{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "3563521f",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-05-08T07:51:47.250129Z",
     "iopub.status.busy": "2026-05-08T07:51:47.250011Z",
     "iopub.status.idle": "2026-05-08T07:51:47.731607Z",
     "shell.execute_reply": "2026-05-08T07:51:47.731089Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
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      "Requirement already satisfied: rpds-py>=0.25.0 in ./.venv/lib/python3.13/site-packages (from jsonschema>=4.19.0->chromadb>=0.5.5->-r requirements.txt (line 1)) (0.30.0)\r\n",
      "Requirement already satisfied: six>=1.9.0 in ./.venv/lib/python3.13/site-packages (from kubernetes>=28.1.0->chromadb>=0.5.5->-r requirements.txt (line 1)) (1.17.0)\r\n",
      "Requirement already satisfied: websocket-client!=0.40.0,!=0.41.*,!=0.42.*,>=0.32.0 in ./.venv/lib/python3.13/site-packages (from kubernetes>=28.1.0->chromadb>=0.5.5->-r requirements.txt (line 1)) (1.9.0)\r\n",
      "Requirement already satisfied: requests-oauthlib in ./.venv/lib/python3.13/site-packages (from kubernetes>=28.1.0->chromadb>=0.5.5->-r requirements.txt (line 1)) (2.0.0)\r\n",
      "Requirement already satisfied: durationpy>=0.7 in ./.venv/lib/python3.13/site-packages (from kubernetes>=28.1.0->chromadb>=0.5.5->-r requirements.txt (line 1)) (0.10)\r\n",
      "Requirement already satisfied: flatbuffers in ./.venv/lib/python3.13/site-packages (from onnxruntime>=1.14.1->chromadb>=0.5.5->-r requirements.txt (line 1)) (25.12.19)\r\n",
      "Requirement already satisfied: importlib-metadata<8.8.0,>=6.0 in ./.venv/lib/python3.13/site-packages (from opentelemetry-api>=1.2.0->chromadb>=0.5.5->-r requirements.txt (line 1)) (8.7.1)\r\n",
      "Requirement already satisfied: zipp>=3.20 in ./.venv/lib/python3.13/site-packages (from importlib-metadata<8.8.0,>=6.0->opentelemetry-api>=1.2.0->chromadb>=0.5.5->-r requirements.txt (line 1)) (3.23.1)\r\n",
      "Requirement already satisfied: googleapis-common-protos~=1.57 in ./.venv/lib/python3.13/site-packages (from opentelemetry-exporter-otlp-proto-grpc>=1.2.0->chromadb>=0.5.5->-r requirements.txt (line 1)) (1.74.0)\r\n",
      "Requirement already satisfied: opentelemetry-exporter-otlp-proto-common==1.41.1 in ./.venv/lib/python3.13/site-packages (from opentelemetry-exporter-otlp-proto-grpc>=1.2.0->chromadb>=0.5.5->-r requirements.txt (line 1)) (1.41.1)\r\n",
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      "Requirement already satisfied: opentelemetry-semantic-conventions==0.62b1 in ./.venv/lib/python3.13/site-packages (from opentelemetry-sdk>=1.2.0->chromadb>=0.5.5->-r requirements.txt (line 1)) (0.62b1)\r\n",
      "Requirement already satisfied: annotated-types>=0.6.0 in ./.venv/lib/python3.13/site-packages (from pydantic>=2.0->chromadb>=0.5.5->-r requirements.txt (line 1)) (0.7.0)\r\n",
      "Requirement already satisfied: pydantic-core==2.46.3 in ./.venv/lib/python3.13/site-packages (from pydantic>=2.0->chromadb>=0.5.5->-r requirements.txt (line 1)) (2.46.3)\r\n",
      "Requirement already satisfied: typing-inspection>=0.4.2 in ./.venv/lib/python3.13/site-packages (from pydantic>=2.0->chromadb>=0.5.5->-r requirements.txt (line 1)) (0.4.2)\r\n",
      "Requirement already satisfied: markdown-it-py>=2.2.0 in ./.venv/lib/python3.13/site-packages (from rich>=10.11.0->chromadb>=0.5.5->-r requirements.txt (line 1)) (4.0.0)\r\n",
      "Requirement already satisfied: pygments<3.0.0,>=2.13.0 in ./.venv/lib/python3.13/site-packages (from rich>=10.11.0->chromadb>=0.5.5->-r requirements.txt (line 1)) (2.20.0)\r\n",
      "Requirement already satisfied: mdurl~=0.1 in ./.venv/lib/python3.13/site-packages (from markdown-it-py>=2.2.0->rich>=10.11.0->chromadb>=0.5.5->-r requirements.txt (line 1)) (0.1.2)\r\n",
      "Requirement already satisfied: huggingface-hub<2.0,>=0.16.4 in ./.venv/lib/python3.13/site-packages (from tokenizers>=0.13.2->chromadb>=0.5.5->-r requirements.txt (line 1)) (1.13.0)\r\n",
      "Requirement already satisfied: filelock>=3.10.0 in ./.venv/lib/python3.13/site-packages (from huggingface-hub<2.0,>=0.16.4->tokenizers>=0.13.2->chromadb>=0.5.5->-r requirements.txt (line 1)) (3.29.0)\r\n",
      "Requirement already satisfied: fsspec>=2023.5.0 in ./.venv/lib/python3.13/site-packages (from huggingface-hub<2.0,>=0.16.4->tokenizers>=0.13.2->chromadb>=0.5.5->-r requirements.txt (line 1)) (2026.4.0)\r\n",
      "Requirement already satisfied: hf-xet<2.0.0,>=1.4.3 in ./.venv/lib/python3.13/site-packages (from huggingface-hub<2.0,>=0.16.4->tokenizers>=0.13.2->chromadb>=0.5.5->-r requirements.txt (line 1)) (1.4.3)\r\n",
      "Requirement already satisfied: shellingham>=1.3.0 in ./.venv/lib/python3.13/site-packages (from typer>=0.9.0->chromadb>=0.5.5->-r requirements.txt (line 1)) (1.5.4)\r\n",
      "Requirement already satisfied: annotated-doc>=0.0.2 in ./.venv/lib/python3.13/site-packages (from typer>=0.9.0->chromadb>=0.5.5->-r requirements.txt (line 1)) (0.0.4)\r\n",
      "Requirement already satisfied: uvloop>=0.15.1 in ./.venv/lib/python3.13/site-packages (from uvicorn[standard]>=0.18.3->chromadb>=0.5.5->-r requirements.txt (line 1)) (0.22.1)\r\n",
      "Requirement already satisfied: watchfiles>=0.20 in ./.venv/lib/python3.13/site-packages (from uvicorn[standard]>=0.18.3->chromadb>=0.5.5->-r requirements.txt (line 1)) (1.1.1)\r\n",
      "Requirement already satisfied: oauthlib>=3.0.0 in ./.venv/lib/python3.13/site-packages (from requests-oauthlib->kubernetes>=28.1.0->chromadb>=0.5.5->-r requirements.txt (line 1)) (3.3.1)\r\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Note: you may need to restart the kernel to use updated packages.\n"
     ]
    }
   ],
   "source": [
    "%pip install -r requirements.txt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "d2a1292c",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-05-08T07:51:47.733306Z",
     "iopub.status.busy": "2026-05-08T07:51:47.733180Z",
     "iopub.status.idle": "2026-05-08T07:51:47.736354Z",
     "shell.execute_reply": "2026-05-08T07:51:47.735911Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      ".env already exists or .env.example is missing\n"
     ]
    }
   ],
   "source": [
    "from pathlib import Path\n",
    "import shutil\n",
    "\n",
    "root = Path.cwd()\n",
    "env_example = root / '.env.example'\n",
    "env_file = root / '.env'\n",
    "if env_example.exists() and not env_file.exists():\n",
    "    shutil.copy(env_example, env_file)\n",
    "    print('Created .env from .env.example')\n",
    "else:\n",
    "    print('.env already exists or .env.example is missing')\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "d3e013da",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-05-08T07:51:47.737560Z",
     "iopub.status.busy": "2026-05-08T07:51:47.737482Z",
     "iopub.status.idle": "2026-05-08T07:51:47.740365Z",
     "shell.execute_reply": "2026-05-08T07:51:47.739917Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Found 26 PDF files\n",
      "- chapter 12 LINEAR PROGRAMMING.pdf\n",
      "- chapter1 relation and functions.pdf\n",
      "- chapter10 vector alzebra.pdf\n",
      "- chapter11 THREE DIMENSIONAL GEOMETRY.pdf\n",
      "- chapter13 probability.pdf\n",
      "- chapter2 inverse document functions.pdf\n",
      "- chapter3 matrics.pdf\n",
      "- chapter4 determinent.pdf\n",
      "- chapter5 continuty and differentibility.pdf\n",
      "- chapter6 applications of derivatives.pdf\n",
      "- chapter7 integrals.pdf\n",
      "- chapter8 applications of integral.pdf\n",
      "- chapter9 differntial equations.pdf\n",
      "- ncert-class-12-maths-chapter-1.pdf\n",
      "- ncert-class-12-maths-chapter-10.pdf\n",
      "- ncert-class-12-maths-chapter-11.pdf\n",
      "- ncert-class-12-maths-chapter-12.pdf\n",
      "- ncert-class-12-maths-chapter-13.pdf\n",
      "- ncert-class-12-maths-chapter-2.pdf\n",
      "- ncert-class-12-maths-chapter-3.pdf\n",
      "- ncert-class-12-maths-chapter-4.pdf\n",
      "- ncert-class-12-maths-chapter-5.pdf\n",
      "- ncert-class-12-maths-chapter-6.pdf\n",
      "- ncert-class-12-maths-chapter-7.pdf\n",
      "- ncert-class-12-maths-chapter-8.pdf\n",
      "- ncert-class-12-maths-chapter-9.pdf\n"
     ]
    }
   ],
   "source": [
    "from pathlib import Path\n",
    "\n",
    "pdfs = sorted(Path.cwd().glob('*.pdf'))\n",
    "print(f'Found {len(pdfs)} PDF files')\n",
    "for pdf in pdfs:\n",
    "    print('-', pdf.name)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "86b6ff45",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-05-08T07:51:47.741368Z",
     "iopub.status.busy": "2026-05-08T07:51:47.741304Z",
     "iopub.status.idle": "2026-05-08T07:54:06.722961Z",
     "shell.execute_reply": "2026-05-08T07:54:06.722407Z"
    }
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    {
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     "text": [
      "\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "{'pdf_count': 26, 'chunks_created': 1767, 'vector_count': 1767}"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from src.edurag_math_bot.config import get_settings\n",
    "from src.edurag_math_bot.rag_chain import run_ingestion\n",
    "\n",
    "settings = get_settings()\n",
    "summary = run_ingestion(settings=settings, reset=True)\n",
    "summary"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "80e9407e",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-05-08T07:54:06.724686Z",
     "iopub.status.busy": "2026-05-08T07:54:06.724523Z",
     "iopub.status.idle": "2026-05-08T07:54:38.815396Z",
     "shell.execute_reply": "2026-05-08T07:54:38.813447Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Chapter: Ncert-Class-12-Maths-Chapter-7\n",
      "Topic: Explanation of Integration\n",
      "\n",
      "## Given\n",
      "\n",
      "Integrating both sides refers to the process of finding an antiderivative (indefinite integral) or a definite integral when an equation is given.\n",
      "\n",
      "## Formula Used\n",
      "\n",
      "1. Fundamental Theorem of Calculus for indefinite integrals: `∫ f(x) dx = F(x) + C` where `F'(x) = f(x)` and `C` is a constant.\n",
      "2. Integration by parts formula: `∫ u dv = uv - ∫ v du`\n",
      "\n",
      "## Step-by-Step Solution\n",
      "\n",
      "1. Identify the given equation that needs to be integrated.\n",
      "2. Determine if integration by parts or direct integration is required.\n",
      "3. If integration by parts is needed, choose appropriate functions `u` and `v`.\n",
      "4. Apply the integration by parts formula.\n",
      "5. Integrate the resulting expression.\n",
      "6. Simplify the solution as much as possible.\n",
      "7. The final answer will be an antiderivative or a definite integral depending on the problem type.\n",
      "\n",
      "## Verification\n",
      "\n",
      "1. Differentiate the antiderivative to verify that it matches the original function.\n",
      "2. If a definite integral is given, evaluate the antiderivative at the limits of integration and compare with the provided answer.\n",
      "\n",
      "## Final Answer\n",
      "\n",
      "Integration is the process of finding an antiderivative or a definite integral when an equation is given. This can be achieved through direct integration or integration by parts, depending on the problem type. The final answer will be an antiderivative or a definite integral with a constant of integration `C`.\n"
     ]
    }
   ],
   "source": [
    "from src.edurag_math_bot.rag_chain import MathRAGAssistant\n",
    "\n",
    "assistant = MathRAGAssistant(settings=settings)\n",
    "question = 'Explain integration'\n",
    "result = assistant.answer(question)\n",
    "print(result['answer'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "9cbfd9d1",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-05-08T07:54:38.824735Z",
     "iopub.status.busy": "2026-05-08T07:54:38.824599Z",
     "iopub.status.idle": "2026-05-08T07:54:38.827670Z",
     "shell.execute_reply": "2026-05-08T07:54:38.827233Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Sources used:\n",
      "{'chapter_number': -1, 'chapter_name': 'Ncert-Class-12-Maths-Chapter-9', 'topic': 'Integrating Both Sides, We Get', 'page_number': 87, 'source_file': 'ncert-class-12-maths-chapter-9.pdf'}\n",
      "{'chapter_number': -1, 'chapter_name': 'Ncert-Class-12-Maths-Chapter-5', 'topic': 'Hence,', 'page_number': 129, 'source_file': 'ncert-class-12-maths-chapter-5.pdf'}\n",
      "{'chapter_number': -1, 'chapter_name': 'Ncert-Class-12-Maths-Chapter-7', 'topic': 'Question', 'page_number': 84, 'source_file': 'ncert-class-12-maths-chapter-7.pdf'}\n",
      "{'chapter_number': -1, 'chapter_name': 'Ncert-Class-12-Maths-Chapter-7', 'topic': 'Question', 'page_number': 86, 'source_file': 'ncert-class-12-maths-chapter-7.pdf'}\n",
      "{'chapter_number': -1, 'chapter_name': 'Ncert-Class-12-Maths-Chapter-7', 'topic': 'Question', 'page_number': 85, 'source_file': 'ncert-class-12-maths-chapter-7.pdf'}\n"
     ]
    }
   ],
   "source": [
    "print('Sources used:')\n",
    "for source in result['sources']:\n",
    "    print(source)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "76f83602",
   "metadata": {},
   "source": []
  }
 ],
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