Blip2Langchain.ipynb

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    {
      "cell_type": "markdown",
      "id": "2b949f9f",
      "metadata": {
        "id": "2b949f9f"
      },
      "source": [
        "# BLIP: Inference Demo\n",
        " - Image Captioning\n",
        " - Use Langchain generate background"
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "!pip install langchain\n",
        "!pip install openai"
      ],
      "metadata": {
        "id": "nHAXTVOJyeqA"
      },
      "id": "nHAXTVOJyeqA",
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "id": "cbcb066b",
      "metadata": {
        "id": "cbcb066b"
      },
      "outputs": [],
      "source": [
        "# install requirements\n",
        "import sys\n",
        "if 'google.colab' in sys.modules:\n",
        "    print('Running in Colab.')\n",
        "    !pip3 install transformers==4.15.0 timm==0.4.12 fairscale==0.4.4\n",
        "    !git clone https://github.com/salesforce/BLIP\n",
        "    %cd BLIP\n",
        "\n"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 6,
      "id": "a811a65f",
      "metadata": {
        "id": "a811a65f"
      },
      "outputs": [],
      "source": [
        "from PIL import Image\n",
        "import requests\n",
        "import torch\n",
        "from torchvision import transforms\n",
        "from torchvision.transforms.functional import InterpolationMode\n",
        "\n",
        "device = torch.device('cuda' if torch.cuda.is_available() else 'cpu')\n",
        "\n",
        "def load_demo_image_url(image_size,device):\n",
        "    img_url = 'https://storage.googleapis.com/sfr-vision-language-research/BLIP/demo.jpg' \n",
        "    raw_image = Image.open(requests.get(img_url, stream=True).raw).convert('RGB')   \n",
        "\n",
        "    w,h = raw_image.size\n",
        "    display(raw_image.resize((w//5,h//5)))\n",
        "    \n",
        "    transform = transforms.Compose([\n",
        "        transforms.Resize((image_size,image_size),interpolation=InterpolationMode.BICUBIC),\n",
        "        transforms.ToTensor(),\n",
        "        transforms.Normalize((0.48145466, 0.4578275, 0.40821073), (0.26862954, 0.26130258, 0.27577711))\n",
        "        ]) \n",
        "    image = transform(raw_image).unsqueeze(0).to(device)   \n",
        "    return image\n",
        "\n",
        "def load_demo_image_path(image_path, image_size, device):\n",
        "    raw_image = Image.open(image_path).convert('RGB')   \n",
        "\n",
        "    w,h = raw_image.size\n",
        "    display(raw_image.resize((w//5,h//5)))\n",
        "    \n",
        "    transform = transforms.Compose([\n",
        "        transforms.Resize((image_size,image_size),interpolation=InterpolationMode.BICUBIC),\n",
        "        transforms.ToTensor(),\n",
        "        transforms.Normalize((0.48145466, 0.4578275, 0.40821073), (0.26862954, 0.26130258, 0.27577711))\n",
        "        ]) \n",
        "    image = transform(raw_image).unsqueeze(0).to(device)   \n",
        "    return image"
      ]
    },
    {
      "cell_type": "markdown",
      "id": "f72f4406",
      "metadata": {
        "id": "f72f4406"
      },
      "source": [
        "# Image Captioning\n",
        "Perform image captioning using finetuned BLIP model"
      ]
    },
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          "text": [
            "reshape position embedding from 196 to 576\n",
            "load checkpoint from https://storage.googleapis.com/sfr-vision-language-research/BLIP/models/model_base_capfilt_large.pth\n"
          ]
        }
      ],
      "source": [
        "from models.blip import blip_decoder\n",
        "\n",
        "model_url = 'https://storage.googleapis.com/sfr-vision-language-research/BLIP/models/model_base_capfilt_large.pth'\n",
        "    \n",
        "model = blip_decoder(pretrained=model_url, vit='base')\n",
        "model.eval()\n",
        "model = model.to(device)\n",
        "\n",
        "\n"
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "## Image path "
      ],
      "metadata": {
        "id": "83tnHYDvxzGk"
      },
      "id": "83tnHYDvxzGk"
    },
    {
      "cell_type": "code",
      "source": [
        "!wget https://storage.googleapis.com/sfr-vision-language-research/BLIP/demo.jpg"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "V-frmgAQvBRE",
        "outputId": "bb516b82-3c09-48bd-dbe6-6c4964511c2c"
      },
      "id": "V-frmgAQvBRE",
      "execution_count": 15,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "--2023-03-30 04:24:30--  https://storage.googleapis.com/sfr-vision-language-research/BLIP/demo.jpg\n",
            "Resolving storage.googleapis.com (storage.googleapis.com)... 142.251.162.128, 173.194.218.128, 108.177.11.128, ...\n",
            "Connecting to storage.googleapis.com (storage.googleapis.com)|142.251.162.128|:443... connected.\n",
            "HTTP request sent, awaiting response... 200 OK\n",
            "Length: 496395 (485K) [image/jpeg]\n",
            "Saving to: ‘demo.jpg.1’\n",
            "\n",
            "\rdemo.jpg.1            0%[                    ]       0  --.-KB/s               \rdemo.jpg.1          100%[===================>] 484.76K  --.-KB/s    in 0.004s  \n",
            "\n",
            "2023-03-30 04:24:30 (106 MB/s) - ‘demo.jpg.1’ saved [496395/496395]\n",
            "\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "image_path = \"/content/BLIP/demo.jpg\""
      ],
      "metadata": {
        "id": "ei_sgE81xydJ"
      },
      "id": "ei_sgE81xydJ",
      "execution_count": 12,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "source": [
        "## Input image path to generate_caption "
      ],
      "metadata": {
        "id": "WnVLqOgxxpTg"
      },
      "id": "WnVLqOgxxpTg"
    },
    {
      "cell_type": "code",
      "source": [
        "def generate_caption(image_path, model):\n",
        "  image_size = 384\n",
        "  # image = load_demo_image_url(image_size=image_size, device=device)\n",
        "  image = load_demo_image_path(image_path=image_path,image_size=image_size, device=device)\n",
        "\n",
        "  with torch.no_grad():\n",
        "      # beam search\n",
        "      caption = model.generate(image, sample=False, num_beams=3, max_length=20, min_length=5) \n",
        "      # nucleus sampling\n",
        "      # caption = model.generate(image, sample=True, top_p=0.9, max_length=20, min_length=5) \n",
        "      print('caption: '+caption[0])\n",
        "      return caption[0]\n",
        "description = generate_caption(image_path, model)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 308
        },
        "id": "heR-YCpIxouy",
        "outputId": "7b60a1f3-d250-4b9b-f6d9-549c17799185"
      },
      "id": "heR-YCpIxouy",
      "execution_count": 13,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<PIL.Image.Image image mode=RGB size=409x273 at 0x7FBA4E9120A0>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "caption: a woman and her dog on the beach\n"
          ]
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "# Use Langchain generate background"
      ],
      "metadata": {
        "id": "33leXT9Vx4rT"
      },
      "id": "33leXT9Vx4rT"
    },
    {
      "cell_type": "code",
      "source": [
        "from langchain.prompts import PromptTemplate\n",
        "from langchain.llms import OpenAI\n",
        "from langchain.chains import LLMChain\n",
        "\n",
        "\n",
        "OPENAI_API_KEY = \"\"\n",
        "llm = OpenAI(temperature=0.9,openai_api_key=OPENAI_API_KEY)\n",
        "prompt = PromptTemplate(\n",
        "    input_variables=[\"description\"],\n",
        "    template=\"What is top 10 background for {description}?\",\n",
        ")\n",
        "\n",
        "\n",
        "chain = LLMChain(llm=llm, prompt=prompt)\n",
        "\n",
        "# Run the chain only specifying the input variable.\n",
        "print(chain.run(description))"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "33aCQhlZwJJM",
        "outputId": "1b7710ab-13a1-494d-aaf3-c5c03265fc48"
      },
      "id": "33aCQhlZwJJM",
      "execution_count": 14,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "\n",
            "\n",
            "1. Blue sky with puffy white clouds\n",
            "2. Rolling waves on a golden sand beach\n",
            "3. Sun setting over the horizon\n",
            "4. Colorful beach umbrellas in the background\n",
            "5. A flock of seagulls flying by\n",
            "6. A colorful beach towel draped over the sand\n",
            "7. Palm trees swaying in the breeze\n",
            "8. Sun reflecting off the water’s surface\n",
            "9. Puppy chasing the waves on the beach\n",
            "10. Woman and her pup enjoying an evening walk on the beach\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [],
      "metadata": {
        "id": "du5v0CgpwOgf"
      },
      "id": "du5v0CgpwOgf",
      "execution_count": 15,
      "outputs": []
    }
  ],
  "metadata": {
    "kernelspec": {
      "display_name": "Python 3",
      "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": "3.8.10"
    },
    "colab": {
      "provenance": []
    },
    "widgets": {
      "application/vnd.jupyter.widget-state+json": {
        "36a505cee17a4474a2095d796cddabeb": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "HBoxModel",
          "model_module_version": "1.5.0",
          "state": {
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