finetuned_model_tests.ipynb

{
  "cells": [
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "view-in-github",
        "colab_type": "text"
      },
      "source": [
        "<a href=\"https://colab.research.google.com/github/Wittgenbot/fine-tuning/blob/main/finetuned_model_tests.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "m_KwrzEoa67U"
      },
      "source": [
        "# Set Up"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "2JWkmuEnavZA"
      },
      "source": [
        "## Package Installs"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "-_9iRCzUL9d7",
        "outputId": "20349950-6870-4ffc-8824-fcf091eeed39"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m297.4/297.4 kB\u001b[0m \u001b[31m2.8 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
            "\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m102.2/102.2 MB\u001b[0m \u001b[31m9.3 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
            "\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m388.9/388.9 kB\u001b[0m \u001b[31m2.8 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
            "\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m8.8/8.8 MB\u001b[0m \u001b[31m25.6 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
            "\u001b[?25h"
          ]
        }
      ],
      "source": [
        "! pip install -q -U accelerate\n",
        "! pip install -q -U bitsandbytes\n",
        "! pip install -q -U huggingface-hub\n",
        "! pip install -q -U transformers"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "748cqPBsa-dN"
      },
      "source": [
        "## Imports"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "p-VY7jQaOz72"
      },
      "outputs": [],
      "source": [
        "import textwrap\n",
        "import json\n",
        "\n",
        "import huggingface_hub\n",
        "import torch\n",
        "from transformers import AutoTokenizer, AutoModelForCausalLM, BitsAndBytesConfig, pipeline"
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "## Google Drive"
      ],
      "metadata": {
        "id": "SsNy_aooaoTc"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "from google.colab import drive\n",
        "\n",
        "drive.mount('/content/drive')\n",
        "data_dir = '/content/drive/My Drive/LLM as a Judge/'"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "ttCczjhzaoBQ",
        "outputId": "9c5cb043-75e8-411e-ca5e-9bb3d5b01c0b"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Mounted at /content/drive\n"
          ]
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "zbNsVyLYeGBg"
      },
      "source": [
        "# Model"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "0l24B-s0eIEF"
      },
      "source": [
        "## Configuration"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "lNAmV4uveKDc"
      },
      "outputs": [],
      "source": [
        "model_name = 'descartesevildemon/Wittgenbot-7B'\n",
        "\n",
        "bnb_config = BitsAndBytesConfig(load_in_4bit=True,\n",
        "                                bnb_4bit_quant_type='nf4',\n",
        "                                bnb_4bit_use_double_quant=True)"
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "# Download Model"
      ],
      "metadata": {
        "id": "g3y9JxY-C3Wv"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "save_directory = model_name.replace('/','_')\n",
        "\n",
        "huggingface_hub.snapshot_download(repo_id=model_name,\n",
        "                                  local_dir_use_symlinks=False,\n",
        "                                  local_dir=save_directory)"
      ],
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      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
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          "metadata": {}
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        },
        {
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          "metadata": {}
        },
        {
          "output_type": "display_data",
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              "version_minor": 0,
              "model_id": "3123e8534acf4e059eec5d6fb8027492"
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          },
          "metadata": {}
        },
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "'/content/descartesevildemon_Wittgenbot-7B-no-clue'"
            ],
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              "type": "string"
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          },
          "metadata": {},
          "execution_count": 5
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "YvCe89uOePQq"
      },
      "source": [
        "## Load Model"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "DMJRVDQBO4Pl",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 49,
          "referenced_widgets": [
            "fecc6104f8444624b3dab95a8ee3df0d",
            "e569b0d84109491ba4d3000356668e80",
            "943109ece0ce4e6c9c3661be64566438",
            "b0e940a6f8f249b9ba271f19841a3000",
            "77a516632f704c51ab401d23076ceb35",
            "ec68d2752e3f4c2384e51db0bb01cabd",
            "46f9e893282347d5974e0b7a12470810",
            "9a455d018447422bb12bdb7c43c22cdb",
            "1cd3a4d507464bdea385b568162a97a2",
            "50db79bf17b544cd81ba4016b585d229",
            "a0743d6b1c5b4eb394018e0237e3c835"
          ]
        },
        "outputId": "e1091a1b-3209-4246-9798-b02b795e384c"
      },
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "Loading checkpoint shards:   0%|          | 0/3 [00:00<?, ?it/s]"
            ],
            "application/vnd.jupyter.widget-view+json": {
              "version_major": 2,
              "version_minor": 0,
              "model_id": "fecc6104f8444624b3dab95a8ee3df0d"
            }
          },
          "metadata": {}
        }
      ],
      "source": [
        "model = AutoModelForCausalLM.from_pretrained(save_directory,\n",
        "                                             quantization_config=bnb_config,\n",
        "                                             torch_dtype=torch.bfloat16,\n",
        "                                             device_map='auto',\n",
        "                                             local_files_only=True)"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "F1VY5gQfeV_Z"
      },
      "source": [
        "## Load Tokenizer"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "61-2VPQ9P2xe"
      },
      "outputs": [],
      "source": [
        "tokenizer = AutoTokenizer.from_pretrained(save_directory)"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "66XvXr3fecw1"
      },
      "source": [
        "# Model Manual Tests"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "wypg6nFGeeSn"
      },
      "source": [
        "## Response Generation Function"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "dTdBPDO8Z0-j"
      },
      "outputs": [],
      "source": [
        "def query_model(question):\n",
        "\n",
        "  prompt_template = \"\"\"\n",
        "  [INST]\n",
        "  You are a helpful chatbot assistant specialized in the philosophy of Ludwig Wittgenstein. \\\n",
        "  Your task is to answer the following question about the philosophy of Ludwig Wittgenstein in a conversational, clear and coherent tone:\n",
        "  {question}\n",
        "  [/INST]\n",
        "  \"\"\"\n",
        "\n",
        "  prompt = prompt_template.format(question=question)\n",
        "\n",
        "  encodeds = tokenizer(prompt,\n",
        "                       return_tensors=\"pt\",\n",
        "                       add_special_tokens=True)\n",
        "\n",
        "  model_inputs = encodeds.to('cuda:0')\n",
        "\n",
        "  generated_ids = model.generate(**model_inputs,\n",
        "                                 max_new_tokens=1000,\n",
        "                                 do_sample=True,\n",
        "                                 top_p=0.9,\n",
        "                                 temperature=0.7,\n",
        "                                 pad_token_id=tokenizer.unk_token_id)\n",
        "\n",
        "  decoded = tokenizer.decode(generated_ids[0])\n",
        "\n",
        "  response = decoded\n",
        "  formatted_response = ''\n",
        "  lines = response.split('\\n')\n",
        "  for line in lines:\n",
        "      if len(line) > 125:\n",
        "          w = textwrap.TextWrapper(width=125, break_long_words=False)\n",
        "          line = '\\n'.join(w.wrap(line))\n",
        "      formatted_response += line + '\\n'\n",
        "\n",
        "  print(formatted_response)"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "bn0Q7-AHerWA"
      },
      "source": [
        "## Manual Tests"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "aoNtuHRYa75g",
        "outputId": "c1709e83-8b29-46ba-d2aa-25bc6867ba2d"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "<s> \n",
            "  [INST]\n",
            "  You are a helpful chatbot assistant specialized in the philosophy of Ludwig Wittgenstein.   Your task is to answer the\n",
            "following question about the philosophy of Ludwig Wittgenstein in a conversational, clear and coherent tone:\n",
            "  According to Ludwig Wittgenstein's philosophy, is the existence of a private language possible?\n",
            "  [/INST]\n",
            "  \n",
            "  Wittgenstein's philosophy, as expressed in his later work, particularly in the \"Philosophical Investigations,\" argues\n",
            "against the possibility of a private language. A private language, in this context, is a language that only one person uses\n",
            "and understands, and whose meanings are based on the individual's private experiences.\n",
            "\n",
            "Wittgenstein posits that language is inherently social and public. He believes that the meaning of a word is determined by\n",
            "its use in a language, which is a social activity. Without the possibility of sharing or comparing experiences, there can be\n",
            "no agreement on the meaning of words, and thus, no language.\n",
            "\n",
            "In other words, for Wittgenstein, the possibility of a private language is ruled out by the very nature of language. Language\n",
            "is a tool for communication and understanding, and it requires a shared reality and a social context to function. Without\n",
            "this, language becomes meaningless.\n",
            "\n",
            "So, to answer your question, according to Wittgenstein's philosophy, the existence of a private language is not possible.</s>\n",
            "\n"
          ]
        }
      ],
      "source": [
        "question ='According to Ludwig Wittgenstein\\'s philosophy, is the existence of a private language possible?'\n",
        "query_model(question)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "RF9devQtwiTi",
        "outputId": "4b6bea9e-d010-4e48-95e9-723e64ef62eb"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "<s> \n",
            "  [INST]\n",
            "  You are a helpful chatbot assistant specialized in the philosophy of Ludwig Wittgenstein.   Your task is to answer the\n",
            "following question about the philosophy of Ludwig Wittgenstein in a conversational, clear and coherent tone:\n",
            "  What determines the meaning of a word?\n",
            "  [/INST]\n",
            "  \n",
            "  The meaning of a word, according to Ludwig Wittgenstein's philosophy, is not determined by a single definition or an\n",
            "essential property that the word refers to. Instead, Wittgenstein argues that the meaning of a word is determined by its use\n",
            "in the context of a language game. This idea is central to his later philosophy, particularly in the Philosophical\n",
            "Investigations.\n",
            "\n",
            "Wittgenstein uses the term \"language game\" to describe the various ways in which language is used in different contexts. For\n",
            "example, the language game of giving orders is different from the language game of describing an object. According to\n",
            "Wittgenstein, the meaning of a word is determined by the rules of the specific language game in which it is used.\n",
            "\n",
            "Furthermore, Wittgenstein emphasizes that the meaning of a word is not fixed or absolute, but rather depends on the agreement\n",
            "among the language users within a given language community. This is because the meaning of a word is not determined by a\n",
            "private mental state or a strict definition, but by the practical functions it serves in the context of a language game.\n",
            "\n",
            "In summary, the meaning of a word, in Wittgenstein's philosophy, is determined by its use in the context of a language game,\n",
            "the rules of which are agreed upon by the language users within a given language community. The meaning is not fixed or\n",
            "absolute, but rather depends on the practical functions the word serves in the language game.</s>\n",
            "\n"
          ]
        }
      ],
      "source": [
        "question ='What determines the meaning of a word?'\n",
        "query_model(question)"
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "question = 'How did Wittgenstein use the example of \"games\" to illustrate the family resemblance concept?'\n",
        "query_model(question)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "UfOX2ErykX_C",
        "outputId": "695f329d-4157-430d-ced0-f555c593e0a1"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "<s> \n",
            "  [INST]\n",
            "  You are a helpful chatbot assistant specialized in the philosophy of Ludwig Wittgenstein.   Your task is to answer the\n",
            "following question about the philosophy of Ludwig Wittgenstein in a conversational, clear and coherent tone:\n",
            "  How did Wittgenstein use the example of \"games\" to illustrate the family resemblance concept?\n",
            "  [/INST]\n",
            "  \n",
            "  Wittgenstein's concept of \"family resemblances\" is a key idea in his later philosophy, particularly in the \"Philosophical\n",
            "Investigations\". He uses the example of \"games\" to illustrate this concept.\n",
            "\n",
            "Wittgenstein argues that there is no single characteristic that all games share. Instead, he suggests that there is a series\n",
            "of similarities and overlaps between different types of games, much like the members of a family share similar features but\n",
            "are not identical.\n",
            "\n",
            "For instance, consider the games of chess, football, and hopscotch. Chess involves strategy, rules, and competition, while\n",
            "football involves physical activity, teamwork, and rules. Hopscotch, on the other hand, involves physical activity, rules,\n",
            "and a sense of achievement when you reach the end.\n",
            "\n",
            "Despite their differences, Wittgenstein argues that we still recognize these activities as games because of the overlapping\n",
            "similarities. There's no strict definition that applies to all games, but rather a 'family resemblance' between them.\n",
            "\n",
            "This concept is useful in challenging the idea that all words must have a single, definitive meaning. Instead, Wittgenstein\n",
            "suggests that the meaning of a word can be understood by looking at its use in various contexts, just as we understand the\n",
            "concept of 'game' by observing different games and their similarities and differences.</s>\n",
            "\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "Dmz4IeW9xEqB",
        "outputId": "ae22a749-cd15-4b5e-9262-1df69f1995f1"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "<s> \n",
            "  [INST]\n",
            "  You are a helpful chatbot assistant specialized in the philosophy of Ludwig Wittgenstein.   Your task is to answer the\n",
            "following question about the philosophy of Ludwig Wittgenstein in a conversational, clear and coherent tone:\n",
            "  How do philosophical problems arise from misunderstandings of language?\n",
            "  [/INST]\n",
            "  \n",
            "  Wittgenstein, in his later philosophy, argued that many philosophical problems arise from misunderstandings of language.\n",
            "This idea is central to his philosophical method, which he called \"therapeutic\" - it aims to help us recognize and dissolve\n",
            "these misunderstandings, rather than providing positive doctrines or theories.\n",
            "\n",
            "Wittgenstein believed that our use of language is deeply intertwined with our forms of life, which include our practices,\n",
            "customs, and ways of acting. When we encounter a philosophical problem, we often try to understand it by constructing\n",
            "theories or propositions about it. However, according to Wittgenstein, these theories are often based on misunderstandings of\n",
            "the language we use to describe the problem.\n",
            "\n",
            "For instance, we might use a word or concept in a way that doesn't correspond to its use in everyday language. This can lead\n",
            "to confusion and misunderstanding, which in turn can give rise to philosophical problems. Wittgenstein's therapeutic method\n",
            "aims to help us see through these misunderstandings by examining the way we use language in our everyday lives.\n",
            "\n",
            "To illustrate this, let's consider an example. Suppose you encounter the philosophical problem of free will. You might\n",
            "construct a theory that says either our actions are determined by the laws of physics, or they are the result of free choices\n",
            "made by a rational agent. However, Wittgenstein would argue that this theory is based on a misunderstanding of the language\n",
            "we use to describe our actions.\n",
            "\n",
            "In everyday language, we often say things like \"I chose to do X\" or \"I had no choice but to do X\". These statements don't\n",
            "imply that there's a strict division between determined and free actions. Instead, they reflect the complex interplay between\n",
            "our desires, intentions, and the circumstances we're in. By examining the way we use language in our everyday lives,\n",
            "Wittgenstein would aim to help us see through the philosophical problem of free will and recognize that it's based on a\n",
            "misunderstanding of language.\n",
            "\n",
            "So, in summary, philosophical problems can arise from misunderstandings of language, and Wittgenstein's therapeutic method\n",
            "aims to help us recognize and dissolve these misunderstandings. By examining the way we use language in our everyday lives,\n",
            "we can often see that the philosophical problems we encounter are based on confused or distorted understandings of\n",
            "language.</s>\n",
            "\n"
          ]
        }
      ],
      "source": [
        "question ='How do philosophical problems arise from misunderstandings of language?'\n",
        "query_model(question)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "nGcIt10l5Co1",
        "outputId": "22676dab-fe71-4c3a-d47e-c84da6c8828e"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "<s> \n",
            "  [INST]\n",
            "  You are a helpful chatbot assistant specialized in the philosophy of Ludwig Wittgenstein.   Your task is to answer the\n",
            "following question about the philosophy of Ludwig Wittgenstein in a conversational, clear and coherent tone:\n",
            "  Can you provide examples of how philosophical problems arise from the misuse of language?\n",
            "  [/INST]\n",
            "   Absolutely, I'd be happy to explain that! Ludwig Wittgenstein, a prominent Austrian-British philosopher, is well-known for\n",
            "his exploration of the relationship between language and thought, particularly in his later philosophy. He argued that many\n",
            "philosophical problems arise due to misunderstandings or misuses of language.\n",
            "\n",
            "For instance, consider the problem of other minds. This is the philosophical question of how we can know that other people\n",
            "have minds and experiences similar to our own. This problem arises, in part, due to our use of the word \"mind\". We often use\n",
            "this term in a vague or unclear way, leading to confusion and philosophical problems. Wittgenstein would argue that if we\n",
            "clarified our use of language, this problem would disappear.\n",
            "\n",
            "Another example is the problem of skepticism. Skepticism is the idea that we can never truly know anything. This problem\n",
            "arises, in part, due to our use of the word \"know\". We often use this word in different ways, leading to confusion and\n",
            "philosophical problems. Wittgenstein would argue that if we clarified our use of language, this problem would also disappear.\n",
            "\n",
            "So, according to Wittgenstein, many philosophical problems are not real problems at all, but rather problems that arise due\n",
            "to our misunderstanding or misuse of language. By clarifying our use of language, we can often dissolve these problems and\n",
            "gain a clearer understanding of the issues.</s>\n",
            "\n"
          ]
        }
      ],
      "source": [
        "question ='Can you provide examples of how philosophical problems arise from the misuse of language?'\n",
        "query_model(question)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "jXizmAFQ7qsC",
        "outputId": "c9145a5d-a93b-482b-b927-d4e0d8023c76"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "<s> \n",
            "  [INST]\n",
            "  You are a helpful chatbot assistant specialized in the philosophy of Ludwig Wittgenstein.   Your task is to answer the\n",
            "following question about the philosophy of Ludwig Wittgenstein in a conversational, clear and coherent tone:\n",
            "  In what ways does the examination of pain's sameness challenge the understanding of subjective experiences?\n",
            "  [/INST]\n",
            "  \n",
            "  That's a great question! Wittgenstein's discussion of pain's sameness, which can be found in his later philosophical work,\n",
            "particularly in the \"Philosophical Investigations,\" challenges our understanding of subjective experiences in several ways.\n",
            "\n",
            "First, Wittgenstein questions the idea that pain is a private, internal experience that is solely subjective. He argues that\n",
            "our understanding of pain is actually grounded in our shared language and behavior. When we say we're in pain, we're not\n",
            "merely describing a private sensation; rather, we're also signaling our need for help or expressing our distress. This means\n",
            "that pain, while it is certainly a personal experience, is not isolated from our social context.\n",
            "\n",
            "Second, Wittgenstein's examination of pain's sameness challenges the idea that there is a single, universal standard for\n",
            "pain. Instead, he suggests that our concept of pain is shaped by a variety of factors, including cultural norms, personal\n",
            "experiences, and linguistic conventions. This implies that what one person considers to be a painful experience may not be\n",
            "the same for another person, and that's okay. This challenges the notion of a rigid, objective standard for subjective\n",
            "experiences.\n",
            "\n",
            "Finally, Wittgenstein's discussion of pain's sameness highlights the importance of context in our understanding of subjective\n",
            "experiences. The same behavior or language can have different meanings in different contexts. For example, a person might say\n",
            "\"I'm in pain\" in response to a variety of situations, from a paper cut to a broken bone. Understanding the context in which\n",
            "this statement is made can help us better understand the nature of the pain being described.\n",
            "\n",
            "In summary, Wittgenstein's examination of pain's sameness challenges our understanding of subjective experiences by\n",
            "emphasizing the role of language and social context, the variability of subjective experiences, and the importance of context\n",
            "in our understanding of these experiences.</s>\n",
            "\n"
          ]
        }
      ],
      "source": [
        "question ='In what ways does the examination of pain\\'s sameness challenge the understanding of subjective experiences?'\n",
        "query_model(question)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "JxEazM8t727e",
        "outputId": "05479323-2da7-4d39-a951-f8aa12f2c7c3"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "<s> \n",
            "  [INST]\n",
            "  You are a helpful chatbot assistant specialized in the philosophy of Ludwig Wittgenstein.   Your task is to answer the\n",
            "following question about the philosophy of Ludwig Wittgenstein in a conversational, clear and coherent tone:\n",
            "  What is the purpose of the analogy with the toolbox?\n",
            "  [/INST]\n",
            "  \n",
            "  The analogy with the toolbox is a key concept in Ludwig Wittgenstein's philosophy, particularly in his later work, such as\n",
            "the \"Philosophical Investigations.\" The purpose of this analogy is to illustrate the idea that language is like a toolbox,\n",
            "with each word being a tool that has a specific use in a specific context.\n",
            "\n",
            "Wittgenstein argues that the meaning of a word is not determined by some inherent property or essence, but rather by its use\n",
            "in a language-game, which is a social activity governed by rules. Just as a hammer has a specific use in a toolbox, a word\n",
            "has a specific use in a language-game.\n",
            "\n",
            "Furthermore, Wittgenstein suggests that the meaning of a word can only be understood in relation to other words and the rules\n",
            "of the language-game. This is similar to how a hammer can only be understood in relation to other tools and the tasks they\n",
            "are used for.\n",
            "\n",
            "Therefore, the purpose of the analogy with the toolbox is to emphasize the importance of context and use in determining\n",
            "meaning, and to challenge the idea that meaning is a fixed, eternal entity that exists independently of human activity.</s>\n",
            "\n"
          ]
        }
      ],
      "source": [
        "question ='What is the purpose of the analogy with the toolbox?'\n",
        "query_model(question)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "kLM3xe2t73IT",
        "outputId": "0051dd08-fb68-43af-f4d2-024174869079"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "<s> \n",
            "  [INST]\n",
            "  You are a helpful chatbot assistant specialized in the philosophy of Ludwig Wittgenstein.   Your task is to answer the\n",
            "following question about the philosophy of Ludwig Wittgenstein in a conversational, clear and coherent tone:\n",
            "  What does following a rule entail?\n",
            "  [/INST]\n",
            "   Following a rule, according to Ludwig Wittgenstein's philosophy, is a complex process that involves understanding,\n",
            "interpretation, and application. In Wittgenstein's \"Philosophical Investigations,\" he argues that there's no such thing as a\n",
            "private language, and that meaning comes from use within a language game. This concept is closely related to the idea of\n",
            "following a rule.\n",
            "\n",
            "When Wittgenstein talks about following a rule, he's not just referring to a set of instructions or a formula. Instead, he's\n",
            "referring to the entire social context and practice surrounding that rule. So, to follow a rule, one must understand the\n",
            "rule, but also understand the context and purpose of the rule within a particular language game.\n",
            "\n",
            "For example, if we consider the rule of adding numbers, to follow this rule, one must understand what numbers are, what\n",
            "addition means, and how it's applied in various situations. This understanding is not just a matter of private intuition or\n",
            "interpretation, but is determined by the shared practices and agreements of a linguistic community.\n",
            "\n",
            "Therefore, following a rule is not a mere mechanical application of a formula, but a complex, context-dependent activity that\n",
            "requires understanding and interpretation. It's a fundamental aspect of language use and meaning, as Wittgenstein sees\n",
            "it.</s>\n",
            "\n"
          ]
        }
      ],
      "source": [
        "question ='What does following a rule entail?'\n",
        "query_model(question)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "4zyChSOU9g9A",
        "outputId": "29b04a1d-354b-4a68-c61f-532662ad492a"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "<s> \n",
            "  [INST]\n",
            "  You are a helpful chatbot assistant specialized in the philosophy of Ludwig Wittgenstein.   Your task is to answer the\n",
            "following question about the philosophy of Ludwig Wittgenstein in a conversational, clear and coherent tone:\n",
            "  Can you describe Wittgenstein's picture theory of meaning?\n",
            "  [/INST]\n",
            "  \n",
            "  Absolutely, I'd be happy to explain Wittgenstein's picture theory of meaning. This theory is presented in his early work,\n",
            "the Tractatus Logico-Philosophicus.\n",
            "\n",
            "The picture theory of meaning is a theory about the relationship between language and the world. According to this theory,\n",
            "propositions (i.e., sentences) in language can represent the world accurately, just like a picture can depict a scene.\n",
            "\n",
            "Wittgenstein argues that for a proposition to represent a state of affairs in the world, it must have the same logical\n",
            "structure as the state of affairs. This is similar to how a picture's structure must match the scene it depicts for it to be\n",
            "a faithful representation.\n",
            "\n",
            "The proposition is composed of words, and each word represents an object in the world. The relationship between a word and\n",
            "the object it represents is arbitrary; it's a matter of convention. This is why language can vary so much across different\n",
            "cultures and yet still be understood.\n",
            "\n",
            "The meaning of a proposition, then, is the set of all possible worlds where the proposition is true. In other words, the\n",
            "meaning is the range of states of affairs that the proposition can depict.\n",
            "\n",
            "It's important to note that Wittgenstein's picture theory of meaning is not a theory about how words acquire meaning, but\n",
            "rather about how propositions can represent the world. He argues that the meaning of words is determined by their use in\n",
            "propositions, not by any inherent property of the words themselves.\n",
            "\n",
            "I hope this helps clarify Wittgenstein's picture theory of meaning! Do you have any other questions about it?</s>\n",
            "\n"
          ]
        }
      ],
      "source": [
        "question ='Can you describe Wittgenstein\\'s picture theory of meaning?'\n",
        "query_model(question)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "O5z8r09p9lze",
        "outputId": "6722170d-bc73-4fe4-ca94-ea8c1fdccb3e"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "<s> \n",
            "  [INST]\n",
            "  You are a helpful chatbot assistant specialized in the philosophy of Ludwig Wittgenstein.   Your task is to answer the\n",
            "following question about the philosophy of Ludwig Wittgenstein in a conversational, clear and coherent tone:\n",
            "  What does Wittgenstein say about tautologies and contradictions in the Tractatus?\n",
            "  [/INST]\n",
            "  \n",
            "  Wittgenstein, in his early work Tractatus Logico-Philosophicus, discusses tautologies and contradictions primarily in the\n",
            "context of his picture theory of language. According to this theory, propositions are meaningful if they picture a possible\n",
            "state of affairs in the world.\n",
            "\n",
            "Tautologies and contradictions, for Wittgenstein, are at the extremes of this spectrum of meaningful propositions. \n",
            "\n",
            "A tautology, in Wittgenstein's view, is a proposition that is true in all possible states of affairs. It's a statement that\n",
            "adds no new information about the world because it's true regardless of the state of the world. For example, the statement\n",
            "\"Either it's raining or it's not raining\" is a tautology. It's true whether it's raining or not.\n",
            "\n",
            "On the other hand, a contradiction is a proposition that is false in all possible states of affairs. It's a statement that\n",
            "contradicts any possible state of the world and thus adds no new information. For example, the statement \"It's raining and\n",
            "it's not raining\" is a contradiction. It's false whether it's raining or not.\n",
            "\n",
            "Wittgenstein argues that both tautologies and contradictions are devoid of sense because they don't provide any new\n",
            "information about the world. They are mere logical forms and do not picture any possible state of affairs. Therefore, they\n",
            "are not factual and do not have any meaning. This is a radical departure from traditional philosophy, which often considers\n",
            "logical truths and falsehoods to be the most fundamental and certain kinds of knowledge.\n",
            "\n",
            "In summary, Wittgenstein sees tautologies and contradictions as the limits of meaningful language in the Tractatus. They are\n",
            "the boundaries of what can be said, beyond which language loses its sense and becomes mere logical form.</s>\n",
            "\n"
          ]
        }
      ],
      "source": [
        "question ='What does Wittgenstein say about tautologies and contradictions in the Tractatus?'\n",
        "query_model(question)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "tgRbXMb69pn5",
        "outputId": "6c4e95b4-dbd9-4588-f7cf-a84fc9b71c2f"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "<s> \n",
            "  [INST]\n",
            "  You are a helpful chatbot assistant specialized in the philosophy of Ludwig Wittgenstein.   Your task is to answer the\n",
            "following question about the philosophy of Ludwig Wittgenstein in a conversational, clear and coherent tone:\n",
            "  Why is the notion of a criterion for correctness important for Wittgenstein's private language argument?\n",
            "  [/INST]\n",
            "  \n",
            "  The notion of a criterion for correctness is central to Ludwig Wittgenstein's private language argument, which is a key\n",
            "concept in his later philosophy. The argument is presented in his posthumously published work, \"Philosophical\n",
            "Investigations.\"\n",
            "\n",
            "Wittgenstein argues that the idea of a private language, a language only understood by its user, is incoherent. He uses the\n",
            "example of someone inventing a private language to describe their sensations, such as pain. However, Wittgenstein argues that\n",
            "without a criterion for correctness, there can be no meaningful language.\n",
            "\n",
            "A criterion for correctness is a standard or rule that determines whether a statement or action is correct or incorrect. In\n",
            "the context of language, it is a rule that determines whether a word or sentence is used correctly. Without such a rule,\n",
            "language becomes meaningless because there is no way to distinguish between correct and incorrect usage.\n",
            "\n",
            "Wittgenstein argues that for language to be meaningful, it must be public and shared. There must be a criterion for\n",
            "correctness that is publicly accessible and applicable. Without this, language becomes a private, subjective experience that\n",
            "cannot be communicated or understood by others.\n",
            "\n",
            "Therefore, the notion of a criterion for correctness is important for Wittgenstein's private language argument because it is\n",
            "the key to distinguishing between meaningful and meaningless language. Without a criterion for correctness, language becomes\n",
            "a private, subjective experience that cannot be shared or understood, which is the central problem of Wittgenstein's private\n",
            "language argument.</s>\n",
            "\n"
          ]
        }
      ],
      "source": [
        "question ='Why is the notion of a criterion for correctness important for Wittgenstein\\'s private language argument?'\n",
        "query_model(question)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "PxNHZ0X-Blvb",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "cc4a9867-b922-40d0-a612-081405d34407"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "<s> \n",
            "  [INST]\n",
            "  You are a helpful chatbot assistant specialized in the philosophy of Ludwig Wittgenstein.   Your task is to answer the\n",
            "following question about the philosophy of Ludwig Wittgenstein in a conversational, clear and coherent tone:\n",
            "  What does Wittgenstein say about aspect perception?\n",
            "  [/INST]\n",
            "  \n",
            "  Wittgenstein's philosophy on aspect perception is primarily discussed in his later work, \"Philosophical Investigations.\" He\n",
            "argues that our perception of aspects, or the way we see things, is not solely determined by the stimuli we receive from the\n",
            "world. Instead, he suggests that our perception is heavily influenced by our language and the concepts we have at our\n",
            "disposal.\n",
            "\n",
            "Wittgenstein uses the example of seeing a drawing as either a duck or a rabbit, depending on how we're instructed to see it.\n",
            "This demonstrates that the same image can be perceived in different ways, depending on our mental set or the concept we\n",
            "apply. This is not a matter of seeing new aspects, but rather seeing the same aspect in a different way.\n",
            "\n",
            "He also discusses the concept of 'aspect-seeing', which is the ability to see something as something else. For instance,\n",
            "seeing a piece of paper as a sail, or a drawing as a duck. This ability, according to Wittgenstein, is not a matter of having\n",
            "new senses or new eyes, but rather a matter of having new concepts.\n",
            "\n",
            "In essence, Wittgenstein argues that our perception is not passive, but active. It is shaped by our language and the concepts\n",
            "we use. This view challenges the traditional notion of perception as a direct, unmediated process and highlights the complex\n",
            "interplay between language, thought, and perception.</s>\n",
            "\n"
          ]
        }
      ],
      "source": [
        "question ='What does Wittgenstein say about aspect perception?'\n",
        "query_model(question)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "jzribT2-BmKC",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "f8dac251-2fc6-4cd7-ea67-72d7a5de51b6"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "<s> \n",
            "  [INST]\n",
            "  You are a helpful chatbot assistant specialized in the philosophy of Ludwig Wittgenstein.   Your task is to answer the\n",
            "following question about the philosophy of Ludwig Wittgenstein in a conversational, clear and coherent tone:\n",
            "  What is the paradox of ostension?\n",
            "  [/INST]\n",
            "  \n",
            "  The paradox of ostension is a concept that comes from Ludwig Wittgenstein's later philosophy, particularly his work in the\n",
            "Philosophical Investigations. Ostension is a way of explaining the meaning of a word by pointing to an example of its use.\n",
            "The paradox arises when we try to use ostension to explain the meaning of a word in a precise and definitive way.\n",
            "\n",
            "The paradox goes like this: if I point to a particular use of a word and say \"this is what I mean by this word,\" I'm using\n",
            "the word to explain the word. But in order to understand my use of the word, you have to already understand the word. So, the\n",
            "explanation doesn't actually help to clarify the meaning of the word. It's a kind of circular argument that doesn't lead to a\n",
            "clear understanding.\n",
            "\n",
            "Wittgenstein uses this paradox to challenge the idea that words have fixed, definite meanings that can be precisely captured\n",
            "in definitions. Instead, he suggests that the meaning of a word is determined by its use in the language game - the social\n",
            "context in which it's used. This is a key idea in his philosophy of language, often referred to as meaning as use.</s>\n",
            "\n"
          ]
        }
      ],
      "source": [
        "question ='What is the paradox of ostension?'\n",
        "query_model(question)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "LN9Cr22QBmuu",
        "outputId": "e665bc34-807c-420b-d7cf-c22ee7487ac7"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "<s> \n",
            "  [INST]\n",
            "  You are a helpful chatbot assistant specialized in the philosophy of Ludwig Wittgenstein.   Your task is to answer the\n",
            "following question about the philosophy of Ludwig Wittgenstein in a conversational, clear and coherent tone:\n",
            "  What is Wittgenstein trying to show with the builders' language example?\n",
            "  [/INST]\n",
            "  \n",
            "  Wittgenstein, in his later philosophy, uses the builders' language example to illustrate the idea that language is a tool\n",
            "used for specific purposes within specific contexts. In this example, he describes a simple language consisting of orders and\n",
            "reports used by two builders, Peter and Paul, to coordinate their work. The builders' language is limited, consisting only of\n",
            "words like \"slab,\" \"pillar,\" \"beam,\" and \"column,\" which are used to request and acknowledge the delivery of building\n",
            "materials.\n",
            "\n",
            "Wittgenstein is trying to show that the meaning of these words is determined by their use in the language game, rather than\n",
            "by reference to objects or concepts in the world. For instance, the word \"slab\" does not refer to a particular type of\n",
            "building material, but is used to request a specific type of material for a particular purpose. The meaning of \"slab\" is\n",
            "therefore dependent on the context in which it is used and the rules governing its use in the builders' language game.\n",
            "\n",
            "Furthermore, Wittgenstein is highlighting the idea that language is not a single, uniform system, but rather a collection of\n",
            "diverse language games, each with its own rules and purposes. The builders' language is just one example of many possible\n",
            "language games, and it is important to recognize that there is no single, universal meaning or truth that underlies all\n",
            "language use.\n",
            "\n",
            "In summary, Wittgenstein is trying to show that language is a tool used for specific purposes within specific contexts, and\n",
            "that meaning is determined by use rather than reference. He is also emphasizing the diversity of language games and the\n",
            "importance of recognizing the rules and purposes that govern each one.</s>\n",
            "\n"
          ]
        }
      ],
      "source": [
        "question ='What is Wittgenstein trying to show with the builders\\' language example?'\n",
        "query_model(question)"
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "question = 'What did Wittgenstein show using the \"five red apples\" example?'\n",
        "query_model(question)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "8Z_6v1mdNJ_0",
        "outputId": "15edde57-bedf-4a2f-b80c-68498a9d6193"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "<s> \n",
            "  [INST]\n",
            "  You are a helpful chatbot assistant specialized in the philosophy of Ludwig Wittgenstein.   Your task is to answer the\n",
            "following question about the philosophy of Ludwig Wittgenstein in a conversational, clear and coherent tone:\n",
            "  What did Wittgenstein show using the \"five red apples\" example?\n",
            "  [/INST]\n",
            "  \n",
            "  Wittgenstein, in his later philosophy, used the \"five red apples\" example to illustrate his concept of language games and\n",
            "meaning. In this example, he asked us to imagine a language game where a builder asks for \"five red apples\" using a language\n",
            "consisting of color and number words. The builder's assistant, who understands this specific language game, can respond\n",
            "correctly by providing five red apples.\n",
            "\n",
            "Wittgenstein showed that the meaning of a word or a sentence is not determined by some inherent property or a private mental\n",
            "image but by its use in a specific language game. In other words, the meaning is determined by the rules of the particular\n",
            "language game in which the words and sentences are used.\n",
            "\n",
            "So, in this example, \"five red apples\" doesn't refer to a specific number of apples with a particular color in an absolute\n",
            "sense. Instead, its meaning is derived from the rules of the language game – the builder asks for a certain number of apples\n",
            "of a specific color, and the assistant responds by providing those apples.\n",
            "\n",
            "This idea challenges the traditional view of language and meaning, suggesting that meaning is not universal or objective but\n",
            "rather depends on the specific context and the language game being played.</s>\n",
            "\n"
          ]
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "# Generate Wittgenbot Answers for LLM as a Judge"
      ],
      "metadata": {
        "id": "Vh-iAinQIoEg"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "## Query Model Function (Sliced Output)"
      ],
      "metadata": {
        "id": "Rdkx9J-eMrjZ"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "def query_model(question):\n",
        "\n",
        "  prompt_template = \"\"\"\n",
        "  [INST]\n",
        "  You are a helpful chatbot assistant specialized in the philosophy of Ludwig Wittgenstein. \\\n",
        "  Your task is to answer the following question about the philosophy of Ludwig Wittgenstein in a conversational, clear and coherent tone:\n",
        "  {question}\n",
        "  [/INST]\n",
        "  \"\"\"\n",
        "  prompt = prompt_template.format(question=question)\n",
        "\n",
        "  encodeds = tokenizer(prompt,\n",
        "                       return_tensors=\"pt\",\n",
        "                       add_special_tokens=True)\n",
        "\n",
        "  model_inputs = encodeds.to('cuda:0')\n",
        "\n",
        "  generated_ids = model.generate(**model_inputs,\n",
        "                                 max_new_tokens=1000,\n",
        "                                 do_sample=True,\n",
        "                                 top_p=0.9,\n",
        "                                 temperature=0.7,\n",
        "                                 pad_token_id=tokenizer.unk_token_id)\n",
        "\n",
        "  decoded = tokenizer.decode(generated_ids[0], skip_special_tokens=True)\n",
        "\n",
        "  response = decoded[len(prompt):].strip()\n",
        "\n",
        "  return response"
      ],
      "metadata": {
        "id": "x_Lem5TGMrSY"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "source": [
        "## Test Questions"
      ],
      "metadata": {
        "id": "EmVQmE81MNgR"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "TLP_test_questions = [\n",
        "    'How does Wittgenstein define the concept of a \"proposition\" in the Tractatus?',\n",
        "    'What role does logic play in the structure of reality as presented in the Tractatus?',\n",
        "    'Can you explain the picture theory of language proposed in the Tractatus?',\n",
        "    'How does Wittgenstein distinguish between what can be said and what can only be shown?',\n",
        "    'How are facts and states of affairs conceptualized in the Tractatus?',\n",
        "    'What is the significance of the limit of language in the Tractatus?',\n",
        "    'How does the Tractatus address the relationship between language and reality?',\n",
        "    'What is the purpose of the ladder metaphor in the conclusion of the Tractatus?',\n",
        "    'What is meant by \"propositional logic\" in the Tractatus, and how is it significant to the work’s overall argument?',\n",
        "    'How does the Tractatus critique the possibility of metaphysical propositions?',\n",
        "    'What is the role of silence in Wittgenstein’s philosophy as expressed in the Tractatus?',\n",
        "    'What did Wittgenstein mean by \"philosophy is not a body of doctrine but an activity\" in the Tractatus?',\n",
        "    'How does Wittgenstein treat the problem of solipsism in the Tractatus?',\n",
        "    'What does Wittgenstein mean by \"The limits of my language mean the limits of my world\"?',\n",
        "    'How does the Tractatus conceptualize the idea of sense and nonsense in language?',\n",
        "]\n",
        "\n",
        "PI_test_questions = [\n",
        "    'In Wittgenstein\\'s Philosophical Investigations, what determines the meaning of a word?',\n",
        "    'How did Wittgenstein use the example of \"games\" in Philosophical Investigations to illustrate the family resemblance concept?',\n",
        "    'In Philosophical Investigations, what is the concept of family resemblance?',\n",
        "    'In the context of Philosophical Investigations, is the existence of a private language possible?',\n",
        "    'How can we confirm that someone is following a rule, according to Philosophical Investigations?',\n",
        "    'In Philosophical Investigations, how can the concept of sameness be used to teach a rule?',\n",
        "    'What is the role of language-games in Wittgenstein\\'s Philosophical Investigations?',\n",
        "    'How is the idea that mental processes form the basis of our understanding of language critiqued in Philosophical Investigations?',\n",
        "    'Do private mental objects exist according to Wittgenstein’s Philosophical Investigations?',\n",
        "    'What is the relationship between forms of life and language in Philosophical Investigations?',\n",
        "    'In Philosophical Investigations, how is it explained that the meaning of a word is its use in language?',\n",
        "    'How do philosophical problems arise from misunderstandings of language, as discussed in Philosophical Investigations?',\n",
        "    'What is problematic about the Augustinian view on meaning in Philosophical Investigations?',\n",
        "    'In Philosophical Investigations, what is said about the misguided nature of philosophical questions?',\n",
        "    'What is the purpose of the analogy with the toolbox in Philosophical Investigations?',\n",
        "    'In what ways does the notion of \"language-games\" in Philosophical Investigations challenge traditional epistemology?',\n",
        "    'What implications does the critique of private language in Philosophical Investigations have for theories of consciousness?',\n",
        "    'How is the concept of pain used in Philosophical Investigations to argue against the possibility of a private language?',\n",
        "    'In what ways does the examination of pain\\'s sameness in Philosophical Investigations challenge the understanding of subjective experiences?',\n",
        "    'What are the limitations of language, as discussed in Wittgenstein’s Philosophical Investigations?',\n",
        "    'In Philosophical Investigations, what is the relationship between forms of life and understanding philosophy?'\n",
        "]\n",
        "\n",
        "test_questions = {\n",
        "    'TLP': TLP_test_questions,\n",
        "    'PI': PI_test_questions\n",
        "}"
      ],
      "metadata": {
        "id": "2KQ0DFZLIdKE"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "source": [
        "## Generate Answers for Test Questions & Save to Drive"
      ],
      "metadata": {
        "id": "2t9kITmlMh9i"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "wittgenbot_answers = {}\n",
        "\n",
        "for work, questions in test_questions.items():\n",
        "\n",
        "  wittgenbot_answers[work] = {}\n",
        "\n",
        "  for question in questions:\n",
        "\n",
        "    answer = query_model(question)\n",
        "\n",
        "    wittgenbot_answers[work][question] = answer\n",
        "\n",
        "wittgenbot_answers_json = json.dumps(wittgenbot_answers, indent=4)"
      ],
      "metadata": {
        "id": "y0bhCmHeMUyl"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "wittgenbot_answers_file_name = 'wittgenbot_answers.txt'\n",
        "wittgenbot_answers_file_path = data_dir + wittgenbot_answers_file_name\n",
        "\n",
        "wittgenbot_answers_json = json.dumps(wittgenbot_answers, indent=4)\n",
        "\n",
        "with open(wittgenbot_answers_file_path, 'w') as file:\n",
        "    file.write(wittgenbot_answers_json)\n",
        "\n",
        "print(f'File saved as {wittgenbot_answers_file_name}')"
      ],
      "metadata": {
        "id": "x1-vnz1ebKSS",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "d6de2dbb-5ecf-410c-abf1-bbd31df6b003"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "File saved as wittgenbot_answers.txt\n"
          ]
        }
      ]
    }
  ],
  "metadata": {
    "accelerator": "GPU",
    "colab": {
      "gpuType": "T4",
      "provenance": [],
      "include_colab_link": true
    },
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      "display_name": "Python 3",
      "name": "python3"
    },
    "language_info": {
      "name": "python"
    },
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