ai-notebooks/test_chain_of_thought.ipynb

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   "source": [
    "\n",
    "#Example by: Sander Moonemans\n",
    "#Email: sander.moonemans@gmail.com\n",
    "from nextpy.ai import engine\n",
    "import re\n",
    "\n",
    "\n",
    "\n",
    "# Get the OpenAI API key\n",
    "api_key = 'sk-api_key'\n",
    "model = engine.llms.OpenAI(\"gpt-3.5-turbo\", chat_mode=True, api_key=api_key, caching=False)\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Define the chain of thought\n",
    "\n",
    "chain_of_thought = engine('''\n",
    "{{#system~}}\n",
    "You are a knowledgeable and efficient assistant.\n",
    "{{~/system}}\n",
    "\n",
    "{{#user~}}\n",
    "Please analyze the following question:\n",
    "{{query}}\n",
    "Identify the exact topic and user intent in one sentence.\n",
    "{{~/user}}\n",
    "\n",
    "{{#assistant~}}\n",
    "{{gen 'topic_intent' temperature=0 max_tokens=50}}\n",
    "{{~/assistant}}\n",
    "\n",
    "{{#user~}}\n",
    "Based on the topic and intent, what information is required to adequately answer this question?\n",
    "{{~/user}}\n",
    "\n",
    "{{#assistant~}}\n",
    "{{gen 'info_requirements' temperature=0 max_tokens=100}}\n",
    "{{~/assistant}}\n",
    "\n",
    "{{#user~}}\n",
    "Here is a text source that might contain the answer:\n",
    "{{knowledge}}\n",
    "Analyze if this text contains the necessary information and respond with 'Yes' or 'No'.\n",
    "{{~/user}}\n",
    "\n",
    "{{#assistant~}}\n",
    "{{gen 'text_analysis_conclusion' temperature=0 max_tokens=50}}\n",
    "{{~/assistant}}\n",
    "\n",
    "{{#if (contains text_analysis_conclusion 'Yes')}}\n",
    "{{#user~}}\n",
    "This is some knowledge:\n",
    "{{knowledge}}\n",
    "Generate a comprehensive answer based on the knowledge provided.\n",
    "{{~/user}}                 \n",
    "{{#assistant~}}\n",
    "{{gen 'final_answer_based_on_knowledge' temperature=0 max_tokens=300}}\n",
    "{{~/assistant}}\n",
    "\n",
    "{{else}}\n",
    "{{#user~}}\n",
    "\n",
    "Generate a question that would elicit the missing information.\n",
    "{{~/user}}\n",
    "{{#assistant~}}                           \n",
    "{{gen 'question_for_missing_info' temperature=0 max_tokens=300}}\n",
    "{{~/assistant}}\n",
    "{{/if}}\n",
    "''', llm=model)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Define some questions and knowledge sources\n",
    "\n",
    "questions = [\"What are the health benefits of regular exercise?\",\n",
    "             \"How do changes in ocean temperature affect marine life?\",\n",
    "             \"What are the implications of AI in healthcare?\"\n",
    "]\n",
    "\n",
    "knowledge = [\"Regular exercise contributes to improved cardiovascular health, enhanced muscle strength, better mood regulation due to increased endorphin release, and aids in maintaining a healthy weight. It also reduces the risk of chronic diseases such as type 2 diabetes, heart disease, and certain types of cancer.\",\n",
    "            \"The ocean is a vast and complex ecosystem. It provides habitat for countless species and plays a critical role in Earth's climate. Ocean currents are responsible for distributing heat around the globe, and the ocean absorbs large amounts of CO2 from the atmosphere.\",\n",
    "             \"Artificial Intelligence (AI) is rapidly evolving and being integrated into various sectors, including healthcare. In healthcare, AI is used for data analysis, patient care, and diagnostic processes. While it offers efficiency and accuracy, concerns about data privacy and the ethical implications of AI in decision-making remain topics of discussion.\"\n",
    "             ]\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div id=\"engine-stop-button-f7243278-8ab1-4b03-a30d-2db68d531fda\" 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=\"engine-content-f7243278-8ab1-4b03-a30d-2db68d531fda\"><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;'><div style='display: flex; border-bottom: 1px solid rgba(127, 127, 127, 0.2); align-items: center;'><div style='flex: 0 0 80px; opacity: 0.5;'>system</div><div style='flex-grow: 1; padding: 5px; padding-top: 10px; padding-bottom: 10px; margin-top: 0px; white-space: pre-wrap; margin-bottom: 0px;'>You are a knowledgeable and efficient assistant.</div></div><div style='display: flex; border-bottom: 1px solid rgba(127, 127, 127, 0.2); align-items: center;'><div style='flex: 0 0 80px; opacity: 0.5;'>user</div><div style='flex-grow: 1; padding: 5px; padding-top: 10px; padding-bottom: 10px; margin-top: 0px; white-space: pre-wrap; margin-bottom: 0px;'>Please analyze the following question:\n",
       "<span style='background-color: rgba(0, 138.56128016, 250.76166089, 0.25); display: inline;' title='{{query}}'>What are the implications of AI in healthcare?</span>\n",
       "Identify the exact topic and user intent in one sentence.</div></div><div style='display: flex; border-bottom: 1px solid rgba(127, 127, 127, 0.2); align-items: center;'><div style='flex: 0 0 80px; opacity: 0.5;'>assistant</div><div style='flex-grow: 1; padding: 5px; padding-top: 10px; padding-bottom: 10px; margin-top: 0px; white-space: pre-wrap; margin-bottom: 0px;'><span style='background-color: rgba(0, 165, 0, 0.25); opacity: 1.0; display: inline;' title='{{gen &#x27;topic_intent&#x27; temperature=0 max_tokens=50}}'>Topic: Implications of AI in healthcare\n",
       "User intent: To understand the potential effects and consequences of AI technology in the healthcare industry.</span></div></div><div style='display: flex; border-bottom: 1px solid rgba(127, 127, 127, 0.2); align-items: center;'><div style='flex: 0 0 80px; opacity: 0.5;'>user</div><div style='flex-grow: 1; padding: 5px; padding-top: 10px; padding-bottom: 10px; margin-top: 0px; white-space: pre-wrap; margin-bottom: 0px;'>Based on the topic and intent, what information is required to adequately answer this question?</div></div><div style='display: flex; border-bottom: 1px solid rgba(127, 127, 127, 0.2); align-items: center;'><div style='flex: 0 0 80px; opacity: 0.5;'>assistant</div><div style='flex-grow: 1; padding: 5px; padding-top: 10px; padding-bottom: 10px; margin-top: 0px; white-space: pre-wrap; margin-bottom: 0px;'><span style='background-color: rgba(0, 165, 0, 0.25); opacity: 1.0; display: inline;' title='{{gen &#x27;info_requirements&#x27; temperature=0 max_tokens=100}}'>To adequately answer the question about the implications of AI in healthcare, the following information may be required:\n",
       "\n",
       "1. Overview of AI in healthcare: Explanation of what AI is and how it is being used in the healthcare industry.\n",
       "2. Benefits of AI in healthcare: Discussion on the potential advantages and positive impacts of AI technology in healthcare, such as improved diagnosis, personalized treatment, and enhanced patient care.\n",
       "3. Challenges and limitations: Analysis of the potential challenges and limitations of AI in healthcare, including ethical concerns</span></div></div><div style='display: flex; border-bottom: 1px solid rgba(127, 127, 127, 0.2); align-items: center;'><div style='flex: 0 0 80px; opacity: 0.5;'>user</div><div style='flex-grow: 1; padding: 5px; padding-top: 10px; padding-bottom: 10px; margin-top: 0px; white-space: pre-wrap; margin-bottom: 0px;'>Here is a text source that might contain the answer:\n",
       "<span style='background-color: rgba(0, 138.56128016, 250.76166089, 0.25); display: inline;' title='{{knowledge}}'>Artificial Intelligence (AI) is rapidly evolving and being integrated into various sectors, including healthcare. In healthcare, AI is used for data analysis, patient care, and diagnostic processes. While it offers efficiency and accuracy, concerns about data privacy and the ethical implications of AI in decision-making remain topics of discussion.</span>\n",
       "Analyze if this text contains the necessary information and respond with &#x27;Yes&#x27; or &#x27;No&#x27;.</div></div><div style='display: flex; border-bottom: 1px solid rgba(127, 127, 127, 0.2); align-items: center;'><div style='flex: 0 0 80px; opacity: 0.5;'>assistant</div><div style='flex-grow: 1; padding: 5px; padding-top: 10px; padding-bottom: 10px; margin-top: 0px; white-space: pre-wrap; margin-bottom: 0px;'><span style='background-color: rgba(0, 165, 0, 0.25); opacity: 1.0; display: inline;' title='{{gen &#x27;text_analysis_conclusion&#x27; temperature=0 max_tokens=50}}'>Yes</span></div></div><span style='background-color: rgba(0, 138.56128016, 250.76166089, 0.25); display: inline;' title='{{#if (contains text_analysis_conclusion &#x27;Yes&#x27;)}}\n",
       "{{#user~}}\n",
       "This is some knowledge:\n",
       "{{knowledge}}\n",
       "Generate a comprehensive answer based on the knowledge provided.\n",
       "{{~/user}}                 \n",
       "{{#assistant~}}\n",
       "{{gen &#x27;final_answer_based_on_knowledge&#x27; temperature=0 max_tokens=300}}\n",
       "{{~/assistant}}\n",
       "\n",
       "{{else}}\n",
       "{{#user~}}\n",
       "\n",
       "Generate a question that would elicit the missing information.\n",
       "{{~/user}}\n",
       "{{#assistant~}}                           \n",
       "{{gen &#x27;question_for_missing_info&#x27; temperature=0 max_tokens=300}}\n",
       "{{~/assistant}}\n",
       "{{/if}}'><div style='display: flex; border-bottom: 1px solid rgba(127, 127, 127, 0.2); align-items: center;'><div style='flex: 0 0 80px; opacity: 0.5;'>user</div><div style='flex-grow: 1; padding: 5px; padding-top: 10px; padding-bottom: 10px; margin-top: 0px; white-space: pre-wrap; margin-bottom: 0px;'>This is some knowledge:\n",
       "<span style='background-color: rgba(0, 138.56128016, 250.76166089, 0.25); display: inline;' title='{{knowledge}}'>Artificial Intelligence (AI) is rapidly evolving and being integrated into various sectors, including healthcare. In healthcare, AI is used for data analysis, patient care, and diagnostic processes. While it offers efficiency and accuracy, concerns about data privacy and the ethical implications of AI in decision-making remain topics of discussion.</span>\n",
       "Generate a comprehensive answer based on the knowledge provided.</div></div><div style='display: flex; border-bottom: 1px solid rgba(127, 127, 127, 0.2); align-items: center;'><div style='flex: 0 0 80px; opacity: 0.5;'>assistant</div><div style='flex-grow: 1; padding: 5px; padding-top: 10px; padding-bottom: 10px; margin-top: 0px; white-space: pre-wrap; margin-bottom: 0px;'><span style='background-color: rgba(0, 165, 0, 0.25); opacity: 1.0; display: inline;' title='{{gen &#x27;final_answer_based_on_knowledge&#x27; temperature=0 max_tokens=300}}'>AI has been rapidly advancing and finding its way into different industries, including healthcare. In the healthcare sector, AI is being utilized for tasks such as data analysis, patient care, and diagnostics. The integration of AI technology in healthcare brings benefits like improved efficiency and accuracy. However, there are ongoing discussions regarding the ethical implications of AI in decision-making and concerns about data privacy. These considerations highlight the need for careful implementation and regulation of AI in healthcare to ensure its responsible and effective use.</span></div></div></span>\n",
       " </pre></div>\n",
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      "\n",
      "<|im_start|>system\n",
      "You are a knowledgeable and efficient assistant.<|im_end|>\n",
      "\n",
      "<|im_start|>user\n",
      "Please analyze the following question:\n",
      "What are the implications of AI in healthcare?\n",
      "Identify the exact topic and user intent in one sentence.<|im_end|>\n",
      "\n",
      "<|im_start|>assistant\n",
      "Topic: Implications of AI in healthcare\n",
      "User intent: To understand the potential effects and consequences of AI technology in the healthcare industry.<|im_end|>\n",
      "\n",
      "<|im_start|>user\n",
      "Based on the topic and intent, what information is required to adequately answer this question?<|im_end|>\n",
      "\n",
      "<|im_start|>assistant\n",
      "To adequately answer the question about the implications of AI in healthcare, the following information may be required:\n",
      "\n",
      "1. Overview of AI in healthcare: Explanation of what AI is and how it is being used in the healthcare industry.\n",
      "2. Benefits of AI in healthcare: Discussion on the potential advantages and positive impacts of AI technology in healthcare, such as improved diagnosis, personalized treatment, and enhanced patient care.\n",
      "3. Challenges and limitations: Analysis of the potential challenges and limitations of AI in healthcare, including ethical concerns<|im_end|>\n",
      "\n",
      "<|im_start|>user\n",
      "Here is a text source that might contain the answer:\n",
      "Artificial Intelligence (AI) is rapidly evolving and being integrated into various sectors, including healthcare. In healthcare, AI is used for data analysis, patient care, and diagnostic processes. While it offers efficiency and accuracy, concerns about data privacy and the ethical implications of AI in decision-making remain topics of discussion.\n",
      "Analyze if this text contains the necessary information and respond with 'Yes' or 'No'.<|im_end|>\n",
      "\n",
      "<|im_start|>assistant\n",
      "Yes<|im_end|>\n",
      "\n",
      "\n",
      "<|im_start|>user\n",
      "This is some knowledge:\n",
      "Artificial Intelligence (AI) is rapidly evolving and being integrated into various sectors, including healthcare. In healthcare, AI is used for data analysis, patient care, and diagnostic processes. While it offers efficiency and accuracy, concerns about data privacy and the ethical implications of AI in decision-making remain topics of discussion.\n",
      "Generate a comprehensive answer based on the knowledge provided.<|im_end|>                 \n",
      "<|im_start|>assistant\n",
      "AI has been rapidly advancing and finding its way into different industries, including healthcare. In the healthcare sector, AI is being utilized for tasks such as data analysis, patient care, and diagnostics. The integration of AI technology in healthcare brings benefits like improved efficiency and accuracy. However, there are ongoing discussions regarding the ethical implications of AI in decision-making and concerns about data privacy. These considerations highlight the need for careful implementation and regulation of AI in healthcare to ensure its responsible and effective use.<|im_end|>\n",
      "\n",
      "\n",
      "\n",
      "--------2----------\n",
      "Question:  What are the implications of AI in healthcare?\n",
      "Intent: Topic: Implications of AI in healthcare\n",
      "User intent: To understand the potential effects and consequences of AI technology in the healthcare industry.\n",
      "Info Requirements: To adequately answer the question about the implications of AI in healthcare, the following information may be required:\n",
      "\n",
      "1. Overview of AI in healthcare: Explanation of what AI is and how it is being used in the healthcare industry.\n",
      "2. Benefits of AI in healthcare: Discussion on the potential advantages and positive impacts of AI technology in healthcare, such as improved diagnosis, personalized treatment, and enhanced patient care.\n",
      "3. Challenges and limitations: Analysis of the potential challenges and limitations of AI in healthcare, including ethical concerns\n",
      "Analysis: Yes\n",
      "Final Answer: AI has been rapidly advancing and finding its way into different industries, including healthcare. In the healthcare sector, AI is being utilized for tasks such as data analysis, patient care, and diagnostics. The integration of AI technology in healthcare brings benefits like improved efficiency and accuracy. However, there are ongoing discussions regarding the ethical implications of AI in decision-making and concerns about data privacy. These considerations highlight the need for careful implementation and regulation of AI in healthcare to ensure its responsible and effective use.\n",
      "-------------------\n"
     ]
    }
   ],
   "source": [
    "# Inspect the output\n",
    "\n",
    "for i, (question, knowledge) in enumerate(zip(questions, knowledge)):\n",
    "    output = chain_of_thought(query=question, knowledge=knowledge)\n",
    "\n",
    "    print(output)\n",
    "\n",
    "    print(f'--------{i}----------')\n",
    "    print(\"Question: \", question)\n",
    "    print(\"Intent: \" + output['topic_intent'])\n",
    "    print(\"Info Requirements: \" + output['info_requirements'])\n",
    "    print(\"Analysis: \" + output['text_analysis_conclusion'])\n",
    "    \n",
    "    # Check if the final answer is based on the knowledge or a generated question for missing info\n",
    "    if 'final_answer_based_on_knowledge' in output:\n",
    "        print(\"Final Answer: \" + output['final_answer_based_on_knowledge'])\n",
    "    elif 'question_for_missing_info' in output:\n",
    "        print(\"Question for Missing Info: \" + output['question_for_missing_info'])\n",
    "    \n",
    "    print('-------------------')\n",
    "\n"
   ]
  }
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