diff --git "a/try_multimodal.ipynb.txt" "b/try_multimodal.ipynb.txt"
deleted file mode 100644--- "a/try_multimodal.ipynb.txt"
+++ /dev/null
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-            "_model_module_version": "1.5.0",
-            "_model_name": "DescriptionStyleModel",
-            "_view_count": null,
-            "_view_module": "@jupyter-widgets/base",
-            "_view_module_version": "1.2.0",
-            "_view_name": "StyleView",
-            "description_width": ""
-          }
-        }
-      }
-    }
-  },
-  "cells": [
-    {
-      "cell_type": "code",
-      "source": [
-        "#PyMuPDF==1.24.7\n",
-        "#chromadb==0.5.4\n",
-        "#langchain-groq==0.1.6\n",
-        "#langchain-core==0.2.22"
-      ],
-      "metadata": {
-        "id": "cQWrdgEIQAnf"
-      },
-      "execution_count": null,
-      "outputs": []
-    },
-    {
-      "cell_type": "code",
-      "source": [
-        "no!pip install PyMuPDF"
-      ],
-      "metadata": {
-        "collapsed": true,
-        "id": "pY9MUJekNsXX",
-        "colab": {
-          "base_uri": "https://localhost:8080/"
-        },
-        "outputId": "036c131a-bdfd-4bbc-8aed-b3c532174ffc"
-      },
-      "execution_count": null,
-      "outputs": [
-        {
-          "output_type": "stream",
-          "name": "stdout",
-          "text": [
-            "Requirement already satisfied: PyMuPDF in /usr/local/lib/python3.10/dist-packages (1.24.7)\n",
-            "Requirement already satisfied: PyMuPDFb==1.24.6 in /usr/local/lib/python3.10/dist-packages (from PyMuPDF) (1.24.6)\n"
-          ]
-        }
-      ]
-    },
-    {
-      "cell_type": "code",
-      "source": [
-        "!pip install chromadb"
-      ],
-      "metadata": {
-        "collapsed": true,
-        "id": "0OsnAudrRI5W",
-        "colab": {
-          "base_uri": "https://localhost:8080/"
-        },
-        "outputId": "53e8072f-a3f2-4dc6-9a19-672a989398ea"
-      },
-      "execution_count": null,
-      "outputs": [
-        {
-          "output_type": "stream",
-          "name": "stdout",
-          "text": [
-            "Requirement already satisfied: chromadb in /usr/local/lib/python3.10/dist-packages (0.5.4)\n",
-            "Requirement already satisfied: build>=1.0.3 in /usr/local/lib/python3.10/dist-packages (from chromadb) (1.2.1)\n",
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-            "Requirement already satisfied: chroma-hnswlib==0.7.5 in /usr/local/lib/python3.10/dist-packages (from chromadb) (0.7.5)\n",
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-            "Requirement already satisfied: uvicorn[standard]>=0.18.3 in /usr/local/lib/python3.10/dist-packages (from chromadb) (0.30.3)\n",
-            "Requirement already satisfied: numpy<2.0.0,>=1.22.5 in /usr/local/lib/python3.10/dist-packages (from chromadb) (1.25.2)\n",
-            "Requirement already satisfied: posthog>=2.4.0 in /usr/local/lib/python3.10/dist-packages (from chromadb) (3.5.0)\n",
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-            "Requirement already satisfied: opentelemetry-api>=1.2.0 in /usr/local/lib/python3.10/dist-packages (from chromadb) (1.25.0)\n",
-            "Requirement already satisfied: opentelemetry-exporter-otlp-proto-grpc>=1.2.0 in /usr/local/lib/python3.10/dist-packages (from chromadb) (1.25.0)\n",
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-            "Requirement already satisfied: opentelemetry-sdk>=1.2.0 in /usr/local/lib/python3.10/dist-packages (from chromadb) (1.25.0)\n",
-            "Requirement already satisfied: tokenizers>=0.13.2 in /usr/local/lib/python3.10/dist-packages (from chromadb) (0.15.2)\n",
-            "Requirement already satisfied: pypika>=0.48.9 in /usr/local/lib/python3.10/dist-packages (from chromadb) (0.48.9)\n",
-            "Requirement already satisfied: tqdm>=4.65.0 in /usr/local/lib/python3.10/dist-packages (from chromadb) (4.66.4)\n",
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-            "Requirement already satisfied: typer>=0.9.0 in /usr/local/lib/python3.10/dist-packages (from chromadb) (0.12.3)\n",
-            "Requirement already satisfied: kubernetes>=28.1.0 in /usr/local/lib/python3.10/dist-packages (from chromadb) (30.1.0)\n",
-            "Requirement already satisfied: tenacity>=8.2.3 in /usr/local/lib/python3.10/dist-packages (from chromadb) (8.5.0)\n",
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-            "Requirement already satisfied: six>=1.9.0 in /usr/local/lib/python3.10/dist-packages (from kubernetes>=28.1.0->chromadb) (1.16.0)\n",
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-            "Requirement already satisfied: google-auth>=1.0.1 in /usr/local/lib/python3.10/dist-packages (from kubernetes>=28.1.0->chromadb) (2.27.0)\n",
-            "Requirement already satisfied: websocket-client!=0.40.0,!=0.41.*,!=0.42.*,>=0.32.0 in /usr/local/lib/python3.10/dist-packages (from kubernetes>=28.1.0->chromadb) (1.8.0)\n",
-            "Requirement already satisfied: requests in /usr/local/lib/python3.10/dist-packages (from kubernetes>=28.1.0->chromadb) (2.31.0)\n",
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-            "Requirement already satisfied: deprecated>=1.2.6 in /usr/local/lib/python3.10/dist-packages (from opentelemetry-api>=1.2.0->chromadb) (1.2.14)\n",
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-            "Requirement already satisfied: googleapis-common-protos~=1.52 in /usr/local/lib/python3.10/dist-packages (from opentelemetry-exporter-otlp-proto-grpc>=1.2.0->chromadb) (1.63.2)\n",
-            "Requirement already satisfied: opentelemetry-exporter-otlp-proto-common==1.25.0 in /usr/local/lib/python3.10/dist-packages (from opentelemetry-exporter-otlp-proto-grpc>=1.2.0->chromadb) (1.25.0)\n",
-            "Requirement already satisfied: opentelemetry-proto==1.25.0 in /usr/local/lib/python3.10/dist-packages (from opentelemetry-exporter-otlp-proto-grpc>=1.2.0->chromadb) (1.25.0)\n",
-            "Requirement already satisfied: opentelemetry-instrumentation-asgi==0.46b0 in /usr/local/lib/python3.10/dist-packages (from opentelemetry-instrumentation-fastapi>=0.41b0->chromadb) (0.46b0)\n",
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-            "Requirement already satisfied: opentelemetry-semantic-conventions==0.46b0 in /usr/local/lib/python3.10/dist-packages (from opentelemetry-instrumentation-fastapi>=0.41b0->chromadb) (0.46b0)\n",
-            "Requirement already satisfied: opentelemetry-util-http==0.46b0 in /usr/local/lib/python3.10/dist-packages (from opentelemetry-instrumentation-fastapi>=0.41b0->chromadb) (0.46b0)\n",
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-            "Requirement already satisfied: asgiref~=3.0 in /usr/local/lib/python3.10/dist-packages (from opentelemetry-instrumentation-asgi==0.46b0->opentelemetry-instrumentation-fastapi>=0.41b0->chromadb) (3.8.1)\n",
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-            "Requirement already satisfied: pyasn1-modules>=0.2.1 in /usr/local/lib/python3.10/dist-packages (from google-auth>=1.0.1->kubernetes>=28.1.0->chromadb) (0.4.0)\n",
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-            "Requirement already satisfied: MarkupSafe>=2.0 in /usr/local/lib/python3.10/dist-packages (from jinja2>=2.11.2->fastapi>=0.95.2->chromadb) (2.1.5)\n",
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-            "Requirement already satisfied: pygments<3.0.0,>=2.13.0 in /usr/local/lib/python3.10/dist-packages (from rich>=10.11.0->typer>=0.9.0->chromadb) (2.16.1)\n",
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-            "Requirement already satisfied: mdurl~=0.1 in /usr/local/lib/python3.10/dist-packages (from markdown-it-py>=2.2.0->rich>=10.11.0->typer>=0.9.0->chromadb) (0.1.2)\n",
-            "Requirement already satisfied: pyasn1<0.7.0,>=0.4.6 in /usr/local/lib/python3.10/dist-packages (from pyasn1-modules>=0.2.1->google-auth>=1.0.1->kubernetes>=28.1.0->chromadb) (0.6.0)\n"
-          ]
-        }
-      ]
-    },
-    {
-      "cell_type": "code",
-      "source": [
-        "!pip install langchain-groq==0.0.1"
-      ],
-      "metadata": {
-        "collapsed": true,
-        "id": "k4h4jp2fRngl",
-        "colab": {
-          "base_uri": "https://localhost:8080/"
-        },
-        "outputId": "1cb5a078-380d-4ad0-883f-602ca4abe618"
-      },
-      "execution_count": null,
-      "outputs": [
-        {
-          "output_type": "stream",
-          "name": "stdout",
-          "text": [
-            "Collecting langchain-groq==0.0.1\n",
-            "  Downloading langchain_groq-0.0.1-py3-none-any.whl (7.8 kB)\n",
-            "Requirement already satisfied: groq<1,>=0.4.1 in /usr/local/lib/python3.10/dist-packages (from langchain-groq==0.0.1) (0.9.0)\n",
-            "Requirement already satisfied: langchain-core<0.2,>=0.1 in /usr/local/lib/python3.10/dist-packages (from langchain-groq==0.0.1) (0.1.52)\n",
-            "Requirement already satisfied: anyio<5,>=3.5.0 in /usr/local/lib/python3.10/dist-packages (from groq<1,>=0.4.1->langchain-groq==0.0.1) (3.7.1)\n",
-            "Requirement already satisfied: distro<2,>=1.7.0 in /usr/lib/python3/dist-packages (from groq<1,>=0.4.1->langchain-groq==0.0.1) (1.7.0)\n",
-            "Requirement already satisfied: httpx<1,>=0.23.0 in /usr/local/lib/python3.10/dist-packages (from groq<1,>=0.4.1->langchain-groq==0.0.1) (0.27.0)\n",
-            "Requirement already satisfied: pydantic<3,>=1.9.0 in /usr/local/lib/python3.10/dist-packages (from groq<1,>=0.4.1->langchain-groq==0.0.1) (2.8.2)\n",
-            "Requirement already satisfied: sniffio in /usr/local/lib/python3.10/dist-packages (from groq<1,>=0.4.1->langchain-groq==0.0.1) (1.3.1)\n",
-            "Requirement already satisfied: typing-extensions<5,>=4.7 in /usr/local/lib/python3.10/dist-packages (from groq<1,>=0.4.1->langchain-groq==0.0.1) (4.12.2)\n",
-            "Requirement already satisfied: PyYAML>=5.3 in /usr/local/lib/python3.10/dist-packages (from langchain-core<0.2,>=0.1->langchain-groq==0.0.1) (6.0.1)\n",
-            "Requirement already satisfied: jsonpatch<2.0,>=1.33 in /usr/local/lib/python3.10/dist-packages (from langchain-core<0.2,>=0.1->langchain-groq==0.0.1) (1.33)\n",
-            "Requirement already satisfied: langsmith<0.2.0,>=0.1.0 in /usr/local/lib/python3.10/dist-packages (from langchain-core<0.2,>=0.1->langchain-groq==0.0.1) (0.1.93)\n",
-            "Requirement already satisfied: packaging<24.0,>=23.2 in /usr/local/lib/python3.10/dist-packages (from langchain-core<0.2,>=0.1->langchain-groq==0.0.1) (23.2)\n",
-            "Requirement already satisfied: tenacity<9.0.0,>=8.1.0 in /usr/local/lib/python3.10/dist-packages (from langchain-core<0.2,>=0.1->langchain-groq==0.0.1) (8.5.0)\n",
-            "Requirement already satisfied: idna>=2.8 in /usr/local/lib/python3.10/dist-packages (from anyio<5,>=3.5.0->groq<1,>=0.4.1->langchain-groq==0.0.1) (3.7)\n",
-            "Requirement already satisfied: exceptiongroup in /usr/local/lib/python3.10/dist-packages (from anyio<5,>=3.5.0->groq<1,>=0.4.1->langchain-groq==0.0.1) (1.2.2)\n",
-            "Requirement already satisfied: certifi in /usr/local/lib/python3.10/dist-packages (from httpx<1,>=0.23.0->groq<1,>=0.4.1->langchain-groq==0.0.1) (2024.7.4)\n",
-            "Requirement already satisfied: httpcore==1.* in /usr/local/lib/python3.10/dist-packages (from httpx<1,>=0.23.0->groq<1,>=0.4.1->langchain-groq==0.0.1) (1.0.5)\n",
-            "Requirement already satisfied: h11<0.15,>=0.13 in /usr/local/lib/python3.10/dist-packages (from httpcore==1.*->httpx<1,>=0.23.0->groq<1,>=0.4.1->langchain-groq==0.0.1) (0.14.0)\n",
-            "Requirement already satisfied: jsonpointer>=1.9 in /usr/local/lib/python3.10/dist-packages (from jsonpatch<2.0,>=1.33->langchain-core<0.2,>=0.1->langchain-groq==0.0.1) (3.0.0)\n",
-            "Requirement already satisfied: orjson<4.0.0,>=3.9.14 in /usr/local/lib/python3.10/dist-packages (from langsmith<0.2.0,>=0.1.0->langchain-core<0.2,>=0.1->langchain-groq==0.0.1) (3.10.6)\n",
-            "Requirement already satisfied: requests<3,>=2 in /usr/local/lib/python3.10/dist-packages (from langsmith<0.2.0,>=0.1.0->langchain-core<0.2,>=0.1->langchain-groq==0.0.1) (2.31.0)\n",
-            "Requirement already satisfied: annotated-types>=0.4.0 in /usr/local/lib/python3.10/dist-packages (from pydantic<3,>=1.9.0->groq<1,>=0.4.1->langchain-groq==0.0.1) (0.7.0)\n",
-            "Requirement already satisfied: pydantic-core==2.20.1 in /usr/local/lib/python3.10/dist-packages (from pydantic<3,>=1.9.0->groq<1,>=0.4.1->langchain-groq==0.0.1) (2.20.1)\n",
-            "Requirement already satisfied: charset-normalizer<4,>=2 in /usr/local/lib/python3.10/dist-packages (from requests<3,>=2->langsmith<0.2.0,>=0.1.0->langchain-core<0.2,>=0.1->langchain-groq==0.0.1) (3.3.2)\n",
-            "Requirement already satisfied: urllib3<3,>=1.21.1 in /usr/local/lib/python3.10/dist-packages (from requests<3,>=2->langsmith<0.2.0,>=0.1.0->langchain-core<0.2,>=0.1->langchain-groq==0.0.1) (2.0.7)\n",
-            "Installing collected packages: langchain-groq\n",
-            "  Attempting uninstall: langchain-groq\n",
-            "    Found existing installation: langchain-groq 0.1.6\n",
-            "    Uninstalling langchain-groq-0.1.6:\n",
-            "      Successfully uninstalled langchain-groq-0.1.6\n",
-            "Successfully installed langchain-groq-0.0.1\n"
-          ]
-        }
-      ]
-    },
-    {
-      "cell_type": "code",
-      "source": [
-        "!pip install langchain-core"
-      ],
-      "metadata": {
-        "collapsed": true,
-        "id": "_XdcMkXiSZPz",
-        "colab": {
-          "base_uri": "https://localhost:8080/"
-        },
-        "outputId": "d6b26568-b3ac-4af4-a643-ca9ddd5e1da4"
-      },
-      "execution_count": null,
-      "outputs": [
-        {
-          "output_type": "stream",
-          "name": "stdout",
-          "text": [
-            "Requirement already satisfied: langchain-core in /usr/local/lib/python3.10/dist-packages (0.2.22)\n",
-            "Requirement already satisfied: PyYAML>=5.3 in /usr/local/lib/python3.10/dist-packages (from langchain-core) (6.0.1)\n",
-            "Requirement already satisfied: jsonpatch<2.0,>=1.33 in /usr/local/lib/python3.10/dist-packages (from langchain-core) (1.33)\n",
-            "Requirement already satisfied: langsmith<0.2.0,>=0.1.75 in /usr/local/lib/python3.10/dist-packages (from langchain-core) (0.1.93)\n",
-            "Requirement already satisfied: packaging<25,>=23.2 in /usr/local/lib/python3.10/dist-packages (from langchain-core) (23.2)\n",
-            "Requirement already satisfied: pydantic<3,>=1 in /usr/local/lib/python3.10/dist-packages (from langchain-core) (2.8.2)\n",
-            "Requirement already satisfied: tenacity!=8.4.0,<9.0.0,>=8.1.0 in /usr/local/lib/python3.10/dist-packages (from langchain-core) (8.5.0)\n",
-            "Requirement already satisfied: jsonpointer>=1.9 in /usr/local/lib/python3.10/dist-packages (from jsonpatch<2.0,>=1.33->langchain-core) (3.0.0)\n",
-            "Requirement already satisfied: orjson<4.0.0,>=3.9.14 in /usr/local/lib/python3.10/dist-packages (from langsmith<0.2.0,>=0.1.75->langchain-core) (3.10.6)\n",
-            "Requirement already satisfied: requests<3,>=2 in /usr/local/lib/python3.10/dist-packages (from langsmith<0.2.0,>=0.1.75->langchain-core) (2.31.0)\n",
-            "Requirement already satisfied: annotated-types>=0.4.0 in /usr/local/lib/python3.10/dist-packages (from pydantic<3,>=1->langchain-core) (0.7.0)\n",
-            "Requirement already satisfied: pydantic-core==2.20.1 in /usr/local/lib/python3.10/dist-packages (from pydantic<3,>=1->langchain-core) (2.20.1)\n",
-            "Requirement already satisfied: typing-extensions>=4.6.1 in /usr/local/lib/python3.10/dist-packages (from pydantic<3,>=1->langchain-core) (4.12.2)\n",
-            "Requirement already satisfied: charset-normalizer<4,>=2 in /usr/local/lib/python3.10/dist-packages (from requests<3,>=2->langsmith<0.2.0,>=0.1.75->langchain-core) (3.3.2)\n",
-            "Requirement already satisfied: idna<4,>=2.5 in /usr/local/lib/python3.10/dist-packages (from requests<3,>=2->langsmith<0.2.0,>=0.1.75->langchain-core) (3.7)\n",
-            "Requirement already satisfied: urllib3<3,>=1.21.1 in /usr/local/lib/python3.10/dist-packages (from requests<3,>=2->langsmith<0.2.0,>=0.1.75->langchain-core) (2.0.7)\n",
-            "Requirement already satisfied: certifi>=2017.4.17 in /usr/local/lib/python3.10/dist-packages (from requests<3,>=2->langsmith<0.2.0,>=0.1.75->langchain-core) (2024.7.4)\n"
-          ]
-        }
-      ]
-    },
-    {
-      "cell_type": "code",
-      "source": [
-        "!pip install open-clip-torch"
-      ],
-      "metadata": {
-        "collapsed": true,
-        "id": "nSRYsmLNT0pu",
-        "colab": {
-          "base_uri": "https://localhost:8080/"
-        },
-        "outputId": "c40ef06f-33ca-44b9-e4d8-022c13253ac6"
-      },
-      "execution_count": null,
-      "outputs": [
-        {
-          "output_type": "stream",
-          "name": "stdout",
-          "text": [
-            "Collecting open-clip-torch\n",
-            "  Using cached open_clip_torch-2.26.1-py3-none-any.whl (1.5 MB)\n",
-            "Requirement already satisfied: torch>=1.9.0 in /usr/local/lib/python3.10/dist-packages (from open-clip-torch) (2.3.1+cu121)\n",
-            "Requirement already satisfied: torchvision in /usr/local/lib/python3.10/dist-packages (from open-clip-torch) (0.18.1+cu121)\n",
-            "Requirement already satisfied: regex in /usr/local/lib/python3.10/dist-packages (from open-clip-torch) (2024.5.15)\n",
-            "Requirement already satisfied: ftfy in /usr/local/lib/python3.10/dist-packages (from open-clip-torch) (6.2.0)\n",
-            "Requirement already satisfied: tqdm in /usr/local/lib/python3.10/dist-packages (from open-clip-torch) (4.66.4)\n",
-            "Requirement already satisfied: huggingface-hub in /usr/local/lib/python3.10/dist-packages (from open-clip-torch) (0.20.3)\n",
-            "Collecting timm (from open-clip-torch)\n",
-            "  Using cached timm-1.0.7-py3-none-any.whl (2.3 MB)\n",
-            "Requirement already satisfied: filelock in /usr/local/lib/python3.10/dist-packages (from torch>=1.9.0->open-clip-torch) (3.15.4)\n",
-            "Requirement already satisfied: typing-extensions>=4.8.0 in /usr/local/lib/python3.10/dist-packages (from torch>=1.9.0->open-clip-torch) (4.12.2)\n",
-            "Requirement already satisfied: sympy in /usr/local/lib/python3.10/dist-packages (from torch>=1.9.0->open-clip-torch) (1.13.0)\n",
-            "Requirement already satisfied: networkx in /usr/local/lib/python3.10/dist-packages (from torch>=1.9.0->open-clip-torch) (3.3)\n",
-            "Requirement already satisfied: jinja2 in /usr/local/lib/python3.10/dist-packages (from torch>=1.9.0->open-clip-torch) (3.1.4)\n",
-            "Requirement already satisfied: fsspec in /usr/local/lib/python3.10/dist-packages (from torch>=1.9.0->open-clip-torch) (2023.6.0)\n",
-            "Requirement already satisfied: nvidia-cuda-nvrtc-cu12==12.1.105 in /usr/local/lib/python3.10/dist-packages (from torch>=1.9.0->open-clip-torch) (12.1.105)\n",
-            "Requirement already satisfied: nvidia-cuda-runtime-cu12==12.1.105 in /usr/local/lib/python3.10/dist-packages (from torch>=1.9.0->open-clip-torch) (12.1.105)\n",
-            "Requirement already satisfied: nvidia-cuda-cupti-cu12==12.1.105 in /usr/local/lib/python3.10/dist-packages (from torch>=1.9.0->open-clip-torch) (12.1.105)\n",
-            "Collecting nvidia-cudnn-cu12==8.9.2.26 (from torch>=1.9.0->open-clip-torch)\n",
-            "  Using cached nvidia_cudnn_cu12-8.9.2.26-py3-none-manylinux1_x86_64.whl (731.7 MB)\n",
-            "Requirement already satisfied: nvidia-cublas-cu12==12.1.3.1 in /usr/local/lib/python3.10/dist-packages (from torch>=1.9.0->open-clip-torch) (12.1.3.1)\n",
-            "Requirement already satisfied: nvidia-cufft-cu12==11.0.2.54 in /usr/local/lib/python3.10/dist-packages (from torch>=1.9.0->open-clip-torch) (11.0.2.54)\n",
-            "Requirement already satisfied: nvidia-curand-cu12==10.3.2.106 in /usr/local/lib/python3.10/dist-packages (from torch>=1.9.0->open-clip-torch) (10.3.2.106)\n",
-            "Collecting nvidia-cusolver-cu12==11.4.5.107 (from torch>=1.9.0->open-clip-torch)\n",
-            "  Using cached nvidia_cusolver_cu12-11.4.5.107-py3-none-manylinux1_x86_64.whl (124.2 MB)\n",
-            "Requirement already satisfied: nvidia-cusparse-cu12==12.1.0.106 in /usr/local/lib/python3.10/dist-packages (from torch>=1.9.0->open-clip-torch) (12.1.0.106)\n",
-            "Requirement already satisfied: nvidia-nccl-cu12==2.20.5 in /usr/local/lib/python3.10/dist-packages (from torch>=1.9.0->open-clip-torch) (2.20.5)\n",
-            "Requirement already satisfied: nvidia-nvtx-cu12==12.1.105 in /usr/local/lib/python3.10/dist-packages (from torch>=1.9.0->open-clip-torch) (12.1.105)\n",
-            "Requirement already satisfied: triton==2.3.1 in /usr/local/lib/python3.10/dist-packages (from torch>=1.9.0->open-clip-torch) (2.3.1)\n",
-            "Requirement already satisfied: nvidia-nvjitlink-cu12 in /usr/local/lib/python3.10/dist-packages (from nvidia-cusolver-cu12==11.4.5.107->torch>=1.9.0->open-clip-torch) (12.5.82)\n",
-            "Requirement already satisfied: wcwidth<0.3.0,>=0.2.12 in /usr/local/lib/python3.10/dist-packages (from ftfy->open-clip-torch) (0.2.13)\n",
-            "Requirement already satisfied: requests in /usr/local/lib/python3.10/dist-packages (from huggingface-hub->open-clip-torch) (2.31.0)\n",
-            "Requirement already satisfied: pyyaml>=5.1 in /usr/local/lib/python3.10/dist-packages (from huggingface-hub->open-clip-torch) (6.0.1)\n",
-            "Requirement already satisfied: packaging>=20.9 in /usr/local/lib/python3.10/dist-packages (from huggingface-hub->open-clip-torch) (23.2)\n",
-            "Requirement already satisfied: safetensors in /usr/local/lib/python3.10/dist-packages (from timm->open-clip-torch) (0.4.3)\n",
-            "Requirement already satisfied: numpy in /usr/local/lib/python3.10/dist-packages (from torchvision->open-clip-torch) (1.25.2)\n",
-            "Requirement already satisfied: pillow!=8.3.*,>=5.3.0 in /usr/local/lib/python3.10/dist-packages (from torchvision->open-clip-torch) (9.4.0)\n",
-            "Requirement already satisfied: MarkupSafe>=2.0 in /usr/local/lib/python3.10/dist-packages (from jinja2->torch>=1.9.0->open-clip-torch) (2.1.5)\n",
-            "Requirement already satisfied: charset-normalizer<4,>=2 in /usr/local/lib/python3.10/dist-packages (from requests->huggingface-hub->open-clip-torch) (3.3.2)\n",
-            "Requirement already satisfied: idna<4,>=2.5 in /usr/local/lib/python3.10/dist-packages (from requests->huggingface-hub->open-clip-torch) (3.7)\n",
-            "Requirement already satisfied: urllib3<3,>=1.21.1 in /usr/local/lib/python3.10/dist-packages (from requests->huggingface-hub->open-clip-torch) (2.0.7)\n",
-            "Requirement already satisfied: certifi>=2017.4.17 in /usr/local/lib/python3.10/dist-packages (from requests->huggingface-hub->open-clip-torch) (2024.7.4)\n",
-            "Requirement already satisfied: mpmath<1.4,>=1.1.0 in /usr/local/lib/python3.10/dist-packages (from sympy->torch>=1.9.0->open-clip-torch) (1.3.0)\n",
-            "Installing collected packages: nvidia-cudnn-cu12, nvidia-cusolver-cu12, timm, open-clip-torch\n",
-            "Successfully installed nvidia-cudnn-cu12-8.9.2.26 nvidia-cusolver-cu12-11.4.5.107 open-clip-torch-2.26.1 timm-1.0.7\n"
-          ]
-        }
-      ]
-    },
-    {
-      "cell_type": "code",
-      "source": [
-        "!pip install -r requirements.txt"
-      ],
-      "metadata": {
-        "collapsed": true,
-        "id": "VaWchONKYi_m",
-        "colab": {
-          "base_uri": "https://localhost:8080/"
-        },
-        "outputId": "e4d8a880-521c-45fe-c9da-1ac85724d372"
-      },
-      "execution_count": null,
-      "outputs": [
-        {
-          "output_type": "stream",
-          "name": "stdout",
-          "text": [
-            "Requirement already satisfied: langchain==0.1.15 in /usr/local/lib/python3.10/dist-packages (from -r requirements.txt (line 1)) (0.1.15)\n",
-            "Requirement already satisfied: langchain-community==0.0.34 in /usr/local/lib/python3.10/dist-packages (from -r requirements.txt (line 2)) (0.0.34)\n",
-            "Requirement already satisfied: langchain-experimental==0.0.57 in /usr/local/lib/python3.10/dist-packages (from -r requirements.txt (line 3)) (0.0.57)\n",
-            "Requirement already satisfied: langchain-google-genai==1.0.1 in /usr/local/lib/python3.10/dist-packages (from -r requirements.txt (line 4)) (1.0.1)\n",
-            "Requirement already satisfied: langchain-openai==0.0.7 in /usr/local/lib/python3.10/dist-packages (from -r requirements.txt (line 5)) (0.0.7)\n",
-            "Requirement already satisfied: langchain-text-splitters==0.0.1 in /usr/local/lib/python3.10/dist-packages (from -r requirements.txt (line 6)) (0.0.1)\n",
-            "Requirement already satisfied: langchainhub==0.1.15 in /usr/local/lib/python3.10/dist-packages (from -r requirements.txt (line 7)) (0.1.15)\n",
-            "Requirement already satisfied: fastembed==0.2.5 in /usr/local/lib/python3.10/dist-packages (from -r requirements.txt (line 8)) (0.2.5)\n",
-            "Requirement already satisfied: llama-index-core==0.10.25.post1 in /usr/local/lib/python3.10/dist-packages (from -r requirements.txt (line 9)) (0.10.25.post1)\n",
-            "Requirement already satisfied: llama-parse==0.4.0 in /usr/local/lib/python3.10/dist-packages (from -r requirements.txt (line 10)) (0.4.0)\n",
-            "Requirement already satisfied: llamaindex-py-client==0.1.15 in /usr/local/lib/python3.10/dist-packages (from -r requirements.txt (line 11)) (0.1.15)\n",
-            "Requirement already satisfied: qdrant-client==1.8.2 in /usr/local/lib/python3.10/dist-packages (from -r requirements.txt (line 12)) (1.8.2)\n",
-            "Requirement already satisfied: streamlit==1.33.0 in /usr/local/lib/python3.10/dist-packages (from -r requirements.txt (line 13)) (1.33.0)\n",
-            "Requirement already satisfied: streamlit-float==0.3.2 in /usr/local/lib/python3.10/dist-packages (from -r requirements.txt (line 14)) (0.3.2)\n",
-            "Requirement already satisfied: unstructured==0.12.5 in /usr/local/lib/python3.10/dist-packages (from -r requirements.txt (line 15)) (0.12.5)\n",
-            "Requirement already satisfied: unstructured-client==0.18.0 in /usr/local/lib/python3.10/dist-packages (from -r requirements.txt (line 16)) (0.18.0)\n",
-            "Requirement already satisfied: pypdf==4.3.0 in /usr/local/lib/python3.10/dist-packages (from -r requirements.txt (line 17)) (4.3.0)\n",
-            "Requirement already satisfied: python-docx==1.1.2 in /usr/local/lib/python3.10/dist-packages (from -r requirements.txt (line 18)) (1.1.2)\n",
-            "Requirement already satisfied: PyMuPDF==1.24.7 in /usr/local/lib/python3.10/dist-packages (from -r requirements.txt (line 19)) (1.24.7)\n",
-            "Requirement already satisfied: PyYAML>=5.3 in /usr/local/lib/python3.10/dist-packages (from langchain==0.1.15->-r requirements.txt (line 1)) (6.0.1)\n",
-            "Requirement already satisfied: SQLAlchemy<3,>=1.4 in /usr/local/lib/python3.10/dist-packages (from langchain==0.1.15->-r requirements.txt (line 1)) (2.0.31)\n",
-            "Requirement already satisfied: aiohttp<4.0.0,>=3.8.3 in /usr/local/lib/python3.10/dist-packages (from langchain==0.1.15->-r requirements.txt (line 1)) (3.9.5)\n",
-            "Requirement already satisfied: async-timeout<5.0.0,>=4.0.0 in /usr/local/lib/python3.10/dist-packages (from langchain==0.1.15->-r requirements.txt (line 1)) (4.0.3)\n",
-            "Requirement already satisfied: dataclasses-json<0.7,>=0.5.7 in /usr/local/lib/python3.10/dist-packages (from langchain==0.1.15->-r requirements.txt (line 1)) (0.6.7)\n",
-            "Requirement already satisfied: jsonpatch<2.0,>=1.33 in /usr/local/lib/python3.10/dist-packages (from langchain==0.1.15->-r requirements.txt (line 1)) (1.33)\n",
-            "Collecting langchain-core<0.2.0,>=0.1.41 (from langchain==0.1.15->-r requirements.txt (line 1))\n",
-            "  Using cached langchain_core-0.1.52-py3-none-any.whl (302 kB)\n",
-            "Requirement already satisfied: langsmith<0.2.0,>=0.1.17 in /usr/local/lib/python3.10/dist-packages (from langchain==0.1.15->-r requirements.txt (line 1)) (0.1.93)\n",
-            "Requirement already satisfied: numpy<2,>=1 in /usr/local/lib/python3.10/dist-packages (from langchain==0.1.15->-r requirements.txt (line 1)) (1.25.2)\n",
-            "Requirement already satisfied: pydantic<3,>=1 in /usr/local/lib/python3.10/dist-packages (from langchain==0.1.15->-r requirements.txt (line 1)) (2.8.2)\n",
-            "Requirement already satisfied: requests<3,>=2 in /usr/local/lib/python3.10/dist-packages (from langchain==0.1.15->-r requirements.txt (line 1)) (2.31.0)\n",
-            "Requirement already satisfied: tenacity<9.0.0,>=8.1.0 in /usr/local/lib/python3.10/dist-packages (from langchain==0.1.15->-r requirements.txt (line 1)) (8.5.0)\n",
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-            "Requirement already satisfied: pyasn1<0.7.0,>=0.4.6 in /usr/local/lib/python3.10/dist-packages (from pyasn1-modules>=0.2.1->google-auth>=2.15.0->google-generativeai<0.5.0,>=0.4.1->langchain-google-genai==1.0.1->-r requirements.txt (line 4)) (0.6.0)\n",
-            "Installing collected packages: langchain-core\n",
-            "  Attempting uninstall: langchain-core\n",
-            "    Found existing installation: langchain-core 0.2.22\n",
-            "    Uninstalling langchain-core-0.2.22:\n",
-            "      Successfully uninstalled langchain-core-0.2.22\n",
-            "\u001b[31mERROR: pip's dependency resolver does not currently take into account all the packages that are installed. This behaviour is the source of the following dependency conflicts.\n",
-            "langchain-groq 0.1.6 requires langchain-core<0.3,>=0.2.2, but you have langchain-core 0.1.52 which is incompatible.\u001b[0m\u001b[31m\n",
-            "\u001b[0mSuccessfully installed langchain-core-0.1.52\n"
-          ]
-        }
-      ]
-    },
-    {
-      "cell_type": "code",
-      "source": [
-        "!pip install langchain_chroma"
-      ],
-      "metadata": {
-        "collapsed": true,
-        "id": "Nq2KV3acZU_r",
-        "colab": {
-          "base_uri": "https://localhost:8080/"
-        },
-        "outputId": "b3718a8d-30e1-4906-a119-ac0be4341491"
-      },
-      "execution_count": null,
-      "outputs": [
-        {
-          "output_type": "stream",
-          "name": "stdout",
-          "text": [
-            "Collecting langchain_chroma\n",
-            "  Downloading langchain_chroma-0.1.2-py3-none-any.whl (9.3 kB)\n",
-            "Requirement already satisfied: chromadb<0.6.0,>=0.4.0 in /usr/local/lib/python3.10/dist-packages (from langchain_chroma) (0.5.4)\n",
-            "Requirement already satisfied: fastapi<1,>=0.95.2 in /usr/local/lib/python3.10/dist-packages (from langchain_chroma) (0.111.1)\n",
-            "Requirement already satisfied: langchain-core<0.3,>=0.1.40 in /usr/local/lib/python3.10/dist-packages (from langchain_chroma) (0.1.52)\n",
-            "Requirement already satisfied: numpy<2,>=1 in /usr/local/lib/python3.10/dist-packages (from langchain_chroma) (1.25.2)\n",
-            "Requirement already satisfied: build>=1.0.3 in /usr/local/lib/python3.10/dist-packages (from chromadb<0.6.0,>=0.4.0->langchain_chroma) (1.2.1)\n",
-            "Requirement already satisfied: pydantic>=1.9 in /usr/local/lib/python3.10/dist-packages (from chromadb<0.6.0,>=0.4.0->langchain_chroma) (2.8.2)\n",
-            "Requirement already satisfied: chroma-hnswlib==0.7.5 in /usr/local/lib/python3.10/dist-packages (from chromadb<0.6.0,>=0.4.0->langchain_chroma) (0.7.5)\n",
-            "Requirement already satisfied: uvicorn[standard]>=0.18.3 in /usr/local/lib/python3.10/dist-packages (from chromadb<0.6.0,>=0.4.0->langchain_chroma) (0.30.3)\n",
-            "Requirement already satisfied: posthog>=2.4.0 in /usr/local/lib/python3.10/dist-packages (from chromadb<0.6.0,>=0.4.0->langchain_chroma) (3.5.0)\n",
-            "Requirement already satisfied: typing-extensions>=4.5.0 in /usr/local/lib/python3.10/dist-packages (from chromadb<0.6.0,>=0.4.0->langchain_chroma) (4.12.2)\n",
-            "Requirement already satisfied: onnxruntime>=1.14.1 in /usr/local/lib/python3.10/dist-packages (from chromadb<0.6.0,>=0.4.0->langchain_chroma) (1.18.1)\n",
-            "Requirement already satisfied: opentelemetry-api>=1.2.0 in /usr/local/lib/python3.10/dist-packages (from chromadb<0.6.0,>=0.4.0->langchain_chroma) (1.25.0)\n",
-            "Requirement already satisfied: opentelemetry-exporter-otlp-proto-grpc>=1.2.0 in /usr/local/lib/python3.10/dist-packages (from chromadb<0.6.0,>=0.4.0->langchain_chroma) (1.25.0)\n",
-            "Requirement already satisfied: opentelemetry-instrumentation-fastapi>=0.41b0 in /usr/local/lib/python3.10/dist-packages (from chromadb<0.6.0,>=0.4.0->langchain_chroma) (0.46b0)\n",
-            "Requirement already satisfied: opentelemetry-sdk>=1.2.0 in /usr/local/lib/python3.10/dist-packages (from chromadb<0.6.0,>=0.4.0->langchain_chroma) (1.25.0)\n",
-            "Requirement already satisfied: tokenizers>=0.13.2 in /usr/local/lib/python3.10/dist-packages (from chromadb<0.6.0,>=0.4.0->langchain_chroma) (0.15.2)\n",
-            "Requirement already satisfied: pypika>=0.48.9 in /usr/local/lib/python3.10/dist-packages (from chromadb<0.6.0,>=0.4.0->langchain_chroma) (0.48.9)\n",
-            "Requirement already satisfied: tqdm>=4.65.0 in /usr/local/lib/python3.10/dist-packages (from chromadb<0.6.0,>=0.4.0->langchain_chroma) (4.66.4)\n",
-            "Requirement already satisfied: overrides>=7.3.1 in /usr/local/lib/python3.10/dist-packages (from chromadb<0.6.0,>=0.4.0->langchain_chroma) (7.7.0)\n",
-            "Requirement already satisfied: importlib-resources in /usr/local/lib/python3.10/dist-packages (from chromadb<0.6.0,>=0.4.0->langchain_chroma) (6.4.0)\n",
-            "Requirement already satisfied: grpcio>=1.58.0 in /usr/local/lib/python3.10/dist-packages (from chromadb<0.6.0,>=0.4.0->langchain_chroma) (1.64.1)\n",
-            "Requirement already satisfied: bcrypt>=4.0.1 in /usr/local/lib/python3.10/dist-packages (from chromadb<0.6.0,>=0.4.0->langchain_chroma) (4.1.3)\n",
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-            "Requirement already satisfied: kubernetes>=28.1.0 in /usr/local/lib/python3.10/dist-packages (from chromadb<0.6.0,>=0.4.0->langchain_chroma) (30.1.0)\n",
-            "Requirement already satisfied: tenacity>=8.2.3 in /usr/local/lib/python3.10/dist-packages (from chromadb<0.6.0,>=0.4.0->langchain_chroma) (8.5.0)\n",
-            "Requirement already satisfied: PyYAML>=6.0.0 in /usr/local/lib/python3.10/dist-packages (from chromadb<0.6.0,>=0.4.0->langchain_chroma) (6.0.1)\n",
-            "Requirement already satisfied: mmh3>=4.0.1 in /usr/local/lib/python3.10/dist-packages (from chromadb<0.6.0,>=0.4.0->langchain_chroma) (4.1.0)\n",
-            "Requirement already satisfied: orjson>=3.9.12 in /usr/local/lib/python3.10/dist-packages (from chromadb<0.6.0,>=0.4.0->langchain_chroma) (3.10.6)\n",
-            "Requirement already satisfied: httpx>=0.27.0 in /usr/local/lib/python3.10/dist-packages (from chromadb<0.6.0,>=0.4.0->langchain_chroma) (0.27.0)\n",
-            "Requirement already satisfied: starlette<0.38.0,>=0.37.2 in /usr/local/lib/python3.10/dist-packages (from fastapi<1,>=0.95.2->langchain_chroma) (0.37.2)\n",
-            "Requirement already satisfied: fastapi-cli>=0.0.2 in /usr/local/lib/python3.10/dist-packages (from fastapi<1,>=0.95.2->langchain_chroma) (0.0.4)\n",
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-            "Requirement already satisfied: python-multipart>=0.0.7 in /usr/local/lib/python3.10/dist-packages (from fastapi<1,>=0.95.2->langchain_chroma) (0.0.9)\n",
-            "Requirement already satisfied: email_validator>=2.0.0 in /usr/local/lib/python3.10/dist-packages (from fastapi<1,>=0.95.2->langchain_chroma) (2.2.0)\n",
-            "Requirement already satisfied: jsonpatch<2.0,>=1.33 in /usr/local/lib/python3.10/dist-packages (from langchain-core<0.3,>=0.1.40->langchain_chroma) (1.33)\n",
-            "Requirement already satisfied: langsmith<0.2.0,>=0.1.0 in /usr/local/lib/python3.10/dist-packages (from langchain-core<0.3,>=0.1.40->langchain_chroma) (0.1.93)\n",
-            "Requirement already satisfied: packaging<24.0,>=23.2 in /usr/local/lib/python3.10/dist-packages (from langchain-core<0.3,>=0.1.40->langchain_chroma) (23.2)\n",
-            "Requirement already satisfied: pyproject_hooks in /usr/local/lib/python3.10/dist-packages (from build>=1.0.3->chromadb<0.6.0,>=0.4.0->langchain_chroma) (1.1.0)\n",
-            "Requirement already satisfied: tomli>=1.1.0 in /usr/local/lib/python3.10/dist-packages (from build>=1.0.3->chromadb<0.6.0,>=0.4.0->langchain_chroma) (2.0.1)\n",
-            "Requirement already satisfied: dnspython>=2.0.0 in /usr/local/lib/python3.10/dist-packages (from email_validator>=2.0.0->fastapi<1,>=0.95.2->langchain_chroma) (2.6.1)\n",
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-            "Requirement already satisfied: anyio in /usr/local/lib/python3.10/dist-packages (from httpx>=0.27.0->chromadb<0.6.0,>=0.4.0->langchain_chroma) (3.7.1)\n",
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-            "Requirement already satisfied: httpcore==1.* in /usr/local/lib/python3.10/dist-packages (from httpx>=0.27.0->chromadb<0.6.0,>=0.4.0->langchain_chroma) (1.0.5)\n",
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-            "Requirement already satisfied: six>=1.9.0 in /usr/local/lib/python3.10/dist-packages (from kubernetes>=28.1.0->chromadb<0.6.0,>=0.4.0->langchain_chroma) (1.16.0)\n",
-            "Requirement already satisfied: python-dateutil>=2.5.3 in /usr/local/lib/python3.10/dist-packages (from kubernetes>=28.1.0->chromadb<0.6.0,>=0.4.0->langchain_chroma) (2.8.2)\n",
-            "Requirement already satisfied: google-auth>=1.0.1 in /usr/local/lib/python3.10/dist-packages (from kubernetes>=28.1.0->chromadb<0.6.0,>=0.4.0->langchain_chroma) (2.27.0)\n",
-            "Requirement already satisfied: websocket-client!=0.40.0,!=0.41.*,!=0.42.*,>=0.32.0 in /usr/local/lib/python3.10/dist-packages (from kubernetes>=28.1.0->chromadb<0.6.0,>=0.4.0->langchain_chroma) (1.8.0)\n",
-            "Requirement already satisfied: requests in /usr/local/lib/python3.10/dist-packages (from kubernetes>=28.1.0->chromadb<0.6.0,>=0.4.0->langchain_chroma) (2.31.0)\n",
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-            "Requirement already satisfied: oauthlib>=3.2.2 in /usr/local/lib/python3.10/dist-packages (from kubernetes>=28.1.0->chromadb<0.6.0,>=0.4.0->langchain_chroma) (3.2.2)\n",
-            "Requirement already satisfied: urllib3>=1.24.2 in /usr/local/lib/python3.10/dist-packages (from kubernetes>=28.1.0->chromadb<0.6.0,>=0.4.0->langchain_chroma) (2.0.7)\n",
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-            "Requirement already satisfied: deprecated>=1.2.6 in /usr/local/lib/python3.10/dist-packages (from opentelemetry-api>=1.2.0->chromadb<0.6.0,>=0.4.0->langchain_chroma) (1.2.14)\n",
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-            "Installing collected packages: langchain_chroma\n",
-            "Successfully installed langchain_chroma-0.1.2\n"
-          ]
-        }
-      ]
-    },
-    {
-      "cell_type": "code",
-      "source": [
-        "!pip install qdrant_client"
-      ],
-      "metadata": {
-        "colab": {
-          "base_uri": "https://localhost:8080/"
-        },
-        "collapsed": true,
-        "id": "_isMxkUK2yh6",
-        "outputId": "fec1bdc6-7264-4967-f9f0-2813d5ec1777"
-      },
-      "execution_count": null,
-      "outputs": [
-        {
-          "output_type": "stream",
-          "name": "stdout",
-          "text": [
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-          ]
-        }
-      ]
-    },
-    {
-      "cell_type": "code",
-      "source": [
-        "!pip install fastembed"
-      ],
-      "metadata": {
-        "colab": {
-          "base_uri": "https://localhost:8080/"
-        },
-        "collapsed": true,
-        "id": "wxD-nU1z4T47",
-        "outputId": "4b089996-fe30-461a-f05c-1b385ba2bd65"
-      },
-      "execution_count": null,
-      "outputs": [
-        {
-          "output_type": "stream",
-          "name": "stdout",
-          "text": [
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-          ]
-        }
-      ]
-    },
-    {
-      "cell_type": "code",
-      "source": [
-        "import nest_asyncio\n",
-        "nest_asyncio.apply()"
-      ],
-      "metadata": {
-        "id": "OOd9kEerciw9"
-      },
-      "execution_count": null,
-      "outputs": []
-    },
-    {
-      "cell_type": "code",
-      "source": [
-        "!pip install langchain-community==0.0.34"
-      ],
-      "metadata": {
-        "collapsed": true,
-        "colab": {
-          "base_uri": "https://localhost:8080/"
-        },
-        "id": "5BrItLek7CmS",
-        "outputId": "dd44aae5-b37c-48a9-8d3d-0cbcfe76c395"
-      },
-      "execution_count": null,
-      "outputs": [
-        {
-          "output_type": "stream",
-          "name": "stdout",
-          "text": [
-            "Requirement already satisfied: langchain-community==0.0.34 in /usr/local/lib/python3.10/dist-packages (0.0.34)\n",
-            "Requirement already satisfied: PyYAML>=5.3 in /usr/local/lib/python3.10/dist-packages (from langchain-community==0.0.34) (6.0.1)\n",
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-            "Requirement already satisfied: attrs>=17.3.0 in /usr/local/lib/python3.10/dist-packages (from aiohttp<4.0.0,>=3.8.3->langchain-community==0.0.34) (23.2.0)\n",
-            "Requirement already satisfied: frozenlist>=1.1.1 in /usr/local/lib/python3.10/dist-packages (from aiohttp<4.0.0,>=3.8.3->langchain-community==0.0.34) (1.4.1)\n",
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-            "Requirement already satisfied: async-timeout<5.0,>=4.0 in /usr/local/lib/python3.10/dist-packages (from aiohttp<4.0.0,>=3.8.3->langchain-community==0.0.34) (4.0.3)\n",
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-            "Requirement already satisfied: annotated-types>=0.4.0 in /usr/local/lib/python3.10/dist-packages (from pydantic<3,>=1->langchain-core<0.2.0,>=0.1.45->langchain-community==0.0.34) (0.7.0)\n",
-            "Requirement already satisfied: pydantic-core==2.20.1 in /usr/local/lib/python3.10/dist-packages (from pydantic<3,>=1->langchain-core<0.2.0,>=0.1.45->langchain-community==0.0.34) (2.20.1)\n",
-            "Requirement already satisfied: mypy-extensions>=0.3.0 in /usr/local/lib/python3.10/dist-packages (from typing-inspect<1,>=0.4.0->dataclasses-json<0.7,>=0.5.7->langchain-community==0.0.34) (1.0.0)\n"
-          ]
-        }
-      ]
-    },
-    {
-      "cell_type": "code",
-      "source": [
-        "from llama_parse import LlamaParse\n",
-        "from langchain_chroma import Chroma\n",
-        "from qdrant_client import QdrantClient\n",
-        "from langchain_community.vectorstores.qdrant import Qdrant\n",
-        "from langchain.text_splitter import RecursiveCharacterTextSplitter\n",
-        "from langchain_community.embeddings.fastembed import FastEmbedEmbeddings\n",
-        "from langchain_community.document_loaders.directory import DirectoryLoader"
-      ],
-      "metadata": {
-        "id": "hieXYyytYNwo"
-      },
-      "execution_count": null,
-      "outputs": []
-    },
-    {
-      "cell_type": "code",
-      "source": [
-        "import os\n",
-        "from fastembed import TextEmbedding\n",
-        "from typing import List\n",
-        "\n",
-        "llamaparse_api_key = \"llx-BKN8HAtE5THACYZALjbVa1ZtHWT2ojrCPIl5o2gPLyBZAwyy\"\n",
-        "qdrant_url = \"https://772afec6-1c6f-4b01-b63c-f5349f207e10.europe-west3-0.gcp.cloud.qdrant.io\"\n",
-        "qdrant_api_key = \"v0WOuDyw06GKf8S5_YFmPYQ6EMEsgLvPeF8yA3zcT62M1Dc6ed8Byw\"\n",
-        "\n",
-        "#to_parse_documents = [\"./data/example.pdf\", \"./data/uber_10q_march_2022.pdf\"]\n",
-        "\n",
-        "parsed_data_file = r\"/content/data/parsed_data.pkl\"\n",
-        "output_md = r\"/content/data/output.md\"\n",
-        "loki = r\"/content/data\"\n",
-        "\n",
-        "import pickle\n",
-        "# Define a function to load parsed data if available, or parse if not\n",
-        "def load_or_parse_data(loc):\n",
-        "    data_file = parsed_data_file\n",
-        "\n",
-        "    if os.path.exists(data_file):\n",
-        "        # Load the parsed data from the file\n",
-        "        with open(data_file, \"rb\") as f:\n",
-        "            parsed_data = pickle.load(f)\n",
-        "    else:\n",
-        "        # Perform the parsing step and store the result in llama_parse_documents\n",
-        "        parsingInstructiontest10k = \"\"\"The provided document is an user guide or a manual.\n",
-        "        It contains many images and tables.\n",
-        "        Try to be precise while answering the questions\"\"\"\n",
-        "        parser = LlamaParse(api_key=llamaparse_api_key, result_type=\"markdown\", parsing_instruction=parsingInstructiontest10k)\n",
-        "        llama_parse_documents = parser.load_data(loc)\n",
-        "\n",
-        "\n",
-        "        # Save the parsed data to a file\n",
-        "        with open(data_file, \"wb\") as f:\n",
-        "            pickle.dump(llama_parse_documents, f)\n",
-        "\n",
-        "        # Set the parsed data to the variable\n",
-        "        parsed_data = llama_parse_documents\n",
-        "\n",
-        "    return parsed_data\n",
-        "\n",
-        "\n",
-        "# Create vector database\n",
-        "def create_vector_database(loc):\n",
-        "    \"\"\"\n",
-        "    Creates a vector database using document loaders and embeddings.\n",
-        "\n",
-        "    This function loads urls,\n",
-        "    splits the loaded documents into chunks, transforms them into embeddings using OllamaEmbeddings,\n",
-        "    and finally persists the embeddings into a Chroma vector database.\n",
-        "\n",
-        "    \"\"\"\n",
-        "    # Call the function to either load or parse the data\n",
-        "    llama_parse_documents = load_or_parse_data(loc)\n",
-        "    #print(llama_parse_documents[1].text[:100])\n",
-        "\n",
-        "    #with open('data/output.md', 'a') as f:  # Open the file in append mode ('a')\n",
-        "      #  for doc in llama_parse_documents:\n",
-        "       #     f.write(doc.text + '\\n')\n",
-        "    with open(output_md, 'a', encoding='utf-8') as f:  # Open the file in append mode ('a')\n",
-        "        for doc in llama_parse_documents:\n",
-        "            f.write(doc.text + '\\n')\n",
-        "\n",
-        "    loader = DirectoryLoader(loki, glob=\"**/*.md\", show_progress=True)\n",
-        "    documents = loader.load()\n",
-        "    # Split loaded documents into chunks\n",
-        "    text_splitter = RecursiveCharacterTextSplitter(chunk_size=2000, chunk_overlap=100)\n",
-        "    print('data chunckex')\n",
-        "    docs = text_splitter.split_documents(documents)\n",
-        "    print(len(docs))\n",
-        "\n",
-        "    #len(docs)\n",
-        "    #docs[0]\n",
-        "\n",
-        "    # Initialize Embeddings\n",
-        "    embeddings = FastEmbedEmbeddings()\n",
-        "    #embeddings = TextEmbedding()\n",
-        "\n",
-        "    print('Vector DB started!')\n",
-        "\n",
-        "    # Create and persist a Chroma vector database from the chunked documents\n",
-        "    qdrant = Qdrant.from_documents(\n",
-        "        documents=docs,\n",
-        "        embedding=embeddings,\n",
-        "        url=qdrant_url,\n",
-        "        collection_name=\"rag\",\n",
-        "        api_key=qdrant_api_key\n",
-        "    )\n",
-        "    # save to disk\n",
-        "    #db2 = Chroma.from_documents(docs, embeddings, persist_directory=\"./chroma_db\")\n",
-        "    #docs = db2.similarity_search(query)\n",
-        "\n",
-        "# load from disk\n",
-        "    #db3 = Chroma(persist_directory=\"./chroma_db\", embedding_function=embeddings)\n",
-        "\n",
-        "    #query it\n",
-        "    #query = \"what is the agend of Financial Statements for 2022 ?\"\n",
-        "    #found_doc = qdrant.similarity_search(query, k=3)\n",
-        "    #print(found_doc[0][:100])\n",
-        "    #\n",
-        "    print('Vector DB created successfully !')\n",
-        "    query = \"Switching between external devices connected to the TV\"\n",
-        "    found_doc = qdrant.similarity_search(query, k=3)\n",
-        "    print(found_doc)"
-      ],
-      "metadata": {
-        "id": "HMDrsp0HZnaa"
-      },
-      "execution_count": null,
-      "outputs": []
-    },
-    {
-      "cell_type": "code",
-      "source": [
-        "loc = \"/content/D3300_NT(En)02.pdf\"\n",
-        "create_vector_database(loc)"
-      ],
-      "metadata": {
-        "id": "-0aeQ7g6b2Ld",
-        "colab": {
-          "base_uri": "https://localhost:8080/",
-          "height": 225,
-          "referenced_widgets": [
-            "4c278ba2056943ca8318b513dd734c11",
-            "ac3c86035a67410aa7e29c7fe96c57c1",
-            "e07c6054d21344d09649d323117f0cb3",
-            "45de2b7c8ba24cd3a8c4ccd75f775c92",
-            "156435e767924ea7a79029a92eae057f",
-            "b49c3e87dac74feb89268580e23e2342",
-            "4b6cb1e0a7374a1686f27d0bbf8ae5a9",
-            "c1ce0ba2ee804a1e8ca8e2bd78ba1bfc",
-            "fcae0a475f5a4dce946a72cf0d6e9bec",
-            "162413c77bbe4ba5b21c6a3ec607b488",
-            "197a1bb4a363470882a2863ddf74b719"
-          ]
-        },
-        "outputId": "55a3c169-7822-4850-f7d6-956d3576a90d"
-      },
-      "execution_count": null,
-      "outputs": [
-        {
-          "output_type": "stream",
-          "name": "stdout",
-          "text": [
-            "Started parsing the file under job_id 6ea3157c-9c91-4afb-b577-d8c9ab3b6896\n",
-            "..."
-          ]
-        },
-        {
-          "output_type": "stream",
-          "name": "stderr",
-          "text": [
-            "\n",
-            "  0%|          | 0/1 [00:00<?, ?it/s]\u001b[A\n",
-            "100%|██████████| 1/1 [00:02<00:00,  2.26s/it]\n"
-          ]
-        },
-        {
-          "output_type": "stream",
-          "name": "stdout",
-          "text": [
-            "data chunckex\n",
-            "67\n"
-          ]
-        },
-        {
-          "output_type": "display_data",
-          "data": {
-            "text/plain": [
-              "Fetching 9 files:   0%|          | 0/9 [00:00<?, ?it/s]"
-            ],
-            "application/vnd.jupyter.widget-view+json": {
-              "version_major": 2,
-              "version_minor": 0,
-              "model_id": "4c278ba2056943ca8318b513dd734c11"
-            }
-          },
-          "metadata": {}
-        },
-        {
-          "output_type": "stream",
-          "name": "stdout",
-          "text": [
-            "Vector DB started!\n",
-            "Vector DB created successfully !\n",
-            "[Document(page_content='Increase the separation between the equipment and receiver.\\n\\nConnect the equipment into an outlet on a circuit different from that to which the receiver is connected.\\n\\nConsult the dealer or an experienced radio/television technician for help.\\n\\nCAUTIONS\\n\\nModifications\\n\\nThe FCC requires the user be notified that any changes or modifications made to this device that are not expressly approved by Nikon Corporation may void the user’s authority to operate the equipment.\\n\\nInterface Cables\\n\\nUse the interface cables sold or provided by Nikon for your equipment. Using other interface cables may exceed the limits of Class B Part 15 of the FCC rules.\\n\\nNotice for Customers in the State of California\\n\\nWARNING: Handling the cord on this product may expose you to lead, a chemical known to the State of California to cause birth defects or other reproductive harm. Wash hands after handling.\\n\\nNikon Inc., 1300 Walt Whitman Road, Melville, New York 11747-3064, U.S.A. Tel.: 631-547-4200\\n\\nxiii\\n\\nNotice Concerning Prohibition of Copying or Reproduction\\n\\nNote that simply being in possession of material that has been digitally copied or reproduced by means of a scanner, digital camera, or other device may be punishable by law.\\n\\nItems prohibited by law from being copied or reproduced\\n\\nDo not copy or reproduce paper money, coins, securities, government bonds, or local government bonds, even if such copies or reproductions are stamped “Sample.”\\n\\nThe copying or reproduction of paper money, coins, or securities which are circulated in a foreign country is prohibited.\\n\\nUnless the prior permission of the government has been obtained, the copying or reproduction of unused postage stamps or post cards issued by the government is prohibited.\\n\\nThe copying or reproduction of stamps issued by the government and of certified documents stipulated by law is prohibited.\\n\\nCautions on certain copies and reproductions', metadata={'source': '/content/data/output.md', '_id': 'd6706a98-9b9e-4189-a59c-8f30acaa331c', '_collection_name': 'rag'}), Document(page_content='Page 92\\n\\nUser Guide\\n\\nCamera Accessories User Guide\\n\\nBody Cap BF-1B/Body Cap BF-1A\\n\\nThe body cap keeps the mirror, viewfinder screen, and image sensor free of dust when a lens is not in place.\\n\\nAccessory Shoe Cover BS-1\\n\\nA cover protecting the accessory shoe. The accessory shoe is used for optional flash units.\\n\\nWireless Remote Control ML-L3\\n\\nThe ML-L3 uses a 3 V CR2025 battery.\\n\\nTo insert the battery, press the battery-chamber latch to the right, insert a fingernail into the gap, and open the battery chamber. Ensure that the battery is inserted in the correct orientation.\\n\\nWireless Remote Controller WR-R10/WR-T10\\n\\nWhen a WR-R10 wireless remote controller is attached, the camera can be controlled wirelessly using a WR-T10 wireless remote controller.\\n\\nWireless Remote Controller WR-1\\n\\nWR-1 units are used in groups of two or more, with one functioning as a transmitter and the remaining units acting as receivers. The receivers are attached to the accessory terminals of one or more cameras, allowing the transmitter to be used to release the camera shutters.\\n\\nPage 93\\n\\nMicrophones Stereo Microphone ME-1\\n\\nThe D3300 is equipped with an accessory terminal for WR-1 and WR-R10 wireless remote controllers.\\n\\nAccessory terminal: (0 93), MC-DC2 remote cords, and GP-1/GP-1A GPS units, which connect with the 4 mark on the connector aligned with the 2 next to the accessory terminal (close the connector cover when the terminal is not in use).\\n\\nUC-E17 and UC-E6 USB cables (0 85): The supplied UC-E17 cable is not available for separate purchase; purchase UC-E6 cables instead.\\n\\nEG-CP14 audio/video cables\\n\\nWireless Mobile Adapter WU-1a: Supports two-way communication between the camera and smart devices running the Wireless Mobile Utility.\\n\\nOptional Accessories\\n\\nAvailability may vary with country or region. See our website or brochures for the latest information.\\n\\nApproved Memory Cards for D3300\\n\\nApproved Memory Cards', metadata={'source': '/content/data/output.md', '_id': 'a02f1a54-7998-432d-954a-580ca45489c0', '_collection_name': 'rag'}), Document(page_content='Flash settings > Flash mode\\n\\nFlash settings > Flash compensation\\n\\nRelease mode\\n\\nISO sensitivity settings > ISO sensitivity\\n\\nISO sensitivity settings > Auto ISO sensitivity control\\n\\nSet Picture Control\\n\\nExposure compensation\\n\\nWhite balance\\n\\nView/Delete\\n\\nView single photos\\n\\nView a slide show\\n\\nView multiple photos\\n\\nDelete photos\\n\\nChoose a date\\n\\nGuide Mode\\n\\nGuide mode is reset to Easy operation > Auto when the mode dial is rotated to another setting or the camera is turned off.\\n\\nUser Guide\\n\\nRetouch\\n\\nTrim\\n\\nPhoto illustration\\n\\nFilter effects (cross screen)\\n\\nMiniature effect\\n\\nFilter effects (soft)\\n\\nSelective color\\n\\nSet Up\\n\\nImage quality\\n\\nPlayback folder\\n\\nImage size\\n\\nPlayback display options\\n\\nAuto off timers\\n\\nDPOF print order\\n\\nPrint date\\n\\nClock and language\\n\\nDisplay and sound settings\\n\\nMonitor brightness\\n\\nInfo background color\\n\\nAuto info display\\n\\nBeep\\n\\nHDMI\\n- Time zone and date\\n- Language\\n- Format memory card\\n- Output settings\\n- Movie settings\\n- - Frame size/frame rate\\n- Movie quality\\n- Microphone\\n- Wind noise reduction\\n- Flicker reduction\\n\\nWireless mobile adapter\\n- Eye-Fi upload* (Only available when compatible Eye-Fi memory card is inserted)\\n- Slot empty release lock\\n\\nChanges to Image quality, Image size, Auto off timers, Print date, Playback folder, Playback display options, all Display and sound settings options, and all Movie settings options except Flicker reduction apply in guide mode only and are not reflected in other shooting modes.\\n\\nPage: 47\\n\\nUser Guide\\n\\nUsing the Guide\\n\\nThe following operations can be performed while the guide is displayed:\\n\\nTo\\nUse\\nDescription\\n\\nReturn to top level of guide\\nG button\\nPress G to turn the monitor on or return to the top level of the guide.\\n\\nTurn monitor on\\nG button\\nPress G button to turn the monitor on.\\n\\nHighlight a menu\\n1, 3, 4, or 2\\nPress 1, 3, 4, or 2 to highlight a menu.\\n\\nHighlight options\\n1, 3, 4, or 2\\nPress 1 or 3 to highlight options in the menus. Press 1, 3, 4, or 2 to highlight options in displays like that shown below.', metadata={'source': '/content/data/output.md', '_id': '04330451-d52a-4bec-bcfe-f47f1bfd3621', '_collection_name': 'rag'})]\n"
-          ]
-        }
-      ]
-    },
-    {
-      "cell_type": "code",
-      "source": [
-        "import os\n",
-        "from typing import List\n",
-        "from langchain_groq import ChatGroq\n",
-        "from langchain.prompts import PromptTemplate\n",
-        "from langchain_community.vectorstores.qdrant import Qdrant\n",
-        "from langchain_community.embeddings.fastembed import FastEmbedEmbeddings\n",
-        "from qdrant_client import QdrantClient\n",
-        "#from langchain_community.chat_models import ChatOllama\n",
-        "\n",
-        "\n",
-        "#import chainlit as cl\n",
-        "from langchain.chains import RetrievalQA\n",
-        "\n",
-        "# bring in our GROQ_API_KEY\n",
-        "from dotenv import load_dotenv\n",
-        "load_dotenv()\n",
-        "\n",
-        "llamaparse_api_key = \"llx-BKN8HAtE5THACYZALjbVa1ZtHWT2ojrCPIl5o2gPLyBZAwyy\"\n",
-        "qdrant_url = \"https://772afec6-1c6f-4b01-b63c-f5349f207e10.europe-west3-0.gcp.cloud.qdrant.io\"\n",
-        "qdrant_api_key = \"v0WOuDyw06GKf8S5_YFmPYQ6EMEsgLvPeF8yA3zcT62M1Dc6ed8Byw\"\n",
-        "groq_api_key = \"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\"\n",
-        "\n",
-        "custom_prompt_template = \"\"\"Use the following pieces of information to answer the user's question.\n",
-        "If you don't know the answer, just say that you don't know,if it is out of context say that it is out of context and also try to provide the answer and don't be rude.\n",
-        "\n",
-        "Context: {context}\n",
-        "Question: {question}\n",
-        "\n",
-        "Only return the helpful answer below and nothing else.\n",
-        "Helpful answer:\n",
-        "\"\"\"\n",
-        "\n",
-        "def set_custom_prompt():\n",
-        "    \"\"\"\n",
-        "    Prompt template for QA retrieval for each vectorstore\n",
-        "    \"\"\"\n",
-        "    prompt = PromptTemplate(template=custom_prompt_template,\n",
-        "                            input_variables=['context', 'question'])\n",
-        "    return prompt\n",
-        "\n",
-        "\n",
-        "chat_model = ChatGroq(temperature=0, model_name=\"mixtral-8x7b-32768\",api_key=groq_api_key)\n",
-        "#chat_model = ChatGroq(temperature=0, model_name=\"Llama2-70b-4096\")\n",
-        "#chat_model = ChatOllama(model=\"llama2\", request_timeout=30.0)\n",
-        "\n",
-        "client = QdrantClient(api_key=qdrant_api_key, url=qdrant_url,)\n",
-        "\n",
-        "\n",
-        "def retrieval_qa_chain(llm, prompt, vectorstore):\n",
-        "    qa_chain = RetrievalQA.from_chain_type(\n",
-        "        llm=llm,\n",
-        "        chain_type=\"stuff\",\n",
-        "        retriever=vectorstore.as_retriever(search_kwargs={'k': 2}),\n",
-        "        return_source_documents=True,\n",
-        "        chain_type_kwargs={'prompt': prompt}\n",
-        "    )\n",
-        "    return qa_chain\n",
-        "\n",
-        "\n",
-        "def qa_bot():\n",
-        "    embeddings = FastEmbedEmbeddings()\n",
-        "    vectorstore = Qdrant(client=client, embeddings=embeddings, collection_name=\"rag\")\n",
-        "    llm = chat_model\n",
-        "    qa_prompt=set_custom_prompt()\n",
-        "    qa = retrieval_qa_chain(llm, qa_prompt, vectorstore)\n",
-        "    return qa\n",
-        "\n",
-        "#---------------------------------------------------------------------#\n",
-        "\n",
-        "#qdrant_cloud_api_key=\"your_qdrant_cloud_api_key\"\n",
-        "#qdrant_url=\"your_qdrant_url\"\n",
-        "\n",
-        "#qdrant_cloud = Qdrant.from_documents(\n",
-        "#    docs,\n",
-        "#   embeddings,\n",
-        "#   url=qdrant_url,\n",
-        "#   prefer_grpc=True,\n",
-        "#   api_key=qdrant_cloud_api_key,\n",
-        "#  collection_name=\"qdrant_cloud_documents\",\n",
-        "#)\n",
-        "\n",
-        "#---------------------------------------------------------------------#\n",
-        "query=\"how to make coffee\"\n",
-        "print(query)\n",
-        "\n",
-        "chain = qa_bot()\n",
-        "response = chain.invoke(query)\n",
-        "\n",
-        "print(response['result'])\n",
-        "\n"
-      ],
-      "metadata": {
-        "colab": {
-          "base_uri": "https://localhost:8080/",
-          "height": 84,
-          "referenced_widgets": [
-            "a427816a323647e2879f76e4afe84c03",
-            "5802fe05159741149f95a3c4d745d50a",
-            "30cf58b493244524a150492d10a0629b",
-            "2783e33ae4a24c8aa50e690c3c9e4402",
-            "d9f5cb3bcf534bf8a308c4ab604c8b83",
-            "5c5a53a9c2534f1da6be2c2fdfeb9e31",
-            "d1f392f53b4e4328aad63646b2c518da",
-            "50ff4eab6dcf4d95ac59d93dd41a5c80",
-            "5a671753431b4284bfd866f47951d05e",
-            "68f0974bb6874c878263a4e2672b5804",
-            "f2f4171ef1cd43f4a14d1f92ed205c26"
-          ]
-        },
-        "id": "2C_ojR1ZvOT9",
-        "outputId": "5d7603cb-7834-4017-a5db-58c5173f1fcc"
-      },
-      "execution_count": null,
-      "outputs": [
-        {
-          "output_type": "stream",
-          "name": "stdout",
-          "text": [
-            "how to make coffee\n"
-          ]
-        },
-        {
-          "output_type": "display_data",
-          "data": {
-            "text/plain": [
-              "Fetching 9 files:   0%|          | 0/9 [00:00<?, ?it/s]"
-            ],
-            "application/vnd.jupyter.widget-view+json": {
-              "version_major": 2,
-              "version_minor": 0,
-              "model_id": "a427816a323647e2879f76e4afe84c03"
-            }
-          },
-          "metadata": {}
-        },
-        {
-          "output_type": "stream",
-          "name": "stdout",
-          "text": [
-            "I'm sorry, the information provided does not contain instructions on how to make coffee.\n"
-          ]
-        }
-      ]
-    },
-    {
-      "cell_type": "code",
-      "execution_count": null,
-      "metadata": {
-        "id": "yxSSvZKhNkup"
-      },
-      "outputs": [],
-      "source": [
-        "import os\n",
-        "import chromadb\n",
-        "import base64\n",
-        "from chromadb.utils.data_loaders import ImageLoader\n",
-        "from IPython.display import Image, display, Markdown\n",
-        "#from datasets import load_dataset\n",
-        "from langchain_groq import ChatGroq\n",
-        "from langchain_core.prompts import ChatPromptTemplate\n",
-        "from langchain_core.output_parsers import StrOutputParser"
-      ]
-    },
-    {
-      "cell_type": "code",
-      "source": [
-        "import fitz\n",
-        "import os\n",
-        "\n",
-        "# Open the PDF file\n",
-        "pdf_path = loc  # replace with your PDF file path\n",
-        "pdf_document = fitz.open(pdf_path)\n",
-        "\n",
-        "# Create a directory to save the images\n",
-        "images_dir = 'extracted_images2'\n",
-        "os.makedirs(images_dir, exist_ok=True)\n",
-        "\n",
-        "# Iterate through each page and extract images\n",
-        "for page_num in range(len(pdf_document)):\n",
-        "    page = pdf_document.load_page(page_num)\n",
-        "    image_list = page.get_images(full=True)\n",
-        "\n",
-        "    for image_index, img in enumerate(image_list):\n",
-        "        xref = img[0]\n",
-        "        base_image = pdf_document.extract_image(xref)\n",
-        "        image_bytes = base_image[\"image\"]\n",
-        "        image_ext = base_image[\"ext\"]\n",
-        "        image_filename = f\"{images_dir}/page_{page_num+1}_img_{image_index+1}.{image_ext}\"\n",
-        "\n",
-        "        with open(image_filename, \"wb\") as image_file:\n",
-        "            image_file.write(image_bytes)\n",
-        "\n",
-        "        print(f\"Saved: {image_filename}\")\n",
-        "\n",
-        "print(\"Image extraction complete.\")\n"
-      ],
-      "metadata": {
-        "collapsed": true,
-        "id": "ijjHTHSrQHjD",
-        "colab": {
-          "base_uri": "https://localhost:8080/"
-        },
-        "outputId": "842c5592-99ac-47e2-e789-cc05cac88111"
-      },
-      "execution_count": null,
-      "outputs": [
-        {
-          "output_type": "stream",
-          "name": "stdout",
-          "text": [
-            "Saved: extracted_images2/page_1_img_1.jpeg\n",
-            "Saved: extracted_images2/page_2_img_1.jpeg\n",
-            "Saved: extracted_images2/page_24_img_1.jpeg\n",
-            "Saved: extracted_images2/page_26_img_1.jpeg\n",
-            "Saved: extracted_images2/page_27_img_1.jpeg\n",
-            "Saved: extracted_images2/page_28_img_1.jpeg\n",
-            "Saved: extracted_images2/page_32_img_1.jpeg\n",
-            "Saved: extracted_images2/page_33_img_1.jpeg\n",
-            "Saved: extracted_images2/page_33_img_2.jpeg\n",
-            "Saved: extracted_images2/page_33_img_3.jpeg\n",
-            "Saved: extracted_images2/page_33_img_4.jpeg\n",
-            "Saved: extracted_images2/page_33_img_5.jpeg\n",
-            "Saved: extracted_images2/page_34_img_1.jpeg\n",
-            "Saved: extracted_images2/page_35_img_1.png\n",
-            "Saved: extracted_images2/page_36_img_1.jpeg\n",
-            "Saved: extracted_images2/page_37_img_1.png\n",
-            "Saved: extracted_images2/page_38_img_1.jpeg\n",
-            "Saved: extracted_images2/page_41_img_1.jpeg\n",
-            "Saved: extracted_images2/page_43_img_1.png\n",
-            "Saved: extracted_images2/page_44_img_1.jpeg\n",
-            "Saved: extracted_images2/page_44_img_2.png\n",
-            "Saved: extracted_images2/page_45_img_1.png\n",
-            "Saved: extracted_images2/page_46_img_1.jpeg\n",
-            "Saved: extracted_images2/page_49_img_1.png\n",
-            "Saved: extracted_images2/page_50_img_1.png\n",
-            "Saved: extracted_images2/page_52_img_1.jpeg\n",
-            "Saved: extracted_images2/page_53_img_1.jpeg\n",
-            "Saved: extracted_images2/page_54_img_1.png\n",
-            "Saved: extracted_images2/page_55_img_1.jpeg\n",
-            "Saved: extracted_images2/page_59_img_1.png\n",
-            "Saved: extracted_images2/page_59_img_2.png\n",
-            "Saved: extracted_images2/page_61_img_1.png\n",
-            "Saved: extracted_images2/page_62_img_1.jpeg\n",
-            "Saved: extracted_images2/page_62_img_2.jpeg\n",
-            "Saved: extracted_images2/page_62_img_3.jpeg\n",
-            "Saved: extracted_images2/page_62_img_4.jpeg\n",
-            "Saved: extracted_images2/page_62_img_5.jpeg\n",
-            "Saved: extracted_images2/page_63_img_1.jpeg\n",
-            "Saved: extracted_images2/page_63_img_2.jpeg\n",
-            "Saved: extracted_images2/page_64_img_1.jpeg\n",
-            "Saved: extracted_images2/page_64_img_2.jpeg\n",
-            "Saved: extracted_images2/page_66_img_1.jpeg\n",
-            "Saved: extracted_images2/page_67_img_1.jpeg\n",
-            "Saved: extracted_images2/page_67_img_2.jpeg\n",
-            "Saved: extracted_images2/page_67_img_3.jpeg\n",
-            "Saved: extracted_images2/page_70_img_1.jpeg\n",
-            "Saved: extracted_images2/page_75_img_1.png\n",
-            "Saved: extracted_images2/page_76_img_1.jpeg\n",
-            "Saved: extracted_images2/page_77_img_1.jpeg\n",
-            "Saved: extracted_images2/page_78_img_1.png\n",
-            "Saved: extracted_images2/page_78_img_2.png\n",
-            "Saved: extracted_images2/page_79_img_1.png\n",
-            "Saved: extracted_images2/page_80_img_1.png\n",
-            "Saved: extracted_images2/page_81_img_1.png\n",
-            "Saved: extracted_images2/page_81_img_2.png\n",
-            "Saved: extracted_images2/page_82_img_1.png\n",
-            "Saved: extracted_images2/page_82_img_2.png\n",
-            "Saved: extracted_images2/page_83_img_1.png\n",
-            "Saved: extracted_images2/page_83_img_2.jpeg\n",
-            "Saved: extracted_images2/page_83_img_3.jpeg\n",
-            "Saved: extracted_images2/page_85_img_1.png\n",
-            "Saved: extracted_images2/page_85_img_2.png\n",
-            "Saved: extracted_images2/page_87_img_1.jpeg\n",
-            "Saved: extracted_images2/page_88_img_1.jpeg\n",
-            "Saved: extracted_images2/page_89_img_1.jpeg\n",
-            "Saved: extracted_images2/page_90_img_1.jpeg\n",
-            "Saved: extracted_images2/page_90_img_2.jpeg\n",
-            "Saved: extracted_images2/page_90_img_3.jpeg\n",
-            "Saved: extracted_images2/page_90_img_4.jpeg\n",
-            "Saved: extracted_images2/page_90_img_5.jpeg\n",
-            "Saved: extracted_images2/page_91_img_1.jpeg\n",
-            "Saved: extracted_images2/page_91_img_2.jpeg\n",
-            "Saved: extracted_images2/page_91_img_3.jpeg\n",
-            "Saved: extracted_images2/page_92_img_1.jpeg\n",
-            "Saved: extracted_images2/page_92_img_2.jpeg\n",
-            "Saved: extracted_images2/page_93_img_1.png\n",
-            "Saved: extracted_images2/page_97_img_1.png\n",
-            "Saved: extracted_images2/page_98_img_1.jpeg\n",
-            "Saved: extracted_images2/page_98_img_2.png\n",
-            "Saved: extracted_images2/page_98_img_3.png\n",
-            "Saved: extracted_images2/page_98_img_4.png\n",
-            "Saved: extracted_images2/page_98_img_5.jpeg\n",
-            "Saved: extracted_images2/page_98_img_6.jpeg\n",
-            "Saved: extracted_images2/page_98_img_7.jpeg\n",
-            "Saved: extracted_images2/page_98_img_8.jpeg\n",
-            "Saved: extracted_images2/page_98_img_9.jpeg\n",
-            "Saved: extracted_images2/page_98_img_10.jpeg\n",
-            "Saved: extracted_images2/page_98_img_11.png\n",
-            "Saved: extracted_images2/page_98_img_12.jpeg\n",
-            "Saved: extracted_images2/page_98_img_13.png\n",
-            "Saved: extracted_images2/page_99_img_1.png\n",
-            "Saved: extracted_images2/page_99_img_2.png\n",
-            "Saved: extracted_images2/page_100_img_1.jpeg\n",
-            "Saved: extracted_images2/page_101_img_1.jpeg\n",
-            "Saved: extracted_images2/page_101_img_2.png\n",
-            "Saved: extracted_images2/page_101_img_3.jpeg\n",
-            "Saved: extracted_images2/page_103_img_1.jpeg\n",
-            "Saved: extracted_images2/page_104_img_1.jpeg\n",
-            "Saved: extracted_images2/page_105_img_1.jpeg\n",
-            "Saved: extracted_images2/page_105_img_2.jpeg\n",
-            "Saved: extracted_images2/page_105_img_3.jpeg\n",
-            "Saved: extracted_images2/page_106_img_1.jpeg\n",
-            "Saved: extracted_images2/page_106_img_2.jpeg\n",
-            "Saved: extracted_images2/page_144_img_1.jpeg\n",
-            "Image extraction complete.\n"
-          ]
-        }
-      ]
-    },
-    {
-      "cell_type": "code",
-      "source": [
-        "from chromadb.utils.embedding_functions import OpenCLIPEmbeddingFunction\n",
-        "# Instantiate the ChromaDB CLient\n",
-        "chroma_client = chromadb.PersistentClient(path=\"/content/image_vdb\")\n",
-        "# Instantiate the ChromaDB Image Loader\n",
-        "image_loader = ImageLoader()\n",
-        "# Instantiate CLIP embeddings\n",
-        "CLIP = OpenCLIPEmbeddingFunction()\n",
-        "\n",
-        "# Create the image vector database\n",
-        "image_vdb = chroma_client.get_or_create_collection(name=\"image\", embedding_function = CLIP, data_loader = image_loader)"
-      ],
-      "metadata": {
-        "collapsed": true,
-        "id": "aZggdVbZSfdD"
-      },
-      "execution_count": null,
-      "outputs": []
-    },
-    {
-      "cell_type": "code",
-      "source": [
-        "# Initialize lists for ids and uris (uniform resource identifiers, which in this case is just the path to the image)\n",
-        "#image_vdb3 = chroma_client.get_or_create_collection(name=\"image\", embedding_function = CLIP, data_loader = image_loader)\n",
-        "dataset_folder =\"/content/extracted_images\"\n",
-        "ids = []\n",
-        "uris = []\n",
-        "\n",
-        "# Iterate over each file in the dataset folder\n",
-        "for i, filename in enumerate(sorted(os.listdir(dataset_folder))):\n",
-        "    if filename.endswith('.jpeg') or filename.endswith('.png'):\n",
-        "        file_path = os.path.join(dataset_folder, filename)\n",
-        "\n",
-        "        # Append id and uri to respective lists\n",
-        "        ids.append(str(i))\n",
-        "        uris.append(file_path)\n",
-        "\n",
-        "# Assuming multimodal_db is already defined and available\n",
-        "image_vdb.add(\n",
-        "    ids=ids,\n",
-        "    uris=uris\n",
-        ")\n",
-        "\n",
-        "print(\"Images added to the database.\")"
-      ],
-      "metadata": {
-        "collapsed": true,
-        "id": "Uk9E2i6-UeW5",
-        "colab": {
-          "base_uri": "https://localhost:8080/",
-          "height": 356
-        },
-        "outputId": "2f68acc0-ff54-4a78-c339-50f96bc23992"
-      },
-      "execution_count": null,
-      "outputs": [
-        {
-          "output_type": "error",
-          "ename": "OperationalError",
-          "evalue": "attempt to write a readonly database",
-          "traceback": [
-            "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
-            "\u001b[0;31mOperationalError\u001b[0m                          Traceback (most recent call last)",
-            "\u001b[0;32m<ipython-input-84-cacfc2eccbd1>\u001b[0m in \u001b[0;36m<cell line: 17>\u001b[0;34m()\u001b[0m\n\u001b[1;32m     15\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     16\u001b[0m \u001b[0;31m# Assuming multimodal_db is already defined and available\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 17\u001b[0;31m image_vdb3.add(\n\u001b[0m\u001b[1;32m     18\u001b[0m     \u001b[0mids\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mids\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     19\u001b[0m     \u001b[0muris\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0muris\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
-            "\u001b[0;32m/usr/local/lib/python3.10/dist-packages/chromadb/api/models/Collection.py\u001b[0m in \u001b[0;36madd\u001b[0;34m(self, ids, embeddings, metadatas, documents, images, uris)\u001b[0m\n\u001b[1;32m     82\u001b[0m         )\n\u001b[1;32m     83\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 84\u001b[0;31m         \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_client\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_add\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mids\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mid\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0membeddings\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mmetadatas\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mdocuments\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0muris\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m     85\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     86\u001b[0m     def get(\n",
-            "\u001b[0;32m/usr/local/lib/python3.10/dist-packages/chromadb/telemetry/opentelemetry/__init__.py\u001b[0m in \u001b[0;36mwrapper\u001b[0;34m(*args, **kwargs)\u001b[0m\n\u001b[1;32m    144\u001b[0m                 \u001b[0;32mglobal\u001b[0m \u001b[0mtracer\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mgranularity\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    145\u001b[0m                 \u001b[0;32mif\u001b[0m \u001b[0mtrace_granularity\u001b[0m \u001b[0;34m<\u001b[0m \u001b[0mgranularity\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 146\u001b[0;31m                     \u001b[0;32mreturn\u001b[0m \u001b[0mf\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m*\u001b[0m\u001b[0margs\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    147\u001b[0m                 \u001b[0;32mif\u001b[0m \u001b[0;32mnot\u001b[0m \u001b[0mtracer\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    148\u001b[0m                     \u001b[0;32mreturn\u001b[0m \u001b[0mf\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m*\u001b[0m\u001b[0margs\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
-            "\u001b[0;32m/usr/local/lib/python3.10/dist-packages/chromadb/rate_limiting/__init__.py\u001b[0m in \u001b[0;36mwrapper\u001b[0;34m(self, *args, **kwargs)\u001b[0m\n\u001b[1;32m     45\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     46\u001b[0m             \u001b[0;32mif\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_system\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0msettings\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mchroma_rate_limiting_provider_impl\u001b[0m \u001b[0;32mis\u001b[0m \u001b[0;32mNone\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 47\u001b[0;31m                 \u001b[0;32mreturn\u001b[0m \u001b[0mf\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m*\u001b[0m\u001b[0margs\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m     48\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     49\u001b[0m             \u001b[0;32mif\u001b[0m \u001b[0msubject\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mkwargs\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
-            "\u001b[0;32m/usr/local/lib/python3.10/dist-packages/chromadb/api/segment.py\u001b[0m in \u001b[0;36m_add\u001b[0;34m(self, ids, collection_id, embeddings, metadatas, documents, uris)\u001b[0m\n\u001b[1;32m    356\u001b[0m             \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_validate_embedding_record\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mcoll\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mr\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    357\u001b[0m             \u001b[0mrecords_to_submit\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mappend\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mr\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 358\u001b[0;31m         \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_producer\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0msubmit_embeddings\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mcollection_id\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mrecords_to_submit\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    359\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    360\u001b[0m         self._product_telemetry_client.capture(\n",
-            "\u001b[0;32m/usr/local/lib/python3.10/dist-packages/chromadb/telemetry/opentelemetry/__init__.py\u001b[0m in \u001b[0;36mwrapper\u001b[0;34m(*args, **kwargs)\u001b[0m\n\u001b[1;32m    144\u001b[0m                 \u001b[0;32mglobal\u001b[0m \u001b[0mtracer\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mgranularity\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    145\u001b[0m                 \u001b[0;32mif\u001b[0m \u001b[0mtrace_granularity\u001b[0m \u001b[0;34m<\u001b[0m \u001b[0mgranularity\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 146\u001b[0;31m                     \u001b[0;32mreturn\u001b[0m \u001b[0mf\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m*\u001b[0m\u001b[0margs\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    147\u001b[0m                 \u001b[0;32mif\u001b[0m \u001b[0;32mnot\u001b[0m \u001b[0mtracer\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    148\u001b[0m                     \u001b[0;32mreturn\u001b[0m \u001b[0mf\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m*\u001b[0m\u001b[0margs\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
-            "\u001b[0;32m/usr/local/lib/python3.10/dist-packages/chromadb/db/mixins/embeddings_queue.py\u001b[0m in \u001b[0;36msubmit_embeddings\u001b[0;34m(self, collection_id, embeddings)\u001b[0m\n\u001b[1;32m    178\u001b[0m             \u001b[0;31m# the results. https://www.sqlite.org/lang_returning.html\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    179\u001b[0m             \u001b[0msql\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;34mf\"{sql} RETURNING seq_id, id\"\u001b[0m  \u001b[0;31m# Pypika doesn't support RETURNING\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 180\u001b[0;31m             \u001b[0mresults\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mcur\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mexecute\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0msql\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mparams\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mfetchall\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    181\u001b[0m             \u001b[0;31m# Reorder the results\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    182\u001b[0m             seq_ids = [cast(SeqId, None)] * len(\n",
-            "\u001b[0;31mOperationalError\u001b[0m: attempt to write a readonly database"
-          ]
-        }
-      ]
-    },
-    {
-      "cell_type": "code",
-      "source": [
-        "image_vdb.count()"
-      ],
-      "metadata": {
-        "id": "RZz5AkUpVGD4"
-      },
-      "execution_count": null,
-      "outputs": []
-    },
-    {
-      "cell_type": "code",
-      "source": [
-        "def query_db(query, results=5):\n",
-        "    results = image_vdb.query(\n",
-        "        query_texts=[query],\n",
-        "        n_results=results,\n",
-        "        include=['uris', 'distances'])\n",
-        "    return results\n",
-        "\n",
-        "def print_results(results):\n",
-        "    for idx, uri in enumerate(results['uris'][0]):\n",
-        "        #print(f\"ID: {results['ids'][0][idx]}\")\n",
-        "        #print(f\"Distance: {results['distances'][0][idx]}\")\n",
-        "        #print(f\"Path: {uri}\")\n",
-        "        display(Image(filename=uri, width=300))\n",
-        "        #print(\"\\n\")\n",
-        "\n",
-        "# Testing it out\n",
-        "query = 'Connection Cables for External Devices'\n",
-        "results = query_db(query)\n",
-        "print_results(results)"
-      ],
-      "metadata": {
-        "collapsed": true,
-        "id": "h7WNjl3cVSJT"
-      },
-      "execution_count": null,
-      "outputs": []
-    },
-    {
-      "cell_type": "code",
-      "source": [
-        "chain = qa_bot()"
-      ],
-      "metadata": {
-        "id": "qUbxxQ7K_HsN"
-      },
-      "execution_count": null,
-      "outputs": []
-    },
-    {
-      "cell_type": "code",
-      "source": [
-        "query=\"Using Samsung Gaming Hub\"\n",
-        "print(query)\n",
-        "\n",
-        "response = chain.invoke(query)\n",
-        "print(response['result'])\n",
-        "\n",
-        "results = query_db(query)\n",
-        "print_results(results)"
-      ],
-      "metadata": {
-        "id": "8TMWFrf0WQLb"
-      },
-      "execution_count": null,
-      "outputs": []
-    },
-    {
-      "cell_type": "code",
-      "source": [
-        "\"\"\"\n",
-        "langchain==0.1.15\n",
-        "langchain-community==0.0.34\n",
-        "langchain-experimental==0.0.57\n",
-        "langchain-google-genai==1.0.1\n",
-        "langchain-openai==0.0.7\n",
-        "langchain-text-splitters==0.0.1\n",
-        "langchainhub==0.1.15\n",
-        "fastembed==0.2.5\n",
-        "llama-index-core==0.10.25.post1\n",
-        "llama-parse==0.4.0\n",
-        "llamaindex-py-client==0.1.15\n",
-        "qdrant-client==1.8.2\n",
-        "streamlit==1.33.0\n",
-        "streamlit-float==0.3.2\n",
-        "unstructured==0.12.5\n",
-        "unstructured-client==0.18.0\n",
-        "pypdf==4.3.0\n",
-        "python-docx==1.1.2\n",
-        "PyMuPDF==1.24.7\n",
-        "\"\"\""
-      ],
-      "metadata": {
-        "id": "C0aE3ijejY2Q"
-      },
-      "execution_count": null,
-      "outputs": []
-    }
-  ]
-}
\ No newline at end of file