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@georgehc
Created December 1, 2023 18:33
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{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"# Import necessary libraries\n",
"import numpy as np\n",
"import matplotlib.pyplot as plt\n",
"import seaborn as sns\n",
"from sklearn.datasets import fetch_openml, fetch_lfw_people\n",
"from sklearn.model_selection import train_test_split\n",
"from sklearn.neighbors import KNeighborsClassifier\n",
"from sklearn.metrics import f1_score, confusion_matrix, classification_report\n",
"from sklearn.preprocessing import StandardScaler\n",
"import torch\n",
"import torch.nn as nn\n",
"import torch.optim as optim\n",
"from torch.utils.data import TensorDataset, DataLoader\n",
"from tqdm import tqdm"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Dataset Loading"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"c:\\Users\\shahr\\anaconda3\\envs\\bert_hw\\lib\\site-packages\\sklearn\\datasets\\_openml.py:1022: 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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",
"text/plain": [
"<Figure size 1000x1000 with 25 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Load MNIST dataset\n",
"X_mnist, y_mnist = fetch_openml('mnist_784', version=1, return_X_y=True)\n",
"target_names_mnist = [str(y_) for y_ in np.unique(y_mnist)]\n",
"n_classes_mnist = len(target_names_mnist)\n",
"\n",
"# Convert labels to integers\n",
"y_mnist = y_mnist.astype(np.int8)\n",
"\n",
"# Visualize the first 25 images\n",
"plt.figure(figsize=(10, 10))\n",
"for i in range(25):\n",
" plt.subplot(5, 5, i + 1)\n",
" plt.xticks([])\n",
" plt.yticks([])\n",
" plt.grid(False)\n",
" plt.imshow(X_mnist.iloc[i].values.reshape(28, 28), cmap=plt.cm.binary)\n",
" plt.xlabel(target_names_mnist[y_mnist[i]])\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"c:\\Users\\shahr\\anaconda3\\envs\\bert_hw\\lib\\site-packages\\sklearn\\datasets\\_openml.py:1022: 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": {
"image/png": 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",
"text/plain": [
"<Figure size 1000x1000 with 25 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Load the Fashion-MNIST dataset\n",
"fmnist = fetch_openml('Fashion-MNIST')\n",
"X_fmnist = fmnist.data\n",
"y_fmnist = fmnist.target.astype(np.int8)\n",
"\n",
"# Class names for the Fashion-MNIST dataset\n",
"target_names_fmnist = ['T-shirt/top', 'Trouser', 'Pullover', 'Dress', 'Coat',\n",
" 'Sandal', 'Shirt', 'Sneaker', 'Bag', 'Ankle boot']\n",
"n_classes_fmnist = len(target_names_fmnist)\n",
"\n",
"# Visualize the first 25 images\n",
"plt.figure(figsize=(10, 10))\n",
"for i in range(25):\n",
" plt.subplot(5, 5, i + 1)\n",
" plt.xticks([])\n",
" plt.yticks([])\n",
" plt.grid(False)\n",
" plt.imshow(X_fmnist.iloc[i].values.reshape(28, 28), cmap=plt.cm.binary)\n",
" plt.xlabel(target_names_fmnist[y_fmnist[i]])\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 1200x1400 with 21 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Load LFW dataset\n",
"lfw_people = fetch_lfw_people(min_faces_per_person=70, resize=0.4)\n",
"X_lfw = lfw_people.data\n",
"y_lfw = lfw_people.target\n",
"target_names_lfw = lfw_people.target_names\n",
"n_classes_lfw = target_names_lfw.shape[0]\n",
"\n",
"# Visualize 3 images from each class\n",
"fig, ax = plt.subplots(n_classes_lfw, 3, figsize=(12, 2 * n_classes_lfw))\n",
"for i in range(n_classes_lfw):\n",
" images_of_class_i = lfw_people.images[y_lfw == i]\n",
" for j in range(3):\n",
" ax[i, j].imshow(images_of_class_i[j], cmap='bone')\n",
" ax[i, j].set(xticks=[], yticks=[], xlabel=target_names_lfw[i] if j == 0 else \"\")"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Select Dataset"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [],
"source": [
"Dataset = 'lfw'\n",
"\n",
"\n",
"if Dataset == 'mnist':\n",
" X = X_mnist\n",
" y = y_mnist\n",
" target_names = target_names_mnist\n",
" n_classes = n_classes_mnist\n",
"elif Dataset == 'fmnist':\n",
" X = X_fmnist\n",
" y = y_fmnist\n",
" target_names = target_names_fmnist\n",
" n_classes = n_classes_fmnist\n",
"elif Dataset == 'lfw':\n",
" X = X_lfw\n",
" y = y_lfw\n",
" target_names = target_names_lfw\n",
" n_classes = n_classes_lfw\n",
"else:\n",
" raise ValueError('Dataset must be one of \"mnist\", \"fmnist\", or \"lfw\".')"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Number of images: 1288\n",
"Number of features: 1850\n",
"Number of classes: 7\n"
]
}
],
"source": [
"print(f\"Number of images: {X.shape[0]}\")\n",
"print(f\"Number of features: {X.shape[1]}\")\n",
"print(f\"Number of classes: {n_classes}\")"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Binary Classification"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Number of positive samples (Tony Blair): 144\n"
]
}
],
"source": [
"# Treat one digit (e.g., 6) as positive class, others as negative\n",
"y_binary = (y == 6).astype(int)\n",
"print(f\"Number of positive samples ({target_names[6]}): {np.sum(y_binary)}\")\n",
"\n",
"# Split dataset into training and test sets\n",
"X_train, X_test, y_train, y_test = train_test_split(X, y_binary, test_size=0.2, random_state=42)"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [],
"source": [
"# Standardize the data\n",
"scaler = StandardScaler()\n",
"X_train_scaled = scaler.fit_transform(X_train)\n",
"X_test_scaled = scaler.transform(X_test)"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<style>#sk-container-id-1 {color: black;}#sk-container-id-1 pre{padding: 0;}#sk-container-id-1 div.sk-toggleable {background-color: white;}#sk-container-id-1 label.sk-toggleable__label {cursor: pointer;display: block;width: 100%;margin-bottom: 0;padding: 0.3em;box-sizing: border-box;text-align: center;}#sk-container-id-1 label.sk-toggleable__label-arrow:before {content: \"▸\";float: left;margin-right: 0.25em;color: #696969;}#sk-container-id-1 label.sk-toggleable__label-arrow:hover:before {color: black;}#sk-container-id-1 div.sk-estimator:hover label.sk-toggleable__label-arrow:before {color: black;}#sk-container-id-1 div.sk-toggleable__content {max-height: 0;max-width: 0;overflow: hidden;text-align: left;background-color: #f0f8ff;}#sk-container-id-1 div.sk-toggleable__content pre {margin: 0.2em;color: black;border-radius: 0.25em;background-color: #f0f8ff;}#sk-container-id-1 input.sk-toggleable__control:checked~div.sk-toggleable__content {max-height: 200px;max-width: 100%;overflow: auto;}#sk-container-id-1 input.sk-toggleable__control:checked~label.sk-toggleable__label-arrow:before {content: \"▾\";}#sk-container-id-1 div.sk-estimator input.sk-toggleable__control:checked~label.sk-toggleable__label {background-color: #d4ebff;}#sk-container-id-1 div.sk-label input.sk-toggleable__control:checked~label.sk-toggleable__label {background-color: #d4ebff;}#sk-container-id-1 input.sk-hidden--visually {border: 0;clip: rect(1px 1px 1px 1px);clip: rect(1px, 1px, 1px, 1px);height: 1px;margin: -1px;overflow: hidden;padding: 0;position: absolute;width: 1px;}#sk-container-id-1 div.sk-estimator {font-family: monospace;background-color: #f0f8ff;border: 1px dotted black;border-radius: 0.25em;box-sizing: border-box;margin-bottom: 0.5em;}#sk-container-id-1 div.sk-estimator:hover {background-color: #d4ebff;}#sk-container-id-1 div.sk-parallel-item::after {content: \"\";width: 100%;border-bottom: 1px solid gray;flex-grow: 1;}#sk-container-id-1 div.sk-label:hover label.sk-toggleable__label {background-color: #d4ebff;}#sk-container-id-1 div.sk-serial::before {content: \"\";position: absolute;border-left: 1px solid gray;box-sizing: border-box;top: 0;bottom: 0;left: 50%;z-index: 0;}#sk-container-id-1 div.sk-serial {display: flex;flex-direction: column;align-items: center;background-color: white;padding-right: 0.2em;padding-left: 0.2em;position: relative;}#sk-container-id-1 div.sk-item {position: relative;z-index: 1;}#sk-container-id-1 div.sk-parallel {display: flex;align-items: stretch;justify-content: center;background-color: white;position: relative;}#sk-container-id-1 div.sk-item::before, #sk-container-id-1 div.sk-parallel-item::before {content: \"\";position: absolute;border-left: 1px solid gray;box-sizing: border-box;top: 0;bottom: 0;left: 50%;z-index: -1;}#sk-container-id-1 div.sk-parallel-item {display: flex;flex-direction: column;z-index: 1;position: relative;background-color: white;}#sk-container-id-1 div.sk-parallel-item:first-child::after {align-self: flex-end;width: 50%;}#sk-container-id-1 div.sk-parallel-item:last-child::after {align-self: flex-start;width: 50%;}#sk-container-id-1 div.sk-parallel-item:only-child::after {width: 0;}#sk-container-id-1 div.sk-dashed-wrapped {border: 1px dashed gray;margin: 0 0.4em 0.5em 0.4em;box-sizing: border-box;padding-bottom: 0.4em;background-color: white;}#sk-container-id-1 div.sk-label label {font-family: monospace;font-weight: bold;display: inline-block;line-height: 1.2em;}#sk-container-id-1 div.sk-label-container {text-align: center;}#sk-container-id-1 div.sk-container {/* jupyter's `normalize.less` sets `[hidden] { display: none; }` but bootstrap.min.css set `[hidden] { display: none !important; }` so we also need the `!important` here to be able to override the default hidden behavior on the sphinx rendered scikit-learn.org. See: https://github.com/scikit-learn/scikit-learn/issues/21755 */display: inline-block !important;position: relative;}#sk-container-id-1 div.sk-text-repr-fallback {display: none;}</style><div id=\"sk-container-id-1\" class=\"sk-top-container\"><div class=\"sk-text-repr-fallback\"><pre>KNeighborsClassifier()</pre><b>In a Jupyter environment, please rerun this cell to show the HTML representation or trust the notebook. <br />On GitHub, the HTML representation is unable to render, please try loading this page with nbviewer.org.</b></div><div class=\"sk-container\" hidden><div class=\"sk-item\"><div class=\"sk-estimator sk-toggleable\"><input class=\"sk-toggleable__control sk-hidden--visually\" id=\"sk-estimator-id-1\" type=\"checkbox\" checked><label for=\"sk-estimator-id-1\" class=\"sk-toggleable__label sk-toggleable__label-arrow\">KNeighborsClassifier</label><div class=\"sk-toggleable__content\"><pre>KNeighborsClassifier()</pre></div></div></div></div></div>"
],
"text/plain": [
"KNeighborsClassifier()"
]
},
"execution_count": 9,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# Train a KNN classifier\n",
"knn = KNeighborsClassifier()\n",
"knn.fit(X_train_scaled, y_train)"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"F1 score: 0.1622\n"
]
}
],
"source": [
"# Predict and calculate F1 score\n",
"y_pred = knn.predict(X_test_scaled)\n",
"f1 = f1_score(y_test, y_pred)\n",
"print('F1 score: {:.4f}'.format(f1))"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [
{
"data": {
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",
"text/plain": [
"<Figure size 800x600 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Confusion Matrix\n",
"cm = confusion_matrix(y_test, y_pred)\n",
"\n",
"# Plotting Confusion Matrix\n",
"plt.figure(figsize=(8, 6))\n",
"sns.heatmap(cm, annot=True, fmt='d', cmap='Blues')\n",
"plt.xlabel('Predicted')\n",
"plt.ylabel('True')\n",
"plt.title('Confusion Matrix')\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Multi-class Classification"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<style>#sk-container-id-2 {color: black;}#sk-container-id-2 pre{padding: 0;}#sk-container-id-2 div.sk-toggleable {background-color: white;}#sk-container-id-2 label.sk-toggleable__label {cursor: pointer;display: block;width: 100%;margin-bottom: 0;padding: 0.3em;box-sizing: border-box;text-align: center;}#sk-container-id-2 label.sk-toggleable__label-arrow:before {content: \"▸\";float: left;margin-right: 0.25em;color: #696969;}#sk-container-id-2 label.sk-toggleable__label-arrow:hover:before {color: black;}#sk-container-id-2 div.sk-estimator:hover label.sk-toggleable__label-arrow:before {color: black;}#sk-container-id-2 div.sk-toggleable__content {max-height: 0;max-width: 0;overflow: hidden;text-align: left;background-color: #f0f8ff;}#sk-container-id-2 div.sk-toggleable__content pre {margin: 0.2em;color: black;border-radius: 0.25em;background-color: #f0f8ff;}#sk-container-id-2 input.sk-toggleable__control:checked~div.sk-toggleable__content {max-height: 200px;max-width: 100%;overflow: auto;}#sk-container-id-2 input.sk-toggleable__control:checked~label.sk-toggleable__label-arrow:before {content: \"▾\";}#sk-container-id-2 div.sk-estimator input.sk-toggleable__control:checked~label.sk-toggleable__label {background-color: #d4ebff;}#sk-container-id-2 div.sk-label input.sk-toggleable__control:checked~label.sk-toggleable__label {background-color: #d4ebff;}#sk-container-id-2 input.sk-hidden--visually {border: 0;clip: rect(1px 1px 1px 1px);clip: rect(1px, 1px, 1px, 1px);height: 1px;margin: -1px;overflow: hidden;padding: 0;position: absolute;width: 1px;}#sk-container-id-2 div.sk-estimator {font-family: monospace;background-color: #f0f8ff;border: 1px dotted black;border-radius: 0.25em;box-sizing: border-box;margin-bottom: 0.5em;}#sk-container-id-2 div.sk-estimator:hover {background-color: #d4ebff;}#sk-container-id-2 div.sk-parallel-item::after {content: \"\";width: 100%;border-bottom: 1px solid gray;flex-grow: 1;}#sk-container-id-2 div.sk-label:hover label.sk-toggleable__label {background-color: #d4ebff;}#sk-container-id-2 div.sk-serial::before {content: \"\";position: absolute;border-left: 1px solid gray;box-sizing: border-box;top: 0;bottom: 0;left: 50%;z-index: 0;}#sk-container-id-2 div.sk-serial {display: flex;flex-direction: column;align-items: center;background-color: white;padding-right: 0.2em;padding-left: 0.2em;position: relative;}#sk-container-id-2 div.sk-item {position: relative;z-index: 1;}#sk-container-id-2 div.sk-parallel {display: flex;align-items: stretch;justify-content: center;background-color: white;position: relative;}#sk-container-id-2 div.sk-item::before, #sk-container-id-2 div.sk-parallel-item::before {content: \"\";position: absolute;border-left: 1px solid gray;box-sizing: border-box;top: 0;bottom: 0;left: 50%;z-index: -1;}#sk-container-id-2 div.sk-parallel-item {display: flex;flex-direction: column;z-index: 1;position: relative;background-color: white;}#sk-container-id-2 div.sk-parallel-item:first-child::after {align-self: flex-end;width: 50%;}#sk-container-id-2 div.sk-parallel-item:last-child::after {align-self: flex-start;width: 50%;}#sk-container-id-2 div.sk-parallel-item:only-child::after {width: 0;}#sk-container-id-2 div.sk-dashed-wrapped {border: 1px dashed gray;margin: 0 0.4em 0.5em 0.4em;box-sizing: border-box;padding-bottom: 0.4em;background-color: white;}#sk-container-id-2 div.sk-label label {font-family: monospace;font-weight: bold;display: inline-block;line-height: 1.2em;}#sk-container-id-2 div.sk-label-container {text-align: center;}#sk-container-id-2 div.sk-container {/* jupyter's `normalize.less` sets `[hidden] { display: none; }` but bootstrap.min.css set `[hidden] { display: none !important; }` so we also need the `!important` here to be able to override the default hidden behavior on the sphinx rendered scikit-learn.org. See: https://github.com/scikit-learn/scikit-learn/issues/21755 */display: inline-block !important;position: relative;}#sk-container-id-2 div.sk-text-repr-fallback {display: none;}</style><div id=\"sk-container-id-2\" class=\"sk-top-container\"><div class=\"sk-text-repr-fallback\"><pre>KNeighborsClassifier()</pre><b>In a Jupyter environment, please rerun this cell to show the HTML representation or trust the notebook. <br />On GitHub, the HTML representation is unable to render, please try loading this page with nbviewer.org.</b></div><div class=\"sk-container\" hidden><div class=\"sk-item\"><div class=\"sk-estimator sk-toggleable\"><input class=\"sk-toggleable__control sk-hidden--visually\" id=\"sk-estimator-id-2\" type=\"checkbox\" checked><label for=\"sk-estimator-id-2\" class=\"sk-toggleable__label sk-toggleable__label-arrow\">KNeighborsClassifier</label><div class=\"sk-toggleable__content\"><pre>KNeighborsClassifier()</pre></div></div></div></div></div>"
],
"text/plain": [
"KNeighborsClassifier()"
]
},
"execution_count": 12,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# Split dataset into training and test sets\n",
"X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.2, random_state=42)\n",
"\n",
"# Standardize the data\n",
"scaler = StandardScaler()\n",
"X_train_scaled = scaler.fit_transform(X_train)\n",
"X_test_scaled = scaler.transform(X_test)\n",
"\n",
"# Train a KNN classifier\n",
"knn = KNeighborsClassifier()\n",
"knn.fit(X_train_scaled, y_train)"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"F1 score (macro): 0.3952\n",
"F1 score (weighted): 0.5024\n",
" precision recall f1-score support\n",
"\n",
" Ariel Sharon 0.78 0.64 0.70 11\n",
" Colin Powell 0.47 0.60 0.52 47\n",
" Donald Rumsfeld 0.35 0.41 0.38 22\n",
" George W Bush 0.63 0.70 0.66 119\n",
"Gerhard Schroeder 0.30 0.16 0.21 19\n",
" Hugo Chavez 0.25 0.08 0.12 13\n",
" Tony Blair 0.24 0.15 0.18 27\n",
"\n",
" accuracy 0.52 258\n",
" macro avg 0.43 0.39 0.40 258\n",
" weighted avg 0.50 0.52 0.50 258\n",
"\n"
]
}
],
"source": [
"# Predict and calculate F1 score\n",
"y_pred = knn.predict(X_test_scaled)\n",
"f1_macro = f1_score(y_test, y_pred, average='macro')\n",
"f1_weighted = f1_score(y_test, y_pred, average='weighted')\n",
"print('F1 score (macro): {:.4f}'.format(f1_macro))\n",
"print('F1 score (weighted): {:.4f}'.format(f1_weighted))\n",
"print(classification_report(y_test, y_pred, target_names=target_names))"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {},
"outputs": [
{
"data": {
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",
"text/plain": [
"<Figure size 800x600 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Confusion Matrix\n",
"cm = confusion_matrix(y_test, y_pred)\n",
"\n",
"# Plotting Confusion Matrix\n",
"plt.figure(figsize=(8, 6))\n",
"sns.heatmap(cm, annot=True, fmt='d', cmap='Blues', yticklabels=target_names, xticklabels=target_names)\n",
"plt.xlabel('Predicted')\n",
"plt.ylabel('True')\n",
"plt.title('Confusion Matrix')\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Hyperparameter Tuning of NN"
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {},
"outputs": [],
"source": [
"# PyTorch MLP for hyperparameter tuning\n",
"X_train_tensor = torch.tensor(X_train_scaled.astype(np.float32))\n",
"y_train_tensor = torch.tensor(np.array(y_train), dtype=torch.long)\n",
"X_test_tensor = torch.tensor(X_test_scaled.astype(np.float32))\n",
"y_test_tensor = torch.tensor(np.array(y_test), dtype=torch.long)\n",
"\n",
"train_data = TensorDataset(X_train_tensor, y_train_tensor)\n",
"train_loader = DataLoader(train_data, batch_size=64, shuffle=True)"
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {},
"outputs": [],
"source": [
"class MLP(nn.Module):\n",
" def __init__(self, input_size, hidden_layers, output_size):\n",
" super(MLP, self).__init__()\n",
" \n",
" self.hidden_layers = nn.ModuleList()\n",
" last_size = input_size\n",
"\n",
" # Creating hidden layers\n",
" for size in hidden_layers:\n",
" self.hidden_layers.append(nn.Linear(last_size, size))\n",
" last_size = size\n",
"\n",
" # Output layer\n",
" self.output_layer = nn.Linear(last_size, output_size)\n",
" self.softmax = nn.Softmax(dim=1)\n",
"\n",
" def forward(self, x):\n",
" # Applying hidden layers with ReLU activation\n",
" for layer in self.hidden_layers:\n",
" x = nn.ReLU()(layer(x))\n",
"\n",
" # Applying output layer and softmax\n",
" x = self.softmax(self.output_layer(x))\n",
" return x"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Alternatively, you could also use ``nn.Sequential``"
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {},
"outputs": [],
"source": [
"class MLP(nn.Module):\n",
" def __init__(self, input_size, hidden_layers, output_size):\n",
" super(MLP, self).__init__()\n",
" layers = []\n",
" for i in range(len(hidden_layers)):\n",
" if i == 0:\n",
" layers.append(nn.Linear(input_size, hidden_layers[i]))\n",
" else:\n",
" layers.append(nn.Linear(hidden_layers[i-1], hidden_layers[i]))\n",
" layers.append(nn.ReLU())\n",
" layers.append(nn.Linear(hidden_layers[-1], output_size))\n",
" layers.append(nn.Softmax(dim=1))\n",
" self.layers = nn.Sequential(*layers)\n",
"\n",
" def forward(self, x):\n",
" return self.layers(x)"
]
},
{
"cell_type": "code",
"execution_count": 18,
"metadata": {},
"outputs": [],
"source": [
"def train_model(model, train_loader, epochs=10, device='cpu'):\n",
" model = model.to(device)\n",
" \n",
" criterion = nn.CrossEntropyLoss()\n",
" optimizer = optim.Adam(model.parameters())\n",
" \n",
" for epoch in range(epochs):\n",
" for data, target in train_loader:\n",
" optimizer.zero_grad()\n",
" output = model(data.to(device))\n",
" loss = criterion(output, target.to(device))\n",
" loss.backward()\n",
" optimizer.step()\n",
"\n",
"\n",
"def evaluate_model(model, X_test, y_test, device='cpu'):\n",
" model = model.to(device)\n",
" model.eval()\n",
" with torch.no_grad():\n",
" outputs = model(X_test.to(device))\n",
" _, predicted = torch.max(outputs.data, 1)\n",
" f1_macro = f1_score(y_test.cpu().numpy(), predicted.cpu().numpy(), average='macro')\n",
" f1_weighted = f1_score(y_test.cpu().numpy(), predicted.cpu().numpy(), average='weighted')\n",
" return predicted, f1_macro, f1_weighted"
]
},
{
"cell_type": "code",
"execution_count": 19,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Device: cuda\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
" 0%| | 0/4 [00:00<?, ?it/s]"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"100%|██████████| 4/4 [00:01<00:00, 2.21it/s]\n"
]
}
],
"source": [
"results_macro = []\n",
"results_weighted = []\n",
"predicted = []\n",
"\n",
"device = torch.device('cuda' if torch.cuda.is_available() else 'cpu')\n",
"print('Device: {}'.format(device))\n",
"\n",
"hidden_layers_configs = [(4,), (16,), (4, 4), (16, 16)]\n",
"# hidden_layers_configs = [(16,), (32,), (16, 16), (32, 32)]\n",
"# hidden_layers_configs = [(50,), (100,), (50, 50), (100, 100)]\n",
"for config in tqdm(hidden_layers_configs):\n",
" model = MLP(X_train_tensor.shape[1], config, len(target_names))\n",
" train_model(model, train_loader, device=device)\n",
" predicted_curr, f1_macro, f1_weighted = evaluate_model(model, X_test_tensor, y_test_tensor, device=device)\n",
" predicted.append((config, predicted_curr))\n",
" results_macro.append((config, f1_macro))\n",
" results_weighted.append((config, f1_weighted))\n",
"\n",
"configs = [str(cfg) for cfg, _ in results_macro]\n",
"f1_scores_macro = [f1 for _, f1 in results_macro]\n",
"f1_scores_weighted = [f1 for _, f1 in results_weighted]"
]
},
{
"cell_type": "code",
"execution_count": 20,
"metadata": {},
"outputs": [
{
"data": {
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",
"text/plain": [
"<Figure size 1000x600 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.figure(figsize=(10, 6))\n",
"# add f1_scores_macro scores to the plot\n",
"plt.bar(configs, f1_scores_macro, color='skyblue')\n",
"# Add numbers on top of the bars\n",
"for i, score in enumerate(f1_scores_macro):\n",
" plt.text(i, score, str(round(score, 4)), ha='center', va='bottom')\n",
"\n",
"plt.xlabel('Hidden Layer Configurations')\n",
"plt.ylabel('F1 Score (Macro)')\n",
"plt.title('F1 Score (Macro) for Different MLP Configurations')\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 21,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 1000x600 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.figure(figsize=(10, 6))\n",
"# add f1_scores_macro scores to the plot\n",
"plt.bar(configs, f1_scores_weighted, color='skyblue')\n",
"# Add numbers on top of the bars\n",
"for i, score in enumerate(f1_scores_weighted):\n",
" plt.text(i, score, str(round(score, 4)), ha='center', va='bottom')\n",
"\n",
"plt.xlabel('Hidden Layer Configurations')\n",
"plt.ylabel('F1 Score (Weighted)')\n",
"plt.title('F1 Score (Weighted) for Different MLP Configurations')\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 22,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Config: (4,)\n",
" precision recall f1-score support\n",
"\n",
" Ariel Sharon 0.00 0.00 0.00 11\n",
" Colin Powell 0.53 0.85 0.65 47\n",
" Donald Rumsfeld 0.35 0.77 0.49 22\n",
" George W Bush 0.75 0.75 0.75 119\n",
"Gerhard Schroeder 0.00 0.00 0.00 19\n",
" Hugo Chavez 0.27 0.23 0.25 13\n",
" Tony Blair 0.20 0.04 0.06 27\n",
"\n",
" accuracy 0.58 258\n",
" macro avg 0.30 0.38 0.31 258\n",
" weighted avg 0.51 0.58 0.53 258\n",
"\n",
"Config: (16,)\n",
" precision recall f1-score support\n",
"\n",
" Ariel Sharon 0.64 0.64 0.64 11\n",
" Colin Powell 0.84 0.87 0.85 47\n",
" Donald Rumsfeld 0.59 0.59 0.59 22\n",
" George W Bush 0.86 0.97 0.91 119\n",
"Gerhard Schroeder 0.67 0.11 0.18 19\n",
" Hugo Chavez 0.64 0.54 0.58 13\n",
" Tony Blair 0.64 0.67 0.65 27\n",
"\n",
" accuracy 0.79 258\n",
" macro avg 0.70 0.63 0.63 258\n",
" weighted avg 0.77 0.79 0.76 258\n",
"\n",
"Config: (4, 4)\n",
" precision recall f1-score support\n",
"\n",
" Ariel Sharon 0.21 1.00 0.35 11\n",
" Colin Powell 0.26 0.13 0.17 47\n",
" Donald Rumsfeld 0.00 0.00 0.00 22\n",
" George W Bush 0.62 0.95 0.75 119\n",
"Gerhard Schroeder 0.00 0.00 0.00 19\n",
" Hugo Chavez 0.00 0.00 0.00 13\n",
" Tony Blair 0.00 0.00 0.00 27\n",
"\n",
" accuracy 0.50 258\n",
" macro avg 0.16 0.30 0.18 258\n",
" weighted avg 0.34 0.50 0.39 258\n",
"\n",
"Config: (16, 16)\n",
" precision recall f1-score support\n",
"\n",
" Ariel Sharon 0.00 0.00 0.00 11\n",
" Colin Powell 0.66 0.85 0.74 47\n",
" Donald Rumsfeld 0.69 0.41 0.51 22\n",
" George W Bush 0.76 0.96 0.85 119\n",
"Gerhard Schroeder 0.42 0.68 0.52 19\n",
" Hugo Chavez 0.00 0.00 0.00 13\n",
" Tony Blair 1.00 0.04 0.07 27\n",
"\n",
" accuracy 0.69 258\n",
" macro avg 0.50 0.42 0.38 258\n",
" weighted avg 0.66 0.69 0.62 258\n",
"\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"c:\\Users\\shahr\\anaconda3\\envs\\bert_hw\\lib\\site-packages\\sklearn\\metrics\\_classification.py:1469: UndefinedMetricWarning: Precision and F-score are ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.\n",
" _warn_prf(average, modifier, msg_start, len(result))\n",
"c:\\Users\\shahr\\anaconda3\\envs\\bert_hw\\lib\\site-packages\\sklearn\\metrics\\_classification.py:1469: UndefinedMetricWarning: Precision and F-score are ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.\n",
" _warn_prf(average, modifier, msg_start, len(result))\n",
"c:\\Users\\shahr\\anaconda3\\envs\\bert_hw\\lib\\site-packages\\sklearn\\metrics\\_classification.py:1469: UndefinedMetricWarning: Precision and F-score are ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.\n",
" _warn_prf(average, modifier, msg_start, len(result))\n",
"c:\\Users\\shahr\\anaconda3\\envs\\bert_hw\\lib\\site-packages\\sklearn\\metrics\\_classification.py:1469: UndefinedMetricWarning: Precision and F-score are ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.\n",
" _warn_prf(average, modifier, msg_start, len(result))\n",
"c:\\Users\\shahr\\anaconda3\\envs\\bert_hw\\lib\\site-packages\\sklearn\\metrics\\_classification.py:1469: UndefinedMetricWarning: Precision and F-score are ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.\n",
" _warn_prf(average, modifier, msg_start, len(result))\n",
"c:\\Users\\shahr\\anaconda3\\envs\\bert_hw\\lib\\site-packages\\sklearn\\metrics\\_classification.py:1469: UndefinedMetricWarning: Precision and F-score are ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.\n",
" _warn_prf(average, modifier, msg_start, len(result))\n",
"c:\\Users\\shahr\\anaconda3\\envs\\bert_hw\\lib\\site-packages\\sklearn\\metrics\\_classification.py:1469: UndefinedMetricWarning: Precision and F-score are ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.\n",
" _warn_prf(average, modifier, msg_start, len(result))\n",
"c:\\Users\\shahr\\anaconda3\\envs\\bert_hw\\lib\\site-packages\\sklearn\\metrics\\_classification.py:1469: UndefinedMetricWarning: Precision and F-score are ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.\n",
" _warn_prf(average, modifier, msg_start, len(result))\n",
"c:\\Users\\shahr\\anaconda3\\envs\\bert_hw\\lib\\site-packages\\sklearn\\metrics\\_classification.py:1469: UndefinedMetricWarning: Precision and F-score are ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.\n",
" _warn_prf(average, modifier, msg_start, len(result))\n"
]
}
],
"source": [
"for config, predicted_curr in zip(configs, predicted):\n",
" print('Config: {}'.format(config))\n",
" print(classification_report(y_test, predicted_curr[-1].cpu().numpy(), target_names=target_names))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## More Complicated Datasets"
]
},
{
"cell_type": "code",
"execution_count": 23,
"metadata": {},
"outputs": [],
"source": [
"import torch\n",
"import torchvision\n",
"import torch.nn as nn\n",
"import torch.nn.functional as F\n",
"import torch.optim as optim\n",
"from torchvision import transforms\n",
"import matplotlib.pyplot as plt\n",
"import numpy as np\n",
"from tqdm import tqdm"
]
},
{
"cell_type": "code",
"execution_count": 24,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Files already downloaded and verified\n",
"Files already downloaded and verified\n"
]
}
],
"source": [
"# Transform for the CIFAR-10 data\n",
"transform = transforms.Compose(\n",
" [transforms.ToTensor(),\n",
" transforms.Normalize((0.5, 0.5, 0.5), (0.5, 0.5, 0.5))])\n",
"\n",
"# Load CIFAR-10 training and test sets\n",
"trainset = torchvision.datasets.CIFAR10(root='./data', train=True,\n",
" download=True, transform=transform)\n",
"trainloader = torch.utils.data.DataLoader(trainset, batch_size=4,\n",
" shuffle=True, num_workers=2)\n",
"\n",
"testset = torchvision.datasets.CIFAR10(root='./data', train=False,\n",
" download=True, transform=transform)\n",
"testloader = torch.utils.data.DataLoader(testset, batch_size=4,\n",
" shuffle=False, num_workers=2)\n",
"\n",
"# Class labels in CIFAR-10\n",
"target_names = ('plane', 'car', 'bird', 'cat',\n",
" 'deer', 'dog', 'frog', 'horse', 'ship', 'truck')"
]
},
{
"cell_type": "code",
"execution_count": 33,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"tensor([2, 5, 0, 4])"
]
},
"execution_count": 33,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"labels"
]
},
{
"cell_type": "code",
"execution_count": 34,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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