{ "cells": [ { "cell_type": "markdown", "id": "e6f42b3a", "metadata": {}, "source": [ "# Perception Encoder Demo\n", "[![Paper](https://img.shields.io/badge/Paper-Perception%20Encoder-b31b1b.svg)](https://ai.meta.com/research/publications/perception-encoder-the-best-visual-embeddings-are-not-at-the-output-of-the-network) \n", "[![Paper](https://img.shields.io/badge/arXiv-2504.13181-brightgreen.svg?style=flat-square)](https://arxiv.org/abs/2504.13181)\n", "[![Hugging Face Collection](https://img.shields.io/badge/%F0%9F%A4%97%20Hugging%20Face-Collection-blue)](https://huggingface.co/collections/facebook/perception-encoder-67f977c9a65ca5895a7f6ba1)\n", "[![Model License](https://img.shields.io/badge/Model_License-Apache_2.0-olive)](https://opensource.org/licenses/Apache-2.0)\n", "\n", "This notebook provides examples of image and video feature extraction with pre-trained Perception Encoder (PE). These featuire can be used for image and video zero-shot classification and retrieval.\n", "\n", "You can run the demo locally or run it on Google colab. You can also run it with (faster) or wihtout GPU." ] }, { "cell_type": "markdown", "id": "75e90ff6", "metadata": {}, "source": [ "### Prepare Environment" ] }, { "cell_type": "code", "execution_count": 1, "id": "89375a2a", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "GPU is available. Use GPU for this demo\n" ] } ], "source": [ "import os, sys\n", "import torch\n", "import matplotlib.pyplot as plt\n", "from PIL import Image\n", "\n", "# check whether run in Colab\n", "if 'google.colab' in sys.modules:\n", " print('Running in Colab.')\n", " !git clone https://github.com/facebookresearch/perception_models.git\n", " !pip install decord\n", " !pip install ftfy\n", " sys.path.append('./perception_models')\n", " os.chdir('./perception_models')\n", "else:\n", " sys.path.append('../../../')\n", "import decord\n", "\n", "if torch.cuda.is_available():\n", " print('GPU is available. Use GPU for this demo')\n", "else:\n", " print('Use CPU for this demo')\n", "device = torch.device(\"cuda\" if torch.cuda.is_available() else \"cpu\")" ] }, { "cell_type": "markdown", "id": "6e04507d", "metadata": {}, "source": [ "### Create Model and Preprocess Transform\n", "\n", "The following code creates a PE-core model and loads pretrained checkpoints. Then it gets the preprocess image transfrom and text tokenizer. The models available are:\n", "- PE-core-G14-448 \n", "- PE-core-L14-336\n", "- PE-core-B16-224" ] }, { "cell_type": "code", "execution_count": 7, "id": "94a3c87c", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Missing keys for loading model: []\n", "Unexpected keys for loading model: []\n" ] } ], "source": [ "import core.vision_encoder.pe as pe\n", "import core.vision_encoder.transforms as transforms\n", "\n", "model_name = 'PE-Core-G14-448' \n", "# models available: ['PE-Core-G14-448', 'PE-Core-L14-336', 'PE-Core-B16-224']\n", "\n", "model = pe.CLIP.from_config(model_name, pretrained=True) # Downloads from HF\n", "model = model.to(device)\n", "\n", "preprocess = transforms.get_image_transform(model.image_size)\n", "tokenizer = transforms.get_text_tokenizer(model.context_length)" ] }, { "cell_type": "markdown", "id": "8587d072", "metadata": {}, "source": [ "### Example 1: Image and Text Feature Extraction for Zero-shot Image Classification/Retrieval\n", "\n", "In this example, we extract the embedding of a cat image, and the embeddings of 3 senetence. We measure the cosine similarites between the image and sentences." ] }, { "cell_type": "code", "execution_count": 10, "id": "38f80aa1", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Captions: ['a diagram', 'a dog', 'a cat']\n", "Label probs: 0.00 0.00 1.00\n", "This image is about a cat\n" ] } ], "source": [ "image = preprocess(Image.open(\"./apps/pe/docs/assets/cat.png\")).unsqueeze(0).to(device)\n", "captions = [\"a diagram\", \"a dog\", \"a cat\"]\n", "text = tokenizer(captions).to(device)\n", "with torch.no_grad():\n", " image_features = model.encode_image(image)\n", " text_features = model.encode_text(text)\n", " image_features /= image_features.norm(dim=-1, keepdim=True)\n", " text_features /= text_features.norm(dim=-1, keepdim=True)\n", " text_probs = (100.0 * image_features @ text_features.T).softmax(dim=-1).cpu().numpy()[0]\n", "\n", "plt.imshow(Image.open(\"./apps/pe/docs/assets/cat.png\"))\n", "plt.axis('off')\n", "plt.show()\n", "print(\"Captions:\", captions)\n", "print(\"Label probs:\", ' '.join(['{:.2f}'.format(prob) for prob in text_probs])) # prints: [[0.00, 0.00, 1.00]]\n", "print(f\"This image is about {captions[text_probs.argmax()]}\")" ] }, { "cell_type": "markdown", "id": "3f19339c", "metadata": {}, "source": [ "### Example 2: Video and Text Feature Extraction for Zero-shot Video Classification/Retrieval\n", "\n", "In this example, we extract the embedding of a dog video, and the embeddings of 3 senetence. We measure the cosine similarites between the video and sentences. We first create a simple video preprocess function to process video input" ] }, { "cell_type": "code", "execution_count": 11, "id": "530e4d78", "metadata": {}, "outputs": [], "source": [ "def preprocess_video(video_path, num_frames=8, transform=None, return_first_frame_for_demo=True):\n", " \"\"\"\n", " Uniformly samples a specified number of frames from a video and preprocesses them.\n", " Parameters:\n", " - video_path: str, path to the video file.\n", " - num_frames: int, number of frames to sample. Defaults to 8.\n", " - transform: torchvision.transforms, a transform function to preprocess frames.\n", " Returns:\n", " - Video Tensor: a tensor of shape (num_frames, 3, H, W) where H and W are the height and width of the frames.\n", " \"\"\"\n", " # Load the video\n", " vr = decord.VideoReader(video_path)\n", " total_frames = len(vr)\n", " # Uniformly sample frame indices\n", " frame_indices = [int(i * (total_frames / num_frames)) for i in range(num_frames)]\n", " frames = vr.get_batch(frame_indices).asnumpy()\n", " # Preprocess frames\n", " preprocessed_frames = [transform(Image.fromarray(frame)) for frame in frames]\n", "\n", " first_frame = None\n", " if return_first_frame_for_demo:\n", " first_frame = frames[0]\n", " return torch.stack(preprocessed_frames, dim=0), first_frame" ] }, { "cell_type": "markdown", "id": "53653e7d", "metadata": {}, "source": [ "Then we use the encode_video function to encode video to get video embeddings. And compare the cosine similaries with the text emebddings." ] }, { "cell_type": "code", "execution_count": 12, "id": "9fe4ab59", "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Captions: ['a diagram', 'a dog', 'a cat']\n", "Label probs: 0.00 1.00 0.00\n", "This video is about a dog\n" ] } ], "source": [ "video, first_frame = preprocess_video(\"./apps/pe/docs/assets/dog.mp4\", 8, transform=preprocess)\n", "video = video.unsqueeze(0).to(device)\n", "text = tokenizer([\"a diagram\", \"a dog\", \"a cat\"]).to(device)\n", "\n", "with torch.no_grad():\n", " image_features = model.encode_video(video)\n", " text_features = model.encode_text(text)\n", " image_features /= image_features.norm(dim=-1, keepdim=True)\n", " text_features /= text_features.norm(dim=-1, keepdim=True)\n", " text_probs = (100.0 * image_features @ text_features.T).softmax(dim=-1).cpu().numpy()[0]\n", "\n", "plt.imshow(Image.fromarray(first_frame))\n", "plt.axis('off')\n", "plt.show()\n", "print(\"Captions:\", captions)\n", "print(\"Label probs:\", ' '.join(['{:.2f}'.format(prob) for prob in text_probs])) # prints: [[0.00, 1.00, 0.00]]\n", "print(f\"This video is about {captions[text_probs.argmax()]}\")" ] }, { "cell_type": "code", "execution_count": null, "id": "aceb0cab", "metadata": {}, "outputs": [], "source": [] } ], "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": "3.9.20" } }, "nbformat": 4, "nbformat_minor": 5 }