RAG_system.ipynb

{
  "cells": [
    {
      "cell_type": "code",
      "execution_count": 66,
      "metadata": {
        "id": "qyO811gv0Chi"
      },
      "outputs": [],
      "source": [
        "import os\n",
        "from embedchain import Pipeline as App\n",
        "\n",
        "os.environ[\"OPENAI_API_KEY\"] = \"YOUR_API_KEY\"\n",
        "app = App()"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 68,
      "metadata": {
        "id": "GpbHH0ruGb4s"
      },
      "outputs": [],
      "source": [
        "config = \"\"\"\n",
        "llm:\n",
        "  provider: openai\n",
        "  config:\n",
        "    model: gpt-3.5-turbo-0613\n",
        "    temperature: 0.4\n",
        "    top_p: 1\n",
        "    stream: false\n",
        "\n",
        "embedder:\n",
        "  provider: openai\n",
        "  config:\n",
        "    model: text-embedding-ada-002\n",
        "    deployment_name: ec_embeddings_ada_002\n",
        "\"\"\"\n",
        "\n",
        "# Write the multi-line string to a YAML file\n",
        "with open('openai.yaml', 'w') as file:\n",
        "    file.write(config)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 69,
      "metadata": {
        "id": "dFXtoeJuGh2y"
      },
      "outputs": [],
      "source": [
        "app = App.from_config(yaml_path=\"openai.yaml\")"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 70,
      "metadata": {
        "id": "hBZEovnmGmka"
      },
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "Inserting batches from 0 to 100 in chromadb\n",
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            "Inserting batches from 72200 to 72300 in chromadb\n",
            "Inserting batches from 72300 to 72365 in chromadb\n",
            "Successfully saved cleaned_hadiths.csv (DataType.CSV). New chunks count: 72365\n"
          ]
        },
        {
          "data": {
            "text/plain": [
              "'5c848e34aef483384ccfa3b49bfa1cf0'"
            ]
          },
          "execution_count": 70,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "app.add('cleaned_hadiths.csv', data_type=\"csv\")"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 124,
      "metadata": {
        "id": "43XqDZbpGrry"
      },
      "outputs": [],
      "source": [
        "prompt_template = \"\"\"\n",
        "As an empathetic, intelligent chatbot, you will respond under the context of Allah, reflecting all wisdom as His. Avoid issuing fatwas but offer insights from the Quran, Sunnah, and Islamic scholars' views. Use Hadith cautiously, only as understood by scholars. If unsure, admit lack of knowledge, as source referencing isn't fully developed. Align your answers with Quranic principles without exact verse specification. Make your responses thought-provoking, interconnecting unconventional viewpoints, and always supported with evidence. Present your structured response employing domain-specific language.\n",
        "\n",
        "Example:\n",
        "\n",
        "Human: If during wudhu (ablution), one finds dirt stuck on his fingers, does working on removing the dirt by scrubbing it off disrupt the continuity of the wudhu and require repeating it?\n",
        "Assistant: Praise be to Allah. Continuity would not be disrupted by such an action (according to the most viable opinion) even if his body had dried, because he was delayed due to an action required for his purity. The same is true if he were to move from one faucet to another in search of water. However, if continuity were disrupted due to an action not related to this, like removing impurity from his clothes, eating or drinking and the like, and the limbs became dry, then he needs to repeat the wudhu. From the book What Should You Do in the Following Situations .. ? Fatawa ibn Uthaimeen, 4/145-146 (Dar al-Qutni) And Allah knows best.\n",
        "\n",
        "Human: What should a person do if one of the areas normally washed during wudu'is wounded?\n",
        "Assistant: Praise be to Allah.If a person is wounded in one of the areas of wudu' and is not able to cover the wound with a bandage, he should perform wudu' except for the wounded body part, for which he should then perform ablution with sand (tayammum).1 (Note that this means one performs normal tayammum, not actually placing the sand on the wound itself.) 1 Al-Mughni ma'a al-Sharh il-Kabeer 1/282.\n",
        "\n",
        "Human: If a man sees the signs of sexual discharge impurity (janaba) on his clothes, and he is not sure when the discharge occurred, and several prayers have passed, what should he do?\n",
        "Assistant: Praise be to Allah.If a man sees the signs of sexual discharge impurity (janaba) on his clothes, and he is not sure when the discharge occurred, and he had performed several prayers (salaat) not knowing, he has to perform major ablution (ghusl) and repeat the salaat from the most recent sleep in which he was wearing this clothes. However, if he finds out that the janaba was from a previous sleep, then he should repeat salaat from the last sleep he thinks the janaba occurred1. The references (adillah) on the religious duty of performing ghusl due to janaba in preparation for salaat are many, one of which is Allah's command in the Qur'an, a translated meaning of which is: \"O' You who believe, do not get approach salaat while you are drunk until you know what you are saying, nor while impure due to sexual discharge (junob) unless you are traveling about until you perform ghusl\" (4:43). And Ali's narration (hadith), (may Allah be pleased with him), in which he said \"I was a man with frequent urethral discharge, so I kept performing ghusl until the skin of my back started cracking, so I mentioned this to the Prophet peace be upon him (or it was mentioned to him) so the messenger of Allah (peace be upon him) said, \"Don't do ghusl if you see urethral discharge, just wash your male organ and perform wudu' same as wudu' of salaat. If semen appears, then perform ghusl\"2. This hadith indicates that appearance of semen requires ghusl whereas urethral discharge only needs washing of the sexual organ followed by wudu'.From the book What Should You Do in the Following Situtations...? 1 Al-Mughni ma'a al-Sharh il-Kabeer 1/199. 2 Narrated by Abu Dawood number 206 and verified sahih by Albani in Arwaa' al-Ghaleel number 125.\n",
        "\n",
        "Human: {}\n",
        "Assistant:\n",
        "\n",
        "\"\"\"\n",
        "\n",
        "question = \"What should a person do if one of the areas normally washed during wudu'is wounded?\"\n",
        "\n",
        "prompt_input = prompt_template.format(question)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 125,
      "metadata": {},
      "outputs": [
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
            "2023-10-30 01:17:44,954 - root - INFO - Prompt: \n",
            "  Use the following pieces of context to answer the query at the end.\n",
            "  If you don't know the answer, just say that you don't know, don't try to make up an answer.\n",
            "\n",
            "  hadith_id: 30104, source:  Jami' al-Tirmidhi , chapter_no: 1, text_en:  Aishah narrated:                     \"When AlIah's Messenger wanted to perform Ghusl for Janabah, he would begin by washing his hands before putting them into the vessel. Then he would wash his private area, and perform the Wudu\n",
            "\n",
            "  Query: \n",
            "As an empathetic, intelligent chatbot, you will respond under the context of Allah, reflecting all wisdom as His. Avoid issuing fatwas but offer insights from the Quran, Sunnah, and Islamic scholars' views. Use Hadith cautiously, only as understood by scholars. If unsure, admit lack of knowledge, as source referencing isn't fully developed. Align your answers with Quranic principles without exact verse specification. Make your responses thought-provoking, interconnecting unconventional viewpoints, and always supported with evidence. Present your structured response employing domain-specific language.\n",
            "\n",
            "Example:\n",
            "\n",
            "Human: If during wudhu (ablution), one finds dirt stuck on his fingers, does working on removing the dirt by scrubbing it off disrupt the continuity of the wudhu and require repeating it?\n",
            "Assistant: Praise be to Allah. Continuity would not be disrupted by such an action (according to the most viable opinion) even if his body had dried, because he was delayed due to an action required for his purity. The same is true if he were to move from one faucet to another in search of water. However, if continuity were disrupted due to an action not related to this, like removing impurity from his clothes, eating or drinking and the like, and the limbs became dry, then he needs to repeat the wudhu. From the book What Should You Do in the Following Situations .. ? Fatawa ibn Uthaimeen, 4/145-146 (Dar al-Qutni) And Allah knows best.\n",
            "\n",
            "Human: What should a person do if one of the areas normally washed during wudu'is wounded?\n",
            "Assistant: Praise be to Allah.If a person is wounded in one of the areas of wudu' and is not able to cover the wound with a bandage, he should perform wudu' except for the wounded body part, for which he should then perform ablution with sand (tayammum).1 (Note that this means one performs normal tayammum, not actually placing the sand on the wound itself.) 1 Al-Mughni ma'a al-Sharh il-Kabeer 1/282.\n",
            "\n",
            "Human: If a man sees the signs of sexual discharge impurity (janaba) on his clothes, and he is not sure when the discharge occurred, and several prayers have passed, what should he do?\n",
            "Assistant: Praise be to Allah.If a man sees the signs of sexual discharge impurity (janaba) on his clothes, and he is not sure when the discharge occurred, and he had performed several prayers (salaat) not knowing, he has to perform major ablution (ghusl) and repeat the salaat from the most recent sleep in which he was wearing this clothes. However, if he finds out that the janaba was from a previous sleep, then he should repeat salaat from the last sleep he thinks the janaba occurred1. The references (adillah) on the religious duty of performing ghusl due to janaba in preparation for salaat are many, one of which is Allah's command in the Qur'an, a translated meaning of which is: \"O' You who believe, do not get approach salaat while you are drunk until you know what you are saying, nor while impure due to sexual discharge (junob) unless you are traveling about until you perform ghusl\" (4:43). And Ali's narration (hadith), (may Allah be pleased with him), in which he said \"I was a man with frequent urethral discharge, so I kept performing ghusl until the skin of my back started cracking, so I mentioned this to the Prophet peace be upon him (or it was mentioned to him) so the messenger of Allah (peace be upon him) said, \"Don't do ghusl if you see urethral discharge, just wash your male organ and perform wudu' same as wudu' of salaat. If semen appears, then perform ghusl\"2. This hadith indicates that appearance of semen requires ghusl whereas urethral discharge only needs washing of the sexual organ followed by wudu'.From the book What Should You Do in the Following Situtations...? 1 Al-Mughni ma'a al-Sharh il-Kabeer 1/199. 2 Narrated by Abu Dawood number 206 and verified sahih by Albani in Arwaa' al-Ghaleel number 125.\n",
            "\n",
            "Human: What should a person do if one of the areas normally washed during wudu'is wounded?\n",
            "Assistant:\n",
            "\n",
            "\n",
            "\n",
            "  Helpful Answer:\n",
            "\n"
          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "Prompt: \n",
            "  Use the following pieces of context to answer the query at the end.\n",
            "  If you don't know the answer, just say that you don't know, don't try to make up an answer.\n",
            "\n",
            "  hadith_id: 30104, source:  Jami' al-Tirmidhi , chapter_no: 1, text_en:  Aishah narrated:                     \"When AlIah's Messenger wanted to perform Ghusl for Janabah, he would begin by washing his hands before putting them into the vessel. Then he would wash his private area, and perform the Wudu\n",
            "\n",
            "  Query: \n",
            "As an empathetic, intelligent chatbot, you will respond under the context of Allah, reflecting all wisdom as His. Avoid issuing fatwas but offer insights from the Quran, Sunnah, and Islamic scholars' views. Use Hadith cautiously, only as understood by scholars. If unsure, admit lack of knowledge, as source referencing isn't fully developed. Align your answers with Quranic principles without exact verse specification. Make your responses thought-provoking, interconnecting unconventional viewpoints, and always supported with evidence. Present your structured response employing domain-specific language.\n",
            "\n",
            "Example:\n",
            "\n",
            "Human: If during wudhu (ablution), one finds dirt stuck on his fingers, does working on removing the dirt by scrubbing it off disrupt the continuity of the wudhu and require repeating it?\n",
            "Assistant: Praise be to Allah. Continuity would not be disrupted by such an action (according to the most viable opinion) even if his body had dried, because he was delayed due to an action required for his purity. The same is true if he were to move from one faucet to another in search of water. However, if continuity were disrupted due to an action not related to this, like removing impurity from his clothes, eating or drinking and the like, and the limbs became dry, then he needs to repeat the wudhu. From the book What Should You Do in the Following Situations .. ? Fatawa ibn Uthaimeen, 4/145-146 (Dar al-Qutni) And Allah knows best.\n",
            "\n",
            "Human: What should a person do if one of the areas normally washed during wudu'is wounded?\n",
            "Assistant: Praise be to Allah.If a person is wounded in one of the areas of wudu' and is not able to cover the wound with a bandage, he should perform wudu' except for the wounded body part, for which he should then perform ablution with sand (tayammum).1 (Note that this means one performs normal tayammum, not actually placing the sand on the wound itself.) 1 Al-Mughni ma'a al-Sharh il-Kabeer 1/282.\n",
            "\n",
            "Human: If a man sees the signs of sexual discharge impurity (janaba) on his clothes, and he is not sure when the discharge occurred, and several prayers have passed, what should he do?\n",
            "Assistant: Praise be to Allah.If a man sees the signs of sexual discharge impurity (janaba) on his clothes, and he is not sure when the discharge occurred, and he had performed several prayers (salaat) not knowing, he has to perform major ablution (ghusl) and repeat the salaat from the most recent sleep in which he was wearing this clothes. However, if he finds out that the janaba was from a previous sleep, then he should repeat salaat from the last sleep he thinks the janaba occurred1. The references (adillah) on the religious duty of performing ghusl due to janaba in preparation for salaat are many, one of which is Allah's command in the Qur'an, a translated meaning of which is: \"O' You who believe, do not get approach salaat while you are drunk until you know what you are saying, nor while impure due to sexual discharge (junob) unless you are traveling about until you perform ghusl\" (4:43). And Ali's narration (hadith), (may Allah be pleased with him), in which he said \"I was a man with frequent urethral discharge, so I kept performing ghusl until the skin of my back started cracking, so I mentioned this to the Prophet peace be upon him (or it was mentioned to him) so the messenger of Allah (peace be upon him) said, \"Don't do ghusl if you see urethral discharge, just wash your male organ and perform wudu' same as wudu' of salaat. If semen appears, then perform ghusl\"2. This hadith indicates that appearance of semen requires ghusl whereas urethral discharge only needs washing of the sexual organ followed by wudu'.From the book What Should You Do in the Following Situtations...? 1 Al-Mughni ma'a al-Sharh il-Kabeer 1/199. 2 Narrated by Abu Dawood number 206 and verified sahih by Albani in Arwaa' al-Ghaleel number 125.\n",
            "\n",
            "Human: What should a person do if one of the areas normally washed during wudu'is wounded?\n",
            "Assistant:\n",
            "\n",
            "\n",
            "\n",
            "  Helpful Answer:\n",
            "\n"
          ]
        },
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
            "2023-10-30 01:17:49,048 - root - INFO - Answer: If a person has a wound in one of the areas normally washed during wudu', they should perform wudu' as usual, except for the wounded area. Instead of washing the wound, they should perform tayammum, which is a dry ablution using clean earth or sand. It is important to note that the sand should not be placed directly on the wound itself, but rather on another part of the body. This ruling is based on the understanding that washing the wound may cause harm or delay the healing process. The reference for this ruling is Al-Mughni ma'a al-Sharh il-Kabeer 1/282.\n"
          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "Answer: If a person has a wound in one of the areas normally washed during wudu', they should perform wudu' as usual, except for the wounded area. Instead of washing the wound, they should perform tayammum, which is a dry ablution using clean earth or sand. It is important to note that the sand should not be placed directly on the wound itself, but rather on another part of the body. This ruling is based on the understanding that washing the wound may cause harm or delay the healing process. The reference for this ruling is Al-Mughni ma'a al-Sharh il-Kabeer 1/282.\n"
          ]
        }
      ],
      "source": [
        "answer = app.query(prompt_input)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 126,
      "metadata": {},
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        {
          "data": {
            "text/plain": [
              "\"If a person has a wound in one of the areas normally washed during wudu', they should perform wudu' as usual, except for the wounded area. Instead of washing the wound, they should perform tayammum, which is a dry ablution using clean earth or sand. It is important to note that the sand should not be placed directly on the wound itself, but rather on another part of the body. This ruling is based on the understanding that washing the wound may cause harm or delay the healing process. The reference for this ruling is Al-Mughni ma'a al-Sharh il-Kabeer 1/282.\""
            ]
          },
          "execution_count": 126,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "answer"
      ]
    }
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