{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import torch\n",
    "import torchvision.transforms as transforms\n",
    "import torchvision.datasets as datasets\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "import random"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "%matplotlib inline\n",
    "def show(img):\n",
    "    npimg = img.numpy()\n",
    "    plt.imshow(np.transpose(npimg, (1,2,0)), interpolation='nearest')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "import scipy.misc"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(100, 212)\n",
      "117\n",
      "int64\n"
     ]
    },
    {
     "data": {
      "image/png": "[encoded data, 38304 characters]\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f4eb6fb5a58>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ascent = scipy.misc.ascent()\n",
    "plt.gray()\n",
    "plt.imshow(ascent, interpolation='nearest')\n",
    "cropped_ascent = ascent[:100, 300:]\n",
    "plt.imshow(cropped_ascent, interpolation='nearest')\n",
    "print(cropped_ascent.shape)\n",
    "print(cropped_ascent[90,90])\n",
    "print(cropped_ascent.dtype)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "torch.Size([100, 212])\n",
      "117.0\n",
      "\n",
      " 117\n",
      "[torch.DoubleTensor of size 1]\n",
      "\n",
      "torch.Size([1, 100, 212])\n",
      "\n",
      " 117\n",
      " 117\n",
      " 117\n",
      "[torch.FloatTensor of size 3]\n",
      "\n",
      "torch.Size([3, 100, 212])\n"
     ]
    },
    {
     "data": {
      "image/png": "[encoded data, 32312 characters]\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f835e9f16a0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "img = torch.from_numpy(cropped_ascent.astype(float))\n",
    "print(img.size())\n",
    "print(img[90,90])\n",
    "img = img.clone().view(1,100,212)\n",
    "print(img[:,90,90])\n",
    "print(img.size())\n",
    "img = torch.cat((img, img, img), 0).float()\n",
    "show(img)\n",
    "print(img[:,90,90])\n",
    "img.div_(255);\n",
    "print(img.size())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAW0AAAC+CAYAAAD+3F4XAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\njqQt2k2aNGlyjqQt2k2aNGlyjuT/B5o356YoiwKpAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x10bd7c4d0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "show(transforms.Compose([\n",
    "    transforms.ToPILImage(),\n",
    "    transforms.ToTensor(),\n",
    "])(img))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "torch.Size([3, 256, 542])\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAXQAAAC/CAYAAADuOyeQAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nNeivAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x10daf7ad0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "img2 = transforms.Compose([\n",
    "    transforms.ToPILImage(),\n",
    "    transforms.Scale(256),\n",
    "    transforms.ToTensor(),\n",
    "])(img)\n",
    "print(img2.size())\n",
    "show(img2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Files already downloaded and verified\n"
     ]
    }
   ],
   "source": [
    "import torch\n",
    "import torchvision.datasets as dset\n",
    "import torchvision.transforms as transforms\n",
    "cifar = dset.CIFAR10(root=\"abc/def/ghi\", download=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "trans = transforms.Compose([\n",
    "        transforms.RandomCrop(32, padding=4),\n",
    "        transforms.RandomHorizontalFlip(),\n",
    "        transforms.ToTensor(),\n",
    "        # transforms.Normalize((0.5, 0.5, 0.5), (0.5, 0.5, 0.5))\n",
    "    ])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [],
   "source": [
    "import torchvision.utils as tutils"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(0.3371489570090489, 0.24515368371385993, 0.0, 1.0)\n",
      "(0.44256409261470253, 0.2971765334316165, 0.0, 0.9960784316062927)\n",
      "(0.4061938378436025, 0.32892546338681194, 0.0, 1.0)\n",
      "(0.2704159075874486, 0.18337201969836966, 0.0, 0.9176470637321472)\n",
      "(0.34992724462032737, 0.2732488478952251, 0.0, 0.9960784316062927)\n",
      "(0.3060087387730164, 0.25710693466354395, 0.0, 0.9725490212440491)\n",
      "(0.41604116667743557, 0.2388433838705675, 0.0, 0.9764705896377563)\n",
      "(0.4606604996988608, 0.24625605326498523, 0.0, 0.9725490212440491)\n",
      "(0.4938623460972546, 0.3129965597088279, 0.0, 0.9882352948188782)\n",
      "(0.2621004459118315, 0.2239845061390575, 0.0, 0.8549019694328308)\n",
      "(0.26454759721430793, 0.11071022852775213, 0.0, 0.5098039507865906)\n",
      "(0.4611264388361936, 0.32001783467012906, 0.0, 0.9960784316062927)\n",
      "(0.4666066774840753, 0.30674951653607474, 0.0, 0.9843137264251709)\n",
      "(0.21249872842918194, 0.2636358923863605, 0.0, 0.9372549057006836)\n",
      "(0.2946678490996722, 0.21798154353121305, 0.0, 1.0)\n",
      "(0.4658573437985372, 0.28209593857100396, 0.0, 1.0)\n",
      "(0.5015995290223145, 0.31443273237117386, 0.0, 1.0)\n",
      "(0.3317019086171058, 0.19920514503802628, 0.0, 0.8823529481887817)\n",
      "(0.3885838012647582, 0.27673680696400277, 0.0, 0.9254902005195618)\n",
      "(0.38839997841690393, 0.22913308841635177, 0.0, 0.9490196108818054)\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAW0AAAB0CAYAAABOr2PFAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nYrQnmGCCCe4j/P/TCWL5jVFYFQAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x10dbdf690>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "transformed_images = []\n",
    "for i in range(20):\n",
    "    transformed_images += [trans(cifar[i][0])]\n",
    "    print(transformed_images[i].mean(),transformed_images[i].std(), \n",
    "          transformed_images[i].min(), transformed_images[i].max())\n",
    "show(tutils.make_grid(transformed_images))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(-0.3257020916595745, 0.49030737107138356, -1.0, 1.0)\n",
      "(-0.1148718173111168, 0.5943530690757043, -1.0, 0.9921568632125854)\n",
      "(-0.1876123301917687, 0.6578509306606333, -1.0, 1.0)\n",
      "(-0.45916819203800213, 0.36674404239797703, -1.0, 0.8352941274642944)\n",
      "(-0.3001455154347544, 0.5464976989913715, -1.0, 0.9921568632125854)\n",
      "(-0.3879825306551841, 0.5142138738794487, -1.0, 0.9450980424880981)\n",
      "(-0.16791767110892883, 0.4776867721654128, -1.0, 0.9529411792755127)\n",
      "(-0.07867900658554088, 0.49251211342491164, -1.0, 0.9450980424880981)\n",
      "(-0.012275311339180917, 0.6259931231081871, -1.0, 0.9764705896377563)\n",
      "(-0.47579912012831, 0.44796901896179764, -1.0, 0.7098039388656616)\n",
      "(-0.4709048134003145, 0.22142046144980368, -1.0, 0.019607901573181152)\n",
      "(-0.07774712605169043, 0.6400356728895145, -1.0, 0.9921568632125854)\n",
      "(-0.06678664839516084, 0.6134990363534119, -1.0, 0.9686274528503418)\n",
      "(-0.5750025513892373, 0.5272717873515015, -1.0, 0.8745098114013672)\n",
      "(-0.410664308796792, 0.43596309108907383, -1.0, 1.0)\n",
      "(-0.06828531355131418, 0.5641918783797807, -1.0, 1.0)\n",
      "(0.003199054510332644, 0.6288654684816006, -1.0, 1.0)\n",
      "(-0.33659619160850224, 0.39841029565502767, -1.0, 0.7647058963775635)\n",
      "(-0.2228324031845356, 0.5534736178810422, -1.0, 0.8509804010391235)\n",
      "(-0.22320004721404985, 0.4582661803925075, -1.0, 0.8980392217636108)\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAW0AAAB0CAYAAABOr2PFAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n0gYo8gUxLtEnTiMbfAAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x10dd7d490>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "for i in range(20):\n",
    "    transformed_images[i] = transforms.Normalize((0.5, 0.5, 0.5), (0.5, 0.5, 0.5))(transformed_images[i])\n",
    "    print(transformed_images[i].mean(),transformed_images[i].std(), \n",
    "          transformed_images[i].min(), transformed_images[i].max())\n",
    "show(tutils.make_grid(transformed_images))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Random Affine transform"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "from PIL import Image"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "[encoded data, 177080 characters]\n",
      "text/plain": [
       "<PIL.Image.Image image mode=L size=512x512 at 0x7F4EAE6835F8>"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "img = scipy.misc.ascent()\n",
    "pil_img = Image.fromarray(img.astype(np.uint8))\n",
    "pil_img"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "[encoded data, 287468 characters]\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f4eac382080>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "transformed_images = [None]*5\n",
    "to_tensor = transforms.ToTensor()\n",
    "for i in range(5):\n",
    "    t = transforms.RandomAffine(degrees=(-45, 45), fillcolor=128)\n",
    "    transformed_images[i] = to_tensor(t(pil_img))\n",
    "plt.figure(figsize=(16, 16))\n",
    "show(tutils.make_grid(transformed_images))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "[encoded data, 238476 characters]\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f4eac3444a8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "transformed_images = [None]*5\n",
    "to_tensor = transforms.ToTensor()\n",
    "for i in range(5):\n",
    "    t = transforms.RandomAffine(degrees=0, translate=(0.2, 0.2), fillcolor=255)\n",
    "    transformed_images[i] = to_tensor(t(pil_img))\n",
    "plt.figure(figsize=(16, 16))\n",
    "show(tutils.make_grid(transformed_images))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "[encoded data, 227356 characters]\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f4eae0290f0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "transformed_images = [None]*5\n",
    "to_tensor = transforms.ToTensor()\n",
    "for i in range(5):\n",
    "    t = transforms.RandomAffine(degrees=0, scale=(0.5, 1.5), fillcolor=255)\n",
    "    transformed_images[i] = to_tensor(t(pil_img))\n",
    "plt.figure(figsize=(16, 16))\n",
    "show(tutils.make_grid(transformed_images))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "[encoded data, 264808 characters]\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f4eac33cbe0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "transformed_images = [None]*5\n",
    "to_tensor = transforms.ToTensor()\n",
    "for i in range(5):\n",
    "    t = transforms.RandomAffine(degrees=0, shear=10, fillcolor=255)\n",
    "    transformed_images[i] = to_tensor(t(pil_img))\n",
    "plt.figure(figsize=(16, 16))\n",
    "show(tutils.make_grid(transformed_images))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "[encoded data, 255920 characters]\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f4eac3afe10>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "transformed_images = [None]*5\n",
    "to_tensor = transforms.ToTensor()\n",
    "for i in range(5):\n",
    "    t = transforms.RandomAffine(degrees=45, translate=(0.2, 0.2), scale=(0.7, 1.2), shear=10, fillcolor=255)\n",
    "    transformed_images[i] = to_tensor(t(pil_img))\n",
    "plt.figure(figsize=(16, 16))\n",
    "show(tutils.make_grid(transformed_images))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "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": "3.5.2"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 1
}
