TD4_Regularization.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/thinhngo-x/deep-learning/blob/master/TD4_Regularization.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab_type": "code",
        "id": "k9t1-eNTzQcZ",
        "colab": {}
      },
      "source": [
        "import torch\n",
        "from sklearn.datasets import make_circles\n",
        "import matplotlib.pyplot as plt\n",
        "from tqdm import tqdm_notebook as tqdm\n",
        "from torch import nn, optim\n",
        "from torch.utils.data import DataLoader\n",
        "from torch.utils.data import TensorDataset\n",
        "import math\n",
        "import numpy as np"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "enplaq-IcwyN",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "import torch\n",
        "from torch.utils import data\n",
        "\n",
        "class Dataset(data.Dataset):\n",
        "  'Characterizes a dataset for PyTorch'\n",
        "  def __init__(self, coords, labels):\n",
        "        'Initialization'\n",
        "        self.labels = labels\n",
        "        self.coords = coords\n",
        "\n",
        "  def __len__(self):\n",
        "        'Denotes the total number of samples'\n",
        "        return len(self.coords)\n",
        "\n",
        "  def __getitem__(self, index):\n",
        "        'Generates one sample of data'\n",
        "\n",
        "        # Load data and get label\n",
        "        X = self.coords[index]\n",
        "        y = self.labels[index]\n",
        "\n",
        "        return X, y"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "Olu33n28csUl",
        "colab_type": "code",
        "outputId": "e1657aad-d2e8-4bb9-b882-5a4319c4a1de",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 282
        }
      },
      "source": [
        "X,y = make_circles(100, noise=0.1)\n",
        "training_size = int(100 * 0.5)\n",
        "dataset = TensorDataset(torch.tensor(X),torch.tensor(y))\n",
        "train_data = dataset[0:training_size]\n",
        "test_data = dataset[(training_size+1):100]\n",
        "X_train, y_train = train_data\n",
        "X_test, y_test = test_data\n",
        "plt.scatter(X_train[:,0], X_train[:,1], c=y_train)\n",
        "print(type(X_train))"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "<class 'torch.Tensor'>\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
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cjmeMMZ1WkrdlLpzzCY/d+gxrV65lr6PGs+/xe+L1edutd/yFRzP+sLHMmPYK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\nGGNKhBV8Y4wpEVbwjTGmRPw/Um2dn942txsAAAAASUVORK5CYII=\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": []
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "xTWvAhqcc1O9",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "train_data = Dataset(X_train.float(), y_train.float())\n",
        "test_data = Dataset(X_test.float(), y_test.float())"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "DvAZnWG0c5dd",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "net2 = nn.Sequential(nn.Linear(2, 500),\n",
        "                     nn.Sigmoid(),\n",
        "                     nn.Linear(500,1),\n",
        "                     nn.Sigmoid())"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "Qs7tJDPac_Td",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "def trainer(dataset,test_data,model,loss_fn,epoch=1000,batch_size=1,rate=1e-4):\n",
        "  loss_eval = list()\n",
        "  error_eval = list()\n",
        "  dataset = data.DataLoader(dataset, batch_size)\n",
        "  test_loader = data.DataLoader(test_data, batch_size=len(test_data))\n",
        "  X_test, y_test = iter(test_loader).next()\n",
        "  optimizer = optim.Adam(model.parameters(),lr=rate)\n",
        "  j = 0\n",
        "  for i in tqdm(range(epoch)):\n",
        "    for imgs, labels in dataset:\n",
        "      j += 1\n",
        "      imgs = imgs\n",
        "      labels = labels\n",
        "      optimizer.zero_grad()\n",
        "      labels = labels.float()\n",
        "      output = model(imgs)\n",
        "      loss = loss_fn(output, labels)\n",
        "      if(j%10 == 0):\n",
        "        loss_eval.append(loss.item())\n",
        "        error_eval.append(loss_fn(model(X_test), y_test).item())\n",
        "      loss.backward()\n",
        "\n",
        "      optimizer.step()\n",
        "  return loss_eval, error_eval"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "daJD6HOueWIm",
        "colab_type": "code",
        "outputId": "5b5c1973-3332-49e2-d461-97a9e614df21",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 205,
          "referenced_widgets": [
            "8f10a4d81ecf4e5b9ed7b132eeb599b3",
            "44295a9f2cc04db792c17ee5dbcd0577",
            "7c4601cbf0bc40878b4556584257c68c",
            "f9c7e441db264dcc97ab7d0f0da53815",
            "b0b1d35ae7244835a6152a9efccc5c93",
            "b0b49126f59649fcbc37456de8a9a112",
            "7a6cce6d937f4d99ac042773f2db718e",
            "f89f89c44cd44653adbb3ecc1397e373"
          ]
        }
      },
      "source": [
        "loss1, error1 = trainer(train_data, test_data, net2, nn.BCELoss(), epoch=1000, rate=5e-3, batch_size=len(train_data))"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "/usr/local/lib/python3.6/dist-packages/ipykernel_launcher.py:9: TqdmDeprecationWarning: This function will be removed in tqdm==5.0.0\n",
            "Please use `tqdm.notebook.tqdm` instead of `tqdm.tqdm_notebook`\n",
            "  if __name__ == '__main__':\n"
          ],
          "name": "stderr"
        },
        {
          "output_type": "display_data",
          "data": {
            "application/vnd.jupyter.widget-view+json": {
              "model_id": "8f10a4d81ecf4e5b9ed7b132eeb599b3",
              "version_minor": 0,
              "version_major": 2
            },
            "text/plain": [
              "HBox(children=(IntProgress(value=0, max=1000), HTML(value='')))"
            ]
          },
          "metadata": {
            "tags": []
          }
        },
        {
          "output_type": "stream",
          "text": [
            "/usr/local/lib/python3.6/dist-packages/torch/nn/modules/loss.py:498: UserWarning: Using a target size (torch.Size([50])) that is different to the input size (torch.Size([50, 1])) is deprecated. Please ensure they have the same size.\n",
            "  return F.binary_cross_entropy(input, target, weight=self.weight, reduction=self.reduction)\n",
            "/usr/local/lib/python3.6/dist-packages/torch/nn/modules/loss.py:498: UserWarning: Using a target size (torch.Size([49])) that is different to the input size (torch.Size([49, 1])) is deprecated. Please ensure they have the same size.\n",
            "  return F.binary_cross_entropy(input, target, weight=self.weight, reduction=self.reduction)\n"
          ],
          "name": "stderr"
        },
        {
          "output_type": "stream",
          "text": [
            "\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "iTOHSyH4fAzH",
        "colab_type": "code",
        "outputId": "bc6051cc-c8e1-4c73-ce92-8249eb1eb05e",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 374
        }
      },
      "source": [
        "def graph(**kwargs):\n",
        "  colors = \"bgrcmykw:\"\n",
        "  fig, ax = plt.subplots(figsize = (20,6))\n",
        "  \n",
        "  for name,color in zip(kwargs,colors):\n",
        "    ax.plot(kwargs[name],color,label=name)\n",
        "  ax.legend()\n",
        "  plt.show()\n",
        "\n",
        "\n",
        "graph(training_loss = loss1, test_error = error1)"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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GucDVwAfATOC1MAynB0FwdxAEXbcO+wDICIJgBvARMDAMw4x9FVpStMqUgX/9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\nRvrCF1xJbg2hc+eko0ddOHTkiPTtb7unk0nSqlX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            "text/plain": [
              "<Figure size 1440x432 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": []
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab_type": "code",
        "id": "D1ceo1RygIdg",
        "colab": {}
      },
      "source": [
        "net3 = nn.Sequential(nn.Linear(2, 500),\n",
        "                     nn.Dropout(),\n",
        "                     nn.Sigmoid(),\n",
        "                     nn.Dropout(),\n",
        "                     nn.Linear(500,1),\n",
        "                     nn.Sigmoid())"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "RSrGHQrWgTLm",
        "colab_type": "code",
        "outputId": "0681b5ee-b2fb-4304-8810-c5d75ed143cb",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 205,
          "referenced_widgets": [
            "4cd503d22e834fcea9fbfc36896639fe",
            "9cb781098a034b879e8a64fa04243139",
            "f048c3b9b1a842308f8fded5757b8485",
            "181f7e02242b496b9c78268a4122eca9",
            "1c72c74ecc454b168abb379165ce54b3",
            "d4f89eadf3e54a238743d77cc79c001e",
            "547921bde871445caad8f8f4823b973f",
            "4bcbc1a197284fe4be4c1880903dfcfd"
          ]
        }
      },
      "source": [
        "loss2, error2 = trainer(train_data, test_data, net3, nn.BCELoss(), epoch=1000, rate=5e-3, batch_size=len(train_data))"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "/usr/local/lib/python3.6/dist-packages/ipykernel_launcher.py:9: TqdmDeprecationWarning: This function will be removed in tqdm==5.0.0\n",
            "Please use `tqdm.notebook.tqdm` instead of `tqdm.tqdm_notebook`\n",
            "  if __name__ == '__main__':\n"
          ],
          "name": "stderr"
        },
        {
          "output_type": "display_data",
          "data": {
            "application/vnd.jupyter.widget-view+json": {
              "model_id": "4cd503d22e834fcea9fbfc36896639fe",
              "version_minor": 0,
              "version_major": 2
            },
            "text/plain": [
              "HBox(children=(IntProgress(value=0, max=1000), HTML(value='')))"
            ]
          },
          "metadata": {
            "tags": []
          }
        },
        {
          "output_type": "stream",
          "text": [
            "/usr/local/lib/python3.6/dist-packages/torch/nn/modules/loss.py:498: UserWarning: Using a target size (torch.Size([50])) that is different to the input size (torch.Size([50, 1])) is deprecated. Please ensure they have the same size.\n",
            "  return F.binary_cross_entropy(input, target, weight=self.weight, reduction=self.reduction)\n",
            "/usr/local/lib/python3.6/dist-packages/torch/nn/modules/loss.py:498: UserWarning: Using a target size (torch.Size([49])) that is different to the input size (torch.Size([49, 1])) is deprecated. Please ensure they have the same size.\n",
            "  return F.binary_cross_entropy(input, target, weight=self.weight, reduction=self.reduction)\n"
          ],
          "name": "stderr"
        },
        {
          "output_type": "stream",
          "text": [
            "\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "aQYrr1FVgkoo",
        "colab_type": "code",
        "outputId": "ffbdecb5-4d31-48b3-bb00-f25787b1df7a",
        "colab": {
          "base_uri": "https://localhost:8080/"
        }
      },
      "source": [
        "graph(training_loss = loss2, test_error = error2)"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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nhqnNqKXFi0XmEONsFGrNlmYUpBZAE6OZdl2MEoMNRRuwz8jgUCDVtNVgqWEp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\nYn8CcF2Hz/0fPYkAAAAASUVORK5CYII=\n",
            "text/plain": [
              "<Figure size 1440x432 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": []
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "JF8H_0f9qMja",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "def RandomRotation(point):\n",
        "  phi = np.random.random()\n",
        "  phi = phi * 2 * 3.14\n",
        "  rot = torch.Tensor([[np.cos(phi), -np.sin(phi)],\n",
        "                      [np.sin(phi),  np.cos(phi)]])\n",
        "  return torch.matmul(point, torch.t(rot))\n",
        "\n",
        "def augment(train_data, rate=2):\n",
        "  data_loader = data.DataLoader(train_data)\n",
        "  X_train = list() \n",
        "  y_train = list()\n",
        "  for x,y in data_loader:\n",
        "    X_train.append(x)\n",
        "    y_train.append(y)\n",
        "    for i in range(rate-1):\n",
        "      X_train.append(RandomRotation(x))\n",
        "      y_train.append(y)\n",
        "  return Dataset(X_train, y_train)"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "v5dbUc82sBHD",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "augmented_train_data = augment(train_data, )"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "Ws2SLJB2wiOE",
        "colab_type": "code",
        "outputId": "37bd0c71-4346-4fe5-d6fa-ce0860f5fe55",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 205,
          "referenced_widgets": [
            "dea3dd029812468e940de4cafb8f50c6",
            "44e39204fb584595861ccacd52d6a76b",
            "ca6cf3e31ef34a28836d374afcc7d159",
            "c6c71b35645d4de9b7a03c7ac79642ab",
            "872ede75178741e79d1eb1357f20228b",
            "469af296692d4224bdb47b27628db41f",
            "df34efc62bd141fc99834b0583d17212",
            "4329a6c8b806481ea6afdf7e4f45b5f8"
          ]
        }
      },
      "source": [
        "loss3, error3 = trainer(augmented_train_data, test_data, net3, nn.BCELoss(), epoch=1000, rate=5e-3, batch_size=len(augmented_train_data))"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "/usr/local/lib/python3.6/dist-packages/ipykernel_launcher.py:9: TqdmDeprecationWarning: This function will be removed in tqdm==5.0.0\n",
            "Please use `tqdm.notebook.tqdm` instead of `tqdm.tqdm_notebook`\n",
            "  if __name__ == '__main__':\n"
          ],
          "name": "stderr"
        },
        {
          "output_type": "display_data",
          "data": {
            "application/vnd.jupyter.widget-view+json": {
              "model_id": "dea3dd029812468e940de4cafb8f50c6",
              "version_minor": 0,
              "version_major": 2
            },
            "text/plain": [
              "HBox(children=(IntProgress(value=0, max=1000), HTML(value='')))"
            ]
          },
          "metadata": {
            "tags": []
          }
        },
        {
          "output_type": "stream",
          "text": [
            "/usr/local/lib/python3.6/dist-packages/torch/nn/modules/loss.py:498: UserWarning: Using a target size (torch.Size([100, 1])) that is different to the input size (torch.Size([100, 1, 1])) is deprecated. Please ensure they have the same size.\n",
            "  return F.binary_cross_entropy(input, target, weight=self.weight, reduction=self.reduction)\n",
            "/usr/local/lib/python3.6/dist-packages/torch/nn/modules/loss.py:498: UserWarning: Using a target size (torch.Size([49])) that is different to the input size (torch.Size([49, 1])) is deprecated. Please ensure they have the same size.\n",
            "  return F.binary_cross_entropy(input, target, weight=self.weight, reduction=self.reduction)\n"
          ],
          "name": "stderr"
        },
        {
          "output_type": "stream",
          "text": [
            "\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "fREEMDI2ws1R",
        "colab_type": "code",
        "outputId": "15fc8aca-81e6-448d-dd01-1bbd9f96e10f",
        "colab": {
          "base_uri": "https://localhost:8080/"
        }
      },
      "source": [
        "graph(training_loss = loss3, test_error = error3)"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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Z4PbEmidw67JbU70MokHJ6pSDQwatAaV5pRmfOaT8e2ZUz8DXzV8n/IaKWsoY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\n/31lZRJwmrA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1ZgyQlTW0cohr7ImSQyCVQ/MAbNNab9dadwN4GsB5Ad7+GQDWaK0bHIHQ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\nYII=\n",
            "text/plain": [
              "<Figure size 1440x432 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": []
          }
        }
      ]
    }
  ]
}