{ "cells": [ { "cell_type": "markdown", "source": [ "# CLIP\n", "\n", "official: https://github.com/openai/CLIP\n", "\n", "huggingface: https://huggingface.co/docs/transformers/model_doc/clip\n", "\n", "![CLIP.png](data:image/png;base64,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)" ], "metadata": { "id": "8hcne8LlnPwI" } }, { "cell_type": "markdown", "source": [ "1. CLIP在訓練時使用成對的影像與文字在通過Image Encoder & Text Encoder兩個模型後分別得到影像embedding $I_{i} , 與文字embedding T_{i}$,透過對比學習的方式,最大化同一張圖片與對應的句子的相似度(即圖(1)中矩陣的藍色格子)。\n", "2. 透過訓練好的Text Encoder建立句子的embeddings $T_{i}$\n", "3. 將要查詢的圖片通過訓練好的Image Encoder獲得圖片embedding $I_{i}$,並與2中的所有$T_{i}$計算相似度,若$I_{1} ⋅T_{3}$為最大值,則$T_{3}$為最接近此圖之對應文字" ], "metadata": { "id": "4tP32C3gSSYY" } }, { "cell_type": "code", "source": [ "!pip install --upgrade transformers" ], "metadata": { "id": "RCWlsBV8_6jl" }, "execution_count": null, "outputs": [] }, { "cell_type": "code", "source": [ "from PIL import Image\n", "import requests\n", "import matplotlib.pyplot as plt\n", "import json\n", "from glob import glob\n", "import os\n", "import pandas as pd\n", "import torch\n", "import torch.nn.functional as F\n", "# huggingface framework\n", "from transformers import CLIPProcessor, CLIPModel, AutoTokenizer" ], "metadata": { "id": "9VvtIlbPpAGQ" }, "execution_count": null, "outputs": [] }, { "cell_type": "code", "source": [ "device = 'cuda' if torch.cuda.is_available() else 'cpu'\n", "print(device)" ], "metadata": { "id": "mSiQhEOQ-WX3" }, "execution_count": null, "outputs": [] }, { "cell_type": "markdown", "source": [ "## CLIP: Zero-shot classification by image-text similarity (HuggingFace)\n", "\n", "Link: https://huggingface.co/openai/clip-vit-base-patch32" ], "metadata": { "id": "685UsdNyWgTF" } }, { "cell_type": "code", "source": [ "# 讀取預訓練之CLIP模型(包含image, text encoder)\n", "model = CLIPModel.from_pretrained(\"openai/clip-vit-base-patch32\")\n", "# 建立圖片與文字處理器\n", "processor = CLIPProcessor.from_pretrained(\"openai/clip-vit-base-patch32\")" ], "metadata": { "id": "RbD16fxppDIL" }, "execution_count": null, "outputs": [] }, { "cell_type": "code", "source": [ "# 測試影像\n", "# url = \"http://images.cocodataset.org/val2017/000000039769.jpg\"\n", "url = \"http://farm1.staticflickr.com/73/154946881_83137159e7_z.jpg\"\n", "\n", "image = Image.open(requests.get(url, stream=True).raw)\n", "plt.imshow(image)\n", "plt.show()" ], "metadata": { "id": "cPpwUlAKpMlx" }, "execution_count": null, "outputs": [] }, { "cell_type": "code", "source": [ "# 將文字轉成tokens\n", "inputs = processor(\n", " text=[\n", " \"a photo of a cat\",\n", " \"a photo of a dog\",\n", " \"a photo of a bird\"\n", " ],\n", " images=image,\n", " return_tensors=\"pt\",\n", " padding=True\n", ")\n", "inputs.keys()" ], "metadata": { "id": "H0HkMUGspUei" }, "execution_count": null, "outputs": [] }, { "cell_type": "code", "source": [ "# input_ids: 文字token ids\n", "# \"a photo of a cat\"\n", "# \"a photo of a dog\"\n", "# \"a photo of a bird\"\n", "inputs['input_ids']" ], "metadata": { "id": "pqkDlsdJpcmH" }, "execution_count": null, "outputs": [] }, { "cell_type": "code", "source": [ "# input image tensor (BS, C, H, W)\n", "inputs['pixel_values'].shape" ], "metadata": { "id": "qkw2I-X_prYf" }, "execution_count": null, "outputs": [] }, { "cell_type": "code", "source": [ "# 計算此圖片embedding對所有文字embedding之相似度\n", "outputs = model(**inputs)\n", "logits_per_image = outputs.logits_per_image\n", "\n", "probs = logits_per_image.softmax(dim=1)\n", "print(probs)" ], "metadata": { "id": "JIQmKEiznTGd" }, "execution_count": null, "outputs": [] }, { "cell_type": "markdown", "source": [ "## CLIP: Image Retrieval (HuggingFace)\n", "\n", "dataset: [Pokemon](https://www.kaggle.com/datasets/vishalsubbiah/pokemon-images-and-types)\n", "\n", "\n", "\n", "\n" ], "metadata": { "id": "U2fq188l3cJ0" } }, { "cell_type": "code", "source": [ "!wget https://github.com/TA-aiacademy/course_3.0/releases/download/v3.0_clip/pokemon.zip\n", "!unzip -q pokemon.zip" ], "metadata": { "id": "iiajVvBU3nbo" }, "execution_count": null, "outputs": [] }, { "cell_type": "code", "source": [ "# 讀取所有寶可夢圖片\n", "paths = glob(\"pokemon/images/*.png\")\n", "images = [Image.open(path).convert('RGB') for path in paths]" ], "metadata": { "id": "gYDqlm3d5JNx" }, "execution_count": null, "outputs": [] }, { "cell_type": "code", "source": [ "# 建立CLIP模型, 前處理\n", "model = CLIPModel.from_pretrained(\"openai/clip-vit-base-patch32\").to(device)\n", "processor = CLIPProcessor.from_pretrained(\"openai/clip-vit-base-patch32\")" ], "metadata": { "id": "6GqnW-Uy5YC7" }, "execution_count": null, "outputs": [] }, { "cell_type": "code", "source": [ "search_sentence = 'blue turtle'\n", "\n", "# compute image embeddings\n", "with torch.no_grad():\n", " inputs = processor(text=[search_sentence],\n", " images=images,\n", " return_tensors=\"pt\",\n", " padding=True)\n", " inputs = {k: v.to(device) for k, v in inputs.items()}\n", " outputs = model(**inputs)" ], "metadata": { "id": "HUzIFqeR5ceT" }, "execution_count": null, "outputs": [] }, { "cell_type": "code", "source": [ "image_embeds = outputs['image_embeds']\n", "image_embeds.shape # (N張圖片, embedding長度)" ], "metadata": { "id": "JhNEVMe35mGR" }, "execution_count": null, "outputs": [] }, { "cell_type": "code", "source": [ "# 計算相似度\n", "logits_per_image = outputs.logits_per_image\n", "probs = logits_per_image.softmax(dim=0)\n", "\n", "print(logits_per_image.shape, probs.shape)" ], "metadata": { "id": "xfj08TxM5pLc" }, "execution_count": null, "outputs": [] }, { "cell_type": "code", "source": [ "# 取得相似度top k對應的圖片\n", "def plot_top_k_images(similarities, images):\n", " k = 12\n", " values, indices = similarities.detach().cpu().squeeze().topk(k)\n", "\n", " top_images, top_scores, idxs = [], [], []\n", "\n", " for score, index in zip(values, indices):\n", " top_images.append(images[int(index.numpy())])\n", " score = score.numpy().tolist()\n", " top_scores.append(round(score, 3))\n", " idxs.append(index)\n", "\n", " plt.figure(figsize=(10, 15))\n", " for i in range(k):\n", " plt.subplot(4, 3, i+1)\n", " plt.title(f'Score: {top_scores[i]}')\n", " plt.imshow(top_images[i])\n", " plt.show()" ], "metadata": { "id": "-wt4GLQK5tNS" }, "execution_count": null, "outputs": [] }, { "cell_type": "code", "source": [ "plot_top_k_images(logits_per_image, images)" ], "metadata": { "id": "SHS4bCb55w47" }, "execution_count": null, "outputs": [] }, { "cell_type": "markdown", "source": [ "## CLIP: Image to image search (Huggingface)" ], "metadata": { "id": "u9G3QPanc5wc" } }, { "cell_type": "code", "source": [ "from PIL import Image\n", "import requests\n", "from transformers import AutoProcessor, CLIPModel\n", "\n", "model = CLIPModel.from_pretrained(\"openai/clip-vit-base-patch32\").to(device)\n", "processor = AutoProcessor.from_pretrained(\"openai/clip-vit-base-patch32\")" ], "metadata": { "id": "Ujzzz97Uc-Up" }, "execution_count": null, "outputs": [] }, { "cell_type": "code", "source": [ "# 計算所有圖片embedding作為資料庫\n", "paths = glob(\"pokemon/images/*.png\")\n", "images = [Image.open(path).convert('RGB') for path in paths]\n", "\n", "with torch.no_grad():\n", " inputs = processor(images=images, return_tensors=\"pt\").to(device)\n", " feature_bank = model.get_image_features(**inputs)" ], "metadata": { "id": "d80DNfoVd25m" }, "execution_count": null, "outputs": [] }, { "cell_type": "code", "source": [ "feature_bank.shape" ], "metadata": { "id": "QpVpgVi7e3_2" }, "execution_count": null, "outputs": [] }, { "cell_type": "code", "source": [ "url = \"https://upload.wikimedia.org/wikipedia/en/a/a6/Pok%C3%A9mon_Pikachu_art.png\"\n", "query_image = Image.open(requests.get(url, stream=True).raw)\n", "plt.imshow(query_image)\n", "plt.show()\n", "# 計算圖片embedding\n", "inputs = processor(images=query_image, return_tensors=\"pt\").to(device)\n", "query_image_feature = model.get_image_features(**inputs)" ], "metadata": { "id": "PHbsdo6Vh0LV" }, "execution_count": null, "outputs": [] }, { "cell_type": "code", "source": [ "query_image_feature.shape" ], "metadata": { "id": "oPEPmGyaijEf" }, "execution_count": null, "outputs": [] }, { "cell_type": "code", "source": [ "# 計算query與資料庫中的相似度\n", "similarity_scores = F.cosine_similarity(query_image_feature, feature_bank)\n", "similarity_scores.shape" ], "metadata": { "id": "MGZ9ZvlUjFa2" }, "execution_count": null, "outputs": [] }, { "cell_type": "code", "source": [ "plot_top_k_images(similarity_scores, images)" ], "metadata": { "id": "-93TN7LnisRn" }, "execution_count": null, "outputs": [] }, { "cell_type": "markdown", "source": [ "Using pre-compute image embeddings for searching (Optional)" ], "metadata": { "id": "pmoE3dzxDqPV" } }, { "cell_type": "code", "source": [ "tokenizer = AutoTokenizer.from_pretrained(\"openai/clip-vit-base-patch32\")" ], "metadata": { "id": "nCdlih_NB03s" }, "execution_count": null, "outputs": [] }, { "cell_type": "code", "source": [ "# compute text embedding & normalized\n", "inputs = tokenizer([\"yellow mouse\"],\n", " padding=True,\n", " return_tensors=\"pt\")\n", "inputs = {k: v.to(device) for k, v in inputs.items()}\n", "text_features = model.get_text_features(**inputs)\n", "text_features_normalized = F.normalize(text_features, dim=1)\n", "\n", "similarities = F.cosine_similarity(text_features_normalized, image_embeds)" ], "metadata": { "id": "OMkLZRlNEDoJ" }, "execution_count": null, "outputs": [] }, { "cell_type": "code", "source": [ "# Filter the scores and return indices\n", "k = 12\n", "values, indices = similarities.cpu().topk(k) # Top-K\n", "\n", "top_images, top_scores, idxs = [], [], []\n", "\n", "for score, index in zip(values, indices):\n", " top_images.append(images[int(index.numpy())])\n", " score = score.detach().numpy().tolist()\n", " top_scores.append(round(score, 3))\n", " idxs.append(index)\n", "\n", "plt.figure(figsize=(10, 15))\n", "for i in range(k):\n", " plt.subplot(4, 3, i+1)\n", " plt.title(f'Top: {i+1} Score: {top_scores[i]}')\n", " plt.imshow(top_images[i])\n", "plt.show()" ], "metadata": { "id": "CoU5WG2tDqSF" }, "execution_count": null, "outputs": [] }, { "cell_type": "markdown", "source": [ "## Resource:\n", "\n", "\n", "\n", "* [multilingual-clip](https://colab.research.google.com/drive/1xO-wC_m_GNzgjIBQ4a4znvQkvDoZJvH4?usp=sharing#scrollTo=dental-friendly)\n", "* [image search CLIP](https://colab.research.google.com/github/deep-diver/image_search_with_natural_language/blob/main/notebooks/Image_Search_CLIP.ipynb#scrollTo=QWcZyER6NRJb)\n", "* [Image Retrieval MRR](https://colab.research.google.com/drive/1bLVwVKpAndpEDHqjzxVPr_9nGrSbuOQd?usp=sharing#scrollTo=d1ARsGeqOhe1)\n", "\n" ], "metadata": { "id": "zkeO9il16ZjN" } }, { "cell_type": "code", "source": [], "metadata": { "id": "yYt0vzFg6Xm3" }, "execution_count": null, "outputs": [] } ], "metadata": { "colab": { "provenance": [], "gpuType": "T4" }, "kernelspec": { "display_name": "Python 3", "name": "python3" }, "accelerator": "GPU" }, "nbformat": 4, "nbformat_minor": 0 }