examples/simple_health_checks.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "DEBUG:root:Logging\n"
     ]
    }
   ],
   "source": [
    "import logging\n",
    "logger = logging.getLogger()\n",
    "logger.setLevel(logging.DEBUG)\n",
    "logging.debug(\"Logging\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "DEBUG:matplotlib:matplotlib data path: /Users/gregorbetz/git/logikon/.direnv/logikon/lib/python3.11/site-packages/matplotlib/mpl-data\n",
      "DEBUG:matplotlib:CONFIGDIR=/Users/gregorbetz/.matplotlib\n",
      "DEBUG:matplotlib:interactive is False\n",
      "DEBUG:matplotlib:platform is darwin\n",
      "DEBUG:matplotlib:CACHEDIR=/Users/gregorbetz/.matplotlib\n",
      "DEBUG:matplotlib.font_manager:Using fontManager instance from /Users/gregorbetz/.matplotlib/fontlist-v330.json\n",
      "DEBUG:graphviz._tools:deprecate positional args: graphviz.backend.piping.pipe(['renderer', 'formatter', 'neato_no_op', 'quiet'])\n",
      "DEBUG:graphviz._tools:deprecate positional args: graphviz.backend.rendering.render(['renderer', 'formatter', 'neato_no_op', 'quiet'])\n",
      "DEBUG:graphviz._tools:deprecate positional args: graphviz.backend.unflattening.unflatten(['stagger', 'fanout', 'chain', 'encoding'])\n",
      "DEBUG:graphviz._tools:deprecate positional args: graphviz.backend.viewing.view(['quiet'])\n",
      "DEBUG:graphviz._tools:deprecate positional args: graphviz.quoting.quote(['is_html_string', 'is_valid_id', 'dot_keywords', 'endswith_odd_number_of_backslashes', 'escape_unescaped_quotes'])\n",
      "DEBUG:graphviz._tools:deprecate positional args: graphviz.quoting.a_list(['kwargs', 'attributes'])\n",
      "DEBUG:graphviz._tools:deprecate positional args: graphviz.quoting.attr_list(['kwargs', 'attributes'])\n",
      "DEBUG:graphviz._tools:deprecate positional args: graphviz.dot.Dot.clear(['keep_attrs'])\n",
      "DEBUG:graphviz._tools:deprecate positional args: graphviz.dot.Dot.__iter__(['subgraph'])\n",
      "DEBUG:graphviz._tools:deprecate positional args: graphviz.dot.Dot.node(['_attributes'])\n",
      "DEBUG:graphviz._tools:deprecate positional args: graphviz.dot.Dot.edge(['_attributes'])\n",
      "DEBUG:graphviz._tools:deprecate positional args: graphviz.dot.Dot.attr(['_attributes'])\n",
      "DEBUG:graphviz._tools:deprecate positional args: graphviz.dot.Dot.subgraph(['name', 'comment', 'graph_attr', 'node_attr', 'edge_attr', 'body'])\n",
      "DEBUG:graphviz._tools:deprecate positional args: graphviz.piping.Pipe._pipe_legacy(['renderer', 'formatter', 'neato_no_op', 'quiet'])\n",
      "DEBUG:graphviz._tools:deprecate positional args: graphviz.saving.Save.save(['directory'])\n",
      "DEBUG:graphviz._tools:deprecate positional args: graphviz.rendering.Render.render(['directory', 'view', 'cleanup', 'format', 'renderer', 'formatter', 'neato_no_op', 'quiet', 'quiet_view'])\n",
      "DEBUG:graphviz._tools:deprecate positional args: graphviz.rendering.Render.view(['directory', 'cleanup', 'quiet', 'quiet_view'])\n",
      "DEBUG:graphviz._tools:deprecate positional args: graphviz.unflattening.Unflatten.unflatten(['stagger', 'fanout', 'chain'])\n",
      "DEBUG:graphviz._tools:deprecate positional args: graphviz.graphs.BaseGraph.__init__(['comment', 'filename', 'directory', 'format', 'engine', 'encoding', 'graph_attr', 'node_attr', 'edge_attr', 'body', 'strict'])\n",
      "DEBUG:graphviz._tools:deprecate positional args: graphviz.sources.Source.from_file(['directory', 'format', 'engine', 'encoding', 'renderer', 'formatter'])\n",
      "DEBUG:graphviz._tools:deprecate positional args: graphviz.sources.Source.__init__(['filename', 'directory', 'format', 'engine', 'encoding'])\n",
      "DEBUG:graphviz._tools:deprecate positional args: graphviz.sources.Source.save(['directory'])\n"
     ]
    }
   ],
   "source": [
    "import logikon"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "True"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import os\n",
    "\n",
    "import dotenv\n",
    "\n",
    "dotenv.load_dotenv(\"../.env\")\n",
    "\"HUGGINGFACEHUB_API_TOKEN\" in os.environ or print(\"Please set HUGGINGFACEHUB_API_TOKEN in .env\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "classifier_url = \"https://api-inference.huggingface.co/models/MoritzLaurer/DeBERTa-v3-base-mnli-fever-anli\"\n",
    "classifier_url = os.environ.get(\"CLASSIFIER_URL\", classifier_url)  # use custom inference endpoint if set\n",
    "\n",
    "config = logikon.ScoreConfig(\n",
    "    artifacts=[\"svg_argmap\"],\n",
    "    global_kwargs={\n",
    "        \"expert_model\": \"meta-llama/Meta-Llama-3.1-70B-Instruct\",\n",
    "        \"inference_server_url\": \"https://api-inference.huggingface.co/models/meta-llama/Meta-Llama-3.1-70B-Instruct\",\n",
    "        #\"expert_model\": \"HuggingFaceH4/zephyr-7b-beta\",\n",
    "        #\"inference_server_url\": \"https://px0zqc1h7zw38b0b.us-east-1.aws.endpoints.huggingface.cloud\",\n",
    "        \"llm_backend\": \"HFChat\",\n",
    "        \"api_key\": os.environ[\"HUGGINGFACEHUB_API_TOKEN\"],\n",
    "        \"classifier_kwargs\": {\n",
    "            \"model_id\": \"MoritzLaurer/DeBERTa-v3-base-mnli-fever-anli\",\n",
    "            \"inference_server_url\": classifier_url,\n",
    "            \"api_key\": os.environ.get(\"HUGGINGFACEHUB_API_TOKEN\"),\n",
    "            \"batch_size\": 8,\n",
    "        },\n",
    "    }\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "DEBUG:urllib3.connectionpool:Resetting dropped connection: huggingface.co\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "/opt/homebrew/bin/dot\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "DEBUG:urllib3.connectionpool:https://huggingface.co:443 \"HEAD /HuggingFaceH4/zephyr-7b-beta/resolve/main/tokenizer_config.json HTTP/1.1\" 200 0\n",
      "INFO:logikon.backends.chat_models_with_grammar:Created logits model: llm=LazyHuggingFaceEndpoint(endpoint_url='https://px0zqc1h7zw38b0b.us-east-1.aws.endpoints.huggingface.cloud', huggingfacehub_api_token='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', model='https://px0zqc1h7zw38b0b.us-east-1.aws.endpoints.huggingface.cloud', client=<InferenceClient(model='https://px0zqc1h7zw38b0b.us-east-1.aws.endpoints.huggingface.cloud', timeout=120)>, async_client=<InferenceClient(model='https://px0zqc1h7zw38b0b.us-east-1.aws.endpoints.huggingface.cloud', timeout=120)>, task='text-generation') tokenizer=LlamaTokenizerFast(name_or_path='HuggingFaceH4/zephyr-7b-beta', vocab_size=32000, model_max_length=1000000000000000019884624838656, is_fast=True, padding_side='left', truncation_side='left', special_tokens={'bos_token': '<s>', 'eos_token': '</s>', 'unk_token': '<unk>', 'pad_token': '</s>', 'additional_special_tokens': ['<unk>', '<s>', '</s>']}, clean_up_tokenization_spaces=False),  added_tokens_decoder={\n",
      "\t0: AddedToken(\"<unk>\", rstrip=False, lstrip=False, single_word=False, normalized=False, special=True),\n",
      "\t1: AddedToken(\"<s>\", rstrip=False, lstrip=False, single_word=False, normalized=False, special=True),\n",
      "\t2: AddedToken(\"</s>\", rstrip=False, lstrip=False, single_word=False, normalized=False, special=True),\n",
      "} model_id='HuggingFaceH4/zephyr-7b-beta'\n",
      "DEBUG:urllib3.connectionpool:https://huggingface.co:443 \"HEAD /HuggingFaceH4/zephyr-7b-beta/resolve/main/tokenizer_config.json HTTP/1.1\" 200 0\n",
      "INFO:logikon.backends.chat_models_with_grammar:Created logits model: llm=LazyHuggingFaceEndpoint(endpoint_url='https://px0zqc1h7zw38b0b.us-east-1.aws.endpoints.huggingface.cloud', huggingfacehub_api_token='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', model='https://px0zqc1h7zw38b0b.us-east-1.aws.endpoints.huggingface.cloud', client=<InferenceClient(model='https://px0zqc1h7zw38b0b.us-east-1.aws.endpoints.huggingface.cloud', timeout=120)>, async_client=<InferenceClient(model='https://px0zqc1h7zw38b0b.us-east-1.aws.endpoints.huggingface.cloud', timeout=120)>, task='text-generation') tokenizer=LlamaTokenizerFast(name_or_path='HuggingFaceH4/zephyr-7b-beta', vocab_size=32000, model_max_length=1000000000000000019884624838656, is_fast=True, padding_side='left', truncation_side='left', special_tokens={'bos_token': '<s>', 'eos_token': '</s>', 'unk_token': '<unk>', 'pad_token': '</s>', 'additional_special_tokens': ['<unk>', '<s>', '</s>']}, clean_up_tokenization_spaces=False),  added_tokens_decoder={\n",
      "\t0: AddedToken(\"<unk>\", rstrip=False, lstrip=False, single_word=False, normalized=False, special=True),\n",
      "\t1: AddedToken(\"<s>\", rstrip=False, lstrip=False, single_word=False, normalized=False, special=True),\n",
      "\t2: AddedToken(\"</s>\", rstrip=False, lstrip=False, single_word=False, normalized=False, special=True),\n",
      "} model_id='HuggingFaceH4/zephyr-7b-beta'\n",
      "DEBUG:urllib3.connectionpool:https://huggingface.co:443 \"HEAD /HuggingFaceH4/zephyr-7b-beta/resolve/main/tokenizer_config.json HTTP/1.1\" 200 0\n",
      "INFO:logikon.backends.chat_models_with_grammar:Created logits model: llm=LazyHuggingFaceEndpoint(endpoint_url='https://px0zqc1h7zw38b0b.us-east-1.aws.endpoints.huggingface.cloud', huggingfacehub_api_token='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', model='https://px0zqc1h7zw38b0b.us-east-1.aws.endpoints.huggingface.cloud', client=<InferenceClient(model='https://px0zqc1h7zw38b0b.us-east-1.aws.endpoints.huggingface.cloud', timeout=120)>, async_client=<InferenceClient(model='https://px0zqc1h7zw38b0b.us-east-1.aws.endpoints.huggingface.cloud', timeout=120)>, task='text-generation') tokenizer=LlamaTokenizerFast(name_or_path='HuggingFaceH4/zephyr-7b-beta', vocab_size=32000, model_max_length=1000000000000000019884624838656, is_fast=True, padding_side='left', truncation_side='left', special_tokens={'bos_token': '<s>', 'eos_token': '</s>', 'unk_token': '<unk>', 'pad_token': '</s>', 'additional_special_tokens': ['<unk>', '<s>', '</s>']}, clean_up_tokenization_spaces=False),  added_tokens_decoder={\n",
      "\t0: AddedToken(\"<unk>\", rstrip=False, lstrip=False, single_word=False, normalized=False, special=True),\n",
      "\t1: AddedToken(\"<s>\", rstrip=False, lstrip=False, single_word=False, normalized=False, special=True),\n",
      "\t2: AddedToken(\"</s>\", rstrip=False, lstrip=False, single_word=False, normalized=False, special=True),\n",
      "} model_id='HuggingFaceH4/zephyr-7b-beta'\n",
      "INFO:Director:Built analyst pipeline:<class 'logikon.analysts.reconstruction.issue_builder_lcel.IssueBuilderLCEL'> -> <class 'logikon.analysts.reconstruction.pros_cons_builder_lcel.ProsConsBuilderLCEL'> -> <class 'logikon.analysts.reconstruction.relevance_network_builder_lcel.RelevanceNetworkBuilderLCEL'> -> <class 'logikon.analysts.export.networkx_exporter.RelevanceNetworkNXExporter'> -> <class 'logikon.analysts.reconstruction.fuzzy_argmap_builder.FuzzyArgMapBuilder'> -> <class 'logikon.analysts.score.argmap_graph_scores.ArgMapGraphSizeScorer'> -> <class 'logikon.analysts.score.balance_scores.GlobalBalanceScorer'> -> <class 'logikon.analysts.score.argmap_graph_scores.ArgMapRootCountScorer'> -> <class 'logikon.analysts.export.svgmap_exporter.SVGMapExporter'>\n",
      "DEBUG:urllib3.connectionpool:https://px0zqc1h7zw38b0b.us-east-1.aws.endpoints.huggingface.cloud:443 \"POST / HTTP/1.1\" 200 67\n",
      "DEBUG:urllib3.connectionpool:https://px0zqc1h7zw38b0b.us-east-1.aws.endpoints.huggingface.cloud:443 \"POST / HTTP/1.1\" 200 67\n",
      "DEBUG:urllib3.connectionpool:https://px0zqc1h7zw38b0b.us-east-1.aws.endpoints.huggingface.cloud:443 \"POST / HTTP/1.1\" 200 88\n",
      "DEBUG:IssueBuilderLCEL:Drafts: [{'text': 'Should we use nuclear energy?', 'label': 'A'}, {'text': 'Should we use nuclear energy?', 'label': 'B'}, {'text': 'Should we use nuclear energy as a source of power?', 'label': 'C'}]\n",
      "DEBUG:urllib3.connectionpool:https://px0zqc1h7zw38b0b.us-east-1.aws.endpoints.huggingface.cloud:443 \"POST / HTTP/1.1\" 200 24\n",
      "DEBUG:urllib3.connectionpool:https://px0zqc1h7zw38b0b.us-east-1.aws.endpoints.huggingface.cloud:443 \"POST / HTTP/1.1\" 200 24\n",
      "DEBUG:urllib3.connectionpool:https://px0zqc1h7zw38b0b.us-east-1.aws.endpoints.huggingface.cloud:443 \"POST / HTTP/1.1\" 200 24\n",
      "DEBUG:urllib3.connectionpool:https://px0zqc1h7zw38b0b.us-east-1.aws.endpoints.huggingface.cloud:443 \"POST / HTTP/1.1\" 200 24\n",
      "DEBUG:urllib3.connectionpool:https://px0zqc1h7zw38b0b.us-east-1.aws.endpoints.huggingface.cloud:443 \"POST / HTTP/1.1\" 200 795\n",
      "DEBUG:ProsConsBuilderLCEL:Mined reasons: [Claim(text='Nuclear energy is a clean and efficient source of power that produces electricity without emitting greenhouse gases, helping to combat climate change.', label='Pro: Clean and efficient'),\n",
      " Claim(text='Nuclear power plants provide a reliable source of electricity that can provide power to millions of people around the world.', label='Pro: Reliable source of power'),\n",
      " Claim(text='Some argue that nuclear energy poses risks to the environment and is unsafe due to the possibility of accidents or the disposal of radioactive waste, but these risks can be managed through proper regulation and safety measures.', label='Con: Safety concerns')]\n",
      "DEBUG:urllib3.connectionpool:https://px0zqc1h7zw38b0b.us-east-1.aws.endpoints.huggingface.cloud:443 \"POST / HTTP/1.1\" 200 196\n",
      "DEBUG:ProsConsBuilderLCEL:Identified options: ['Use nuclear energy',\n",
      " \"Don't use nuclear energy\",\n",
      " 'Phase out nuclear energy',\n",
      " 'Invest in nuclear research']\n",
      "DEBUG:urllib3.connectionpool:https://px0zqc1h7zw38b0b.us-east-1.aws.endpoints.huggingface.cloud:443 \"POST / HTTP/1.1\" 200 723\n",
      "DEBUG:ProsConsBuilderLCEL:Pros and cons list: {'roots': [{'text': 'We should use nuclear energy.', 'label': 'Use nuclear energy', 'pros': [{'text': 'Nuclear energy is a clean and efficient source of power that produces electricity without emitting greenhouse gases, helping to combat climate change.', 'label': 'Pro: Clean and efficient'}, {'text': 'Nuclear power plants provide a reliable source of electricity that can provide power to millions of people around the world.', 'label': 'Pro: Reliable source of power'}], 'cons': []}, {'text': 'Some argue that nuclear energy poses risks to the environment and is unsafe due to the possibility of accidents or the disposal of radioactive waste, but these risks can be managed through proper regulation and safety measures.', 'label': 'Con: Safety concerns', 'pros': [], 'cons': []}], 'options': ['Use nuclear energy', \"Don't use nuclear energy\", 'Phase out nuclear energy', 'Invest in nuclear research']}\n",
      "INFO:ProsConsBuilderLCEL:Found content-related issues in pros and cons list. Revising ...\n",
      "DEBUG:ProsConsBuilderLCEL:Critique: [\"The reason with label 'Con: Safety concerns' does not appear in your pros and cons list.\"]\n",
      "DEBUG:urllib3.connectionpool:https://px0zqc1h7zw38b0b.us-east-1.aws.endpoints.huggingface.cloud:443 \"POST / HTTP/1.1\" 200 707\n",
      "INFO:ProsConsBuilderLCEL:Revised pros and cons list: {'roots': [{'text': 'We should use nuclear energy.', 'label': 'Use nuclear energy', 'pros': [{'text': 'Nuclear energy is a clean and efficient source of power that produces electricity without emitting greenhouse gases, helping to combat climate change.', 'label': 'Pro: Clean and efficient'}, {'text': 'Nuclear power plants provide a reliable source of electricity that can provide power to millions of people around the world.', 'label': 'Pro: Reliable source of power'}], 'cons': [{'text': 'Some argue that nuclear energy poses risks to the environment and is unsafe due to the possibility of accidents or the disposal of radioactive waste, but these risks can be managed through proper regulation and safety measures.', 'label': 'Con: Safety concerns'}]}], 'options': ['Use nuclear energy', \"Don't use nuclear energy\", 'Phase out nuclear energy', 'Invest in nuclear research']}\n",
      "DEBUG:ProsConsBuilderLCEL:Built pros and cons list: {'options': ['Use nuclear energy',\n",
      "             \"Don't use nuclear energy\",\n",
      "             'Phase out nuclear energy',\n",
      "             'Invest in nuclear research'],\n",
      " 'roots': [{'cons': [{'label': 'Con: Safety concerns',\n",
      "                      'text': 'Some argue that nuclear energy poses risks to '\n",
      "                              'the environment and is unsafe due to the '\n",
      "                              'possibility of accidents or the disposal of '\n",
      "                              'radioactive waste, but these risks can be '\n",
      "                              'managed through proper regulation and safety '\n",
      "                              'measures.'}],\n",
      "            'label': 'Use nuclear energy',\n",
      "            'pros': [{'label': 'Pro: Clean and efficient',\n",
      "                      'text': 'Nuclear energy is a clean and efficient source '\n",
      "                              'of power that produces electricity without '\n",
      "                              'emitting greenhouse gases, helping to combat '\n",
      "                              'climate change.'},\n",
      "                     {'label': 'Pro: Reliable source of power',\n",
      "                      'text': 'Nuclear power plants provide a reliable source '\n",
      "                              'of electricity that can provide power to '\n",
      "                              'millions of people around the world.'}],\n",
      "            'text': 'We should use nuclear energy.'}]}\n",
      "DEBUG:ProsConsBuilderLCEL:Revised pros and cons list: {'options': ['Use nuclear energy',\n",
      "             \"Don't use nuclear energy\",\n",
      "             'Phase out nuclear energy',\n",
      "             'Invest in nuclear research'],\n",
      " 'roots': [{'cons': [{'label': 'Con: Safety concerns',\n",
      "                      'text': 'Some argue that nuclear energy poses risks to '\n",
      "                              'the environment and is unsafe due to the '\n",
      "                              'possibility of accidents or the disposal of '\n",
      "                              'radioactive waste, but these risks can be '\n",
      "                              'managed through proper regulation and safety '\n",
      "                              'measures.'}],\n",
      "            'label': 'Use nuclear energy',\n",
      "            'pros': [{'label': 'Pro: Clean and efficient',\n",
      "                      'text': 'Nuclear energy is a clean and efficient source '\n",
      "                              'of power that produces electricity without '\n",
      "                              'emitting greenhouse gases, helping to combat '\n",
      "                              'climate change.'},\n",
      "                     {'label': 'Pro: Reliable source of power',\n",
      "                      'text': 'Nuclear power plants provide a reliable source '\n",
      "                              'of electricity that can provide power to '\n",
      "                              'millions of people around the world.'}],\n",
      "            'text': 'We should use nuclear energy.'}]}\n",
      "DEBUG:urllib3.connectionpool:https://px0zqc1h7zw38b0b.us-east-1.aws.endpoints.huggingface.cloud:443 \"POST / HTTP/1.1\" 200 232\n",
      "DEBUG:urllib3.connectionpool:https://px0zqc1h7zw38b0b.us-east-1.aws.endpoints.huggingface.cloud:443 \"POST / HTTP/1.1\" 200 253\n",
      "DEBUG:urllib3.connectionpool:https://px0zqc1h7zw38b0b.us-east-1.aws.endpoints.huggingface.cloud:443 \"POST / HTTP/1.1\" 200 791\n",
      "DEBUG:RelevanceNetworkBuilderLCEL:Unpacked pros and cons list: {'options': ['Use nuclear energy',\n",
      "             \"Don't use nuclear energy\",\n",
      "             'Phase out nuclear energy',\n",
      "             'Invest in nuclear research'],\n",
      " 'roots': [{'cons': [{'label': 'Con: Safety concerns',\n",
      "                      'text': 'Some argue that nuclear energy poses risks to '\n",
      "                              'the environment and is unsafe due to the '\n",
      "                              'possibility of accidents or the disposal of '\n",
      "                              'radioactive waste.'},\n",
      "                     {'label': 'Con: Safety concerns - Accidents',\n",
      "                      'text': 'Nuclear energy poses risks to the environment '\n",
      "                              'and is unsafe due to the possibility of '\n",
      "                              'accidents.'},\n",
      "                     {'label': 'Con: Safety concerns - Radioactive waste',\n",
      "                      'text': 'Nuclear energy poses risks to the environment '\n",
      "                              'and is unsafe due to the disposal of '\n",
      "                              'radioactive waste.'},\n",
      "                     {'label': 'Con: Safety concerns - Management',\n",
      "                      'text': 'However, these risks can be managed through '\n",
      "                              'proper regulation and safety measures.'}],\n",
      "            'label': 'Use nuclear energy',\n",
      "            'pros': [{'label': 'Pro: Clean and efficient',\n",
      "                      'text': 'Nuclear energy is a clean and efficient source '\n",
      "                              'of power that produces electricity without '\n",
      "                              'emitting greenhouse gases, helping to combat '\n",
      "                              'climate change.'},\n",
      "                     {'label': 'Pro: Reliable source of power',\n",
      "                      'text': 'Nuclear power plants provide a reliable source '\n",
      "                              'of electricity that can provide power to '\n",
      "                              'millions of people around the world.'}],\n",
      "            'text': 'We should use nuclear energy.'}]}\n",
      "DEBUG:RelevanceNetworkBuilderLCEL:Cleaned pros and cons list w/o duplicates: {'options': ['Use nuclear energy',\n",
      "             \"Don't use nuclear energy\",\n",
      "             'Phase out nuclear energy',\n",
      "             'Invest in nuclear research'],\n",
      " 'roots': [{'cons': [{'label': 'Con: Safety concerns',\n",
      "                      'text': 'Some argue that nuclear energy poses risks to '\n",
      "                              'the environment and is unsafe due to the '\n",
      "                              'possibility of accidents or the disposal of '\n",
      "                              'radioactive waste.'},\n",
      "                     {'label': 'Con: Safety concerns - Accidents',\n",
      "                      'text': 'Nuclear energy poses risks to the environment '\n",
      "                              'and is unsafe due to the possibility of '\n",
      "                              'accidents.'},\n",
      "                     {'label': 'Con: Safety concerns - Radioactive waste',\n",
      "                      'text': 'Nuclear energy poses risks to the environment '\n",
      "                              'and is unsafe due to the disposal of '\n",
      "                              'radioactive waste.'},\n",
      "                     {'label': 'Con: Safety concerns - Management',\n",
      "                      'text': 'However, these risks can be managed through '\n",
      "                              'proper regulation and safety measures.'}],\n",
      "            'label': 'Use nuclear energy',\n",
      "            'pros': [{'label': 'Pro: Clean and efficient',\n",
      "                      'text': 'Nuclear energy is a clean and efficient source '\n",
      "                              'of power that produces electricity without '\n",
      "                              'emitting greenhouse gases, helping to combat '\n",
      "                              'climate change.'},\n",
      "                     {'label': 'Pro: Reliable source of power',\n",
      "                      'text': 'Nuclear power plants provide a reliable source '\n",
      "                              'of electricity that can provide power to '\n",
      "                              'millions of people around the world.'}],\n",
      "            'text': 'We should use nuclear energy.'}]}\n",
      "DEBUG:RelevanceNetworkBuilderLCEL:Adding nodes and collecting reason-root edges...\n",
      "DEBUG:RelevanceNetworkBuilderLCEL:Collecting reason-reason edges...\n",
      "INFO:RelevanceNetworkBuilderLCEL:Adding 36 fuzzy edges edges...\n",
      "DEBUG:RelevanceNetworkBuilderLCEL:Edges to weigh and add: [(ArgMapNode(id='5b20b915-3f55-4aa5-a30e-6923f8b792ba', text='Nuclear energy is a clean and efficient source of power that produces electricity without emitting greenhouse gases, helping to combat climate change.', label='Pro: Clean and efficient', annotations=[], node_type='reason'), ArgMapNode(id='c5a23f9e-4b82-4e74-be10-2cbb7708445e', text='We should use nuclear energy.', label='Use nuclear energy', annotations=[], node_type='central_claim'), 'support'), (ArgMapNode(id='bdf9f445-8394-4f89-9c4f-0bc109674e48', text='Nuclear power plants provide a reliable source of electricity that can provide power to millions of people around the world.', label='Pro: Reliable source of power', annotations=[], node_type='reason'), ArgMapNode(id='c5a23f9e-4b82-4e74-be10-2cbb7708445e', text='We should use nuclear energy.', label='Use nuclear energy', annotations=[], node_type='central_claim'), 'support'), (ArgMapNode(id='78d701bf-127e-422e-bd91-84154ffdf884', text='Some argue that nuclear energy poses risks to the environment and is unsafe due to the possibility of accidents or the disposal of radioactive waste.', label='Con: Safety concerns', annotations=[], node_type='reason'), ArgMapNode(id='c5a23f9e-4b82-4e74-be10-2cbb7708445e', text='We should use nuclear energy.', label='Use nuclear energy', annotations=[], node_type='central_claim'), 'attack'), (ArgMapNode(id='4fe177e0-866d-404f-8aef-7403684c3462', text='Nuclear energy poses risks to the environment and is unsafe due to the possibility of accidents.', label='Con: Safety concerns - Accidents', annotations=[], node_type='reason'), ArgMapNode(id='c5a23f9e-4b82-4e74-be10-2cbb7708445e', text='We should use nuclear energy.', label='Use nuclear energy', annotations=[], node_type='central_claim'), 'attack'), (ArgMapNode(id='76ad2c20-853f-49a9-adc0-69206efc26e0', text='Nuclear energy poses risks to the environment and is unsafe due to the disposal of radioactive waste.', label='Con: Safety concerns - Radioactive waste', annotations=[], node_type='reason'), ArgMapNode(id='c5a23f9e-4b82-4e74-be10-2cbb7708445e', text='We should use nuclear energy.', label='Use nuclear energy', annotations=[], node_type='central_claim'), 'attack'), (ArgMapNode(id='cfa968e9-38e2-4c9f-bb5d-c26709c58be1', text='However, these risks can be managed through proper regulation and safety measures.', label='Con: Safety concerns - Management', annotations=[], node_type='reason'), ArgMapNode(id='c5a23f9e-4b82-4e74-be10-2cbb7708445e', text='We should use nuclear energy.', label='Use nuclear energy', annotations=[], node_type='central_claim'), 'attack'), (ArgMapNode(id='bdf9f445-8394-4f89-9c4f-0bc109674e48', text='Nuclear power plants provide a reliable source of electricity that can provide power to millions of people around the world.', label='Pro: Reliable source of power', annotations=[], node_type='reason'), ArgMapNode(id='5b20b915-3f55-4aa5-a30e-6923f8b792ba', text='Nuclear energy is a clean and efficient source of power that produces electricity without emitting greenhouse gases, helping to combat climate change.', label='Pro: Clean and efficient', annotations=[], node_type='reason'), 'support'), (ArgMapNode(id='78d701bf-127e-422e-bd91-84154ffdf884', text='Some argue that nuclear energy poses risks to the environment and is unsafe due to the possibility of accidents or the disposal of radioactive waste.', label='Con: Safety concerns', annotations=[], node_type='reason'), ArgMapNode(id='5b20b915-3f55-4aa5-a30e-6923f8b792ba', text='Nuclear energy is a clean and efficient source of power that produces electricity without emitting greenhouse gases, helping to combat climate change.', label='Pro: Clean and efficient', annotations=[], node_type='reason'), 'support'), (ArgMapNode(id='4fe177e0-866d-404f-8aef-7403684c3462', text='Nuclear energy poses risks to the environment and is unsafe due to the possibility of accidents.', label='Con: Safety concerns - Accidents', annotations=[], node_type='reason'), ArgMapNode(id='5b20b915-3f55-4aa5-a30e-6923f8b792ba', text='Nuclear energy is a clean and efficient source of power that produces electricity without emitting greenhouse gases, helping to combat climate change.', label='Pro: Clean and efficient', annotations=[], node_type='reason'), 'support'), (ArgMapNode(id='76ad2c20-853f-49a9-adc0-69206efc26e0', text='Nuclear energy poses risks to the environment and is unsafe due to the disposal of radioactive waste.', label='Con: Safety concerns - Radioactive waste', annotations=[], node_type='reason'), ArgMapNode(id='5b20b915-3f55-4aa5-a30e-6923f8b792ba', text='Nuclear energy is a clean and efficient source of power that produces electricity without emitting greenhouse gases, helping to combat climate change.', label='Pro: Clean and efficient', annotations=[], node_type='reason'), 'support'), (ArgMapNode(id='cfa968e9-38e2-4c9f-bb5d-c26709c58be1', text='However, these risks can be managed through proper regulation and safety measures.', label='Con: Safety concerns - Management', annotations=[], node_type='reason'), ArgMapNode(id='5b20b915-3f55-4aa5-a30e-6923f8b792ba', text='Nuclear energy is a clean and efficient source of power that produces electricity without emitting greenhouse gases, helping to combat climate change.', label='Pro: Clean and efficient', annotations=[], node_type='reason'), 'support'), (ArgMapNode(id='5b20b915-3f55-4aa5-a30e-6923f8b792ba', text='Nuclear energy is a clean and efficient source of power that produces electricity without emitting greenhouse gases, helping to combat climate change.', label='Pro: Clean and efficient', annotations=[], node_type='reason'), ArgMapNode(id='bdf9f445-8394-4f89-9c4f-0bc109674e48', text='Nuclear power plants provide a reliable source of electricity that can provide power to millions of people around the world.', label='Pro: Reliable source of power', annotations=[], node_type='reason'), 'support'), (ArgMapNode(id='78d701bf-127e-422e-bd91-84154ffdf884', text='Some argue that nuclear energy poses risks to the environment and is unsafe due to the possibility of accidents or the disposal of radioactive waste.', label='Con: Safety concerns', annotations=[], node_type='reason'), ArgMapNode(id='bdf9f445-8394-4f89-9c4f-0bc109674e48', text='Nuclear power plants provide a reliable source of electricity that can provide power to millions of people around the world.', label='Pro: Reliable source of power', annotations=[], node_type='reason'), 'support'), (ArgMapNode(id='4fe177e0-866d-404f-8aef-7403684c3462', text='Nuclear energy poses risks to the environment and is unsafe due to the possibility of accidents.', label='Con: Safety concerns - Accidents', annotations=[], node_type='reason'), ArgMapNode(id='bdf9f445-8394-4f89-9c4f-0bc109674e48', text='Nuclear power plants provide a reliable source of electricity that can provide power to millions of people around the world.', label='Pro: Reliable source of power', annotations=[], node_type='reason'), 'support'), (ArgMapNode(id='76ad2c20-853f-49a9-adc0-69206efc26e0', text='Nuclear energy poses risks to the environment and is unsafe due to the disposal of radioactive waste.', label='Con: Safety concerns - Radioactive waste', annotations=[], node_type='reason'), ArgMapNode(id='bdf9f445-8394-4f89-9c4f-0bc109674e48', text='Nuclear power plants provide a reliable source of electricity that can provide power to millions of people around the world.', label='Pro: Reliable source of power', annotations=[], node_type='reason'), 'support'), (ArgMapNode(id='cfa968e9-38e2-4c9f-bb5d-c26709c58be1', text='However, these risks can be managed through proper regulation and safety measures.', label='Con: Safety concerns - Management', annotations=[], node_type='reason'), ArgMapNode(id='bdf9f445-8394-4f89-9c4f-0bc109674e48', text='Nuclear power plants provide a reliable source of electricity that can provide power to millions of people around the world.', label='Pro: Reliable source of power', annotations=[], node_type='reason'), 'support'), (ArgMapNode(id='5b20b915-3f55-4aa5-a30e-6923f8b792ba', text='Nuclear energy is a clean and efficient source of power that produces electricity without emitting greenhouse gases, helping to combat climate change.', label='Pro: Clean and efficient', annotations=[], node_type='reason'), ArgMapNode(id='78d701bf-127e-422e-bd91-84154ffdf884', text='Some argue that nuclear energy poses risks to the environment and is unsafe due to the possibility of accidents or the disposal of radioactive waste.', label='Con: Safety concerns', annotations=[], node_type='reason'), 'support'), (ArgMapNode(id='bdf9f445-8394-4f89-9c4f-0bc109674e48', text='Nuclear power plants provide a reliable source of electricity that can provide power to millions of people around the world.', label='Pro: Reliable source of power', annotations=[], node_type='reason'), ArgMapNode(id='78d701bf-127e-422e-bd91-84154ffdf884', text='Some argue that nuclear energy poses risks to the environment and is unsafe due to the possibility of accidents or the disposal of radioactive waste.', label='Con: Safety concerns', annotations=[], node_type='reason'), 'support'), (ArgMapNode(id='4fe177e0-866d-404f-8aef-7403684c3462', text='Nuclear energy poses risks to the environment and is unsafe due to the possibility of accidents.', label='Con: Safety concerns - Accidents', annotations=[], node_type='reason'), ArgMapNode(id='78d701bf-127e-422e-bd91-84154ffdf884', text='Some argue that nuclear energy poses risks to the environment and is unsafe due to the possibility of accidents or the disposal of radioactive waste.', label='Con: Safety concerns', annotations=[], node_type='reason'), 'support'), (ArgMapNode(id='76ad2c20-853f-49a9-adc0-69206efc26e0', text='Nuclear energy poses risks to the environment and is unsafe due to the disposal of radioactive waste.', label='Con: Safety concerns - Radioactive waste', annotations=[], node_type='reason'), ArgMapNode(id='78d701bf-127e-422e-bd91-84154ffdf884', text='Some argue that nuclear energy poses risks to the environment and is unsafe due to the possibility of accidents or the disposal of radioactive waste.', label='Con: Safety concerns', annotations=[], node_type='reason'), 'support'), (ArgMapNode(id='cfa968e9-38e2-4c9f-bb5d-c26709c58be1', text='However, these risks can be managed through proper regulation and safety measures.', label='Con: Safety concerns - Management', annotations=[], node_type='reason'), ArgMapNode(id='78d701bf-127e-422e-bd91-84154ffdf884', text='Some argue that nuclear energy poses risks to the environment and is unsafe due to the possibility of accidents or the disposal of radioactive waste.', label='Con: Safety concerns', annotations=[], node_type='reason'), 'support'), (ArgMapNode(id='5b20b915-3f55-4aa5-a30e-6923f8b792ba', text='Nuclear energy is a clean and efficient source of power that produces electricity without emitting greenhouse gases, helping to combat climate change.', label='Pro: Clean and efficient', annotations=[], node_type='reason'), ArgMapNode(id='4fe177e0-866d-404f-8aef-7403684c3462', text='Nuclear energy poses risks to the environment and is unsafe due to the possibility of accidents.', label='Con: Safety concerns - Accidents', annotations=[], node_type='reason'), 'support'), (ArgMapNode(id='bdf9f445-8394-4f89-9c4f-0bc109674e48', text='Nuclear power plants provide a reliable source of electricity that can provide power to millions of people around the world.', label='Pro: Reliable source of power', annotations=[], node_type='reason'), ArgMapNode(id='4fe177e0-866d-404f-8aef-7403684c3462', text='Nuclear energy poses risks to the environment and is unsafe due to the possibility of accidents.', label='Con: Safety concerns - Accidents', annotations=[], node_type='reason'), 'support'), (ArgMapNode(id='78d701bf-127e-422e-bd91-84154ffdf884', text='Some argue that nuclear energy poses risks to the environment and is unsafe due to the possibility of accidents or the disposal of radioactive waste.', label='Con: Safety concerns', annotations=[], node_type='reason'), ArgMapNode(id='4fe177e0-866d-404f-8aef-7403684c3462', text='Nuclear energy poses risks to the environment and is unsafe due to the possibility of accidents.', label='Con: Safety concerns - Accidents', annotations=[], node_type='reason'), 'support'), (ArgMapNode(id='76ad2c20-853f-49a9-adc0-69206efc26e0', text='Nuclear energy poses risks to the environment and is unsafe due to the disposal of radioactive waste.', label='Con: Safety concerns - Radioactive waste', annotations=[], node_type='reason'), ArgMapNode(id='4fe177e0-866d-404f-8aef-7403684c3462', text='Nuclear energy poses risks to the environment and is unsafe due to the possibility of accidents.', label='Con: Safety concerns - Accidents', annotations=[], node_type='reason'), 'support'), (ArgMapNode(id='cfa968e9-38e2-4c9f-bb5d-c26709c58be1', text='However, these risks can be managed through proper regulation and safety measures.', label='Con: Safety concerns - Management', annotations=[], node_type='reason'), ArgMapNode(id='4fe177e0-866d-404f-8aef-7403684c3462', text='Nuclear energy poses risks to the environment and is unsafe due to the possibility of accidents.', label='Con: Safety concerns - Accidents', annotations=[], node_type='reason'), 'support'), (ArgMapNode(id='5b20b915-3f55-4aa5-a30e-6923f8b792ba', text='Nuclear energy is a clean and efficient source of power that produces electricity without emitting greenhouse gases, helping to combat climate change.', label='Pro: Clean and efficient', annotations=[], node_type='reason'), ArgMapNode(id='76ad2c20-853f-49a9-adc0-69206efc26e0', text='Nuclear energy poses risks to the environment and is unsafe due to the disposal of radioactive waste.', label='Con: Safety concerns - Radioactive waste', annotations=[], node_type='reason'), 'support'), (ArgMapNode(id='bdf9f445-8394-4f89-9c4f-0bc109674e48', text='Nuclear power plants provide a reliable source of electricity that can provide power to millions of people around the world.', label='Pro: Reliable source of power', annotations=[], node_type='reason'), ArgMapNode(id='76ad2c20-853f-49a9-adc0-69206efc26e0', text='Nuclear energy poses risks to the environment and is unsafe due to the disposal of radioactive waste.', label='Con: Safety concerns - Radioactive waste', annotations=[], node_type='reason'), 'support'), (ArgMapNode(id='78d701bf-127e-422e-bd91-84154ffdf884', text='Some argue that nuclear energy poses risks to the environment and is unsafe due to the possibility of accidents or the disposal of radioactive waste.', label='Con: Safety concerns', annotations=[], node_type='reason'), ArgMapNode(id='76ad2c20-853f-49a9-adc0-69206efc26e0', text='Nuclear energy poses risks to the environment and is unsafe due to the disposal of radioactive waste.', label='Con: Safety concerns - Radioactive waste', annotations=[], node_type='reason'), 'support'), (ArgMapNode(id='4fe177e0-866d-404f-8aef-7403684c3462', text='Nuclear energy poses risks to the environment and is unsafe due to the possibility of accidents.', label='Con: Safety concerns - Accidents', annotations=[], node_type='reason'), ArgMapNode(id='76ad2c20-853f-49a9-adc0-69206efc26e0', text='Nuclear energy poses risks to the environment and is unsafe due to the disposal of radioactive waste.', label='Con: Safety concerns - Radioactive waste', annotations=[], node_type='reason'), 'support'), (ArgMapNode(id='cfa968e9-38e2-4c9f-bb5d-c26709c58be1', text='However, these risks can be managed through proper regulation and safety measures.', label='Con: Safety concerns - Management', annotations=[], node_type='reason'), ArgMapNode(id='76ad2c20-853f-49a9-adc0-69206efc26e0', text='Nuclear energy poses risks to the environment and is unsafe due to the disposal of radioactive waste.', label='Con: Safety concerns - Radioactive waste', annotations=[], node_type='reason'), 'support'), (ArgMapNode(id='5b20b915-3f55-4aa5-a30e-6923f8b792ba', text='Nuclear energy is a clean and efficient source of power that produces electricity without emitting greenhouse gases, helping to combat climate change.', label='Pro: Clean and efficient', annotations=[], node_type='reason'), ArgMapNode(id='cfa968e9-38e2-4c9f-bb5d-c26709c58be1', text='However, these risks can be managed through proper regulation and safety measures.', label='Con: Safety concerns - Management', annotations=[], node_type='reason'), 'support'), (ArgMapNode(id='bdf9f445-8394-4f89-9c4f-0bc109674e48', text='Nuclear power plants provide a reliable source of electricity that can provide power to millions of people around the world.', label='Pro: Reliable source of power', annotations=[], node_type='reason'), ArgMapNode(id='cfa968e9-38e2-4c9f-bb5d-c26709c58be1', text='However, these risks can be managed through proper regulation and safety measures.', label='Con: Safety concerns - Management', annotations=[], node_type='reason'), 'support'), (ArgMapNode(id='78d701bf-127e-422e-bd91-84154ffdf884', text='Some argue that nuclear energy poses risks to the environment and is unsafe due to the possibility of accidents or the disposal of radioactive waste.', label='Con: Safety concerns', annotations=[], node_type='reason'), ArgMapNode(id='cfa968e9-38e2-4c9f-bb5d-c26709c58be1', text='However, these risks can be managed through proper regulation and safety measures.', label='Con: Safety concerns - Management', annotations=[], node_type='reason'), 'support'), (ArgMapNode(id='4fe177e0-866d-404f-8aef-7403684c3462', text='Nuclear energy poses risks to the environment and is unsafe due to the possibility of accidents.', label='Con: Safety concerns - Accidents', annotations=[], node_type='reason'), ArgMapNode(id='cfa968e9-38e2-4c9f-bb5d-c26709c58be1', text='However, these risks can be managed through proper regulation and safety measures.', label='Con: Safety concerns - Management', annotations=[], node_type='reason'), 'support'), (ArgMapNode(id='76ad2c20-853f-49a9-adc0-69206efc26e0', text='Nuclear energy poses risks to the environment and is unsafe due to the disposal of radioactive waste.', label='Con: Safety concerns - Radioactive waste', annotations=[], node_type='reason'), ArgMapNode(id='cfa968e9-38e2-4c9f-bb5d-c26709c58be1', text='However, these risks can be managed through proper regulation and safety measures.', label='Con: Safety concerns - Management', annotations=[], node_type='reason'), 'support')]\n",
      "DEBUG:RelevanceNetworkBuilderLCEL:Measuring relation strength for 36 edges...\n",
      "DEBUG:RelevanceNetworkBuilderLCEL:Nodes cast as source_claims: [Claim(text='Nuclear energy is a clean and efficient source of power that produces electricity without emitting greenhouse gases, helping to combat climate change.', label='Pro: Clean and efficient'), Claim(text='Nuclear power plants provide a reliable source of electricity that can provide power to millions of people around the world.', label='Pro: Reliable source of power'), Claim(text='Some argue that nuclear energy poses risks to the environment and is unsafe due to the possibility of accidents or the disposal of radioactive waste.', label='Con: Safety concerns')] ...\n",
      "DEBUG:RelevanceNetworkBuilderLCEL:Nodes cast as target_claims: [Claim(text='We should use nuclear energy.', label='Use nuclear energy'), Claim(text='We should use nuclear energy.', label='Use nuclear energy'), Claim(text='We should use nuclear energy.', label='Use nuclear energy')] ...\n",
      "DEBUG:urllib3.connectionpool:Starting new HTTPS connection (1): api-inference.huggingface.co:443\n",
      "DEBUG:urllib3.connectionpool:https://api-inference.huggingface.co:443 \"POST /models/MoritzLaurer/DeBERTa-v3-base-mnli-fever-anli HTTP/1.1\" 200 None\n",
      "DEBUG:urllib3.connectionpool:Starting new HTTPS connection (1): api-inference.huggingface.co:443\n",
      "DEBUG:urllib3.connectionpool:https://api-inference.huggingface.co:443 \"POST /models/MoritzLaurer/DeBERTa-v3-base-mnli-fever-anli HTTP/1.1\" 200 None\n",
      "DEBUG:urllib3.connectionpool:Starting new HTTPS connection (1): api-inference.huggingface.co:443\n",
      "DEBUG:urllib3.connectionpool:https://api-inference.huggingface.co:443 \"POST /models/MoritzLaurer/DeBERTa-v3-base-mnli-fever-anli HTTP/1.1\" 200 None\n",
      "DEBUG:urllib3.connectionpool:Starting new HTTPS connection (1): api-inference.huggingface.co:443\n",
      "DEBUG:urllib3.connectionpool:https://api-inference.huggingface.co:443 \"POST /models/MoritzLaurer/DeBERTa-v3-base-mnli-fever-anli HTTP/1.1\" 200 None\n",
      "DEBUG:urllib3.connectionpool:Starting new HTTPS connection (1): api-inference.huggingface.co:443\n",
      "DEBUG:urllib3.connectionpool:https://api-inference.huggingface.co:443 \"POST /models/MoritzLaurer/DeBERTa-v3-base-mnli-fever-anli HTTP/1.1\" 200 None\n",
      "DEBUG:FuzzyArgMapBuilder:Minimum support weight: 0.610124921798706\n",
      "DEBUG:FuzzyArgMapBuilder:Minimum attack weight: 0.7985561966896058\n",
      "DEBUG:FuzzyArgMapBuilder:Added 30 edges to fuzzy argmap.\n",
      "DEBUG:graphviz.backend.execute:run [PosixPath('dot'), '-Kdot', '-Tsvg']\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Time: 20.797799348831177\n"
     ]
    }
   ],
   "source": [
    "import time \n",
    "start_time = time.time()\n",
    "prompt = \"Should we use nuclear energy?\"\n",
    "completion = (\n",
    "    \"Yes, we should use nuclear energy because it is a clean and efficient source of power \"\n",
    "    \"that can help reduce our dependence on fossil fuels. Nuclear power plants produce \"\n",
    "    \"electricity without emitting greenhouse gases, which can help combat climate change. \"\n",
    "    \"Additionally, nuclear energy is a reliable source of power that can provide electricity \"\n",
    "    \"to millions of people around the world.\\n\"\n",
    "    \"Against nuclear energy, some people argue that it is unsafe and poses risks to the environment. \"\n",
    "    \"They refer, in particular, to the possibility of accidents or the disposal of radioactive waste. \"\n",
    "    \"Yet these risks can be managed through proper regulation and safety measures.\\n\"\n",
    "    \"Overall, nuclear \"\n",
    "    \"energy is a valuable source of power that can help meet our energy needs while protecting \"\n",
    "    \"the environment.\"\n",
    ")\n",
    "res = await logikon.ascore(prompt=prompt, completion=completion, config=config)\n",
    "print(f\"Time: {time.time() - start_time}\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'argmap_size': Score(id='argmap_size', description='Measure the size of the argument map (number of nodes)', metadata=None, value=10.0, comment=''),\n",
       " 'global_balance': Score(id='global_balance', description=\"The argument map's global balance (assumes mutually exclusive and collectively exhaustive root claims)\", metadata=None, value=0.3822264855802984, comment=''),\n",
       " 'n_root_nodes': Score(id='n_root_nodes', description='Cont the number of root nodes in argument map (out degree = 0)', metadata=None, value=2.0, comment=''),\n",
       " 'issue': Artifact(id='issue', description='Issue or decision problem addressed in the deliberation', metadata=None, data='Should we use nuclear energy?', dtype=None),\n",
       " 'proscons': Artifact(id='proscons', description='Pros and cons list with multiple root claims', metadata={'reasons_list': [Claim(text=\"Nuclear energy is a clean and efficient power source that reduces dependence on fossil fuels and doesn't emit greenhouse gases.\", label='Clean and efficient power'), Claim(text='Nuclear power plants provide reliable electricity to millions of people worldwide.', label='Reliable electricity'), Claim(text='Nuclear energy risks can be managed through proper regulation and safety measures.', label='Manageable risks'), Claim(text='Opponents argue that nuclear energy poses safety risks and concerns about waste disposal.', label='Safety and waste concerns')]}, data={'roots': [{'text': 'We should adopt nuclear energy.', 'label': 'Adopt nuclear energy', 'pros': [{'text': \"Nuclear energy is a clean and efficient power source that reduces dependence on fossil fuels and doesn't emit greenhouse gases.\", 'label': 'Clean and efficient power'}, {'text': 'Nuclear power plants provide reliable electricity to millions of people worldwide.', 'label': 'Reliable electricity'}, {'text': 'Nuclear energy risks can be managed through proper regulation and safety measures.', 'label': 'Manageable risks'}], 'cons': [{'text': 'Opponents argue that nuclear energy poses safety risks and concerns about waste disposal.', 'label': 'Safety and waste concerns'}]}, {'text': 'We should reject nuclear energy.', 'label': 'Reject nuclear energy', 'pros': [], 'cons': [{'text': 'Opponents argue that nuclear energy poses safety risks and concerns about waste disposal.', 'label': 'Safety and waste concerns'}]}], 'options': ['Adopt nuclear energy', 'Reject nuclear energy']}, dtype=None),\n",
       " 'relevance_network': Artifact(id='relevance_network', description='Relevance network describing comprehensively the strengths of pairwise support and attack relations', metadata={'unpacking': [({'text': \"Nuclear energy is a clean and efficient power source that reduces dependence on fossil fuels and doesn't emit greenhouse gases.\", 'label': 'Clean and efficient power'}, [{'text': 'Nuclear energy is a clean power source.', 'label': 'Cleanliness'}, {'text': 'Nuclear energy is an efficient power source.', 'label': 'Efficiency'}, {'text': 'Nuclear energy reduces dependence on fossil fuels.', 'label': 'Reduced dependence on fossil fuels'}, {'text': \"Nuclear energy doesn't emit greenhouse gases.\", 'label': 'No greenhouse gas emissions'}]), ({'text': 'Opponents argue that nuclear energy poses safety risks and concerns about waste disposal.', 'label': 'Safety and waste concerns'}, [{'text': 'Opponents argue that nuclear energy poses safety risks.', 'label': 'Safety concerns'}, {'text': 'Opponents argue that there are concerns about waste disposal.', 'label': 'Waste disposal concerns'}]), ({'text': 'Opponents argue that nuclear energy poses safety risks and concerns about waste disposal.', 'label': 'Safety and waste concerns'}, [{'text': 'Opponents argue that nuclear energy poses safety risks.', 'label': 'Safety concerns'}, {'text': 'Opponents argue that there are concerns about waste disposal.', 'label': 'Waste disposal concerns'}])]}, data={'nodelist': [{'id': '74bd754e-f602-4010-b369-24388fb19e91', 'text': 'We should adopt nuclear energy.', 'label': 'Adopt nuclear energy', 'annotations': [], 'node_type': 'central_claim'}, {'id': 'daa409d8-63cc-485f-88bf-611d22485e28', 'text': 'Nuclear power plants provide reliable electricity to millions of people worldwide.', 'label': 'Reliable electricity', 'annotations': [], 'node_type': 'reason'}, {'id': '39ad411a-2480-46c1-a26e-495d8d8ad499', 'text': 'Nuclear energy risks can be managed through proper regulation and 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       " 'svg_argmap': Artifact(id='svg_argmap', description='Exports a networkx graph as a graphviz argument map (svg)', metadata=None, data='<?xml version=\"1.0\" encoding=\"UTF-8\" standalone=\"no\"?>\\n<!DOCTYPE svg PUBLIC \"-//W3C//DTD SVG 1.1//EN\"\\n \"http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd\">\\n<!-- Generated by graphviz version 9.0.0 (20230911.1827)\\n -->\\n<!-- Title: logikon informal argument map Pages: 1 -->\\n<svg width=\"1052pt\" height=\"450pt\"\\n viewBox=\"0.00 0.00 1051.88 449.75\" xmlns=\"http://www.w3.org/2000/svg\" xmlns:xlink=\"http://www.w3.org/1999/xlink\">\\n<g id=\"graph0\" class=\"graph\" transform=\"scale(1 1) rotate(0) translate(4 445.75)\">\\n<title>logikon informal argument map</title>\\n<polygon fill=\"white\" stroke=\"none\" points=\"-4,4 -4,-445.75 1047.88,-445.75 1047.88,4 -4,4\"/>\\n<!-- 74bd754e&#45;f602&#45;4010&#45;b369&#45;24388fb19e91 -->\\n<g id=\"node1\" class=\"node\">\\n<title>74bd754e&#45;f602&#45;4010&#45;b369&#45;24388fb19e91</title>\\n<g id=\"a_node1\"><a xlink:title=\"We should adopt nuclear&lt;BR/&gt;energy.\">\\n<path fill=\"white\" stroke=\"none\" d=\"M410.88,-375C410.88,-375 531.62,-375 531.62,-375 537.62,-375 543.62,-381 543.62,-387 543.62,-387 543.62,-423.75 543.62,-423.75 543.62,-429.75 537.62,-435.75 531.62,-435.75 531.62,-435.75 410.88,-435.75 410.88,-435.75 404.88,-435.75 398.88,-429.75 398.88,-423.75 398.88,-423.75 398.88,-387 398.88,-387 398.88,-381 404.88,-375 410.88,-375\"/>\\n<text text-anchor=\"start\" x=\"409.38\" y=\"-419.35\" font-family=\"Arial, Helvetica, sans-serif\" font-weight=\"bold\" font-size=\"12.00\">Adopt nuclear energy</text>\\n<text text-anchor=\"start\" x=\"404.88\" y=\"-398.1\" font-family=\"Arial, Helvetica, sans-serif\" font-size=\"12.00\">We should adopt nuclear</text>\\n<text text-anchor=\"start\" x=\"451.75\" y=\"-383.85\" font-family=\"Arial, Helvetica, sans-serif\" font-size=\"12.00\">energy.</text>\\n<path fill=\"none\" stroke=\"lightblue\" stroke-width=\"4\" d=\"M410.88,-375C410.88,-375 531.62,-375 531.62,-375 537.62,-375 543.62,-381 543.62,-387 543.62,-387 543.62,-423.75 543.62,-423.75 543.62,-429.75 537.62,-435.75 531.62,-435.75 531.62,-435.75 410.88,-435.75 410.88,-435.75 404.88,-435.75 398.88,-429.75 398.88,-423.75 398.88,-423.75 398.88,-387 398.88,-387 398.88,-381 404.88,-375 410.88,-375\"/>\\n</a>\\n</g>\\n</g>\\n<!-- ec208cb0&#45;cefa&#45;4668&#45;803e&#45;a65f62d4b45a -->\\n<g id=\"node2\" class=\"node\">\\n<title>ec208cb0&#45;cefa&#45;4668&#45;803e&#45;a65f62d4b45a</title>\\n<g id=\"a_node2\"><a xlink:title=\"We should reject nuclear&lt;BR/&gt;energy.\">\\n<path fill=\"white\" stroke=\"none\" d=\"M593.25,-375C593.25,-375 713.25,-375 713.25,-375 719.25,-375 725.25,-381 725.25,-387 725.25,-387 725.25,-423.75 725.25,-423.75 725.25,-429.75 719.25,-435.75 713.25,-435.75 713.25,-435.75 593.25,-435.75 593.25,-435.75 587.25,-435.75 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     "execution_count": 6,
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    {
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       "</g>\n",
       "</svg>"
      ],
      "text/plain": [
       "<IPython.core.display.SVG object>"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from IPython.display import SVG\n",
    "\n",
    "SVG(res.get_artifact(\"svg_argmap\").data)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
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       "   'valence': 'attack',\n",
       "   'in_forest': True,\n",
       "   'source': 'cfa968e9-38e2-4c9f-bb5d-c26709c58be1',\n",
       "   'target': 'c5a23f9e-4b82-4e74-be10-2cbb7708445e'}]}"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import networkx as nx\n",
    "G = res.get_artifact(\"fuzzy_argmap_nx\").data\n",
    "nx.node_link_data(G)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "OutDegreeView({})"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "G.out_degree('1296d89c-1e31-4a51-a222-14f22ead175a')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
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