face_seg_CelebAHQ.ipynb

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  "cells": [
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "view-in-github",
        "colab_type": "text"
      },
      "source": [
        "<a href=\"https://colab.research.google.com/github/MahdiEsrafili/image_segmentation/blob/master/face_seg_CelebAHQ.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "Gyjgw3Dl_u7b"
      },
      "source": [
        "# !gdown --id 1badu11NqxGf6qM3PTTooQDJvQbejgbTv\r\n",
        "!cp drive/MyDrive/CelebAMask-HQ.zip ./"
      ],
      "execution_count": 9,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "Ai-rHCIt_780"
      },
      "source": [
        "!unzip -q CelebAMask-HQ.zip -d data/"
      ],
      "execution_count": 10,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "3O5EW5MV_Vm4",
        "outputId": "9d6ee661-b2f7-41c1-cb39-fcaeaa9ed1a3"
      },
      "source": [
        "!git clone https://github.com/MahdiEsrafili/SegLoss.git"
      ],
      "execution_count": 11,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Cloning into 'SegLoss'...\n",
            "remote: Enumerating objects: 334, done.\u001b[K\n",
            "remote: Total 334 (delta 0), reused 0 (delta 0), pack-reused 334\u001b[K\n",
            "Receiving objects: 100% (334/334), 371.26 KiB | 23.20 MiB/s, done.\n",
            "Resolving deltas: 100% (157/157), done.\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "KGeZk7D6Avcr"
      },
      "source": [
        "import matplotlib.pyplot as plt\r\n",
        "import numpy as np\r\n",
        "import random\r\n",
        "import os\r\n",
        "import pandas as pd\r\n",
        "from PIL import Image\r\n",
        "import re\r\n",
        "import torch\r\n",
        "import torchvision\r\n",
        "from torch.utils.data import DataLoader, Dataset\r\n",
        "import torchvision.transforms as T\r\n",
        "from SegLoss.losses_pytorch import lovasz_loss\r\n",
        "from tqdm.notebook import tqdm"
      ],
      "execution_count": 12,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "KTo_wR2LN570"
      },
      "source": [
        "atts = ['skin', 'l_brow', 'r_brow', 'l_eye', 'r_eye', 'eye_g', 'l_ear', 'r_ear', 'ear_r',\r\n",
        "            'nose', 'mouth', 'u_lip', 'l_lip', 'neck', 'neck_l', 'cloth', 'hair', 'hat']"
      ],
      "execution_count": 13,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 518
        },
        "id": "vCxvyJ4JHssi",
        "outputId": "b747ab93-70a2-42a2-a5a8-de086aa657f1"
      },
      "source": [
        "path_anno = '/content/data/CelebAMask-HQ/CelebAMask-HQ-mask-anno'\r\n",
        "path_img = '/content/data/CelebAMask-HQ/CelebA-HQ-img'\r\n",
        "id = 780\r\n",
        "plt.figure(figsize=(20, 16))\r\n",
        "plt.subplot(4,5,1)\r\n",
        "img = Image.open(os.path.join(path_img, f'{id}.jpg'))\r\n",
        "plt.imshow(img)\r\n",
        "i = 2\r\n",
        "m = list()\r\n",
        "for a in atts:\r\n",
        "  try:\r\n",
        "    m.append(Image.open(os.path.join(path_anno, '0', f'{id:05}_{a}.png')))\r\n",
        "    plt.subplot(4,5,i)\r\n",
        "    plt.imshow(m[-1])\r\n",
        "    plt.title(a, fontsize=30)\r\n",
        "    i += 1\r\n",
        "  except:\r\n",
        "    pass\r\n",
        "   \r\n",
        "\r\n",
        "\r\n",
        "\r\n",
        "plt.tight_layout()"
      ],
      "execution_count": 18,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 1440x1152 with 12 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "JubjzaGfKO30"
      },
      "source": [
        "m0 = np.array(m[0])\r\n",
        "r = m0 * np.logical_xor(m0, np.array(m[5]))"
      ],
      "execution_count": 33,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 287
        },
        "id": "aw-lg-pCKgvS",
        "outputId": "f970ace8-342c-4335-8aa7-c642eb3d97e1"
      },
      "source": [
        "plt.imshow(r)"
      ],
      "execution_count": 34,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<matplotlib.image.AxesImage at 0x7fec6d31e6a0>"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 34
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": "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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "v0plA3ESQiCp"
      },
      "source": [
        "locs = dict()\r\n",
        "for i in range(15):\r\n",
        "  files = os.listdir(os.path.join(path_anno, str(i)))\r\n",
        "  for f in files:\r\n",
        "    if '.DS' in f:\r\n",
        "      continue\r\n",
        "    id, attr = f.split('_', maxsplit=1)\r\n",
        "    id = int(id)\r\n",
        "    if id in locs:\r\n",
        "      locs[id]['attrs'].append(attr.split('.')[0])\r\n",
        "    else:\r\n",
        "      locs[id] = {'dir':i, 'attrs':[attr.split('.')[0]]}\r\n"
      ],
      "execution_count": 16,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 298
        },
        "id": "s930PxSHyU6r",
        "outputId": "3e591e6b-2edb-4101-c4e7-4ec100f3af9a"
      },
      "source": [
        "attr_count = dict()\r\n",
        "for k, v in locs.items():\r\n",
        "  for a in v['attrs']:\r\n",
        "    if a in attr_count:\r\n",
        "      attr_count[a] += 1\r\n",
        "    else:\r\n",
        "      attr_count[a] = 1\r\n",
        "plt.figure(figsize=(16, 5))\r\n",
        "plt.bar(attr_count.keys(), attr_count.values())"
      ],
      "execution_count": 17,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<BarContainer object of 18 artists>"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 17
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 1152x360 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "Y6BSeNT4zOKN"
      },
      "source": [
        "class CelebDS(Dataset):\r\n",
        "  def __init__(self, img_path, annot_path, locs, transforms=None):\r\n",
        "    self.img_path = img_path\r\n",
        "    self.annot_path = annot_path\r\n",
        "    self.locs = locs\r\n",
        "    self.transforms = transforms\r\n",
        "    self.attrs = {'skin':1, 'l_brow':2, 'r_brow':3, 'l_eye':4, 'r_eye':5,\r\n",
        "                  'eye_g':6, 'l_ear':7, 'r_ear':8, 'ear_r':9,\r\n",
        "                  'nose':10, 'mouth':11, 'u_lip':12, 'l_lip':13,\r\n",
        "                  'neck':14, 'neck_l':15, 'cloth':16, 'hair':17, 'hat':18}\r\n",
        "\r\n",
        "  def __len__(self):\r\n",
        "    return len(self.locs)\r\n",
        "\r\n",
        "  def __getitem__(self, id):\r\n",
        "    img = Image.open(os.path.join(self.img_path, f'{id}.jpg'))\r\n",
        "    annot_subdir = self.locs[id]['dir']\r\n",
        "    celeb_attrs = self.locs[id]['attrs']\r\n",
        "    mask = np.zeros((512, 512))\r\n",
        "    for attr in celeb_attrs:\r\n",
        "      attr_path = os.path.join(self.annot_path, str(annot_subdir), f'{id:05}_{attr}.png')\r\n",
        "      annot = Image.open(attr_path)\r\n",
        "      annot = (np.array(annot)[:,:,0])//255\r\n",
        "      if attr == 'skin':\r\n",
        "        skin = annot\r\n",
        "        continue\r\n",
        "      mask += annot*self.attrs[attr]\r\n",
        "    mask += (skin * np.logical_xor(mask, skin)) * self.attrs['skin']\r\n",
        "    mask = torch.tensor(mask)\r\n",
        "    img = self.transforms(img)\r\n",
        "    return img, mask"
      ],
      "execution_count": 41,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "FRgmf9WM9CbP"
      },
      "source": [
        "transforms = T.Compose([T.Resize((512, 512)), T.ToTensor()])"
      ],
      "execution_count": 42,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "mQYpBV2a5alr"
      },
      "source": [
        "celeb_ds = CelebDS(path_img, path_anno, locs, transforms=transforms)"
      ],
      "execution_count": 43,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "zNtz6ooj-Bmr"
      },
      "source": [
        "train_dataset, test_dataset = torch.utils.data.random_split(celeb_ds, [5000, 25000])\r\n",
        "batch_size = 8\r\n",
        "train_loader = DataLoader(train_dataset, batch_size=batch_size, shuffle=True)\r\n",
        "test_loader =  DataLoader(test_dataset, batch_size=batch_size)"
      ],
      "execution_count": 63,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "sYqDshIC-1Oa",
        "outputId": "dd95d7d5-a3ba-4bde-a20e-cec209907fc8"
      },
      "source": [
        "device = torch.device('cuda' if torch.cuda.is_available() else 'cpu')\r\n",
        "device"
      ],
      "execution_count": 64,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "device(type='cuda')"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 64
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "cPNiJA8d-BpR"
      },
      "source": [
        "model = torchvision.models.segmentation.deeplabv3_resnet50(pretrained=True, progress=True)\r\n",
        "model.classifier = torchvision.models.segmentation.deeplabv3.DeepLabHead(2048, 19)\r\n",
        "model = model.train().to(device)"
      ],
      "execution_count": 65,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "pvcAmxv5_eEO"
      },
      "source": [
        "lr = 1e-3\r\n",
        "optimizer = torch.optim.Adam(model.parameters(), lr=lr)\r\n",
        "# criterion = torch.nn.CrossEntropyLoss()\r\n",
        "criterion = lovasz_loss.LovaszSoftmax()\r\n",
        "lr_scheduler = torch.optim.lr_scheduler.StepLR(optimizer, 5, gamma=0.9)"
      ],
      "execution_count": 66,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "0_DDWB7F_jHm"
      },
      "source": [
        "dataloaders = {'train': train_loader,\r\n",
        "               'test': test_loader}"
      ],
      "execution_count": 67,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "jUYZiy4g_CiX"
      },
      "source": [
        "def train(model, optimizer, criterion, lr_scheduler, dataloaders, num_epochs=10):\r\n",
        "  model.train()\r\n",
        "  loss_history = list()\r\n",
        "  for epoch in range(num_epochs):\r\n",
        "    pbar = tqdm(dataloaders['train'])\r\n",
        "    epoch_losses = np.array([])\r\n",
        "    for (images, masks) in pbar:\r\n",
        "      images = images.to(device, dtype=torch.float)\r\n",
        "      masks = masks.to(device, dtype=torch.long)\r\n",
        "      optimizer.zero_grad()\r\n",
        "      out = model(images)\r\n",
        "      loss = criterion(out['out'], masks)\r\n",
        "      loss.backward()\r\n",
        "      optimizer.step()\r\n",
        "      epoch_losses = np.append(epoch_losses, loss.item())\r\n",
        "      pbar.set_description(f'epoch {epoch+1}/{num_epochs},\\\r\n",
        "                            loss= {epoch_losses.mean():.4f}')\r\n",
        "    loss_history.append(epoch_losses.mean())\r\n",
        "    lr_scheduler.step()\r\n",
        "  return loss_history\r\n",
        "      "
      ],
      "execution_count": 68,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 423,
          "referenced_widgets": [
            "1b301d5a372046b4860f840cc0d14c22",
            "71a641a94b104bfab18c04ba21adde7d",
            "c7e485b5fd5e435385b2df9451a6cfd0",
            "fa730af828ae44da95a5cc4838ec0129",
            "faf8ab4929554ff284fbdf7fbb1e210c",
            "9e1480f1175445f6ab735ab1dd809a03",
            "4249858e4c2a4b9981701d0827ed987c",
            "a6b8bab86aac411082fa177c2c173695",
            "b660b995dd834ed2b201eaf177e8042e",
            "ba7186006e7a484794ea77df24b66fc5",
            "3f07413085574909a4c86aef52f9424b",
            "aefeddcc47e24656b30444827f2bdb69",
            "9d47afda5990482a808ff09b61a0e24e",
            "4fbbf52be7e544c683533feff3966d0e",
            "e9dd4234ef204b1586ca1764456507f3",
            "d5961eb3a190468a9dbc7c98cad2ba0d"
          ]
        },
        "id": "JZTevFpd_l4r",
        "outputId": "c04d8bdf-abcc-496d-f8ae-a0f73e620b81"
      },
      "source": [
        "loss_history = train(model, optimizer, criterion, lr_scheduler, dataloaders, num_epochs=10)"
      ],
      "execution_count": 69,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "application/vnd.jupyter.widget-view+json": {
              "model_id": "1b301d5a372046b4860f840cc0d14c22",
              "version_minor": 0,
              "version_major": 2
            },
            "text/plain": [
              "HBox(children=(FloatProgress(value=0.0, max=625.0), HTML(value='')))"
            ]
          },
          "metadata": {
            "tags": []
          }
        },
        {
          "output_type": "stream",
          "text": [
            "\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "application/vnd.jupyter.widget-view+json": {
              "model_id": "b660b995dd834ed2b201eaf177e8042e",
              "version_minor": 0,
              "version_major": 2
            },
            "text/plain": [
              "HBox(children=(FloatProgress(value=0.0, max=625.0), HTML(value='')))"
            ]
          },
          "metadata": {
            "tags": []
          }
        },
        {
          "output_type": "error",
          "ename": "KeyboardInterrupt",
          "evalue": "ignored",
          "traceback": [
            "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
            "\u001b[0;31mKeyboardInterrupt\u001b[0m                         Traceback (most recent call last)",
            "\u001b[0;32m<ipython-input-69-3b39eb04d019>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m()\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0mloss_history\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mtrain\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mmodel\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0moptimizer\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mcriterion\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mlr_scheduler\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mdataloaders\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mnum_epochs\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;36m10\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m",
            "\u001b[0;32m<ipython-input-68-79c80d379662>\u001b[0m in \u001b[0;36mtrain\u001b[0;34m(model, optimizer, criterion, lr_scheduler, dataloaders, num_epochs)\u001b[0m\n\u001b[1;32m     10\u001b[0m       \u001b[0moptimizer\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mzero_grad\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     11\u001b[0m       \u001b[0mout\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mmodel\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mimages\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 12\u001b[0;31m       \u001b[0mloss\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mcriterion\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mout\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'out'\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mmasks\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m     13\u001b[0m       \u001b[0mloss\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mbackward\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     14\u001b[0m       \u001b[0moptimizer\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mstep\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
            "\u001b[0;32m/usr/local/lib/python3.6/dist-packages/torch/nn/modules/module.py\u001b[0m in \u001b[0;36m_call_impl\u001b[0;34m(self, *input, **kwargs)\u001b[0m\n\u001b[1;32m    725\u001b[0m             \u001b[0mresult\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_slow_forward\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m*\u001b[0m\u001b[0minput\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    726\u001b[0m         \u001b[0;32melse\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 727\u001b[0;31m             \u001b[0mresult\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mforward\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m*\u001b[0m\u001b[0minput\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    728\u001b[0m         for hook in itertools.chain(\n\u001b[1;32m    729\u001b[0m                 \u001b[0m_global_forward_hooks\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mvalues\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
            "\u001b[0;32m/content/SegLoss/losses_pytorch/lovasz_loss.py\u001b[0m in \u001b[0;36mforward\u001b[0;34m(self, inputs, targets)\u001b[0m\n\u001b[1;32m     64\u001b[0m         \u001b[0minputs\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mtargets\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mprob_flatten\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0minputs\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mtargets\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     65\u001b[0m         \u001b[0;31m# print(inputs.shape, targets.shape)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 66\u001b[0;31m         \u001b[0mlosses\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mlovasz_softmax_flat\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0minputs\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mtargets\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m     67\u001b[0m         \u001b[0;32mreturn\u001b[0m \u001b[0mlosses\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     68\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n",
            "\u001b[0;32m/content/SegLoss/losses_pytorch/lovasz_loss.py\u001b[0m in \u001b[0;36mlovasz_softmax_flat\u001b[0;34m(self, inputs, targets)\u001b[0m\n\u001b[1;32m     47\u001b[0m                 \u001b[0minput_c\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0minputs\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mc\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     48\u001b[0m             \u001b[0mloss_c\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;34m(\u001b[0m\u001b[0mtorch\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mautograd\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mVariable\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mtarget_c\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;34m-\u001b[0m \u001b[0minput_c\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mabs\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 49\u001b[0;31m             \u001b[0mloss_c_sorted\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mloss_index\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mtorch\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0msort\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mloss_c\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;36m0\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mdescending\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;32mTrue\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m     50\u001b[0m             \u001b[0mtarget_c_sorted\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mtarget_c\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mloss_index\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     51\u001b[0m             \u001b[0mlosses\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mappend\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mtorch\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mdot\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mloss_c_sorted\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mtorch\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mautograd\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mVariable\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mlovasz_grad\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mtarget_c_sorted\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
            "\u001b[0;31mKeyboardInterrupt\u001b[0m: "
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "eF62V2df_nzj"
      },
      "source": [
        "test_img, test_mask = test_dataset[0]"
      ],
      "execution_count": 70,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "JbFS_awObGKh"
      },
      "source": [
        "with torch.no_grad():\r\n",
        "  model.eval()\r\n",
        "  pred = model(test_img.unsqueeze(0).to(device))"
      ],
      "execution_count": 71,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "aM9OPrWSbT6_",
        "outputId": "c1d84d5f-bffb-4eaa-f54b-43647d976744"
      },
      "source": [
        "pred.keys()"
      ],
      "execution_count": 73,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "odict_keys(['out', 'aux'])"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 73
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "nCLE1r7JbVEH",
        "outputId": "b2144cdc-96c8-4914-a546-13a1a87d6688"
      },
      "source": [
        "pred['out'].shape"
      ],
      "execution_count": 75,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "torch.Size([1, 19, 512, 512])"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 75
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "dWPAkvwIbcA_",
        "outputId": "691aee06-e0f5-407f-af2c-ebf8ee53463d"
      },
      "source": [
        "pred0 = pred['out'].squeeze()\r\n",
        "pred0.shape\r\n"
      ],
      "execution_count": 77,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "torch.Size([19, 512, 512])"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 77
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "t91IiTrKbmlO"
      },
      "source": [
        "pred0 = pred0.permute(1,2,0).cpu().numpy()"
      ],
      "execution_count": 79,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "TGOTaBxpbyA5"
      },
      "source": [
        "pred0a = pred0.argmax(axis=2)"
      ],
      "execution_count": 81,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 287
        },
        "id": "3XsvIWjmb4nx",
        "outputId": "5a105f8a-f75b-4c66-e911-0191065db452"
      },
      "source": [
        "plt.imshow(pred0a)"
      ],
      "execution_count": 83,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<matplotlib.image.AxesImage at 0x7fec6d919518>"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 83
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 287
        },
        "id": "rHyda496b8d4",
        "outputId": "1a2ab71b-42d8-4955-f08d-cbcfe4e2ca16"
      },
      "source": [
        "plt.imshow(test_img.permute(1,2,0))"
      ],
      "execution_count": 84,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<matplotlib.image.AxesImage at 0x7fec6d9086d8>"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 84
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "KBVZGMNvcFuQ"
      },
      "source": [
        "torch.save(model, 'face_segment_celeb.pt')"
      ],
      "execution_count": 87,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "QiF8RHJUcxnK"
      },
      "source": [
        "!cp face_segment_celeb.pt drive/MyDrive/face_segment/"
      ],
      "execution_count": 88,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "hPDc2HdAc1Ya"
      },
      "source": [
        ""
      ],
      "execution_count": null,
      "outputs": []
    }
  ]
}