{
"cells": [
{
"cell_type": "markdown",
"id": "7543ef31",
"metadata": {},
"source": [
"# CLIP(Contrastive Language–Image Pre-training) in AutoMM\n",
"\n",
"OpenAI는 2021년 1월 DALL-E와 CLIP이라는 놀라운 모델을 공개했습니다. CLIP은 (이미지, 텍스트) 쌍에 대해 이미지와 텍스트를 각각의 인코더를 거쳐 임베딩 벡터로 변환하고(이미지: ResNet or Vision Transformer, 텍스트: Transformer), 내적(코사인 유사도)을 통해 둘 사이의 유사도를 학습합니다.\n",
"\n",
"Pre-training 단계에서는 약 4억 개의 (이미지, 텍스트) 쌍에 대해, positive 쌍의 유사도를 최대하고 negative 쌍의 유사도를 최소화하도록 Symmetric Cross Entropty loss로 학습합니다. Zero-shot 추론 단계에서는 입력 이미지 임베딩과 k개 텍스트 임베딩 사이의 코사인 유사도 점수를 계산하여 가장 높은 유사도를 가지는 텍스트를 선택합니다.\n",
"\n",
" \n",
"\n",
"CLIP은 별도의 정답 클래스에 대한 정보가 필요하지 않고 추론 시에는 코사인 유사도만 온라인으로 수행하면 되므로 확장성이 용이합니다. 또한, 파인튜닝이 필요 없는 zero-shot 모델임에도 ImageNet ResNet50의 Top-1 accuracy에 견주는 정확도를 보입니다. AutoGluon은 0.5.1 버전부터 CLIP 모델을 API 호출로 쉽게 사용할 수 있습니다.\n",
"- https://arxiv.org/abs/2103.00020\n",
"\n",
"
\n",
"\n",
"## 1. Zero-shot Image Classification\n",
"\n",
"### Simple prediction"
]
},
{
"cell_type": "code",
"execution_count": 1,
"id": "3490f8ba",
"metadata": {},
"outputs": [],
"source": [
"save_path = 'ag-04-clip-zeroshot'\n",
"sample_path = 'sample_imgs'\n",
"!rm -rf $save_path"
]
},
{
"cell_type": "code",
"execution_count": 2,
"id": "7df7319c",
"metadata": {},
"outputs": [
{
"data": {
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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"from IPython.display import Image, display\n",
"from autogluon.multimodal import download\n",
"import numpy as np\n",
"\n",
"def softmax(x, axis=1):\n",
" return np.exp(x) / np.sum(np.exp(x), axis=axis)\n",
"\n",
"url = \"https://farm4.staticflickr.com/3445/3262471985_ed886bf61a_z.jpg\"\n",
"dog_image = download(url, path=sample_path)\n",
"\n",
"pil_img = Image(filename=dog_image)\n",
"display(pil_img)"
]
},
{
"cell_type": "code",
"execution_count": 3,
"id": "7bd5725b",
"metadata": {},
"outputs": [
{
"data": {
"application/vnd.jupyter.widget-view+json": {
"model_id": "6c476fc35fcf4dd895ca402122032767",
"version_major": 2,
"version_minor": 0
},
"text/plain": [
"Downloading: 0%| | 0.00/4.42k [00:00, ?B/s]"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"application/vnd.jupyter.widget-view+json": {
"model_id": "de1f9608606442ffa8fa13b5e9e707f3",
"version_major": 2,
"version_minor": 0
},
"text/plain": [
"Downloading: 0%| | 0.00/1.59G [00:00, ?B/s]"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"application/vnd.jupyter.widget-view+json": {
"model_id": "7c50359d739c4ed4adb4d7cd18b9010a",
"version_major": 2,
"version_minor": 0
},
"text/plain": [
"Downloading: 0%| | 0.00/842k [00:00, ?B/s]"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"application/vnd.jupyter.widget-view+json": {
"model_id": "80c73f9f035d4851a4b9ac5028c6270e",
"version_major": 2,
"version_minor": 0
},
"text/plain": [
"Downloading: 0%| | 0.00/512k [00:00, ?B/s]"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"application/vnd.jupyter.widget-view+json": {
"model_id": "714f7330caa2411281ed26706e41743b",
"version_major": 2,
"version_minor": 0
},
"text/plain": [
"Downloading: 0%| | 0.00/389 [00:00, ?B/s]"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"application/vnd.jupyter.widget-view+json": {
"model_id": "fbff8498982443b2b3a40864aa0d8bfc",
"version_major": 2,
"version_minor": 0
},
"text/plain": [
"Downloading: 0%| | 0.00/844 [00:00, ?B/s]"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"application/vnd.jupyter.widget-view+json": {
"model_id": "8c4643ec1b4c4d09bafd16b99b8d257a",
"version_major": 2,
"version_minor": 0
},
"text/plain": [
"Predicting: 0it [00:00, ?it/s]"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"application/vnd.jupyter.widget-view+json": {
"model_id": "caa76cd1ea644cdfad3f7049be2f7cfc",
"version_major": 2,
"version_minor": 0
},
"text/plain": [
"Predicting: 0it [00:00, ?it/s]"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Label probs: [[0.3331884 0.18886325 0.28614086 0.19180752]]\n"
]
}
],
"source": [
"from autogluon.multimodal import MultiModalPredictor\n",
"\n",
"predictor = MultiModalPredictor(hyperparameters={\"model.names\": [\"clip\"]}, problem_type=\"zero_shot\")\n",
"prob = predictor.predict_proba(\n",
" {\"image\": [dog_image]}, \n",
" {\"text\": ['This is a Husky', 'This is a Golden Retriever', 'This is a German Sheperd', 'This is a Samoyed.']}\n",
")\n",
"print(\"Label probs:\", softmax(prob))"
]
},
{
"cell_type": "code",
"execution_count": 4,
"id": "0e359cc3",
"metadata": {},
"outputs": [
{
"data": {
"image/jpeg": 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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"url = \"https://live.staticflickr.com/7236/7114602897_9cf00b2820_b.jpg\"\n",
"segway_image = download(url, path=sample_path)\n",
"\n",
"pil_img = Image(filename=segway_image)\n",
"display(pil_img)"
]
},
{
"cell_type": "code",
"execution_count": 5,
"id": "8a5aabfe",
"metadata": {},
"outputs": [
{
"data": {
"application/vnd.jupyter.widget-view+json": {
"model_id": "7210711fbbce4d29b5cc179b7e871aae",
"version_major": 2,
"version_minor": 0
},
"text/plain": [
"Predicting: 0it [00:00, ?it/s]"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"application/vnd.jupyter.widget-view+json": {
"model_id": "30d09e77c7ba4dea871e1666834360f0",
"version_major": 2,
"version_minor": 0
},
"text/plain": [
"Predicting: 0it [00:00, ?it/s]"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Label probs: [[0.4753574 0.17488024 0.17488275 0.17487961]]\n"
]
}
],
"source": [
"prob = predictor.predict_proba({\"image\": [segway_image]}, {\"text\": ['segway', 'bicycle', 'wheel', 'car']})\n",
"print(\"Label probs:\", softmax(prob))"
]
},
{
"cell_type": "markdown",
"id": "c00184c5",
"metadata": {},
"source": [
"
\n",
"\n",
"## 2. Limitations of CLIP\n",
"\n",
"CLIP은 이미지에 텍스트 정보가 포함되어 있을 때, 추론 결과에 영향을 크게 받습니다. 사과 이미지로 간단한 테스트를 수행하겠습니다."
]
},
{
"cell_type": "code",
"execution_count": 6,
"id": "7e854c89",
"metadata": {},
"outputs": [
{
"data": {
"image/jpeg": 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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"url = \"https://cdn.openai.com/multimodal-neurons/assets/apple/apple-blank.jpg\"\n",
"image_path = download(url, path=sample_path)\n",
"\n",
"pil_img = Image(filename=image_path)\n",
"display(pil_img)"
]
},
{
"cell_type": "code",
"execution_count": 7,
"id": "8746eca8",
"metadata": {},
"outputs": [
{
"data": {
"application/vnd.jupyter.widget-view+json": {
"model_id": "63841928cf4e4ebf818bb9f4fc698e66",
"version_major": 2,
"version_minor": 0
},
"text/plain": [
"Predicting: 0it [00:00, ?it/s]"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"application/vnd.jupyter.widget-view+json": {
"model_id": "92f44fe9dcf14f8d8c3c04920ec37259",
"version_major": 2,
"version_minor": 0
},
"text/plain": [
"Predicting: 0it [00:00, ?it/s]"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Label probs: [[0.18262194 0.25219458 0.1385816 0.14044295 0.1424387 0.14372024]]\n"
]
}
],
"source": [
"prob = predictor.predict_proba({\"image\": [image_path]}, {\"text\": ['', 'iPod', 'library', 'pizza', 'toaster', 'dough']})\n",
"print(\"Label probs:\", softmax(prob))"
]
},
{
"cell_type": "code",
"execution_count": 8,
"id": "2593df86",
"metadata": {},
"outputs": [
{
"data": {
"image/jpeg": 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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"url = \"https://cdn.openai.com/multimodal-neurons/assets/apple/apple-ipod.jpg\"\n",
"image_path = download(url, path=sample_path)\n",
"\n",
"pil_img = Image(filename=image_path)\n",
"display(pil_img)"
]
},
{
"cell_type": "markdown",
"id": "c48474c0",
"metadata": {},
"source": [
"사과 대신 아이팟을 예측했습니다."
]
},
{
"cell_type": "code",
"execution_count": 9,
"id": "1871e5f5",
"metadata": {},
"outputs": [
{
"data": {
"application/vnd.jupyter.widget-view+json": {
"model_id": "4b6ebc204bd14fd8ba6b99cea47d648d",
"version_major": 2,
"version_minor": 0
},
"text/plain": [
"Predicting: 0it [00:00, ?it/s]"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"application/vnd.jupyter.widget-view+json": {
"model_id": "03cb7e3dfdc649a2886ccd0b708d9f03",
"version_major": 2,
"version_minor": 0
},
"text/plain": [
"Predicting: 0it [00:00, ?it/s]"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Label probs: [[0.13348334 0.34548306 0.13025616 0.1302559 0.13025951 0.13026202]]\n"
]
}
],
"source": [
"prob = predictor.predict_proba({\"image\": [image_path]}, {\"text\": ['Granny Smith', 'iPod', 'library', 'pizza', 'toaster', 'dough']})\n",
"print(\"Label probs:\", softmax(prob))"
]
},
{
"cell_type": "markdown",
"id": "2ccd6b30",
"metadata": {},
"source": [
"
\n",
"\n",
"## 3. Image Retrieval by Text Query\n",
" \n",
"데모 예시로 5개의 이미지 임베딩과 1개의 텍스트 임베딩에 대해 유사도를 계산합니다.\n",
"\n",
"### Example (1)"
]
},
{
"cell_type": "code",
"execution_count": 10,
"id": "ee6126a8",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"['sample_imgs/2872917634_f41e6987a8_z.jpg', 'sample_imgs/3608371042_75f9618851_z.jpg', 'sample_imgs/9591251800_9c9727e178_z.jpg', 'sample_imgs/6848765123_252bfca33d_z.jpg', 'sample_imgs/5548123650_1a69ce1e34_z.jpg']\n"
]
}
],
"source": [
"from autogluon.multimodal import download\n",
"\n",
"urls = ['http://farm4.staticflickr.com/3179/2872917634_f41e6987a8_z.jpg', # Cat\n",
" 'http://farm4.staticflickr.com/3629/3608371042_75f9618851_z.jpg', # Builiding\n",
" 'https://farm4.staticflickr.com/3795/9591251800_9c9727e178_z.jpg', # Carriage\n",
" 'http://farm8.staticflickr.com/7188/6848765123_252bfca33d_z.jpg', # Bicycle\n",
" 'https://farm6.staticflickr.com/5251/5548123650_1a69ce1e34_z.jpg'] # Airplane\n",
"\n",
"image_paths = [download(url, path=sample_path) for url in urls]\n",
"print(image_paths)"
]
},
{
"cell_type": "code",
"execution_count": 11,
"id": "a9660852",
"metadata": {},
"outputs": [
{
"data": {
"application/vnd.jupyter.widget-view+json": {
"model_id": "e335d29ca60f46bca419f5b2868a393a",
"version_major": 2,
"version_minor": 0
},
"text/plain": [
"Predicting: 0it [00:00, ?it/s]"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"application/vnd.jupyter.widget-view+json": {
"model_id": "ab6bff4542c34efe82d55bb0acfc8d68",
"version_major": 2,
"version_minor": 0
},
"text/plain": [
"Predicting: 0it [00:00, ?it/s]"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"(5, 768)\n",
"(1, 768)\n"
]
}
],
"source": [
"# extract image embeddings\n",
"image_embeddings = predictor.extract_embedding({\"image\": image_paths})\n",
"\n",
"# extract text embeddings\n",
"text_embeddings = predictor.extract_embedding({\"text\": [\"There's a cat under the car.\"]})\n",
"\n",
"image_features = image_embeddings['image']\n",
"text_features = text_embeddings['text']\n",
"\n",
"print(image_features.shape) # image (5, 768)\n",
"print(text_features.shape) # text (1, 768)"
]
},
{
"cell_type": "code",
"execution_count": 12,
"id": "c84c6bd3",
"metadata": {},
"outputs": [],
"source": [
"import numpy as np\n",
"similarity = np.matmul(image_features, text_features.T)\n",
"max_sim_idx = np.argmax(similarity)"
]
},
{
"cell_type": "code",
"execution_count": 13,
"id": "6487deb6",
"metadata": {},
"outputs": [
{
"data": {
"image/jpeg": 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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"from IPython.display import Image, display\n",
"pil_img = Image(filename=image_paths[max_sim_idx])\n",
"display(pil_img)"
]
},
{
"cell_type": "markdown",
"id": "7ff483f8",
"metadata": {},
"source": [
"### Example (2)"
]
},
{
"cell_type": "code",
"execution_count": 14,
"id": "37c09223",
"metadata": {},
"outputs": [
{
"data": {
"application/vnd.jupyter.widget-view+json": {
"model_id": "e6e8ee70d8a14dd688f1bc1ac65197b7",
"version_major": 2,
"version_minor": 0
},
"text/plain": [
"Predicting: 0it [00:00, ?it/s]"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"text_embeddings = predictor.extract_embedding({\"text\": ['There is an airplane over a car.']})\n",
"text_features = text_embeddings['text']\n",
"similarity = np.matmul(image_features, text_features.T)\n",
"max_sim_idx = np.argmax(similarity)"
]
},
{
"cell_type": "code",
"execution_count": 15,
"id": "047f2c7e",
"metadata": {},
"outputs": [
{
"data": {
"image/jpeg": 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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"pil_img = Image(filename=image_paths[max_sim_idx])\n",
"display(pil_img)"
]
}
],
"metadata": {
"kernelspec": {
"display_name": "conda_pytorch_p38",
"language": "python",
"name": "conda_pytorch_p38"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.8.12"
}
},
"nbformat": 4,
"nbformat_minor": 5
}