of the world as well as my responsibilities to my fellow humans.   \n",
      "\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/kimkwangil/opt/anaconda3/envs/py37NLP/lib/python3.7/site-packages/sklearn/utils/deprecation.py:87: FutureWarning: Function get_feature_names is deprecated; get_feature_names is deprecated in 1.0 and will be removed in 1.2. Please use get_feature_names_out instead.\n",
      "  warnings.warn(msg, category=FutureWarning)\n",
      "Batches: 100%|██████████| 1/1 [00:00<00:00,  1.63it/s]\n",
      "Batches: 100%|██████████| 9/9 [00:01<00:00,  7.17it/s]\n"
     ]
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    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "intro :  ('They covered the precious mahogany coffin with a brown amalgam of rocks, decomposed organisms, and weeds. It was my turn to take the shovel, but I felt too ashamed to dutifully send her off when I had not properly said goodbye. I refused to throw dirt on her. I refused to let go of my grandmother, to accept a death I had not seen coming, to believe that an illness could not only interrupt, but steal a beloved life.', 'concept')\n",
      "risingAction : When my parents finally revealed to me that my grandmother had been battling liver cancer, I was twelve and I was angry--mostly with myself. They had wanted to protect me--only six years old at the time--from the complex and morose concept of death. However, when the end inevitably arrived, I wasn’t trying to comprehend what dying was; I was trying to understand how I had been able to abandon my sick grandmother in favor of playing with friends and watching TV. Hurt that my parents had deceived me and resentful of my own oblivion, I committed myself to preventing such blindness from resurfacing.\n",
      "climax : I became desperately devoted to my education because I saw knowledge as the key to freeing myself from the chains of ignorance. While learning about cancer in school I promised myself that I would memorize every fact and absorb every detail in textbooks and online medical journals. And as I began to consider my future, I realized that what I learned in school would allow me to silence that which had silenced my grandmother. However, I was focused not with learning itself, but with good grades and high test scores. I started to believe that academic perfection would be the only way to redeem myself in her eyes--to make up for what I had not done as a granddaughter.  \n",
      "resolution : However, a simple walk on a hiking trail behind my house made me open my own eyes to the truth. Over the years, everything--even honoring my grandmother--had become second to school and grades. As my shoes humbly tapped against the Earth, the towering trees blackened by the forest fire a few years ago, the faintly colorful pebbles embedded in the sidewalk, and the wispy white clouds hanging in the sky reminded me of my small though nonetheless significant part in a larger whole that is humankind and this Earth. Before I could resolve my guilt, I had to broaden my perspective of the world as well as my responsibilities to my fellow humans.   \n",
      "------------------------->error: You have to specify either decoder_input_ids or decoder_inputs_embeds\n",
      "Exception_--------> max() arg is an empty sequence\n",
      " ======+++++++======= \n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "{'ViewYourStory': 'c',\n",
       " 'YouChoseToWriteAbout': 'n',\n",
       " 'KeyTopics': ['mortality', 'past', 'text', 'comprehend', 'learning'],\n",
       " 'KeyEmotions': [('joy', 0),\n",
       "  ('anger', 0),\n",
       "  ('sadness', 0),\n",
       "  ('surprise', 0),\n",
       "  ('fear', 0),\n",
       "  ('neutral', 0)],\n",
       " 'Intro': 'They covered the precious mahogany coffin with a brown amalgam of rocks, decomposed organisms and weeds. I was unable to take the shovel, but I felt too ashamed to send her off, but I didn\\'t say goodbye. I refused to throw dirt on him. I refused to let go of my grandmother, to accept that death that I hadn\\'t seen coming, to believe that an illness can not only interrupt, but steal a beloved life. \", \"concept\"\"',\n",
       " 'RisingAction': \"When my parents finally revealed to me my grandmother had liver cancer, I was twelve and I was angry - most of all. They wanted to protect me from the complex and morose concept of death. Even when the end inevitably came, I wasn't trying to comprehend what was dying; I tried to understand how I could abandon my sick grandmother and play with friends and watch TV. Hurry that my parents lied to me and resent me for my own oblivion. I committed to preventing such blindness from resurfacing.\",\n",
       " 'Climax': \"I was desperately devoted to my education because I saw knowledge as the key to escaping the chains of ignorance. While I was learning about cancer in school, I promised myself I'd memorize everything and absorb every detail in textbooks and online medical journals. And as I began to think about my future, I realized that what I learned in school would allow me to silence the one who had silenced my grandmother. Despite my focus on learning itself, I got a good score and a good score. I started to think that the perfection of academics would be the only way to redeem myself in her eyes. She would make up for what I had not done as a granddaughter.\",\n",
       " 'Resolution': 'Having taken a walk on the trail behind my house made me open my eyes to the truth. Over the years, everything - even honoring my grandmother - became second to school and grades. The towering trees blackened by the fire, the dark pebbles on the sidewalk and the dark white clouds hung in the sky reminded me of my small but significant part in a larger whole, humankind and this Earth. Before I could decide my guilt, I had to expand my perspective on the world and my responsibilities to my fellow people.'}"
      ]
     },
     "execution_count": 38,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Run()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "0276cac7",
   "metadata": {},
   "outputs": [],
   "source": []
  }
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