run_e2e_rag_colqwen2_with_adapter_hot_swapping_ja.ipynb

run_e2e_rag_colqwen2_with_adapter_hot_swapping_ja.ipynb

{
  "cells": [
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "view-in-github",
        "colab_type": "text"
      },
      "source": [
        "<a href=\"https://colab.research.google.com/gist/kun432/b2b9f0a9b2f7920694bb1acb7b5924d5/run_e2e_rag_colqwen2_with_adapter_hot_swapping_ja.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "CqjRglDW5i2J"
      },
      "source": [
        "# ColQwen2: アダプターホットスワッピングによって、RAGパイプライン全体を1つのモデルで実現する🔥\n",
        "\n",
        "[![Colab](https://img.shields.io/badge/Open_in_Colab-F9AB00?logo=googlecolab&logoColor=fff&style=for-the-badge)](https://colab.research.google.com/github/tonywu71/colpali-cookbooks/blob/main/examples/run_e2e_rag_colqwen2_with_adapter_hot_swapping.ipynb)\n",
        "[![GitHub](https://img.shields.io/badge/ColPali_Cookbooks-100000?style=for-the-badge&logo=github&logoColor=white)](https://github.com/tonywu71/colpali-cookbooks)\n",
        "[![arXiv](https://img.shields.io/badge/arXiv-2407.01449-b31b1b.svg?style=for-the-badge)](https://arxiv.org/abs/2407.01449)\n",
        "[![Hugging Face](https://img.shields.io/badge/Vidore-FFD21E?style=for-the-badge&logo=huggingface&logoColor=000)](https://huggingface.co/vidore)\n",
        "[![X](https://img.shields.io/badge/Thread-%23000000?style=for-the-badge&logo=X&logoColor=white)](https://x.com/tonywu_71/status/1809183824464560138)\n",
        "\n",
        "## はじめに\n",
        "\n",
        "新しいモデル[*ColQwen2*](https://x.com/ManuelFaysse/status/1839657285053788483)を使用して、VLM（視覚言語モデル）を活用し、文書検索のための効率的なマルチベクター埋め込みを視覚空間で構築する方法を提案します。  \n",
        "[Qwen2-VL](https://doi.org/10.48550/arXiv.2409.12191)のViT（Vision Transformer）の出力パッチを線形射影に入力することで、文書のマルチベクター表現を作成します。このモデルは、ColBERTメソッドに従って文書埋め込みとクエリ埋め込み間の類似性を最大化するようにトレーニングされています。\n",
        "\n",
        "ColQwen2を使用することで、従来の複雑で壊れやすいレイアウト認識やOCRパイプラインの必要性を排除できます。このモデルは、文書内のテキストコンテンツだけでなく、レイアウトやチャートなどの視覚的な内容も考慮に入れることが可能です。\n",
        "\n",
        "さらに、ColQwen2は[LoRA](https://huggingface.co/docs/peft/main/en/conceptual_guides/lora)を使用してトレーニングされているため、アダプターのホットスワッピングを簡単に行えます。この機能により、次の操作が可能です：\n",
        "1. 検索で使用される文書埋め込みを作成するために、事前学習済みのアダプターを使用する  \n",
        "2. アダプターをアンロードして、基盤のVLMを画像に基づく生成に使用する  \n",
        "\n",
        "![E2E RAG example](https://github.com/tonywu71/colpali-cookbooks/blob/main/assets/rag/e2e_rag_with_colqwen2_diagram.jpeg?raw=true)\n",
        "\n",
        "この方法により、RAG（Retrieval-Augmented Generation）パイプライン全体を1つのモデルで処理できるため、複数のモデルを使用する必要がなくなり、VRAMの節約につながります！ 😍\n",
        "\n",
        "## ハードウェア要件\n",
        "\n",
        "このモデルはGoogle Colab（無料のT4 GPUを使用）またはローカル環境（M2 Pro Macでテスト済み）で実行可能です。\n",
        "\n",
        "## 重要事項 ⚠️\n",
        "\n",
        "ColQwen2で使用されるQwen2-VLモデルは、[`Qwen/Qwen2-VL-2B-Instruct`](https://huggingface.co/Qwen/Qwen2-VL-2B-Instruct)チェックポイントです。このモデルは、執筆時点で利用可能な他のVLM（視覚言語モデル）と比較して比較的小型です。  \n",
        "私の実験結果および[Qwen2-VL論文](https://doi.org/10.48550/arXiv.2409.12191)の知見によると、2Bバージョンはテキスト中心のドキュメント（例：DocVQA）には良好な性能を発揮しますが、複雑なチャート（例：ChartQA、InfoVQA）の理解においては、より大きなチェックポイントに劣ります。\n",
        "\n",
        "| ベンチマーク  | Qwen2-VL-72B | Qwen2-VL-7B | Qwen2-VL-2B (ColQwen2で使用) |\n",
        "|---------------|--------------|-------------|--------------------------------|\n",
        "| DocVQA        | **96.5**     | 94.5        | 90.1                           |\n",
        "| ChartQA       | **88.3**     | 83.0        | 73.5                           |\n",
        "| InfoVQA       | **84.5**     | 76.5        | 65.5                           |\n",
        "\n",
        "そのため、RAG（Retrieval-Augmented Generation）でより高度な推論能力が必要な場合は、ColQwen2を検索に使用し、生成にはより大きなVLMを使用することをお勧めします（例：[`Qwen/Qwen2-VL-72B-Instruct`](https://huggingface.co/Qwen/Qwen2-VL-72B-Instruct)または[`mistralai/Pixtral-12B-2409`](https://huggingface.co/mistralai/Pixtral-12B-2409)）。このアプローチではより多くのVRAMを使用しますが、生成部分での柔軟性が向上します。"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "02R9qDXw5i2L"
      },
      "source": [
        "## インポート"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "Sq3u8iRD5i2L"
      },
      "source": [
        "このノートブックでは、[`colpali-engine`](https://github.com/illuin-tech/colpali)を活用しています。これは、ColPaliおよびColQwen2の公式実装です。このパッケージには、これらのモデルを独自のデータセットでファインチューニングするためのトレーニングコード（プロセッサ、コレーター、トレーナーなど）も含まれています。"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 1,
      "metadata": {
        "id": "GrgUEI2o5i2L",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "a5528483-a805-44cd-ab3b-46279b294671"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "  Preparing metadata (setup.py) ... \u001b[?25l\u001b[?25hdone\n",
            "\u001b[2K   \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m44.7/44.7 kB\u001b[0m \u001b[31m3.3 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
            "\u001b[2K   \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m251.6/251.6 kB\u001b[0m \u001b[31m6.9 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
            "\u001b[2K   \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m4.5/4.5 MB\u001b[0m \u001b[31m29.2 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
            "\u001b[?25h  Building wheel for gputil (setup.py) ... \u001b[?25l\u001b[?25hdone\n"
          ]
        }
      ],
      "source": [
        "!pip install -q -U \"colpali-engine>=0.3.1,<0.4.0\" requests"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 2,
      "metadata": {
        "id": "wCfZsXGm5i2M"
      },
      "outputs": [],
      "source": [
        "from io import BytesIO\n",
        "from typing import Any, List, cast\n",
        "\n",
        "import requests\n",
        "import torch\n",
        "from colpali_engine.models import ColQwen2, ColQwen2Processor\n",
        "from colpali_engine.utils.torch_utils import get_torch_device\n",
        "from IPython.display import display\n",
        "from peft import LoraConfig\n",
        "from PIL import Image\n",
        "from transformers.models.qwen2_vl import Qwen2VLForConditionalGeneration, Qwen2VLProcessor"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "0Ijmzl4J5i2M"
      },
      "source": [
        "## カスタムユーティリティ集\n"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 3,
      "metadata": {
        "id": "46ws9aEm5i2M"
      },
      "outputs": [],
      "source": [
        "def load_image_from_url(url: str) -> Image.Image:\n",
        "    \"\"\"\n",
        "    有効なURLからPILイメージをロードする\n",
        "    \"\"\"\n",
        "    response = requests.get(url)\n",
        "    return Image.open(BytesIO(response.content))\n",
        "\n",
        "\n",
        "def scale_image(image: Image.Image, new_height: int = 1024) -> Image.Image:\n",
        "    \"\"\"\n",
        "    アスペクト比を維持しながら画像を新しい高さにスケーリングする\n",
        "    \"\"\"\n",
        "    width, height = image.size\n",
        "    aspect_ratio = width / height\n",
        "    new_width = int(new_height * aspect_ratio)\n",
        "\n",
        "    scaled_image = image.resize((new_width, new_height))\n",
        "\n",
        "    return scaled_image"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "HeO9Wtwm5i2M"
      },
      "source": [
        "## `ColQwen2ForRAG`クラス"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "z4vmRn0_5i2M"
      },
      "source": [
        "ColQwen2をRAGで簡単に利用できるようにするために、以下の機能を持つ`ColQwen2ForRAG`クラスを提供しました：\n",
        "- 元の`ColQwen2`モデルをラップする  \n",
        "- アダプター処理の複雑さを隠す（現行のPEFTのバージョンは必ずしも直感的ではありません）  \n",
        "- 検索モードと生成モードを切り替えるためのシンプルなAPIを提供する  "
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 4,
      "metadata": {
        "id": "0mV6tCI95i2M"
      },
      "outputs": [],
      "source": [
        "class ColQwen2ForRAG(ColQwen2):\n",
        "    \"\"\"\n",
        "    ColQwen2モデルは、検索と生成の両方で使用できる実装です。\n",
        "    検索モードと生成モードの切り替えが可能です。\n",
        "    \"\"\"\n",
        "\n",
        "    def __init__(self, *args, **kwargs):\n",
        "        super().__init__(*args, **kwargs)\n",
        "        self._is_retrieval_enabled = True\n",
        "\n",
        "    def forward(self, *args, **kwargs) -> Any:\n",
        "        \"\"\"\n",
        "        現在のモードに基づいて、Qwen2VLForConditionalGeneration.forward（生成用）\n",
        "        またはColQwen2.forward（検索用）を呼び出すフォワードパス。\n",
        "        \"\"\"\n",
        "        if self.is_retrieval_enabled:\n",
        "            return ColQwen2.forward(self, *args, **kwargs)\n",
        "        else:\n",
        "            return Qwen2VLForConditionalGeneration.forward(self, *args, **kwargs)\n",
        "\n",
        "    def generate(self, *args, **kwargs):\n",
        "        \"\"\"\n",
        "        Qwen2VLForConditionalGeneration.generateを使用してテキストを生成\n",
        "        \"\"\"\n",
        "        if not self.is_generation_enabled:\n",
        "            raise ValueError(\n",
        "                \"generate()を呼び出す前に、enable_generation()を呼び出してモデルを生成モードに設定してください。\"\n",
        "            )\n",
        "        return super().generate(*args, **kwargs)\n",
        "\n",
        "    @property\n",
        "    def is_retrieval_enabled(self) -> bool:\n",
        "        return self._is_retrieval_enabled\n",
        "\n",
        "    @property\n",
        "    def is_generation_enabled(self) -> bool:\n",
        "        return not self.is_retrieval_enabled\n",
        "\n",
        "    def enable_retrieval(self) -> None:\n",
        "        \"\"\"\n",
        "        検索モードに切り替え\n",
        "        \"\"\"\n",
        "        self.enable_adapters()\n",
        "        self._is_retrieval_enabled = True\n",
        "\n",
        "    def enable_generation(self) -> None:\n",
        "        \"\"\"\n",
        "        生成モードに切り替え\n",
        "        \"\"\"\n",
        "        self.disable_adapters()\n",
        "        self._is_retrieval_enabled = False"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "-lBhw8VC5i2N"
      },
      "source": [
        "## ColQwen2をロード"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "zO-KLQJC5i2N"
      },
      "source": [
        "次のリンクをクリックして[`vidore/colqwen2-v1.0`]((https://huggingface.co/vidore/colqwen2-v1.0))のモデルカードを開いてください。"
      ]
    },
    {
      "cell_type": "code",
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          "data": {
            "text/plain": [
              "adapter_model.safetensors:   0%|          | 0.00/74.0M [00:00<?, ?B/s]"
            ],
            "application/vnd.jupyter.widget-view+json": {
              "version_major": 2,
              "version_minor": 0,
              "model_id": "f569ad1dacdd4a60a0a9aeb2233a0909"
            }
          },
          "metadata": {}
        }
      ],
      "source": [
        "model_name = \"vidore/colqwen2-v1.0\"\n",
        "device = get_torch_device(\"auto\")\n",
        "\n",
        "print(f\"Using device: {device}\")\n",
        "\n",
        "# 事前学習済みの検索モデルからLoRA設定を取得\n",
        "lora_config = LoraConfig.from_pretrained(model_name)\n",
        "\n",
        "# プロセッサをロード\n",
        "processor_retrieval = cast(ColQwen2Processor, ColQwen2Processor.from_pretrained(model_name))\n",
        "processor_generation = cast(Qwen2VLProcessor, Qwen2VLProcessor.from_pretrained(lora_config.base_model_name_or_path))\n",
        "\n",
        "# 事前学習済みのアダプターを検索用にロードしてモデルを読み込み\n",
        "model = cast(\n",
        "    ColQwen2ForRAG,\n",
        "    ColQwen2ForRAG.from_pretrained(\n",
        "        model_name,\n",
        "        torch_dtype=torch.bfloat16,\n",
        "        device_map=device,\n",
        "    ),\n",
        ")"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "0wBX5TRR5i2N"
      },
      "source": [
        "次のセルを実行して、デフォルトのクエリと画像入力を読み込んでください。独自の画像やクエリを使用したい場合は、Google Colab環境に画像をアップロードし、以下の変数の値を自身のデータに置き換えてください。\n",
        "\n",
        "これらの画像はRAG（Retrieval-Augmented Generation）のコーパスを表します。簡単のため、この例では2枚の画像のみを使用し、モデルに入力クエリに最も関連する画像を取得させます。\n",
        "\n",
        "**訳注:**\n",
        "\n",
        "**この画像も日本語で行いたい場合は、このセルのひとつ下のセルを実行すればよい。**"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 6,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 529
        },
        "id": "e-2VZqcZ5i2N",
        "outputId": "3feea467-2eeb-471b-9f9d-b42a7cd4d1a9"
      },
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<PIL.Image.Image image mode=RGB size=361x256>"
            ],
            "image/png": 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\n",
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\n"
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<PIL.Image.Image image mode=RGB size=227x256>"
            ],
            "image/png": 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\n",
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\n"
          },
          "metadata": {}
        }
      ],
      "source": [
        "# 入力\n",
        "query = \"カザフスタンの石油生産量のうち、海底油田の占める割合は？\"\n",
        "\n",
        "images: List[Image.Image] = [\n",
        "    load_image_from_url(\n",
        "        \"https://github.com/tonywu71/colpali-cookbooks/blob/main/examples/data/energy_electricity_generation.jpg?raw=true\"\n",
        "    ),\n",
        "    load_image_from_url(\n",
        "        \"https://github.com/tonywu71/colpali-cookbooks/blob/main/examples/data/shift_kazakhstan.jpg?raw=true\"\n",
        "    ),\n",
        "]\n",
        "\n",
        "# 注意: ColQwen2は動的解像度を使用しているため、VRAMの過負荷を防ぎ、インデックス作成および生成の推論時間を短縮するために画像を縮小します。\n",
        "# 私の実験では、ドキュメントタスクにおいて512ピクセルのスケールが良いデフォルト値でした。特にドキュメントのテキストが小さい場合には、より高い\n",
        "# 解像度を試してみても構いません。\n",
        "images = [scale_image(image, new_height=512) for image in images]\n",
        "\n",
        "for image in images:\n",
        "    display(scale_image(image, new_height=256))"
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "**訳注:**\n",
        "\n",
        "**上記で使用されているそれぞれの画像を日本語化したものを以下に用意した。**\n",
        "\n",
        "- https://raw.githubusercontent.com/kun432/colpali-cookbooks-jp-files/refs/heads/main/data/energy_electricity_generation_ja.jpg\n",
        "- https://raw.githubusercontent.com/kun432/colpali-cookbooks-jp-files/refs/heads/main/data/shift_kazakhstan_ja.jpg\n",
        "\n",
        "**こちらを使用する場合は以下のセルを実行する。**"
      ],
      "metadata": {
        "id": "RhkO75IyV348"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "query = \"カザフスタンの石油生産量のうち、海底油田の占める割合は？\"\n",
        "\n",
        "images: List[Image.Image] = [\n",
        "    load_image_from_url(\n",
        "        \"https://raw.githubusercontent.com/kun432/colpali-cookbooks-jp-files/refs/heads/main/data/energy_electricity_generation_ja.jpg\"\n",
        "    ),\n",
        "    load_image_from_url(\n",
        "        \"https://raw.githubusercontent.com/kun432/colpali-cookbooks-jp-files/refs/heads/main/data/shift_kazakhstan_ja.jpg\"\n",
        "    ),\n",
        "]\n",
        "\n",
        "images = [scale_image(image, new_height=512) for image in images]\n",
        "\n",
        "for image in images:\n",
        "    display(scale_image(image, new_height=256))"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 529
        },
        "id": "7y4pwdzGjJmD",
        "outputId": "c4d612b0-f9d6-4cd1-cfe4-397c70fd0ed8"
      },
      "execution_count": 7,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<PIL.Image.Image image mode=RGB size=361x256>"
            ],
            "image/png": 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\n",
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\n"
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<PIL.Image.Image image mode=RGB size=233x256>"
            ],
            "image/png": 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\n",
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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "yxkLjoob5i2N"
      },
      "source": [
        "## RAGパート1: 検索"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "Auq72Iyo5i2N"
      },
      "source": [
        "これはRAGの検索部分です。この例では、デモンストレーションのためにトップ1の結果のみを保持しています。\n",
        "\n",
        "実際には、より多くの結果（例：トップ5）を使用することで、最終的な回答の品質を向上させることができます。"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 8,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 290
        },
        "id": "DAVjLOxo5i2N",
        "outputId": "697cbf65-37e9-4d72-e353-478e98de1dca"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "次のクエリに対して取得された画像: `カザフスタンの石油生産量のうち、海底油田の占める割合は？`\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<PIL.Image.Image image mode=RGB size=233x256>"
            ],
            "image/png": 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\n",
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\n"
          },
          "metadata": {}
        }
      ],
      "source": [
        "# 入力を処理\n",
        "batch_images = processor_retrieval.process_images(images).to(model.device)\n",
        "batch_queries = processor_retrieval.process_queries([query]).to(model.device)\n",
        "\n",
        "# フォワードパス\n",
        "model.enable_retrieval()\n",
        "\n",
        "with torch.no_grad():\n",
        "    image_embeddings = model.forward(**batch_images)\n",
        "    query_embeddings = model.forward(**batch_queries)\n",
        "\n",
        "# 類似度スコアを計算\n",
        "scores = processor_retrieval.score_multi_vector(query_embeddings, image_embeddings)\n",
        "\n",
        "# 1位のページ画像を取得\n",
        "retrieved_image_index = scores.argmax().item()\n",
        "retrieved_image = images[retrieved_image_index]\n",
        "\n",
        "print(f\"次のクエリに対して取得された画像: `{query}`\")\n",
        "display(scale_image(retrieved_image, new_height=256))"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "rQw7HUFs5i2N"
      },
      "source": [
        "## RAGパート2: 拡張生成"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "8hL3EW4z5i2N"
      },
      "source": [
        "次に、RAGの生成部分に移ります。検索部分で取得した画像を使用し、ColQwen2の検索用アダプターを無効化して、Qwen2-VL VLMのバックボーンを利用し、クエリと取得した画像に基づいて回答を生成します。"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 9,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "TuhJiae-5i2N",
        "outputId": "65eab6a2-58b2-4aac-f2e3-a0ddcd864506"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "['カザフスタンの石油生産量のうち、海底油田の占める割合は約84%を占めています。']\n"
          ]
        }
      ],
      "source": [
        "# 入力を処理\n",
        "conversation = [\n",
        "    {\n",
        "        \"role\": \"user\",\n",
        "        \"content\": [\n",
        "            {\n",
        "                \"type\": \"image\",\n",
        "            },\n",
        "            {\n",
        "                \"type\": \"text\",\n",
        "                \"text\": f\"入力画像を使って次の質問に答えてください: {query}\",\n",
        "            },\n",
        "        ],\n",
        "    }\n",
        "]\n",
        "text_prompt = processor_generation.apply_chat_template(conversation, add_generation_prompt=True)\n",
        "inputs_generation = processor_generation(\n",
        "    text=[text_prompt],\n",
        "    images=[image],\n",
        "    padding=True,\n",
        "    return_tensors=\"pt\",\n",
        ").to(device)\n",
        "\n",
        "# RAGのレスポンスを生成\n",
        "model.enable_generation()\n",
        "output_ids = model.generate(**inputs_generation, max_new_tokens=128)\n",
        "\n",
        "# 生成された`output_ids`から新たに生成されたトークンIDのみが保持されていることを確認\n",
        "generated_ids = [output_ids[len(input_ids) :] for input_ids, output_ids in zip(inputs_generation.input_ids, output_ids)]\n",
        "\n",
        "# RAGのレスポンスをデコード\n",
        "output_text = processor_generation.batch_decode(\n",
        "    generated_ids,\n",
        "    skip_special_tokens=True,\n",
        "    clean_up_tokenization_spaces=True,\n",
        ")\n",
        "\n",
        "print(output_text)"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "9jZSxvFPN8Gl"
      },
      "source": [
        "入力画像をよく見ると、モデルがユーザーのクエリに正しく回答していることがわかります！ 🙌🏼"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "PMBm9w4YN8Gl"
      },
      "source": [
        "## 🙋🏻 リマインダー\n",
        "\n",
        "このセルの後に検索を再実行したい場合は、`model.forward(...)`を呼び出す前に必ず`model.enable_retrieval()`を使用してください！"
      ]
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        "## 追加の注意点\n",
        "\n",
        "- 以前のセルを再実行し、以下のクエリを使用してみてください：  \n",
        "  `\"2019年に最も多くの電力が生成された時間帯はどの時間ですか？\"`  \n",
        "  ColQwen2が正しいページを取得できることがわかるでしょう。ただし、生成部分では幻覚的な（誤った）回答を得るはずです。これは、[Qwen2-VL-2B](https://huggingface.co/Qwen/Qwen2-VL-2B-Instruct)が比較的「小さな」パラメーター数を持っており、[12B](https://huggingface.co/Qwen/Qwen2-VL-7B-Instruct)や[72B](https://huggingface.co/Qwen/Qwen2-VL-72B-Instruct)といった大きなモデルに比べてチャートの理解が制限されているためです。\n",
        "\n",
        "- 私たちの[ColPali](https://huggingface.co/vidore/colpali-v1.3)モデルもLoRAアダプターを使用してトレーニングされていますが、E2E RAGには使用しないことをお勧めします。PaliGemma VLMバックボーンは一度に1つの画像入力しか受け付けないため、RAGパイプラインではトップ1ページのコンテキストのみを使用することになります。その結果、最適でない結果が得られる可能性が高くなります。"
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