72-73_Dropout_Regularisation.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "0ea1222f",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2023-06-06T16:59:41.336811Z",
     "start_time": "2023-06-06T16:59:40.908658Z"
    }
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/tmp/ipykernel_6448/3798859627.py:8: DeprecationWarning: `set_matplotlib_formats` is deprecated since IPython 7.23, directly use `matplotlib_inline.backend_inline.set_matplotlib_formats()`\n",
      "  display.set_matplotlib_formats('svg')\\\n"
     ]
    }
   ],
   "source": [
    "import torch\n",
    "import torch.nn as nn\n",
    "from torch.nn import functional as F\n",
    "\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "from IPython import display\n",
    "display.set_matplotlib_formats('svg')\\\n",
    "\n",
    "from sklearn.model_selection import train_test_split\n",
    "from torch.utils.data import TensorDataset, DataLoader"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "22fcf87c",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2023-06-06T17:02:42.870215Z",
     "start_time": "2023-06-06T17:02:42.864604Z"
    }
   },
   "outputs": [],
   "source": [
    "import matplotlib_inline.backend_inline as bkinl\n",
    "bkinl.set_matplotlib_formats('svg')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "4cbd2b03",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2023-06-06T17:05:07.915498Z",
     "start_time": "2023-06-06T17:05:07.890475Z"
    }
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/shay/Desktop/HONS/env/lib/python3.10/site-packages/sklearn/datasets/_openml.py:301: UserWarning: Multiple active versions of the dataset matching the name iris exist. Versions may be fundamentally different, returning version 1.\n",
      "  warn(\n",
      "/home/shay/Desktop/HONS/env/lib/python3.10/site-packages/sklearn/datasets/_openml.py:968: FutureWarning: The default value of `parser` will change from `'liac-arff'` to `'auto'` in 1.4. You can set `parser='auto'` to silence this warning. Therefore, an `ImportError` will be raised from 1.4 if the dataset is dense and pandas is not installed. Note that the pandas parser may return different data types. See the Notes Section in fetch_openml's API doc for details.\n",
      "  warn(\n"
     ]
    },
    {
     "data": {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>sepallength</th>\n",
       "      <th>sepalwidth</th>\n",
       "      <th>petallength</th>\n",
       "      <th>petalwidth</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>5.1</td>\n",
       "      <td>3.5</td>\n",
       "      <td>1.4</td>\n",
       "      <td>0.2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>4.9</td>\n",
       "      <td>3.0</td>\n",
       "      <td>1.4</td>\n",
       "      <td>0.2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>4.7</td>\n",
       "      <td>3.2</td>\n",
       "      <td>1.3</td>\n",
       "      <td>0.2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>4.6</td>\n",
       "      <td>3.1</td>\n",
       "      <td>1.5</td>\n",
       "      <td>0.2</td>\n",
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       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>5.0</td>\n",
       "      <td>3.6</td>\n",
       "      <td>1.4</td>\n",
       "      <td>0.2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>145</th>\n",
       "      <td>6.7</td>\n",
       "      <td>3.0</td>\n",
       "      <td>5.2</td>\n",
       "      <td>2.3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>146</th>\n",
       "      <td>6.3</td>\n",
       "      <td>2.5</td>\n",
       "      <td>5.0</td>\n",
       "      <td>1.9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>147</th>\n",
       "      <td>6.5</td>\n",
       "      <td>3.0</td>\n",
       "      <td>5.2</td>\n",
       "      <td>2.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>148</th>\n",
       "      <td>6.2</td>\n",
       "      <td>3.4</td>\n",
       "      <td>5.4</td>\n",
       "      <td>2.3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>149</th>\n",
       "      <td>5.9</td>\n",
       "      <td>3.0</td>\n",
       "      <td>5.1</td>\n",
       "      <td>1.8</td>\n",
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       "  </tbody>\n",
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      "text/plain": [
       "     sepallength  sepalwidth  petallength  petalwidth\n",
       "0            5.1         3.5          1.4         0.2\n",
       "1            4.9         3.0          1.4         0.2\n",
       "2            4.7         3.2          1.3         0.2\n",
       "3            4.6         3.1          1.5         0.2\n",
       "4            5.0         3.6          1.4         0.2\n",
       "..           ...         ...          ...         ...\n",
       "145          6.7         3.0          5.2         2.3\n",
       "146          6.3         2.5          5.0         1.9\n",
       "147          6.5         3.0          5.2         2.0\n",
       "148          6.2         3.4          5.4         2.3\n",
       "149          5.9         3.0          5.1         1.8\n",
       "\n",
       "[150 rows x 4 columns]"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from sklearn.datasets import fetch_openml\n",
    "iris = fetch_openml('iris')\n",
    "x = iris['data']\n",
    "y = iris['target']\n",
    "x"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "c2a3d63c",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2023-06-06T17:07:57.809732Z",
     "start_time": "2023-06-06T17:07:57.800069Z"
    }
   },
   "outputs": [],
   "source": [
    "x_tensor = torch.tensor(x.values).float()\n",
    "y_tensor = torch.ones(len(y), dtype=torch.long)\n",
    "y_tensor[y == 'Iris-setosa'] = 0\n",
    "y_tensor[y == 'Iris-virginica'] = 2"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "5dce8f56",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2023-06-06T17:08:00.323711Z",
     "start_time": "2023-06-06T17:08:00.317687Z"
    }
   },
   "source": [
    "# Train-test-split and DataLoader"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "id": "3865214e",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2023-06-06T17:15:44.098818Z",
     "start_time": "2023-06-06T17:15:44.092388Z"
    }
   },
   "outputs": [],
   "source": [
    "batch_size = 16\n",
    "\n",
    "x_train, x_test, y_train, y_test = train_test_split(x_tensor, y_tensor, test_size=0.2, shuffle=True)\n",
    "\n",
    "train_dataset = TensorDataset(x_train, y_train)\n",
    "test_dataset = TensorDataset(x_test, y_test)\n",
    "\n",
    "train_loader = DataLoader(train_dataset, batch_size=batch_size)\n",
    "test_loader = DataLoader(test_dataset, batch_size=test_dataset.tensors[0].shape[0]) # same as batch_size=len(y)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "322399bd",
   "metadata": {},
   "source": [
    "# Class Based description of model for dropout regularisation"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 59,
   "id": "68e8b28d",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2023-06-06T17:44:51.672007Z",
     "start_time": "2023-06-06T17:44:51.665812Z"
    }
   },
   "outputs": [],
   "source": [
    "class dropoutModel(nn.Module):\n",
    "    def __init__(self, dropoutrate : float =0.5, input_layer_size : int = 4):\n",
    "        super().__init__()\n",
    "        \n",
    "        self.inputLayer = nn.Linear(input_layer_size, 12)\n",
    "        self.hiddenLayer = nn.Linear(12, 12)\n",
    "        self.output = nn.Linear(12, 3)\n",
    "        \n",
    "        self.dr = dropoutrate\n",
    "        \n",
    "    def forward(self, x):\n",
    "        x = F.relu( self.inputLayer(x) )\n",
    "        x = F.dropout(x, p=self.dr, training=self.training) # switch off dropout when not training or eval() mode in on.\n",
    "        \n",
    "        x = F.relu( self.hiddenLayer(x) )\n",
    "        x = F.dropout(x, p=self.dr, training=self.training)\n",
    "        \n",
    "        x = self.output(x)\n",
    "        return x"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "4c356d6f",
   "metadata": {},
   "source": [
    "### Just Checking wether model works properly or not by one forward pass"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 60,
   "id": "d7c58d37",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2023-06-06T17:44:52.409934Z",
     "start_time": "2023-06-06T17:44:52.401350Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "dropoutModel(\n",
       "  (inputLayer): Linear(in_features=4, out_features=12, bias=True)\n",
       "  (hiddenLayer): Linear(in_features=12, out_features=12, bias=True)\n",
       "  (output): Linear(in_features=12, out_features=3, bias=True)\n",
       ")"
      ]
     },
     "execution_count": 60,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "test_model = dropoutModel()\n",
    "test_model.eval()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 61,
   "id": "0edf1db6",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2023-06-06T17:44:52.821990Z",
     "start_time": "2023-06-06T17:44:52.811242Z"
    }
   },
   "outputs": [
    {
     "data": {
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       "        [ 0.3500, -0.0830, -0.0906],\n",
       "        [ 0.3128, -0.0948, -0.0595]], grad_fn=<AddmmBackward0>)"
      ]
     },
     "execution_count": 61,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "test_model(x_train)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 62,
   "id": "dca4f4b4",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2023-06-06T17:44:53.207955Z",
     "start_time": "2023-06-06T17:44:53.204067Z"
    }
   },
   "outputs": [],
   "source": [
    "test_model.train()\n",
    "test_model = 0"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "9b7f848a",
   "metadata": {},
   "source": [
    "# Create Model and Train Model"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 63,
   "id": "b0f1049e",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2023-06-06T17:44:54.145002Z",
     "start_time": "2023-06-06T17:44:54.140402Z"
    }
   },
   "outputs": [],
   "source": [
    "ANN_Dropout_model = dropoutModel()\n",
    "loss_fxn = nn.CrossEntropyLoss()\n",
    "optmiser = torch.optim.SGD(ANN_Dropout_model.parameters(), lr=0.005)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 64,
   "id": "25d1c389",
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    "ExecuteTime": {
     "end_time": "2023-06-06T17:44:58.587628Z",
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    "epoches = 500\n",
    "\n",
    "train_Accuracy = []\n",
    "test_Accuracy = []\n",
    "\n",
    "for epoch in range(epoches):\n",
    "    batch_accuracy = []\n",
    "    \n",
    "    for x, y in train_loader:\n",
    "        y_ = ANN_Dropout_model(x)\n",
    "        loss = loss_fxn(y_, y)\n",
    "        \n",
    "        optmiser.zero_grad()\n",
    "        loss.backward()\n",
    "        optmiser.step()\n",
    "        \n",
    "        batch_accuracy.append(100 * torch.mean((torch.argmax(y_, axis=1) == y).float()).item())\n",
    "        \n",
    "    train_Accuracy.append( np.mean(batch_accuracy) )\n",
    "    \n",
    "    ## Starting Eval Mode for test accuracy\n",
    "    ANN_Dropout_model.eval()\n",
    "    x, y = next(iter(test_loader))\n",
    "    y_ = ANN_Dropout_model(x)\n",
    "    test_Accuracy.append(100 * torch.mean((torch.argmax(y_, axis=1) == y).float()).item())"
   ]
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   "source": [
    "fig = plt.figure(figsize=(12,4))\n",
    "plt.plot(train_Accuracy, 'bs-')\n",
    "plt.plot(test_Accuracy, 'ro-')\n",
    "\n",
    "plt.legend(['train', 'test'])\n",
    "plt.grid()\n",
    "plt.show()"
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   "cell_type": "code",
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   "id": "13de0fe9",
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   "outputs": [],
   "source": []
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