main_agent.ipynb

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  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "# import os\n",
    "# os.environ[\"CUDA_DEVICE_ORDER\"] = \"PCI_BUS_ID\"\n",
    "# os.environ[\"CUDA_VISIBLE_DEVICES\"] = \"2\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "from server.model import load_model_main\n",
    "\n",
    "import numpy as np\n",
    "import torch\n",
    "import guidance\n",
    "from datetime import datetime\n",
    "from langchain.embeddings import HuggingFaceEmbeddings\n",
    "from server.generativeAgent import GenerativeAgent"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Load model"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Load embedding model"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "embeddings_model = HuggingFaceEmbeddings(model_name=\"all-MiniLM-L6-v2\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Load local LLM\n",
    "### Please change these PATH"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Loading model ...\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/quang/miniconda3/envs/gptq/lib/python3.10/site-packages/safetensors/torch.py:99: UserWarning: TypedStorage is deprecated. It will be removed in the future and UntypedStorage will be the only storage class. This should only matter to you if you are using storages directly.  To access UntypedStorage directly, use tensor.untyped_storage() instead of tensor.storage()\n",
      "  with safe_open(filename, framework=\"pt\", device=device) as f:\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Done.\n"
     ]
    }
   ],
   "source": [
    "# MODEL_PATH = '/home/quang/working/LLMs/oobabooga_linux/text-generation-webui/models/TheBloke_wizard-mega-13B-GPTQ'\n",
    "# CHECKPOINT_PATH = '/home/quang/working/LLMs/oobabooga_linux/text-generation-webui/models/TheBloke_wizard-mega-13B-GPTQ/wizard-mega-13B-GPTQ-4bit-128g.no-act.order.safetensors'\n",
    "\n",
    "MODEL_PATH = '/home/quang/working/LLMs/temp/text-generation-webui/models/TheBloke_wizard-mega-13B-GPTQ'\n",
    "CHECKPOINT_PATH = '/home/quang/working/LLMs/temp/text-generation-webui/models/TheBloke_wizard-mega-13B-GPTQ/wizard-mega-13B-GPTQ-4bit-128g.no-act.order.safetensors'\n",
    "\n",
    "# MODEL_PATH = '/home/quang/working/LLMs/oobabooga_linux/text-generation-webui/models/TheBloke_Wizard-Vicuna-7B-Uncensored-GPTQ'\n",
    "# CHECKPOINT_PATH = '/home/quang/working/LLMs/oobabooga_linux/text-generation-webui/models/TheBloke_Wizard-Vicuna-7B-Uncensored-GPTQ/Wizard-Vicuna-7B-Uncensored-GPTQ-4bit-128g.no-act-order.safetensors'\n",
    "\n",
    "DEVICE = torch.device('cuda:0')\n",
    "model, tokenizer = load_model_main(MODEL_PATH, CHECKPOINT_PATH, DEVICE)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "llama = guidance.llms.Transformers(model=model, tokenizer=tokenizer, device=DEVICE)\n",
    "guidance.llm = llama"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Stat agent"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "# sam.silent = False\n",
    "## Control the time so we can fast-forward\n",
    "now = datetime.now()\n",
    "new_time = now.replace(hour=7, minute=25)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
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       "<div id=\"guidance-stop-button-d2d37ce1-7826-4cdc-80c2-990b216cb73c\" style=\"cursor: pointer; margin: 0px; display: none; float: right; padding: 3px; border-radius: 4px 4px 4px 4px; border: 0px solid rgba(127, 127, 127, 1); padding-left: 10px; padding-right: 10px; font-size: 13px; background-color: rgba(127, 127, 127, 0.25);\">Stop program</div><div id=\"guidance-content-d2d37ce1-7826-4cdc-80c2-990b216cb73c\"><pre style='margin: 0px; padding: 0px; padding-left: 8px; margin-left: -8px; border-radius: 0px; border-left: 1px solid rgba(127, 127, 127, 0.2); white-space: pre-wrap; font-family: ColfaxAI, Arial; font-size: 15px; line-height: 23px;'>### Instruction:\n",
       "On the scale of 1 to 10, where 1 is purely mundane (e.g., brushing teeth, making bed) and 10 is extremely poignant (e.g., a break up, college acceptance), rate the likely poignancy of the following piece of memory. Respond with a single integer.\n",
       "\n",
       "### Input:\n",
       "Memory: <span style='background-color: rgba(0, 138.56128016, 250.76166089, 0.25); display: inline;' title='{{mem}}'>Sam has a dog, named Max</span>\n",
       "\n",
       "### Response:\n",
       "Rating: <span style='background-color: rgba(0, 165, 0, 0.25); opacity: 1.0; display: inline;' title='{{gen &#x27;rate&#x27; pattern=&#x27;[0-9]+&#x27; stop=&#x27;\n",
       "&#x27;}}'>1</span></pre></div>\n",
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   "source": [
    "description = \"Sam is a Ph.D student, his major is CS;Sam likes computer;Sam lives with his friend, Bob;Sam's farther is a doctor;Sam has a dog, named Max\"\n",
    "sam = GenerativeAgent(guidance=guidance, \n",
    "                      name='Sam',\n",
    "                      age=23, \n",
    "                      des=description, \n",
    "                      trails='funny, like football, play CSGO', \n",
    "                      embeddings_model=embeddings_model,\n",
    "                      current_time=new_time)"
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   "cell_type": "markdown",
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   "source": [
    "### Add some memories"
   ]
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   "execution_count": 8,
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   "outputs": [],
   "source": [
    "sam_observations = [\n",
    "    \"Sam wake up in the morning\",\n",
    "    \"Sam feels tired because of playing games\",\n",
    "    \"Sam has a assignment of AI course\",\n",
    "    \"Sam see Max is sick\",\n",
    "    \"Bob say hello to Sam\",\n",
    "    \"Bob leave the room\",\n",
    "    \"Sam say goodbye to Bob\",\n",
    "]"
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       "<div id=\"guidance-stop-button-5f036e13-a174-48cc-9cea-55bdb6686629\" style=\"cursor: pointer; margin: 0px; display: none; float: right; padding: 3px; border-radius: 4px 4px 4px 4px; border: 0px solid rgba(127, 127, 127, 1); padding-left: 10px; padding-right: 10px; font-size: 13px; background-color: rgba(127, 127, 127, 0.25);\">Stop program</div><div id=\"guidance-content-5f036e13-a174-48cc-9cea-55bdb6686629\"><pre style='margin: 0px; padding: 0px; padding-left: 8px; margin-left: -8px; border-radius: 0px; border-left: 1px solid rgba(127, 127, 127, 0.2); white-space: pre-wrap; font-family: ColfaxAI, Arial; font-size: 15px; line-height: 23px;'>### Instruction:\n",
       "On the scale of 1 to 10, where 1 is purely mundane (e.g., brushing teeth, making bed) and 10 is extremely poignant (e.g., a break up, college acceptance), rate the likely poignancy of the following piece of memory. Respond with a single integer.\n",
       "\n",
       "### Input:\n",
       "Memory: <span style='background-color: rgba(0, 138.56128016, 250.76166089, 0.25); display: inline;' title='{{mem}}'>Sam say goodbye to Bob</span>\n",
       "\n",
       "### Response:\n",
       "Rating: <span style='background-color: rgba(0, 165, 0, 0.25); opacity: 1.0; display: inline;' title='{{gen &#x27;rate&#x27; pattern=&#x27;[0-9]+&#x27; stop=&#x27;\n",
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   "source": [
    "sam.add_memories(sam_observations)"
   ]
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   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Summary of Sam"
   ]
  },
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   "cell_type": "code",
   "execution_count": 10,
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      "text/html": [
       "<div id=\"guidance-stop-button-0c8ff227-ac14-4c1a-b8ee-4642cf114dfe\" style=\"cursor: pointer; margin: 0px; display: none; float: right; padding: 3px; border-radius: 4px 4px 4px 4px; border: 0px solid rgba(127, 127, 127, 1); padding-left: 10px; padding-right: 10px; font-size: 13px; background-color: rgba(127, 127, 127, 0.25);\">Stop program</div><div id=\"guidance-content-0c8ff227-ac14-4c1a-b8ee-4642cf114dfe\"><pre style='margin: 0px; padding: 0px; padding-left: 8px; margin-left: -8px; border-radius: 0px; border-left: 1px solid rgba(127, 127, 127, 0.2); white-space: pre-wrap; font-family: ColfaxAI, Arial; font-size: 15px; line-height: 23px;'>### Instruction:\n",
       "<span style='background-color: rgba(0, 138.56128016, 250.76166089, 0.25); display: inline;' title='{{statements}}'>- Sam is a Ph.D student, his major is CS\n",
       "- Sam feels tired because of playing games\n",
       "- Sam wake up in the morning\n",
       "- Sam likes computer\n",
       "- Sam has a assignment of AI course\n",
       "- Sam&#x27;s farther is a doctor\n",
       "- Sam lives with his friend, Bob\n",
       "- Sam see Max is sick\n",
       "- Sam say goodbye to Bob\n",
       "- Sam has a dog, named Max</span>\n",
       "\n",
       "### Input:\n",
       "How would one describe <span style='background-color: rgba(0, 138.56128016, 250.76166089, 0.25); display: inline;' title='{{name}}'>Sam</span>’s feeling about his recent progress in life given the following statements?\n",
       "\n",
       "### Response:\n",
       "Based on the given statements, <span style='background-color: rgba(0, 165, 0, 0.25); opacity: 1.0; display: inline;' title='{{gen &#x27;res&#x27; top_k=30 top_p=0.18 repetition_penalty=1.15 temperature=1.99 stop=&#x27;\n",
       "&#x27;}}'>it can be inferred that Sam is satisfied and content with his recent progress in life as he stated &quot;I feel like I am making some real progress&quot;.</span></pre></div>\n",
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   "source": [
    "summary = sam.get_summary(force_refresh=True)"
   ]
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   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
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     "name": "stdout",
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     "text": [
      "Name: Sam (age: 23)\n",
      "Trails: funny, like football, play CSGO\n",
      "Summary: we can infer that Sam is a Ph.D student who enjoys computers and gaming. He also has a dog named Max and lives with his friend Bob. Additionally, he has a passion for artificial intelligence and may be studying it as part of his academic pursuits. Finally, he is likely a responsible individual who cares about his pet's wellbeing and turns to his father for medical advice when needed.. it can be inferred that Sam is currently pursuing a Ph.D degree in Computer Science and is taking an AI course as part of his curriculum. Additionally, he is living with his friend Bob and owns a dog named Max who is currently unwell. It is also mentioned that Sam enjoys spending time on computers but may feel fatigued due to excessive gaming. Finally, there is no mention of any other occupational or professional details about Sam.. it can be inferred that Sam is satisfied and content with his recent progress in life as he stated \"I feel like I am making some real progress\".\n"
     ]
    }
   ],
   "source": [
    "print(summary)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Let's update Sam's status"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "new_time = now.replace(hour=18, minute=15)\n",
    "sam.set_current_time(new_time)"
   ]
  },
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   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
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       "<div id=\"guidance-stop-button-7f69d65b-0af2-4e95-ac79-1c108d5d2f50\" style=\"cursor: pointer; margin: 0px; display: none; float: right; padding: 3px; border-radius: 4px 4px 4px 4px; border: 0px solid rgba(127, 127, 127, 1); padding-left: 10px; padding-right: 10px; font-size: 13px; background-color: rgba(127, 127, 127, 0.25);\">Stop program</div><div id=\"guidance-content-7f69d65b-0af2-4e95-ac79-1c108d5d2f50\"><pre style='margin: 0px; padding: 0px; padding-left: 8px; margin-left: -8px; border-radius: 0px; border-left: 1px solid rgba(127, 127, 127, 0.2); white-space: pre-wrap; font-family: ColfaxAI, Arial; font-size: 15px; line-height: 23px;'>### Instruction:\n",
       "\n",
       "Example for plan:\n",
       "Here is <span style='background-color: rgba(0, 138.56128016, 250.76166089, 0.25); display: inline;' title='{{name}}'>Sam</span>&#x27;s plan from now at 7:14:\n",
       "[From 7:14 to 7:45]: Wake up and complete the morining routine\n",
       "[From 7:45 to 8:35]: Eat breakfirst\n",
       "[From 8:35 to 17:10]: Go to school and study\n",
       "[From 17:10 to 22:30]: Play CSGO\n",
       "[From 22:30 to 7:30]: Go to sleep\n",
       "\n",
       "### Input:\n",
       "Today is <span style='background-color: rgba(0, 138.56128016, 250.76166089, 0.25); display: inline;' title='{{current_time}}'>Wednesday July 19, 2023, 18:15</span>. Please make a plan today for <span style='background-color: rgba(0, 138.56128016, 250.76166089, 0.25); display: inline;' title='{{name}}'>Sam</span> in broad strokes. Given the summary:\n",
       "<span style='background-color: rgba(0, 138.56128016, 250.76166089, 0.25); display: inline;' title='{{summary}}'>Name: Sam (age: 23)\n",
       "Trails: funny, like football, play CSGO\n",
       "Summary: we can infer that Sam is a Ph.D student who enjoys computers and gaming. He also has a dog named Max and lives with his friend Bob. Additionally, he has a passion for artificial intelligence and may be studying it as part of his academic pursuits. Finally, he is likely a responsible individual who cares about his pet&#x27;s wellbeing and turns to his father for medical advice when needed.. it can be inferred that Sam is currently pursuing a Ph.D degree in Computer Science and is taking an AI course as part of his curriculum. Additionally, he is living with his friend Bob and owns a dog named Max who is currently unwell. It is also mentioned that Sam enjoys spending time on computers but may feel fatigued due to excessive gaming. Finally, there is no mention of any other occupational or professional details about Sam.. it can be inferred that Sam is satisfied and content with his recent progress in life as he stated &quot;I feel like I am making some real progress&quot;.</span>\n",
       "\n",
       "### Response:\n",
       "Here is <span style='background-color: rgba(0, 138.56128016, 250.76166089, 0.25); display: inline;' title='{{name}}'>Sam</span>&#x27;s plan from now at <span style='background-color: rgba(0, 138.56128016, 250.76166089, 0.25); display: inline;' title='{{current_time}}'>Wednesday July 19, 2023, 18:15</span>:\n",
       "[From <span style='background-color: rgba(0, 138.56128016, 250.76166089, 0.25); display: inline;' title='{{now}}'>18:15</span> to <span style='background-color: rgba(0, 165, 0, 0.25); opacity: 1.0; display: inline;' title='{{gen &#x27;to&#x27; pattern=&#x27;[0-9]+:[0-9][0-9]&#x27; stop=&#x27;]&#x27;}}'>18:45</span>]: <span style='background-color: rgba(0, 165, 0, 0.25); opacity: 1.0; display: inline;' title='{{gen &#x27;task&#x27; top_k=30 top_p=0.18 repetition_penalty=1.15 temperature=1.99 stop=&#x27;\n",
       "&#x27;}}'>Finish work on computer science project</span>\n",
       "<span style='opacity: 1.0; display: inline; background-color: rgba(165, 165, 165, 0.1);' title='{{#geneach &#x27;items&#x27; num_iterations=3}}[From {{gen &#x27;this.from&#x27; pattern=&#x27;[0-9]+:[0-9][0-9]&#x27; stop=&#x27; &#x27;}} to {{gen &#x27;this.to&#x27; pattern=&#x27;[0-9]+:[0-9][0-9]&#x27; stop=&#x27;]&#x27;}}]: {{gen &#x27;this.task&#x27; top_k=30 top_p=0.18 repetition_penalty=1.15 temperature=1.99 stop=&#x27;\n",
       "&#x27;}}\n",
       "{{/geneach}}'>[From <span style='background-color: rgba(0, 165, 0, 0.25); opacity: 1.0; display: inline;' title='{{gen &#x27;this.from&#x27; pattern=&#x27;[0-9]+:[0-9][0-9]&#x27; stop=&#x27; &#x27;}}'>18:45</span> to <span style='background-color: rgba(0, 165, 0, 0.25); opacity: 1.0; display: inline;' title='{{gen &#x27;this.to&#x27; pattern=&#x27;[0-9]+:[0-9][0-9]&#x27; stop=&#x27;]&#x27;}}'>19:00</span>]: <span style='background-color: rgba(0, 165, 0, 0.25); opacity: 1.0; display: inline;' title='{{gen &#x27;this.task&#x27; top_k=30 top_p=0.18 repetition_penalty=1.15 temperature=1.99 stop=&#x27;\n",
       "&#x27;}}'>Take a short break</span>\n",
       "[From <span style='background-color: rgba(0, 165, 0, 0.25); opacity: 1.0; display: inline;' title='{{gen &#x27;this.from&#x27; pattern=&#x27;[0-9]+:[0-9][0-9]&#x27; stop=&#x27; &#x27;}}'>19:00</span> to <span style='background-color: rgba(0, 165, 0, 0.25); opacity: 1.0; display: inline;' title='{{gen &#x27;this.to&#x27; pattern=&#x27;[0-9]+:[0-9][0-9]&#x27; stop=&#x27;]&#x27;}}'>19:30</span>]: <span style='background-color: rgba(0, 165, 0, 0.25); opacity: 1.0; display: inline;' title='{{gen &#x27;this.task&#x27; top_k=30 top_p=0.18 repetition_penalty=1.15 temperature=1.99 stop=&#x27;\n",
       "&#x27;}}'>Spend time with Max, take him out for a walk</span>\n",
       "[From <span style='background-color: rgba(0, 165, 0, 0.25); opacity: 1.0; display: inline;' title='{{gen &#x27;this.from&#x27; pattern=&#x27;[0-9]+:[0-9][0-9]&#x27; stop=&#x27; &#x27;}}'>19:30</span> to <span style='background-color: rgba(0, 165, 0, 0.25); opacity: 1.0; display: inline;' title='{{gen &#x27;this.to&#x27; pattern=&#x27;[0-9]+:[0-9][0-9]&#x27; stop=&#x27;]&#x27;}}'>20:00</span>]: <span style='background-color: rgba(0, 165, 0, 0.25); opacity: 1.0; display: inline;' title='{{gen &#x27;this.task&#x27; top_k=30 top_p=0.18 repetition_penalty=1.15 temperature=1.99 stop=&#x27;\n",
       "&#x27;}}'>Have dinner with Bob</span>\n",
       "</span></pre></div>\n",
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   "source": [
    "status = sam.update_status()"
   ]
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     "text": [
      "{'from': datetime.datetime(2023, 7, 19, 18, 15, 57, 210879), 'to': datetime.datetime(2023, 7, 19, 18, 45, 57, 210879), 'task': 'Finish work on computer science project'}\n"
     ]
    }
   ],
   "source": [
    "print(status)"
   ]
  },
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   "cell_type": "markdown",
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   "source": [
    "### Add an observation, let's see how Sam react"
   ]
  },
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     "data": {
      "text/html": [
       "<div id=\"guidance-stop-button-413a807d-acb3-4ee6-96db-fef244c7eecc\" style=\"cursor: pointer; margin: 0px; display: none; float: right; padding: 3px; border-radius: 4px 4px 4px 4px; border: 0px solid rgba(127, 127, 127, 1); padding-left: 10px; padding-right: 10px; font-size: 13px; background-color: rgba(127, 127, 127, 0.25);\">Stop program</div><div id=\"guidance-content-413a807d-acb3-4ee6-96db-fef244c7eecc\"><pre style='margin: 0px; padding: 0px; padding-left: 8px; margin-left: -8px; border-radius: 0px; border-left: 1px solid rgba(127, 127, 127, 0.2); white-space: pre-wrap; font-family: ColfaxAI, Arial; font-size: 15px; line-height: 23px;'>### Instruction:\n",
       "\n",
       "Example for plan for Tim:\n",
       "It is Friday June 09, 2023, 20:07 now\n",
       "Tim&#x27;s status: Tim is at home \n",
       "Observation: Tim&#x27; mom is sick\n",
       "Tim&#x27;s reaction: Tim should check his mother is okay or not, give her some medicine if needed.\n",
       "Here is Tim&#x27;s plan from now at 20:07:\n",
       "[From 20:07 to 20:45]: Check Tim&#x27;s mother is okay or not, find some medicine\n",
       "[From 20:45 to 22:30]: Make some food\n",
       "[From 22:30 to 7:30]: Go to sleep\n",
       "\n",
       "### Input:\n",
       "<span style='background-color: rgba(0, 138.56128016, 250.76166089, 0.25); display: inline;' title='{{summary}}'>Name: Sam (age: 23)\n",
       "Summary: Sam can be described as a Ph.D student with a major in Computer Science, who enjoys playing games and has a dog named Max. He is also a student of AI course and lives with his friend Bob. Additionally, Sam&#x27;s father is a doctor and Sam himself feels tired due to playing games.. Sam is a Ph.D student majoring in Computer Science. He has an assignment for his AI course and lives with his friend Bob. Sam also has a dog named Max and feels tired due to playing games. However, there is no information about Sam&#x27;s current daily occupation.. it is difficult to determine Sam&#x27;s feeling about his recent progress in life. However, if we assume that Sam is feeling tired because of playing games, it could be interpreted as a sign that he is not making enough progress in his studies. On the other hand, if Sam is a Ph.D student majoring in CS, it could be assumed that he is making progress in his studies. Therefore, it is difficult to determine Sam&#x27;s feeling about his recent progress in life based on the given statements.</span>\n",
       "\n",
       "It is <span style='background-color: rgba(0, 138.56128016, 250.76166089, 0.25); display: inline;' title='{{current_time}}'>Thursday June 08, 2023, 18:15</span> now. Please make a plan from now for <span style='background-color: rgba(0, 138.56128016, 250.76166089, 0.25); display: inline;' title='{{name}}'>Sam</span> in broad strokes given his/her reaction.\n",
       "\n",
       "It is <span style='background-color: rgba(0, 138.56128016, 250.76166089, 0.25); display: inline;' title='{{current_time}}'>Thursday June 08, 2023, 18:15</span> now.\n",
       "<span style='background-color: rgba(0, 138.56128016, 250.76166089, 0.25); display: inline;' title='{{name}}'>Sam</span>&#x27;s status: <span style='background-color: rgba(0, 138.56128016, 250.76166089, 0.25); display: inline;' title='{{status}}'>Finish dinner and clean dishes</span>\n",
       "Observation: <span style='background-color: rgba(0, 138.56128016, 250.76166089, 0.25); display: inline;' title='{{observation}}'>The dog bowl is empty</span>\n",
       "<span style='background-color: rgba(0, 138.56128016, 250.76166089, 0.25); display: inline;' title='{{name}}'>Sam</span>&#x27;s reaction: <span style='background-color: rgba(0, 138.56128016, 250.76166089, 0.25); display: inline;' title='{{reaction}}'>Sam should feel concerned or worried about Max being sick. He may ask himself questions like &quot;What happened to Max?&quot; or &quot;Is Max okay?&quot; and try to find ways to help Max get better.</span>\n",
       "\n",
       "### Response:\n",
       "Here is <span style='background-color: rgba(0, 138.56128016, 250.76166089, 0.25); display: inline;' title='{{name}}'>Sam</span>&#x27;s plan from now at <span style='background-color: rgba(0, 138.56128016, 250.76166089, 0.25); display: inline;' title='{{current_time}}'>Thursday June 08, 2023, 18:15</span>:\n",
       "[From <span style='background-color: rgba(0, 138.56128016, 250.76166089, 0.25); display: inline;' title='{{now}}'>18:15</span> to <span style='background-color: rgba(0, 165, 0, 0.25); opacity: 1.0; display: inline;' title='{{gen &#x27;to&#x27; pattern=&#x27;[0-9]+:[0-9][0-9]&#x27; stop=&#x27; ]&#x27;}}'>18:30</span>]: <span style='background-color: rgba(0, 165, 0, 0.25); opacity: 1.0; display: inline;' title='{{gen &#x27;task&#x27; top_k=30 top_p=0.18 repetition_penalty=1.15 temperature=1.99 stop=&#x27;\\n&#x27;}}'>Feel concerned or worried about Max being sick, ask yourself questions like &quot;What happened to Max?&quot;, &quot;Is Max okay?&quot;</span>\n",
       "<span style='opacity: 1.0; display: inline; background-color: rgba(165, 165, 165, 0.1);' title='{{#geneach &#x27;items&#x27; num_iterations=3}}[From {{gen &#x27;this.from&#x27; pattern=&#x27;[0-9]+:[0-9][0-9]&#x27; stop=&#x27; &#x27;}} to {{gen &#x27;this.to&#x27; pattern=&#x27;[0-9]+:[0-9][0-9]&#x27; stop=&#x27; ]&#x27;}}]: {{gen &#x27;this.task&#x27; top_k=30 top_p=0.18 repetition_penalty=1.15 temperature=1.99 stop=&#x27;\\n&#x27;}}\n",
       "{{/geneach}}'>[From <span style='background-color: rgba(0, 165, 0, 0.25); opacity: 1.0; display: inline;' title='{{gen &#x27;this.from&#x27; pattern=&#x27;[0-9]+:[0-9][0-9]&#x27; stop=&#x27; &#x27;}}'>18:30</span> to <span style='background-color: rgba(0, 165, 0, 0.25); opacity: 1.0; display: inline;' title='{{gen &#x27;this.to&#x27; pattern=&#x27;[0-9]+:[0-9][0-9]&#x27; stop=&#x27; ]&#x27;}}'>18:45</span>]: <span style='background-color: rgba(0, 165, 0, 0.25); opacity: 1.0; display: inline;' title='{{gen &#x27;this.task&#x27; top_k=30 top_p=0.18 repetition_penalty=1.15 temperature=1.99 stop=&#x27;\\n&#x27;}}'>Look for ways to help Max get better, such as giving him some water or checking his temperature</span>\n",
       "[From <span style='background-color: rgba(0, 165, 0, 0.25); opacity: 1.0; display: inline;' title='{{gen &#x27;this.from&#x27; pattern=&#x27;[0-9]+:[0-9][0-9]&#x27; stop=&#x27; &#x27;}}'>18:45</span> to <span style='background-color: rgba(0, 165, 0, 0.25); opacity: 1.0; display: inline;' title='{{gen &#x27;this.to&#x27; pattern=&#x27;[0-9]+:[0-9][0-9]&#x27; stop=&#x27; ]&#x27;}}'>19:00</span>]: <span style='background-color: rgba(0, 165, 0, 0.25); opacity: 1.0; display: inline;' title='{{gen &#x27;this.task&#x27; top_k=30 top_p=0.18 repetition_penalty=1.15 temperature=1.99 stop=&#x27;\\n&#x27;}}'>Take care of Max by giving him attention and providing any necessary medical treatment</span>\n",
       "[From <span style='background-color: rgba(0, 165, 0, 0.25); opacity: 1.0; display: inline;' title='{{gen &#x27;this.from&#x27; pattern=&#x27;[0-9]+:[0-9][0-9]&#x27; stop=&#x27; &#x27;}}'>19:00</span> to <span style='background-color: rgba(0, 165, 0, 0.25); opacity: 1.0; display: inline;' title='{{gen &#x27;this.to&#x27; pattern=&#x27;[0-9]+:[0-9][0-9]&#x27; stop=&#x27; ]&#x27;}}'>19:30</span>]: <span style='background-color: rgba(0, 165, 0, 0.25); opacity: 1.0; display: inline;' title='{{gen &#x27;this.task&#x27; top_k=30 top_p=0.18 repetition_penalty=1.15 temperature=1.99 stop=&#x27;\\n&#x27;}}'>Play with Max and engage in activities together</span>\n",
       "</span></pre></div>\n",
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So we can't send the message.\")}_register(t,e){this.jcomm=t,this.jcomm.on_msg(this._fire_callback)}_fire_callback(t){this.callback(t.content.data)}}class d{constructor(t,n){e(this),this.id=t,this.comm=new s(t),this.comm.subscribe(\"append\",this.appendData),this.comm.subscribe(\"replace\",this.replaceData),this.comm.subscribe(\"event\",this.eventOccurred),this.element=document.getElementById(\"guidance-content-\"+t),this.stop_button=document.getElementById(\"guidance-stop-button-\"+t),this.stop_button.onclick=()=>this.comm.send(\"event\",\"stop\")}appendData(t){t&&(this.stop_button.style.display=\"inline-block\",this.element.innerHTML+=t)}replaceData(t){t&&(this.stop_button.style.display=\"inline-block\",this.element.innerHTML=t)}eventOccurred(t){\"complete\"===t&&(this.stop_button.style.display=\"none\")}}window._guidanceDisplay=function(t,e){return new d(t,e)}})()})();; window._guidanceDisplay(\"413a807d-acb3-4ee6-96db-fef244c7eecc\");</script>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "bool_react, reaction, context = sam.react(observation='The dog bowl is empty', \n",
    "                                          observed_entity='Dog bowl', \n",
    "                                          entity_status='The dog bowl is empty')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Yes\n",
      "Reaction: Sam should feel concerned or worried about Max being sick. He may ask himself questions like \"What happened to Max?\" or \"Is Max okay?\" and try to find ways to help Max get better.\n",
      "Context: Sam is a Ph.D student in computer science, and he has a dog named Max. Sam's father is a doctor. Sam has a friend named Bob who lives with him. Sam has an assignment for an AI course. Sam wakes up in the morning and sees that the dog bowl is empty. Sam says goodbye to Bob. Sam sees that Max is sick. Sam has a computer that he likes. Bob says hello to Sam.\n"
     ]
    }
   ],
   "source": [
    "print(f\"{bool_react}\\nReaction: {reaction}\\nContext: {context}\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Add a new agent, Bob - Sam's roomate"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div id=\"guidance-stop-button-4768936e-a8e9-445f-a561-f5a94a613e6e\" style=\"cursor: pointer; margin: 0px; display: none; float: right; padding: 3px; border-radius: 4px 4px 4px 4px; border: 0px solid rgba(127, 127, 127, 1); padding-left: 10px; padding-right: 10px; font-size: 13px; background-color: rgba(127, 127, 127, 0.25);\">Stop program</div><div id=\"guidance-content-4768936e-a8e9-445f-a561-f5a94a613e6e\"><pre style='margin: 0px; padding: 0px; padding-left: 8px; margin-left: -8px; border-radius: 0px; border-left: 1px solid rgba(127, 127, 127, 0.2); white-space: pre-wrap; font-family: ColfaxAI, Arial; font-size: 15px; line-height: 23px;'>### Instruction:\n",
       "On the scale of 1 to 10, where 1 is purely mundane (e.g., brushing teeth, making bed) and 10 is extremely poignant (e.g., a break up, college acceptance), rate the likely poignancy of the following piece of memory. Respond with a single integer.\n",
       "\n",
       "### Input:\n",
       "Memory: <span style='background-color: rgba(0, 138.56128016, 250.76166089, 0.25); display: inline;' title='{{mem}}'> He likes playing Minecraft</span>\n",
       "\n",
       "### Response:\n",
       "Rating: <span style='background-color: rgba(0, 165, 0, 0.25); opacity: 1.0; display: inline;' title='{{gen &#x27;rate&#x27; pattern=&#x27;[0-9]+&#x27; stop=&#x27;\\n&#x27;}}'>2</span></pre></div>\n",
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   "source": [
    "description = \"Bob is a Ph.D student; His major is Art; He likes reading; He lives with his friend, Sam; He likes playing Minecraft\"\n",
    "bob = GenerativeAgent(guidance=guidance, \n",
    "                      name='Bob', \n",
    "                      age=23, \n",
    "                      des=description, \n",
    "                      trails='like pizza, frinedly, lazy', \n",
    "                      embeddings_model=embeddings_model)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div id=\"guidance-stop-button-58f1d81e-dfca-46f8-a359-592ee8dc34aa\" style=\"cursor: pointer; margin: 0px; display: none; float: right; padding: 3px; border-radius: 4px 4px 4px 4px; border: 0px solid rgba(127, 127, 127, 1); padding-left: 10px; padding-right: 10px; font-size: 13px; background-color: rgba(127, 127, 127, 0.25);\">Stop program</div><div id=\"guidance-content-58f1d81e-dfca-46f8-a359-592ee8dc34aa\"><pre style='margin: 0px; padding: 0px; padding-left: 8px; margin-left: -8px; border-radius: 0px; border-left: 1px solid rgba(127, 127, 127, 0.2); white-space: pre-wrap; font-family: ColfaxAI, Arial; font-size: 15px; line-height: 23px;'>### Instruction:\n",
       "<span style='background-color: rgba(0, 138.56128016, 250.76166089, 0.25); display: inline;' title='{{statements}}'>-  He lives with his friend, Sam\n",
       "- Bob is a Ph.D student\n",
       "-  He likes playing Minecraft\n",
       "-  He likes reading\n",
       "-  His major is Art</span>\n",
       "\n",
       "### Input:\n",
       "How would one describe <span style='background-color: rgba(0, 138.56128016, 250.76166089, 0.25); display: inline;' title='{{name}}'>Bob</span>’s feeling about his recent progress in life given the following statements?\n",
       "\n",
       "### Response:\n",
       "Based on the given statements, <span style='background-color: rgba(0, 165, 0, 0.25); opacity: 1.0; display: inline;' title='{{gen &#x27;res&#x27; stop=&#x27;\\n&#x27;}}'>it is difficult to determine Bob&#x27;s feeling about his recent progress in life. However, if we assume that Bob is satisfied with his progress, we could describe his feeling as content or fulfilled. If he is not satisfied, we could describe his feeling as dissatisfied or frustrated.</span></pre></div>\n",
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   "source": [
    "summary = bob.get_summary(force_refresh=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
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    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Name: Bob (age: 23)\n",
      "Summary: Bob's core characteristics can be described as follows:. it can be inferred that Bob is a Ph.D student and he likes playing Minecraft. However, there is no information about his current daily occupation.. it is difficult to determine Bob's feeling about his recent progress in life. However, if we assume that Bob is satisfied with his progress, we could describe his feeling as content or fulfilled. If he is not satisfied, we could describe his feeling as dissatisfied or frustrated.\n"
     ]
    }
   ],
   "source": [
    "print(summary)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div id=\"guidance-stop-button-de7f1702-5286-4d1f-9e98-13317f24bda9\" style=\"cursor: pointer; margin: 0px; display: none; float: right; padding: 3px; border-radius: 4px 4px 4px 4px; border: 0px solid rgba(127, 127, 127, 1); padding-left: 10px; padding-right: 10px; font-size: 13px; background-color: rgba(127, 127, 127, 0.25);\">Stop program</div><div id=\"guidance-content-de7f1702-5286-4d1f-9e98-13317f24bda9\"><pre style='margin: 0px; padding: 0px; padding-left: 8px; margin-left: -8px; border-radius: 0px; border-left: 1px solid rgba(127, 127, 127, 0.2); white-space: pre-wrap; font-family: ColfaxAI, Arial; font-size: 15px; line-height: 23px;'>### Instruction:\n",
       "\n",
       "Example for plan:\n",
       "Here is <span style='background-color: rgba(0, 138.56128016, 250.76166089, 0.25); display: inline;' title='{{name}}'>Bob</span>&#x27;s plan from now at 7:14:\n",
       "[From 7:14 to 7:45]: Wake up and complete the morining routine\n",
       "[From 7:45 to 8:35]: Eat breakfirst\n",
       "[From 8:35 to 17:10]: Go to school and study\n",
       "[From 17:10 to 22:30]: Play CSGO\n",
       "[From 22:30 to 7:30]: Go to sleep\n",
       "\n",
       "### Input:\n",
       "Today is <span style='background-color: rgba(0, 138.56128016, 250.76166089, 0.25); display: inline;' title='{{current_time}}'>Thursday June 08, 2023, 18:57</span>. Please make a plan today for <span style='background-color: rgba(0, 138.56128016, 250.76166089, 0.25); display: inline;' title='{{name}}'>Bob</span> in broad strokes. Given the summary:\n",
       "<span style='background-color: rgba(0, 138.56128016, 250.76166089, 0.25); display: inline;' title='{{summary}}'>Name: Bob (age: 23)\n",
       "Summary: Bob&#x27;s core characteristics can be described as follows:. it can be inferred that Bob is a Ph.D student and he likes playing Minecraft. However, there is no information about his current daily occupation.. it is difficult to determine Bob&#x27;s feeling about his recent progress in life. However, if we assume that Bob is satisfied with his progress, we could describe his feeling as content or fulfilled. If he is not satisfied, we could describe his feeling as dissatisfied or frustrated.</span>\n",
       "\n",
       "### Response:\n",
       "Here is <span style='background-color: rgba(0, 138.56128016, 250.76166089, 0.25); display: inline;' title='{{name}}'>Bob</span>&#x27;s plan from now at <span style='background-color: rgba(0, 138.56128016, 250.76166089, 0.25); display: inline;' title='{{current_time}}'>Thursday June 08, 2023, 18:57</span>:\n",
       "[From <span style='background-color: rgba(0, 138.56128016, 250.76166089, 0.25); display: inline;' title='{{now}}'>18:57</span> to <span style='background-color: rgba(0, 165, 0, 0.25); opacity: 1.0; display: inline;' title='{{gen &#x27;to&#x27; pattern=&#x27;[0-9]+:[0-9][0-9]&#x27; stop=&#x27; ]&#x27;}}'>19:45</span>]: <span style='background-color: rgba(0, 165, 0, 0.25); opacity: 1.0; display: inline;' title='{{gen &#x27;task&#x27; top_k=30 top_p=0.18 repetition_penalty=1.15 temperature=1.99 stop=&#x27;\\n&#x27;}}'>Study for his Ph.D program</span>\n",
       "<span style='opacity: 1.0; display: inline; background-color: rgba(165, 165, 165, 0.1);' title='{{#geneach &#x27;items&#x27; num_iterations=3}}[From {{gen &#x27;this.from&#x27; pattern=&#x27;[0-9]+:[0-9][0-9]&#x27; stop=&#x27; &#x27;}} to {{gen &#x27;this.to&#x27; pattern=&#x27;[0-9]+:[0-9][0-9]&#x27; stop=&#x27; ]&#x27;}}]: {{gen &#x27;this.task&#x27; top_k=30 top_p=0.18 repetition_penalty=1.15 temperature=1.99 stop=&#x27;\\n&#x27;}}\n",
       "{{/geneach}}'>[From <span style='background-color: rgba(0, 165, 0, 0.25); opacity: 1.0; display: inline;' title='{{gen &#x27;this.from&#x27; pattern=&#x27;[0-9]+:[0-9][0-9]&#x27; stop=&#x27; &#x27;}}'>19:45</span> to <span style='background-color: rgba(0, 165, 0, 0.25); opacity: 1.0; display: inline;' title='{{gen &#x27;this.to&#x27; pattern=&#x27;[0-9]+:[0-9][0-9]&#x27; stop=&#x27; ]&#x27;}}'>20:30</span>]: <span style='background-color: rgba(0, 165, 0, 0.25); opacity: 1.0; display: inline;' title='{{gen &#x27;this.task&#x27; top_k=30 top_p=0.18 repetition_penalty=1.15 temperature=1.99 stop=&#x27;\\n&#x27;}}'>Take a break and play some Minecraft</span>\n",
       "[From <span style='background-color: rgba(0, 165, 0, 0.25); opacity: 1.0; display: inline;' title='{{gen &#x27;this.from&#x27; pattern=&#x27;[0-9]+:[0-9][0-9]&#x27; stop=&#x27; &#x27;}}'>20:30</span> to <span style='background-color: rgba(0, 165, 0, 0.25); opacity: 1.0; display: inline;' title='{{gen &#x27;this.to&#x27; pattern=&#x27;[0-9]+:[0-9][0-9]&#x27; stop=&#x27; ]&#x27;}}'>21:15</span>]: <span style='background-color: rgba(0, 165, 0, 0.25); opacity: 1.0; display: inline;' title='{{gen &#x27;this.task&#x27; top_k=30 top_p=0.18 repetition_penalty=1.15 temperature=1.99 stop=&#x27;\\n&#x27;}}'>Have dinner</span>\n",
       "[From <span style='background-color: rgba(0, 165, 0, 0.25); opacity: 1.0; display: inline;' title='{{gen &#x27;this.from&#x27; pattern=&#x27;[0-9]+:[0-9][0-9]&#x27; stop=&#x27; &#x27;}}'>21:15</span> to <span style='background-color: rgba(0, 165, 0, 0.25); opacity: 1.0; display: inline;' title='{{gen &#x27;this.to&#x27; pattern=&#x27;[0-9]+:[0-9][0-9]&#x27; stop=&#x27; ]&#x27;}}'>22:00</span>]: <span style='background-color: rgba(0, 165, 0, 0.25); opacity: 1.0; display: inline;' title='{{gen &#x27;this.task&#x27; top_k=30 top_p=0.18 repetition_penalty=1.15 temperature=1.99 stop=&#x27;\\n&#x27;}}'>Continue studying for his Ph.D program</span>\n",
       "</span></pre></div>\n",
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     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "status = bob.update_status()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Study for his Ph.D program\n"
     ]
    }
   ],
   "source": [
    "print(status)"
   ]
  },
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   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Interact between two agents"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div id=\"guidance-stop-button-87011379-f206-45cc-a837-9fa61c7c3a4c\" style=\"cursor: pointer; margin: 0px; display: none; float: right; padding: 3px; border-radius: 4px 4px 4px 4px; border: 0px solid rgba(127, 127, 127, 1); padding-left: 10px; padding-right: 10px; font-size: 13px; background-color: rgba(127, 127, 127, 0.25);\">Stop program</div><div id=\"guidance-content-87011379-f206-45cc-a837-9fa61c7c3a4c\"><pre style='margin: 0px; padding: 0px; padding-left: 8px; margin-left: -8px; border-radius: 0px; border-left: 1px solid rgba(127, 127, 127, 0.2); white-space: pre-wrap; font-family: ColfaxAI, Arial; font-size: 15px; line-height: 23px;'>### Instruction:\n",
       "\n",
       "Example for plan for Tim:\n",
       "It is Friday June 09, 2023, 20:07 now\n",
       "Tim&#x27;s status: Tim is at home \n",
       "Observation: Tim&#x27; mom is sick\n",
       "Tim&#x27;s reaction: Tim should check his mother is okay or not, give her some medicine if needed.\n",
       "Here is Tim&#x27;s plan from now at 20:07:\n",
       "[From 20:07 to 20:45]: Check Tim&#x27;s mother is okay or not, find some medicine\n",
       "[From 20:45 to 22:30]: Make some food\n",
       "[From 22:30 to 7:30]: Go to sleep\n",
       "\n",
       "### Input:\n",
       "<span style='background-color: rgba(0, 138.56128016, 250.76166089, 0.25); display: inline;' title='{{summary}}'>Name: Sam (age: 23)\n",
       "Summary: Sam can be described as a Ph.D student with a major in Computer Science, who enjoys playing games and has a dog named Max. He is also a student of AI course and lives with his friend Bob. Additionally, Sam&#x27;s father is a doctor and Sam himself feels tired due to playing games.. Sam is a Ph.D student majoring in Computer Science. He has an assignment for his AI course and lives with his friend Bob. Sam also has a dog named Max and feels tired due to playing games. However, there is no information about Sam&#x27;s current daily occupation.. it is difficult to determine Sam&#x27;s feeling about his recent progress in life. However, if we assume that Sam is feeling tired because of playing games, it could be interpreted as a sign that he is not making enough progress in his studies. On the other hand, if Sam is a Ph.D student majoring in CS, it could be assumed that he is making progress in his studies. Therefore, it is difficult to determine Sam&#x27;s feeling about his recent progress in life based on the given statements.</span>\n",
       "\n",
       "It is <span style='background-color: rgba(0, 138.56128016, 250.76166089, 0.25); display: inline;' title='{{current_time}}'>Thursday June 08, 2023, 18:15</span> now. Please make a plan from now for <span style='background-color: rgba(0, 138.56128016, 250.76166089, 0.25); display: inline;' title='{{name}}'>Sam</span> in broad strokes given his/her reaction.\n",
       "\n",
       "It is <span style='background-color: rgba(0, 138.56128016, 250.76166089, 0.25); display: inline;' title='{{current_time}}'>Thursday June 08, 2023, 18:15</span> now.\n",
       "<span style='background-color: rgba(0, 138.56128016, 250.76166089, 0.25); display: inline;' title='{{name}}'>Sam</span>&#x27;s status: <span style='background-color: rgba(0, 138.56128016, 250.76166089, 0.25); display: inline;' title='{{status}}'>Feel concerned or worried about Max being sick, ask yourself questions like &quot;What happened to Max?&quot;, &quot;Is Max okay?&quot;</span>\n",
       "Observation: <span style='background-color: rgba(0, 138.56128016, 250.76166089, 0.25); display: inline;' title='{{observation}}'>Bob come room with a new PC</span>\n",
       "<span style='background-color: rgba(0, 138.56128016, 250.76166089, 0.25); display: inline;' title='{{name}}'>Sam</span>&#x27;s reaction: <span style='background-color: rgba(0, 138.56128016, 250.76166089, 0.25); display: inline;' title='{{reaction}}'>Sam should express concern towards Bob&#x27;s new PC purchase. For example, Sam could say something like &quot;Wow, you got a new PC! That&#x27;s great. But are you sure you need another one? We already have two.&quot;</span>\n",
       "\n",
       "### Response:\n",
       "Here is <span style='background-color: rgba(0, 138.56128016, 250.76166089, 0.25); display: inline;' title='{{name}}'>Sam</span>&#x27;s plan from now at <span style='background-color: rgba(0, 138.56128016, 250.76166089, 0.25); display: inline;' title='{{current_time}}'>Thursday June 08, 2023, 18:15</span>:\n",
       "[From <span style='background-color: rgba(0, 138.56128016, 250.76166089, 0.25); display: inline;' title='{{now}}'>18:15</span> to <span style='background-color: rgba(0, 165, 0, 0.25); opacity: 1.0; display: inline;' title='{{gen &#x27;to&#x27; pattern=&#x27;[0-9]+:[0-9][0-9]&#x27; stop=&#x27; ]&#x27;}}'>18:30</span>]: <span style='background-color: rgba(0, 165, 0, 0.25); opacity: 1.0; display: inline;' title='{{gen &#x27;task&#x27; top_k=30 top_p=0.18 repetition_penalty=1.15 temperature=1.99 stop=&#x27;\\n&#x27;}}'>Ask Bob what happened to Max</span>\n",
       "<span style='opacity: 1.0; display: inline; background-color: rgba(165, 165, 165, 0.1);' title='{{#geneach &#x27;items&#x27; num_iterations=3}}[From {{gen &#x27;this.from&#x27; pattern=&#x27;[0-9]+:[0-9][0-9]&#x27; stop=&#x27; &#x27;}} to {{gen &#x27;this.to&#x27; pattern=&#x27;[0-9]+:[0-9][0-9]&#x27; stop=&#x27; ]&#x27;}}]: {{gen &#x27;this.task&#x27; top_k=30 top_p=0.18 repetition_penalty=1.15 temperature=1.99 stop=&#x27;\\n&#x27;}}\n",
       "{{/geneach}}'>[From <span style='background-color: rgba(0, 165, 0, 0.25); opacity: 1.0; display: inline;' title='{{gen &#x27;this.from&#x27; pattern=&#x27;[0-9]+:[0-9][0-9]&#x27; stop=&#x27; &#x27;}}'>18:30</span> to <span style='background-color: rgba(0, 165, 0, 0.25); opacity: 1.0; display: inline;' title='{{gen &#x27;this.to&#x27; pattern=&#x27;[0-9]+:[0-9][0-9]&#x27; stop=&#x27; ]&#x27;}}'>18:45</span>]: <span style='background-color: rgba(0, 165, 0, 0.25); opacity: 1.0; display: inline;' title='{{gen &#x27;this.task&#x27; top_k=30 top_p=0.18 repetition_penalty=1.15 temperature=1.99 stop=&#x27;\\n&#x27;}}'>Check Max&#x27;s condition</span>\n",
       "[From <span style='background-color: rgba(0, 165, 0, 0.25); opacity: 1.0; display: inline;' title='{{gen &#x27;this.from&#x27; pattern=&#x27;[0-9]+:[0-9][0-9]&#x27; stop=&#x27; &#x27;}}'>18:45</span> to <span style='background-color: rgba(0, 165, 0, 0.25); opacity: 1.0; display: inline;' title='{{gen &#x27;this.to&#x27; pattern=&#x27;[0-9]+:[0-9][0-9]&#x27; stop=&#x27; ]&#x27;}}'>19:00</span>]: <span style='background-color: rgba(0, 165, 0, 0.25); opacity: 1.0; display: inline;' title='{{gen &#x27;this.task&#x27; top_k=30 top_p=0.18 repetition_penalty=1.15 temperature=1.99 stop=&#x27;\\n&#x27;}}'>Talk to Bob about the new PC purchase</span>\n",
       "[From <span style='background-color: rgba(0, 165, 0, 0.25); opacity: 1.0; display: inline;' title='{{gen &#x27;this.from&#x27; pattern=&#x27;[0-9]+:[0-9][0-9]&#x27; stop=&#x27; &#x27;}}'>19:00</span> to <span style='background-color: rgba(0, 165, 0, 0.25); opacity: 1.0; display: inline;' title='{{gen &#x27;this.to&#x27; pattern=&#x27;[0-9]+:[0-9][0-9]&#x27; stop=&#x27; ]&#x27;}}'>20:00</span>]: <span style='background-color: rgba(0, 165, 0, 0.25); opacity: 1.0; display: inline;' title='{{gen &#x27;this.task&#x27; top_k=30 top_p=0.18 repetition_penalty=1.15 temperature=1.99 stop=&#x27;\\n&#x27;}}'>Play video game</span>\n",
       "</span></pre></div>\n",
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   ],
   "source": [
    "bool_react, reaction, context = sam.react(observation='Bob come room with a new PC', \n",
    "                                          observed_entity=bob,\n",
    "                                          entity_status='Bob is setting up his new PC')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Yes\n",
      "Reaction: Sam should express concern towards Bob's new PC purchase. For example, Sam could say something like \"Wow, you got a new PC! That's great. But are you sure you need another one? We already have two.\"\n",
      "Context: Sam is a Ph.D student in computer science, and he lives with his friend Bob. Sam is setting up his new PC, and his friend Bob is leaving the room. Sam's father is a doctor, and Sam has a dog named Max who is sick. Sam is a computer enthusiast and has an assignment in AI course. Sam wakes up in the morning and says goodbye to Bob.\n"
     ]
    }
   ],
   "source": [
    "print(f\"{bool_react}\\nReaction: {reaction}\\nContext: {context}\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Check the dialogue"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Thursday June 08, 2023, 18:15\n",
      "\n",
      "Bob: Hey Sam, check out my new PC! Isn't it amazing?\n",
      "Sam: Oh wow, that's really impressive. But do you really need another one? We already have two at home.\n",
      "Bob: Yeah, I know. But this one is specifically designed for gaming and I wanted to upgrade my setup. Plus, it was on sale so I couldn't resist.\n",
      "Sam: I see. Well, I hope it works well for you. Just make sure you don't go overboard with all these purchases.\n"
     ]
    }
   ],
   "source": [
    "print(sam.dialogue_list[0])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Okay, let's add more memories"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [],
   "source": [
    "sam_observations = [\n",
    "    \"Sam call his farther to ask about work\",\n",
    "    \"Sam try to finish his assignment\",\n",
    "    \"Sam remember his friend ask him for playing game\",\n",
    "    \"Sam wake up, feel tired\",\n",
    "    \"Sam have breakfast with Bob\",\n",
    "    \"Sam look for a intership\",\n",
    "    \"The big concert will take place in his school today\",    \n",
    "    \"Sam's bike is broken\",\n",
    "    \"Sam go to school quickly\",\n",
    "    \"Sam find a good internship\",\n",
    "    \"Sam make a plan to prepare his father birthday\"\n",
    "]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
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    {
     "data": {
      "text/html": [
       "<div id=\"guidance-stop-button-14e61c22-d29d-47c0-adc5-e5baf7828f7e\" style=\"cursor: pointer; margin: 0px; display: none; float: right; padding: 3px; border-radius: 4px 4px 4px 4px; border: 0px solid rgba(127, 127, 127, 1); padding-left: 10px; padding-right: 10px; font-size: 13px; background-color: rgba(127, 127, 127, 0.25);\">Stop program</div><div id=\"guidance-content-14e61c22-d29d-47c0-adc5-e5baf7828f7e\"><pre style='margin: 0px; padding: 0px; padding-left: 8px; margin-left: -8px; border-radius: 0px; border-left: 1px solid rgba(127, 127, 127, 0.2); white-space: pre-wrap; font-family: ColfaxAI, Arial; font-size: 15px; line-height: 23px;'>### Instruction:\n",
       "On the scale of 1 to 10, where 1 is purely mundane (e.g., brushing teeth, making bed) and 10 is extremely poignant (e.g., a break up, college acceptance), rate the likely poignancy of the following piece of memory. Respond with a single integer.\n",
       "\n",
       "### Input:\n",
       "Memory: <span style='background-color: rgba(0, 138.56128016, 250.76166089, 0.25); display: inline;' title='{{mem}}'>3. Sam is trying to balance multiple tasks, including preparing for his father&#x27;s birthday, finishing an assignment, and looking for an internship.</span>\n",
       "\n",
       "### Response:\n",
       "Rating: <span style='background-color: rgba(0, 165, 0, 0.25); opacity: 1.0; display: inline;' title='{{gen &#x27;rate&#x27; pattern=&#x27;[0-9]+&#x27; stop=&#x27;\\n&#x27;}}'>5</span></pre></div>\n",
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      ]
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     "metadata": {},
     "output_type": "display_data"
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   ],
   "source": [
    "sam.add_memories(sam_observations)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
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     "data": {
      "text/html": [
       "<div id=\"guidance-stop-button-912c30dd-793f-4e8c-9c03-c05af42373f8\" style=\"cursor: pointer; margin: 0px; display: none; float: right; padding: 3px; border-radius: 4px 4px 4px 4px; border: 0px solid rgba(127, 127, 127, 1); padding-left: 10px; padding-right: 10px; font-size: 13px; background-color: rgba(127, 127, 127, 0.25);\">Stop program</div><div id=\"guidance-content-912c30dd-793f-4e8c-9c03-c05af42373f8\"><pre style='margin: 0px; padding: 0px; padding-left: 8px; margin-left: -8px; border-radius: 0px; border-left: 1px solid rgba(127, 127, 127, 0.2); white-space: pre-wrap; font-family: ColfaxAI, Arial; font-size: 15px; line-height: 23px;'>### Instruction:\n",
       "<span style='background-color: rgba(0, 138.56128016, 250.76166089, 0.25); display: inline;' title='{{statements}}'>- Sam is a Ph.D student, his major is CS\n",
       "- Sam find a good internship\n",
       "- 3. Sam is trying to balance multiple tasks, including preparing for his father&#x27;s birthday, finishing an assignment, and looking for an internship.\n",
       "- Sam make a plan to prepare his father birthday\n",
       "- Sam wake up, feel tired\n",
       "- Sam look for a intership\n",
       "- The big concert will take place in his school today\n",
       "- Sam try to finish his assignment\n",
       "- Sam wake up in the morning\n",
       "- Sam likes computer</span>\n",
       "\n",
       "### Input:\n",
       "How would one describe <span style='background-color: rgba(0, 138.56128016, 250.76166089, 0.25); display: inline;' title='{{name}}'>Sam</span>’s feeling about his recent progress in life given the following statements?\n",
       "\n",
       "### Response:\n",
       "Based on the given statements, <span style='background-color: rgba(0, 165, 0, 0.25); opacity: 1.0; display: inline;' title='{{gen &#x27;res&#x27; stop=&#x27;\\n&#x27;}}'>it is difficult to determine Sam&#x27;s feeling about his recent progress in life. The statements do not provide enough information to make an accurate assessment.</span></pre></div>\n",
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   ],
   "source": [
    "summary = sam.get_summary(force_refresh=True)\n",
    "status = sam.update_status()"
   ]
  },
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   "execution_count": 28,
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     "text": [
      "Name: Sam (age: 23)\n",
      "Summary: Sam can be described as a dedicated and hardworking individual who is passionate about computer science and is always looking for new opportunities to grow and develop his skills. He is also a responsible person who is able to balance multiple tasks and prioritize his responsibilities effectively. Additionally, he is a team player who is willing to help others and collaborate with them to achieve common goals.. Sam's current daily occupation can be described as a Ph.D student who is trying to balance multiple tasks, including preparing for his father's birthday, finishing an assignment, and looking for an internship.. it is difficult to determine Sam's feeling about his recent progress in life. The statements do not provide enough information to make an accurate assessment.\n",
      "\n",
      "Ask Bob what happened to Max\n"
     ]
    }
   ],
   "source": [
    "print(summary)\n",
    "print()\n",
    "print(status)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Interesting part, the interview"
   ]
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       "<div id=\"guidance-stop-button-c6502964-b896-42ba-b101-f5e81671fb30\" style=\"cursor: pointer; margin: 0px; display: none; float: right; padding: 3px; border-radius: 4px 4px 4px 4px; border: 0px solid rgba(127, 127, 127, 1); padding-left: 10px; padding-right: 10px; font-size: 13px; background-color: rgba(127, 127, 127, 0.25);\">Stop program</div><div id=\"guidance-content-c6502964-b896-42ba-b101-f5e81671fb30\"><pre style='margin: 0px; padding: 0px; padding-left: 8px; margin-left: -8px; border-radius: 0px; border-left: 1px solid rgba(127, 127, 127, 0.2); white-space: pre-wrap; font-family: ColfaxAI, Arial; font-size: 15px; line-height: 23px;'>### Instruction:\n",
       "<span style='background-color: rgba(0, 138.56128016, 250.76166089, 0.25); display: inline;' title='{{summary}}'>Name: Sam (age: 23)\n",
       "Summary: Sam can be described as a dedicated and hardworking individual who is passionate about computer science and is always looking for new opportunities to grow and develop his skills. He is also a responsible person who is able to balance multiple tasks and prioritize his responsibilities effectively. Additionally, he is a team player who is willing to help others and collaborate with them to achieve common goals.. Sam&#x27;s current daily occupation can be described as a Ph.D student who is trying to balance multiple tasks, including preparing for his father&#x27;s birthday, finishing an assignment, and looking for an internship.. it is difficult to determine Sam&#x27;s feeling about his recent progress in life. The statements do not provide enough information to make an accurate assessment.</span>\n",
       "\n",
       "It is <span style='background-color: rgba(0, 138.56128016, 250.76166089, 0.25); display: inline;' title='{{current_time}}'>Thursday June 08, 2023, 18:15</span>.\n",
       "<span style='background-color: rgba(0, 138.56128016, 250.76166089, 0.25); display: inline;' title='{{name}}'>Sam</span>&#x27;s status:<span style='background-color: rgba(0, 138.56128016, 250.76166089, 0.25); display: inline;' title='{{status}}'>Ask Bob what happened to Max</span>\n",
       "\n",
       "Summary of relevant context from <span style='background-color: rgba(0, 138.56128016, 250.76166089, 0.25); display: inline;' title='{{name}}'>Sam</span>&#x27;s memory:\n",
       "<span style='background-color: rgba(0, 138.56128016, 250.76166089, 0.25); display: inline;' title='{{context}}'>- Sam find a good internship\n",
       "- Sam has a assignment of AI course\n",
       "- Sam is a Ph.D student, his major is CS\n",
       "- The big concert will take place in his school today\n",
       "- Sam try to finish his assignment\n",
       "- Sam look for a intership\n",
       "- 3. Sam is trying to balance multiple tasks, including preparing for his father&#x27;s birthday, finishing an assignment, and looking for an internship.\n",
       "- 2. Sam is looking for an internship.\n",
       "- Bob say hello to Sam\n",
       "- 1. Sam is a Ph.D student in computer science.</span>\n",
       "\n",
       "### Input:\n",
       "The <span style='background-color: rgba(0, 138.56128016, 250.76166089, 0.25); display: inline;' title='{{user}}'>Friend</span> say &quot;<span style='background-color: rgba(0, 138.56128016, 250.76166089, 0.25); display: inline;' title='{{question}}'>Give an introduction of yourself.</span>&quot;. What should <span style='background-color: rgba(0, 138.56128016, 250.76166089, 0.25); display: inline;' title='{{name}}'>Sam</span> response?\n",
       "\n",
       "### Response:\n",
       "Here is the response from <span style='background-color: rgba(0, 138.56128016, 250.76166089, 0.25); display: inline;' title='{{name}}'>Sam</span>: &quot;<span style='background-color: rgba(0, 165, 0, 0.25); opacity: 1.0; display: inline;' title='{{gen &#x27;response&#x27; top_k=30 top_p=0.18 repetition_penalty=1.15 temperature=1.99 stop=&#x27;&quot;&#x27;}}'>Hi! My name is Sam and I am currently pursuing my Ph.D in Computer Science at [University Name]. I have a strong passion for technology and innovation, and I am constantly seeking out new ways to apply my knowledge and skills towards solving real-world problems. In addition to my studies, I am also involved in various extracurricular activities such as volunteering and participating in hackathons. I believe that these experiences are essential in helping me become a well-rounded professional and contribute positively to society. Thank you for taking the time to learn more about me!</span>&quot;</pre></div>\n",
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    "response = sam.interview('Friend', 'Give an introduction of yourself.')"
   ]
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      "Hi! My name is Sam and I am currently pursuing my Ph.D in Computer Science at [University Name]. I have a strong passion for technology and innovation, and I am constantly seeking out new ways to apply my knowledge and skills towards solving real-world problems. In addition to my studies, I am also involved in various extracurricular activities such as volunteering and participating in hackathons. I believe that these experiences are essential in helping me become a well-rounded professional and contribute positively to society. Thank you for taking the time to learn more about me!\n"
     ]
    }
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    "print(response)"
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       "<div id=\"guidance-stop-button-8d85cc22-bc74-469b-8d90-95dd62f2f311\" style=\"cursor: pointer; margin: 0px; display: none; float: right; padding: 3px; border-radius: 4px 4px 4px 4px; border: 0px solid rgba(127, 127, 127, 1); padding-left: 10px; padding-right: 10px; font-size: 13px; background-color: rgba(127, 127, 127, 0.25);\">Stop program</div><div id=\"guidance-content-8d85cc22-bc74-469b-8d90-95dd62f2f311\"><pre style='margin: 0px; padding: 0px; padding-left: 8px; margin-left: -8px; border-radius: 0px; border-left: 1px solid rgba(127, 127, 127, 0.2); white-space: pre-wrap; font-family: ColfaxAI, Arial; font-size: 15px; line-height: 23px;'>### Instruction:\n",
       "<span style='background-color: rgba(0, 138.56128016, 250.76166089, 0.25); display: inline;' title='{{summary}}'>Name: Sam (age: 23)\n",
       "Summary: Sam can be described as a dedicated and hardworking individual who is passionate about computer science and is always looking for new opportunities to grow and develop his skills. He is also a responsible person who is able to balance multiple tasks and prioritize his responsibilities effectively. Additionally, he is a team player who is willing to help others and collaborate with them to achieve common goals.. Sam&#x27;s current daily occupation can be described as a Ph.D student who is trying to balance multiple tasks, including preparing for his father&#x27;s birthday, finishing an assignment, and looking for an internship.. it is difficult to determine Sam&#x27;s feeling about his recent progress in life. The statements do not provide enough information to make an accurate assessment.</span>\n",
       "\n",
       "It is <span style='background-color: rgba(0, 138.56128016, 250.76166089, 0.25); display: inline;' title='{{current_time}}'>Thursday June 08, 2023, 18:15</span>.\n",
       "<span style='background-color: rgba(0, 138.56128016, 250.76166089, 0.25); display: inline;' title='{{name}}'>Sam</span>&#x27;s status:<span style='background-color: rgba(0, 138.56128016, 250.76166089, 0.25); display: inline;' title='{{status}}'>Ask Bob what happened to Max</span>\n",
       "\n",
       "Summary of relevant context from <span style='background-color: rgba(0, 138.56128016, 250.76166089, 0.25); display: inline;' title='{{name}}'>Sam</span>&#x27;s memory:\n",
       "<span style='background-color: rgba(0, 138.56128016, 250.76166089, 0.25); display: inline;' title='{{context}}'>- Sam lives with his friend, Bob\n",
       "- The big concert will take place in his school today\n",
       "- Sam is a Ph.D student, his major is CS\n",
       "- Sam find a good internship\n",
       "- Sam have breakfast with Bob\n",
       "- Bob leave the room\n",
       "- 3. Sam is trying to balance multiple tasks, including preparing for his father&#x27;s birthday, finishing an assignment, and looking for an internship.\n",
       "- Sam say goodbye to Bob\n",
       "- Sam look for a intership\n",
       "- Bob say hello to Sam</span>\n",
       "\n",
       "### Input:\n",
       "The <span style='background-color: rgba(0, 138.56128016, 250.76166089, 0.25); display: inline;' title='{{user}}'>Friend</span> say &quot;<span style='background-color: rgba(0, 138.56128016, 250.76166089, 0.25); display: inline;' title='{{question}}'>Who do you live with?</span>&quot;. What should <span style='background-color: rgba(0, 138.56128016, 250.76166089, 0.25); display: inline;' title='{{name}}'>Sam</span> response?\n",
       "\n",
       "### Response:\n",
       "Here is the response from <span style='background-color: rgba(0, 138.56128016, 250.76166089, 0.25); display: inline;' title='{{name}}'>Sam</span>: &quot;<span style='background-color: rgba(0, 165, 0, 0.25); opacity: 1.0; display: inline;' title='{{gen &#x27;response&#x27; top_k=30 top_p=0.18 repetition_penalty=1.15 temperature=1.99 stop=&#x27;&quot;&#x27;}}'>I live with my friend, Bob.</span>&quot;</pre></div>\n",
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    "response = sam.interview('Friend', 'Who do you live with?')"
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      "I live with my friend, Bob.\n"
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      "text/html": [
       "<div id=\"guidance-stop-button-1216aeed-c66d-4a04-8356-8766b95dafda\" style=\"cursor: pointer; margin: 0px; display: none; float: right; padding: 3px; border-radius: 4px 4px 4px 4px; border: 0px solid rgba(127, 127, 127, 1); padding-left: 10px; padding-right: 10px; font-size: 13px; background-color: rgba(127, 127, 127, 0.25);\">Stop program</div><div id=\"guidance-content-1216aeed-c66d-4a04-8356-8766b95dafda\"><pre style='margin: 0px; padding: 0px; padding-left: 8px; margin-left: -8px; border-radius: 0px; border-left: 1px solid rgba(127, 127, 127, 0.2); white-space: pre-wrap; font-family: ColfaxAI, Arial; font-size: 15px; line-height: 23px;'>### Instruction:\n",
       "<span style='background-color: rgba(0, 138.56128016, 250.76166089, 0.25); display: inline;' title='{{summary}}'>Name: Sam (age: 23)\n",
       "Summary: Sam can be described as a dedicated and hardworking individual who is passionate about computer science and is always looking for new opportunities to grow and develop his skills. He is also a responsible person who is able to balance multiple tasks and prioritize his responsibilities effectively. Additionally, he is a team player who is willing to help others and collaborate with them to achieve common goals.. Sam&#x27;s current daily occupation can be described as a Ph.D student who is trying to balance multiple tasks, including preparing for his father&#x27;s birthday, finishing an assignment, and looking for an internship.. it is difficult to determine Sam&#x27;s feeling about his recent progress in life. The statements do not provide enough information to make an accurate assessment.</span>\n",
       "\n",
       "It is <span style='background-color: rgba(0, 138.56128016, 250.76166089, 0.25); display: inline;' title='{{current_time}}'>Thursday June 08, 2023, 18:15</span>.\n",
       "<span style='background-color: rgba(0, 138.56128016, 250.76166089, 0.25); display: inline;' title='{{name}}'>Sam</span>&#x27;s status:<span style='background-color: rgba(0, 138.56128016, 250.76166089, 0.25); display: inline;' title='{{status}}'>Ask Bob what happened to Max</span>\n",
       "\n",
       "Summary of relevant context from <span style='background-color: rgba(0, 138.56128016, 250.76166089, 0.25); display: inline;' title='{{name}}'>Sam</span>&#x27;s memory:\n",
       "<span style='background-color: rgba(0, 138.56128016, 250.76166089, 0.25); display: inline;' title='{{context}}'>- The big concert will take place in his school today\n",
       "- Sam see Max is sick\n",
       "- Sam is a Ph.D student, his major is CS\n",
       "- Sam has a dog, named Max\n",
       "- Sam find a good internship\n",
       "- 3. Sam is trying to balance multiple tasks, including preparing for his father&#x27;s birthday, finishing an assignment, and looking for an internship.\n",
       "- 2. Sam is looking for an internship.\n",
       "- Sam look for a intership\n",
       "- Sam has a assignment of AI course\n",
       "- Sam try to finish his assignment</span>\n",
       "\n",
       "### Input:\n",
       "The <span style='background-color: rgba(0, 138.56128016, 250.76166089, 0.25); display: inline;' title='{{user}}'>Friend</span> say &quot;<span style='background-color: rgba(0, 138.56128016, 250.76166089, 0.25); display: inline;' title='{{question}}'>who is Max?</span>&quot;. What should <span style='background-color: rgba(0, 138.56128016, 250.76166089, 0.25); display: inline;' title='{{name}}'>Sam</span> response?\n",
       "\n",
       "### Response:\n",
       "Here is the response from <span style='background-color: rgba(0, 138.56128016, 250.76166089, 0.25); display: inline;' title='{{name}}'>Sam</span>: &quot;<span style='background-color: rgba(0, 165, 0, 0.25); opacity: 1.0; display: inline;' title='{{gen &#x27;response&#x27; top_k=30 top_p=0.18 repetition_penalty=1.15 temperature=1.99 stop=&#x27;&quot;&#x27;}}'>Max is my dog.</span>&quot;</pre></div>\n",
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