working_with_receipts_image_data_with_llm.ipynb

{
  "cells": [
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "view-in-github",
        "colab_type": "text"
      },
      "source": [
        "<a href=\"https://colab.research.google.com/github/navneetkrc/langchain_colab_experiments/blob/main/working_with_receipts_image_data_with_llm.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "pip install -q llama-index pip install gpt-index transformers sentencepiece"
      ],
      "metadata": {
        "id": "qceVKVxnaPkH"
      },
      "id": "qceVKVxnaPkH",
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "!pip install -q xlrd\n",
        "!git clone https://github.com/jerryjliu/llama_index.git"
      ],
      "metadata": {
        "id": "2DasK7ZpfAsN"
      },
      "id": "2DasK7ZpfAsN",
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "import os\n",
        "os.environ['OPENAI_API_KEY'] =\"your_own_token\"\n"
      ],
      "metadata": {
        "id": "DZpMpue_dN7M"
      },
      "id": "DZpMpue_dN7M",
      "execution_count": 3,
      "outputs": []
    },
    {
      "cell_type": "code",
      "execution_count": 4,
      "id": "d4073749",
      "metadata": {
        "id": "d4073749"
      },
      "outputs": [],
      "source": [
        "from gpt_index import SimpleDirectoryReader, GPTSimpleVectorIndex\n",
        "from gpt_index.readers.file.base import (\n",
        "    DEFAULT_FILE_EXTRACTOR, \n",
        "    ImageParser,\n",
        ")\n",
        "from gpt_index.response.notebook_utils import (\n",
        "    display_response, \n",
        "    display_image,\n",
        ")\n",
        "from gpt_index.indices.query.query_transform.base import (\n",
        "    ImageOutputQueryTransform,\n",
        ")"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 5,
      "id": "a4b74e87",
      "metadata": {
        "id": "a4b74e87"
      },
      "outputs": [],
      "source": [
        "# NOTE: By default, image parser converts image into text and discard the original image.  \n",
        "#       Here, we explicitly keep both the original image and parsed text in an image document\n",
        "image_parser = ImageParser(keep_image=True, parse_text=True)\n",
        "file_extractor = DEFAULT_FILE_EXTRACTOR\n",
        "file_extractor.update(\n",
        "{\n",
        "    \".jpg\": image_parser,\n",
        "    \".png\": image_parser,\n",
        "    \".jpeg\": image_parser,\n",
        "})\n",
        "\n",
        "# NOTE: we add filename as metadata for all documents\n",
        "filename_fn = lambda filename: {'file_name': filename}"
      ]
    },
    {
      "cell_type": "markdown",
      "id": "ca801c8c",
      "metadata": {
        "id": "ca801c8c"
      },
      "source": [
        "# Q&A over Receipt Images"
      ]
    },
    {
      "cell_type": "markdown",
      "id": "80cce8e4",
      "metadata": {
        "id": "80cce8e4"
      },
      "source": [
        "We first ingest our receipt images with the *custom* `image parser` and `metadata function` defined above.   \n",
        "This gives us `image documents` instead of only text documents."
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "id": "dbc28f2d",
      "metadata": {
        "id": "dbc28f2d"
      },
      "outputs": [],
      "source": [
        "receipt_reader = SimpleDirectoryReader(\n",
        "    input_dir='/content/llama_index/examples/multimodal/data/receipts', \n",
        "    file_extractor=file_extractor, \n",
        "    file_metadata=filename_fn,\n",
        ")\n",
        "receipt_documents = receipt_reader.load_data()"
      ]
    },
    {
      "cell_type": "markdown",
      "id": "12fd6f45",
      "metadata": {
        "id": "12fd6f45"
      },
      "source": [
        "We build a simple vector index as usual, but unlike before, our index holds images in addition to text."
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 7,
      "id": "629cab63",
      "metadata": {
        "id": "629cab63"
      },
      "outputs": [],
      "source": [
        "receipts_index = GPTSimpleVectorIndex.from_documents(receipt_documents)"
      ]
    },
    {
      "cell_type": "markdown",
      "id": "8fef454f",
      "metadata": {
        "id": "8fef454f"
      },
      "source": [
        "We can now ask a question that prompts for response with both text and image.  \n",
        "We use a custom query transform `ImageOutputQueryTransform` to add instruction on how to display the image nicely in the notebook."
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 8,
      "id": "7c078dc0",
      "metadata": {
        "id": "7c078dc0"
      },
      "outputs": [],
      "source": [
        "receipts_response = receipts_index.query(\n",
        "    'When was the last time I went to McDonald\\'s and how much did I spend. \\\n",
        "    Also show me the receipt from my visit.',\n",
        "    query_transform=ImageOutputQueryTransform(width=400)\n",
        ")"
      ]
    },
    {
      "cell_type": "markdown",
      "id": "05c180ae",
      "metadata": {
        "id": "05c180ae"
      },
      "source": [
        "We now have rich multimodal response with inline text and image!  \n",
        "\n",
        "The source nodes section gives additional details on retrieved data used for synthesizing the final response.  \n",
        "In this case, we can verify that the receipt for McDonald's is correctly retrieved. "
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 9,
      "id": "810ad2e9",
      "metadata": {
        "id": "810ad2e9",
        "outputId": "89c25300-452a-4501-d99a-9145cb5abd36",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 692
        }
      },
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<IPython.core.display.Markdown object>"
            ],
            "text/markdown": "**`Final Response:`** The last time you went to McDonald's was on 03/10/2018 at 07:39:12 PM and you spent $26.15. Here is the receipt from your visit: <img src=\"/content/llama_index/examples/multimodal/data/receipts/1100-receipt.jpg\" width=\"400\" />"
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<IPython.core.display.Markdown object>"
            ],
            "text/markdown": "---"
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<IPython.core.display.Markdown object>"
            ],
            "text/markdown": "**`Source Node 1/1`**"
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<IPython.core.display.Markdown object>"
            ],
            "text/markdown": "**Document ID:** 95a85533-518c-4162-bee4-ce2eea699bd6<br>**Similarity:** 0.787393497648776<br>**Text:** file_name: /content/llama_index/examples/multimodal/data/receipts/1100-receipt.jpg\n\n<s_menu><s_nm...<br>**Image:**"
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<PIL.JpegImagePlugin.JpegImageFile image mode=RGB size=384x512 at 0x7F09043DD520>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ],
      "source": [
        "display_response(receipts_response)"
      ]
    },
    {
      "cell_type": "markdown",
      "id": "fa834925",
      "metadata": {
        "id": "fa834925"
      },
      "source": [
        "# Q & A over LlamaIndex Documentation"
      ]
    },
    {
      "cell_type": "markdown",
      "id": "f1a82a54",
      "metadata": {
        "id": "f1a82a54"
      },
      "source": [
        "We now demo the same for Q&A over LlamaIndex documentations.   \n",
        "This demo higlights the ability to synthesize multimodal output with a mixture of text and image documents"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 10,
      "id": "d5f04295",
      "metadata": {
        "id": "d5f04295"
      },
      "outputs": [],
      "source": [
        "llama_reader = SimpleDirectoryReader(\n",
        "    input_dir='/content/llama_index/examples/multimodal/data/llama',\n",
        "    file_extractor=file_extractor, \n",
        "    file_metadata=filename_fn,\n",
        ")\n",
        "llama_documents = llama_reader.load_data(concatenate=True)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 11,
      "id": "46db4191",
      "metadata": {
        "id": "46db4191"
      },
      "outputs": [],
      "source": [
        "llama_index = GPTSimpleVectorIndex.from_documents(llama_documents)"
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "llama_documents"
      ],
      "metadata": {
        "id": "kTnmVXXJeHQw",
        "outputId": "078f7722-c7b6-4e38-8c8b-c563166935bd",
        "colab": {
          "base_uri": "https://localhost:8080/"
        }
      },
      "id": "kTnmVXXJeHQw",
      "execution_count": 12,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "[Document(text='\\n\\nHow Each Index Works\\n\\nThis guide describes how each index works with diagrams. We also visually highlight our \"Response Synthesis\" modes.\\n\\nSome terminology:\\n- **Node**: Corresponds to a chunk of text from a Document. LlamaIndex takes in Document objects and internally parses/chunks them into Node objects.\\n- **Response Synthesis**: Our module which synthesizes a response given the retrieved Node. You can see how to \\n    specify different response modes here. \\n    See below for an illustration of how each response mode works.\\n\\n\\n\\n\\nList Index\\n\\nThe list index simply stores Nodes as a sequential chain.\\n\\n!\\n\\n\\n\\n\\nQuerying\\n\\nDuring query time, if no other query parameters are specified, LlamaIndex simply loads all Nodes in the list into\\nour Reponse Synthesis module.\\n\\n!\\n\\nThe list index does offer numerous ways of querying a list index, from an embedding-based query which \\nwill fetch the top-k neighbors, or with the addition of a keyword filter, as seen below:\\n\\n!\\n\\n\\n\\n\\n\\nVector Store Index\\n\\nThe vector store index stores each Node and a corresponding embedding in a Vector Store.\\n\\n!\\n\\n\\n\\n\\nQuerying\\n\\nQuerying a vector store index involves fetching the top-k most similar Nodes, and passing\\nthose into our Response Synthesis module.\\n\\n!\\n\\n\\n\\n\\nTree Index\\n\\nThe tree index builds a hierarchical tree from a set of Nodes (which become leaf nodes in this tree).\\n\\n!\\n\\n\\n\\n\\nQuerying\\n\\nQuerying a tree index involves traversing from root nodes down \\nto leaf nodes. By default, (`child_branch_factor=1`), a query\\nchooses one child node given a parent node. If `child_branch_factor=2`, a query\\nchooses two child nodes per parent.\\n\\n!\\n\\n\\n\\n\\nKeyword Table Index\\n\\nThe keyword table index extracts keywords from each Node and builds a mapping from \\neach keyword to the corresponding Nodes of that keyword.\\n\\n!\\n\\n\\n\\n\\nQuerying\\n\\nDuring query time, we extract relevant keywords from the query, and match those with pre-extracted\\nNode keywords to fetch the corresponding Nodes. The extracted Nodes are passed to our \\nResponse Synthesis module.\\n\\n!\\n\\n\\n\\n\\nResponse Synthesis\\n\\nLlamaIndex offers different methods of synthesizing a response. The way to toggle this can be found in our \\nUsage Pattern Guide. Below, we visually highlight how each response mode works.\\n\\n\\n\\n\\nCreate and Refine\\n\\nCreate and refine is an iterative way of generating a response. We first use the context in the first node, along\\nwith the query, to generate an initial answer. We then pass this answer, the query, and the context of the second node\\nas input into a \"refine prompt\" to generate a refined answer. We refine through N-1 nodes, where N is the total \\nnumber of nodes.\\n\\n!\\n\\n\\n\\n\\nTree Summarize\\n\\nTree summarize is another way of generating a response. We essentially build a tree index\\nover the set of candidate nodes, with a *summary prompt* seeded with the query. The tree\\nis built in a bottoms-up fashion, and in the end the root node is returned as the response.\\n\\n!\\n\\n', doc_id='7f85e8b4-c282-481d-b2a8-e112bf194cd7', embedding=None, doc_hash='d44c30119c6c5dce527d5e89099a7f130d74ac0aea200c8a997fd4b27b441041', extra_info=None),\n",
              " ImageDocument(text='<s_menu><s_nm> Root Node</s_nm><s_unitprice> Parent</s_nm><s_unitprice> Parent</s_unitprice><s_cnt> 1</s_cnt><s_price> Parent</s_price></s_menu><s_sub_total><s_subtotal_price> Node2</s_subtotal_price></s_sub_total><s_total><s_total_price> Node3</s_total_price></s_total>', doc_id='5d567782-851e-4768-840f-caed8ab6b1a4', embedding=None, doc_hash='755e2fd862713d61a6f3ea601649efa5cae3e96a3e84793a4a2968d10e0f9cb8', extra_info={'file_name': '/content/llama_index/examples/multimodal/data/llama/tree_index.png'}, 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            ]
          },
          "metadata": {},
          "execution_count": 12
        }
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 13,
      "id": "4a4cc090",
      "metadata": {
        "id": "4a4cc090"
      },
      "outputs": [],
      "source": [
        "llama_response = llama_index.query(\n",
        "    'Show an image to illustrate how tree index works and explain briefly.', \n",
        "    query_transform=ImageOutputQueryTransform(width=400),\n",
        "    similarity_top_k=2\n",
        ")"
      ]
    },
    {
      "cell_type": "markdown",
      "id": "559624a6",
      "metadata": {
        "id": "559624a6"
      },
      "source": [
        "By inspecting the 2 source nodes, we see relevant text and image describing the tree index are retrieved for synthesizing the final multimodal response."
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 14,
      "id": "5c5721d6",
      "metadata": {
        "id": "5c5721d6",
        "outputId": "3de78dc8-1c90-43d5-df46-01c8540a3918",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 838
        }
      },
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<IPython.core.display.Markdown object>"
            ],
            "text/markdown": "**`Final Response:`** <img src=\"/content/llama_index/examples/multimodal/data/llama/tree_index.png\" width=\"400\" />\nTree indexing is a way of organizing data in a hierarchical structure. It is a type of indexing that uses a tree-like structure to store data. Each node in the tree contains a key and a value, and each node can have multiple children. The root node is the topmost node in the tree, and each node below it is a child of the root node. The tree structure allows for efficient retrieval of data, as it allows for quick traversal of the tree to find the desired data. During query time, if no other query parameters are specified, LlamaIndex simply loads all Nodes in the tree into our Reponse Synthesis module. Querying a tree index involves traversing from root nodes down to leaf nodes. By default, (`child_branch_factor=1`), a query chooses one child node given a parent node. If `child_branch_factor=2`, a query chooses two child nodes per parent. LlamaIndex offers different methods of synthesizing a response. The way to toggle this can be found in"
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<IPython.core.display.Markdown object>"
            ],
            "text/markdown": "---"
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<IPython.core.display.Markdown object>"
            ],
            "text/markdown": "**`Source Node 1/2`**"
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<IPython.core.display.Markdown object>"
            ],
            "text/markdown": "**Document ID:** 05709ad3-028b-4ce6-9060-e7bb8e5360a7<br>**Similarity:** 0.8234305141867426<br>**Text:** file_name: /content/llama_index/examples/multimodal/data/llama/tree_index.png\n\n<s_menu><s_nm> Roo...<br>**Image:**"
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<PIL.JpegImagePlugin.JpegImageFile image mode=RGB size=512x431 at 0x7F0802BD4070>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<IPython.core.display.Markdown object>"
            ],
            "text/markdown": "---"
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<IPython.core.display.Markdown object>"
            ],
            "text/markdown": "**`Source Node 2/2`**"
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<IPython.core.display.Markdown object>"
            ],
            "text/markdown": "**Document ID:** 74bb94f8-1ad8-4024-b8fb-28a85db038b8<br>**Similarity:** 0.8139007549751248<br>**Text:** How Each Index Works\n\nThis guide describes how each index works with diagrams. We also visually h...<br>"
          },
          "metadata": {}
        }
      ],
      "source": [
        "display_response(llama_response)"
      ]
    },
    {
      "cell_type": "markdown",
      "id": "dbd7376e",
      "metadata": {
        "id": "dbd7376e"
      },
      "source": [
        "We show another example asking about vector store index instead."
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 15,
      "id": "92569825",
      "metadata": {
        "id": "92569825"
      },
      "outputs": [],
      "source": [
        "llama_response = llama_index.query(\n",
        "    'Show an image to illustrate how vector store index works and explain briefly.', \n",
        "    query_transform=ImageOutputQueryTransform(width=400),\n",
        "    similarity_top_k=2\n",
        ")"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 16,
      "id": "7cfdd68d",
      "metadata": {
        "id": "7cfdd68d",
        "outputId": "844b9749-f51b-46fe-bc0d-6c18de3a9b38",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 684
        }
      },
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<IPython.core.display.Markdown object>"
            ],
            "text/markdown": "**`Final Response:`** <img src=\"/content/llama_index/examples/multimodal/data/llama/vector_store_index.png\" width=\"400\" />\nVector store index is a data structure used to store and retrieve data efficiently. It uses a vector of keys to store data in a sorted order, allowing for fast retrieval of data. The vector store index is a powerful tool for data storage and retrieval, as it allows for quick access to data without having to search through a large data set. During query time, the vector store index fetches the top-k most similar Nodes, and passes those into our Response Synthesis module. LlamaIndex offers different methods of synthesizing a response, such as Create and Refine and Tree Summarize. Create and Refine is an iterative way of generating a response, while Tree Summarize builds a tree index over the set of candidate nodes with a summary prompt seeded with the query."
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<IPython.core.display.Markdown object>"
            ],
            "text/markdown": "---"
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<IPython.core.display.Markdown object>"
            ],
            "text/markdown": "**`Source Node 1/2`**"
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<IPython.core.display.Markdown object>"
            ],
            "text/markdown": "**Document ID:** 1045b69c-96e1-4aed-8815-5061965babbe<br>**Similarity:** 0.8188326376030887<br>**Text:** file_name: /content/llama_index/examples/multimodal/data/llama/vector_store_index.png\n\n<s_menu><s...<br>**Image:**"
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<PIL.JpegImagePlugin.JpegImageFile image mode=RGB size=512x313 at 0x7F0802BD4F70>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<IPython.core.display.Markdown object>"
            ],
            "text/markdown": "---"
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<IPython.core.display.Markdown object>"
            ],
            "text/markdown": "**`Source Node 2/2`**"
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<IPython.core.display.Markdown object>"
            ],
            "text/markdown": "**Document ID:** 74bb94f8-1ad8-4024-b8fb-28a85db038b8<br>**Similarity:** 0.7878806797032482<br>**Text:** How Each Index Works\n\nThis guide describes how each index works with diagrams. We also visually h...<br>"
          },
          "metadata": {}
        }
      ],
      "source": [
        "display_response(llama_response)"
      ]
    },
    {
      "cell_type": "code",
      "source": [],
      "metadata": {
        "id": "7BqAdIQFdY_V"
      },
      "id": "7BqAdIQFdY_V",
      "execution_count": 16,
      "outputs": []
    }
  ],
  "metadata": {
    "kernelspec": {
      "display_name": "Python 3 (ipykernel)",
      "language": "python",
      "name": "python3"
    },
    "language_info": {
      "codemirror_mode": {
        "name": "ipython",
        "version": 3
      },
      "file_extension": ".py",
      "mimetype": "text/x-python",
      "name": "python",
      "nbconvert_exporter": "python",
      "pygments_lexer": "ipython3",
      "version": "3.10.9"
    },
    "colab": {
      "provenance": [],
      "include_colab_link": true
    }
  },
  "nbformat": 4,
  "nbformat_minor": 5
}