{ "cells": [ { "cell_type": "markdown", "source": [ "# Tutorial: Use on tensors" ], "metadata": {} }, { "cell_type": "markdown", "source": [ "## 1. Check if the operator is differentiable " ], "metadata": {} }, { "cell_type": "code", "execution_count": 1, "source": [ "import beacon_aug as BA\n", "BA.properties.isOpDifferentiable(op=BA.RandomCrop(library=\"torch\"))" ], "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "********** torchvision : RandomCrop(size=(3, 3), padding=None)\n" ] }, { "output_type": "execute_result", "data": { "text/plain": [ "True" ] }, "metadata": {}, "execution_count": 1 } ], "metadata": {} }, { "cell_type": "markdown", "source": [ "## 2. Use the transformation operator as a layer\n", "\n", "Augmentation can also be used as network layer (e.g. [stylegan2-ada](https://github.com/NVlabs/stylegan2-ada-pytorch)) in limited data regimes" ], "metadata": {} }, { "cell_type": "code", "execution_count": 2, "source": [ "import torch\n", "import beacon_aug as BA\n", "\n", "size= (2, 3, 8, 8) # rgb image (8x8) batch size 2,\n", "x = torch.rand(size, requires_grad=True, device=\"cpu\")\n", "y = BA.RandomCrop(library=\"torch\",height=4,width=4).apply(x, library=\"torch\",as_layer=True)\n", "print(x.shape, y.shape)\n" ], "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "********** torchvision : RandomCrop(size=(4, 4), padding=None)\n", "torch.Size([2, 3, 8, 8]) torch.Size([2, 3, 4, 4])\n" ] } ], "metadata": {} }, { "cell_type": "markdown", "source": [ "## 3. Pytorch Data Loader Example\n", "\n", "\n" ], "metadata": {} }, { "cell_type": "code", "execution_count": 3, "source": [ "from torchvision import transforms, datasets\n", "import beacon_aug as BA\n", "\n", "\n", "class TorchvisionAdapter:\n", " def __init__(self, transforms: BA.Compose):\n", " self.transforms = transforms\n", "\n", " def __call__(self, img, *args, **kwargs):\n", " return self.transforms(image=np.array(img))['image']\n", "\n", "\n", "train_transform = TorchvisionAdapter(BA.Compose([\n", " BA.RandomResizedCrop(size=[224, 224], scale=(0.8, 1.2), library=\"torch\"),\n", " BA.HorizontalFlip(library=\"torch\"),\n", " BA.ColorJitter(p=0.8,library=\"torch\"),\n", " BA.RandomGrayscale(p=0.2, library=\"torch\"),\n", " BA.ToTensor(library=\"torch\"),\n", "]))\n", "\n", "train_dataset = datasets.ImageFolder(root= \"Your Data-Set-Folder\",\n", " transform=train_transform)\n" ], "outputs": [], "metadata": {} }, { "cell_type": "code", "execution_count": 4, "source": [ "import numpy as np\n", "from PIL import Image\n", "\n", "Image.fromarray(np.uint8(train_dataset[0][0]*255))" ], "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "********** torchvision : RandomResizedCrop(size=(224, 224), scale=(0.8, 1.2), ratio=(0.75, 1.3333), interpolation=bilinear)\n", "********** torchvision : RandomHorizontalFlip(p=1)\n", "********** torchvision : ColorJitter(brightness=[0.8, 1.2], contrast=[0.8, 1.2], saturation=[0.8, 1.2], hue=[-0.2, 0.2])\n", "********** torchvision : ToTensor()\n" ] }, { "output_type": "execute_result", "data": { "image/png": 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", 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