nn-from-scratch/work-sc.ipynb
2025-11-05 17:53:45 +01:00

964 lines
729 KiB
Plaintext

{
"cells": [
{
"cell_type": "code",
"id": "initial_id",
"metadata": {
"ExecuteTime": {
"end_time": "2025-11-05T13:38:02.439091Z",
"start_time": "2025-11-05T13:38:02.434601Z"
}
},
"source": [
"from time import sleep\n",
"\n",
"import numpy as np\n",
"from time import sleep"
],
"outputs": [],
"execution_count": 122
},
{
"metadata": {
"ExecuteTime": {
"end_time": "2025-11-05T13:38:02.497177Z",
"start_time": "2025-11-05T13:38:02.491954Z"
}
},
"cell_type": "code",
"source": [
"# nn_architecture = [\n",
"# {\"input_dim\": 2, \"output_dim\": 4, \"activation\": \"relu\"},\n",
"# {\"input_dim\": 4, \"output_dim\": 6, \"activation\": \"relu\"},\n",
"# {\"input_dim\": 6, \"output_dim\": 6, \"activation\": \"relu\"},\n",
"# {\"input_dim\": 6, \"output_dim\": 4, \"activation\": \"relu\"},\n",
"# {\"input_dim\": 4, \"output_dim\": 1, \"activation\": \"sigmoid\"},\n",
"# ]\n",
"nn_architecture = [\n",
" {\"input_dim\": 2, \"output_dim\": 25, \"activation\": \"relu\"},\n",
" {\"input_dim\": 25, \"output_dim\": 50, \"activation\": \"relu\"},\n",
" {\"input_dim\": 50, \"output_dim\": 50, \"activation\": \"relu\"},\n",
" {\"input_dim\": 50, \"output_dim\": 25, \"activation\": \"relu\"},\n",
" {\"input_dim\": 25, \"output_dim\": 1, \"activation\": \"sigmoid\"},\n",
"]"
],
"id": "48cafaf4b64967bb",
"outputs": [],
"execution_count": 123
},
{
"metadata": {
"ExecuteTime": {
"end_time": "2025-11-05T13:38:02.517026Z",
"start_time": "2025-11-05T13:38:02.511404Z"
}
},
"cell_type": "code",
"source": [
"def init_layers(nn_architecture, seed = 99):\n",
" np.random.seed(seed)\n",
" number_of_layers = len(nn_architecture)\n",
" params_values = {}\n",
"\n",
" for idx, layer in enumerate(nn_architecture):\n",
" layer_idx = idx + 1\n",
" layer_input_size = layer[\"input_dim\"]\n",
" layer_output_size = layer[\"output_dim\"]\n",
"\n",
" params_values['W' + str(layer_idx)] = np.random.randn(\n",
" layer_output_size, layer_input_size) * 0.1\n",
" params_values['b' + str(layer_idx)] = np.random.randn(\n",
" layer_output_size, 1) * 0.1\n",
"\n",
" return params_values\n"
],
"id": "d13137630b41b756",
"outputs": [],
"execution_count": 124
},
{
"metadata": {
"ExecuteTime": {
"end_time": "2025-11-05T13:38:02.534993Z",
"start_time": "2025-11-05T13:38:02.531123Z"
}
},
"cell_type": "code",
"source": [
"params = init_layers(nn_architecture)\n",
"# params"
],
"id": "31f205147667dea6",
"outputs": [],
"execution_count": 125
},
{
"metadata": {
"ExecuteTime": {
"end_time": "2025-11-05T13:38:02.551697Z",
"start_time": "2025-11-05T13:38:02.546622Z"
}
},
"cell_type": "code",
"source": [
"def sigmoid(Z):\n",
" return 1/(1+np.exp(-Z))\n",
"\n",
"def relu(Z):\n",
" return np.maximum(0,Z)\n",
"\n",
"def sigmoid_backward(dA, Z):\n",
" sig = sigmoid(Z)\n",
" return dA * sig * (1 - sig)\n",
"\n",
"def relu_backward(dA, Z):\n",
" dZ = np.array(dA, copy = True)\n",
" dZ[Z <= 0] = 0;\n",
" return dZ;"
],
"id": "c1b960e7dcf09d91",
"outputs": [],
"execution_count": 126
},
{
"metadata": {
"ExecuteTime": {
"end_time": "2025-11-05T13:38:02.569859Z",
"start_time": "2025-11-05T13:38:02.565321Z"
}
},
"cell_type": "code",
"source": [
"def single_layer_forward_propagation(A_prev, W_curr, b_curr, activation=\"relu\"):\n",
" Z_curr = np.dot(W_curr, A_prev) + b_curr\n",
"\n",
" if activation == \"relu\":\n",
" activation_func = relu\n",
" elif activation == \"sigmoid\":\n",
" activation_func = sigmoid\n",
" else:\n",
" raise Exception('Non-supported activation function')\n",
"\n",
" return activation_func(Z_curr), Z_curr"
],
"id": "efae2e184daf2fce",
"outputs": [],
"execution_count": 127
},
{
"metadata": {
"ExecuteTime": {
"end_time": "2025-11-05T13:38:02.587354Z",
"start_time": "2025-11-05T13:38:02.582340Z"
}
},
"cell_type": "code",
"source": [
"def full_forward_propagation(X, params_values, nn_architecture):\n",
" memory = {}\n",
" A_curr = X\n",
"\n",
" for idx, layer in enumerate(nn_architecture):\n",
" layer_idx = idx + 1\n",
" A_prev = A_curr\n",
"\n",
" activ_function_curr = layer[\"activation\"]\n",
" W_curr = params_values[\"W\" + str(layer_idx)]\n",
" b_curr = params_values[\"b\" + str(layer_idx)]\n",
" A_curr, Z_curr = single_layer_forward_propagation(A_prev, W_curr, b_curr, activ_function_curr)\n",
"\n",
" memory[\"A\" + str(idx)] = A_prev\n",
" memory[\"Z\" + str(layer_idx)] = Z_curr\n",
"\n",
" return A_curr, memory"
],
"id": "c3cd9e8f51dbe967",
"outputs": [],
"execution_count": 128
},
{
"metadata": {
"ExecuteTime": {
"end_time": "2025-11-05T13:38:02.606905Z",
"start_time": "2025-11-05T13:38:02.601463Z"
}
},
"cell_type": "code",
"source": [
"def get_cost_value(Y_hat, Y):\n",
" m = Y_hat.shape[1]\n",
" cost = -1 / m * (np.dot(Y, np.log(Y_hat).T) + np.dot(1 - Y, np.log(1 - Y_hat).T))\n",
" return np.squeeze(cost)\n",
"\n",
"# an auxiliary function that converts probability into class\n",
"def convert_prob_into_class(probs):\n",
" probs_ = np.copy(probs)\n",
" probs_[probs_ > 0.5] = 1\n",
" probs_[probs_ <= 0.5] = 0\n",
" return probs_\n",
"\n",
"def get_accuracy_value(Y_hat, Y):\n",
" Y_hat_ = convert_prob_into_class(Y_hat)\n",
" return (Y_hat_ == Y).all(axis=0).mean()"
],
"id": "121416e7bbab57bb",
"outputs": [],
"execution_count": 129
},
{
"metadata": {
"ExecuteTime": {
"end_time": "2025-11-05T13:38:02.624438Z",
"start_time": "2025-11-05T13:38:02.619376Z"
}
},
"cell_type": "code",
"source": [
"def single_layer_backward_propagation(dA_curr, W_curr, b_curr, Z_curr, A_prev, activation=\"relu\"):\n",
" m = A_prev.shape[1]\n",
"\n",
" if activation == \"relu\":\n",
" backward_activation_func = relu_backward\n",
" elif activation == \"sigmoid\":\n",
" backward_activation_func = sigmoid_backward\n",
" else:\n",
" raise Exception('Non-supported activation function')\n",
"\n",
" dZ_curr = backward_activation_func(dA_curr, Z_curr)\n",
" dW_curr = np.dot(dZ_curr, A_prev.T) / m\n",
" db_curr = np.sum(dZ_curr, axis=1, keepdims=True) / m\n",
" dA_prev = np.dot(W_curr.T, dZ_curr)\n",
"\n",
" return dA_prev, dW_curr, db_curr"
],
"id": "92e4b87664f18a63",
"outputs": [],
"execution_count": 130
},
{
"metadata": {
"ExecuteTime": {
"end_time": "2025-11-05T13:38:02.642647Z",
"start_time": "2025-11-05T13:38:02.635731Z"
}
},
"cell_type": "code",
"source": [
"def full_backward_propagation(Y_hat, Y, memory, params_values, nn_architecture):\n",
" grads_values = {}\n",
" m = Y.shape[1]\n",
" Y = Y.reshape(Y_hat.shape)\n",
"\n",
" dA_prev = - (np.divide(Y, Y_hat) - np.divide(1 - Y, 1 - Y_hat));\n",
"\n",
" for layer_idx_prev, layer in reversed(list(enumerate(nn_architecture))):\n",
" layer_idx_curr = layer_idx_prev + 1\n",
" activ_function_curr = layer[\"activation\"]\n",
"\n",
" dA_curr = dA_prev\n",
"\n",
" A_prev = memory[\"A\" + str(layer_idx_prev)]\n",
" Z_curr = memory[\"Z\" + str(layer_idx_curr)]\n",
" W_curr = params_values[\"W\" + str(layer_idx_curr)]\n",
" b_curr = params_values[\"b\" + str(layer_idx_curr)]\n",
"\n",
" dA_prev, dW_curr, db_curr = single_layer_backward_propagation(\n",
" dA_curr, W_curr, b_curr, Z_curr, A_prev, activ_function_curr)\n",
"\n",
" grads_values[\"dW\" + str(layer_idx_curr)] = dW_curr\n",
" grads_values[\"db\" + str(layer_idx_curr)] = db_curr\n",
"\n",
" return grads_values"
],
"id": "2c8e4eed1846f003",
"outputs": [],
"execution_count": 131
},
{
"metadata": {
"ExecuteTime": {
"end_time": "2025-11-05T13:38:02.658802Z",
"start_time": "2025-11-05T13:38:02.654594Z"
}
},
"cell_type": "code",
"source": [
"def update(params_values, grads_values, nn_architecture, learning_rate):\n",
" for layer_idx, layer in enumerate(nn_architecture, 1):\n",
" params_values[\"W\" + str(layer_idx)] -= learning_rate * grads_values[\"dW\" + str(layer_idx)]\n",
" params_values[\"b\" + str(layer_idx)] -= learning_rate * grads_values[\"db\" + str(layer_idx)]\n",
"\n",
" return params_values;"
],
"id": "16320b953a183511",
"outputs": [],
"execution_count": 132
},
{
"metadata": {
"ExecuteTime": {
"end_time": "2025-11-05T13:39:17.682538Z",
"start_time": "2025-11-05T13:39:17.675416Z"
}
},
"cell_type": "code",
"source": [
"def train(X, Y, nn_architecture, epochs, learning_rate, verbose=False, callback=None):\n",
" # initiation of neural net parameters\n",
" params_values = init_layers(nn_architecture, 2)\n",
" # initiation of lists storing the history\n",
" # of metrics calculated during the learning process\n",
" cost_history = []\n",
" accuracy_history = []\n",
"\n",
" # performing calculations for subsequent iterations\n",
" for i in range(epochs):\n",
" # step forward\n",
" Y_hat, cashe = full_forward_propagation(X, params_values, nn_architecture)\n",
"\n",
" # calculating metrics and saving them in history\n",
" cost = get_cost_value(Y_hat, Y)\n",
" cost_history.append(cost)\n",
" accuracy = get_accuracy_value(Y_hat, Y)\n",
" accuracy_history.append(accuracy)\n",
"\n",
" # step backward - calculating gradient\n",
" grads_values = full_backward_propagation(Y_hat, Y, cashe, params_values, nn_architecture)\n",
" # updating model state\n",
" params_values = update(params_values, grads_values, nn_architecture, learning_rate)\n",
"\n",
" if(i % 1000 == 0):\n",
" if(verbose):\n",
" print(\"Iteration: {:05} - cost: {:.5f} - accuracy: {:.5f}\".format(i, cost, accuracy))\n",
" if(callback is not None):\n",
" callback(i, params_values)\n",
"\n",
" return params_values"
],
"id": "fce33f70bba3898",
"outputs": [],
"execution_count": 143
},
{
"metadata": {
"ExecuteTime": {
"end_time": "2025-11-05T13:38:02.698142Z",
"start_time": "2025-11-05T13:38:02.692258Z"
}
},
"cell_type": "code",
"source": [
"import os\n",
"import tensorflow as tf\n",
"\n",
"import sklearn.datasets as ds\n",
"from sklearn.datasets import make_moons\n",
"from sklearn.model_selection import train_test_split\n",
"\n",
"import seaborn as sns\n",
"import matplotlib.pyplot as plt\n",
"from matplotlib import cm\n",
"from mpl_toolkits.mplot3d import Axes3D\n",
"sns.set_style(\"whitegrid\")\n",
"\n",
"import keras\n",
"from keras.models import Sequential\n",
"from keras.layers import Dense\n",
"# from keras.utils import np_utils\n",
"from keras import regularizers\n",
"\n",
"from sklearn.metrics import accuracy_score"
],
"id": "cccd73b5018799d4",
"outputs": [],
"execution_count": 134
},
{
"metadata": {
"ExecuteTime": {
"end_time": "2025-11-05T13:38:02.713606Z",
"start_time": "2025-11-05T13:38:02.710429Z"
}
},
"cell_type": "code",
"source": [
"# number of samples in the data set\n",
"N_SAMPLES = 1000\n",
"# ratio between training and test sets\n",
"TEST_SIZE = 0.1"
],
"id": "4f66ffa878f01c02",
"outputs": [],
"execution_count": 135
},
{
"metadata": {
"ExecuteTime": {
"end_time": "2025-11-05T13:38:02.731937Z",
"start_time": "2025-11-05T13:38:02.725571Z"
}
},
"cell_type": "code",
"source": [
"X, y = ds.make_circles(n_samples = N_SAMPLES, noise=0.2, random_state=100)\n",
"# X, y = make_moons(n_samples = N_SAMPLES, noise=0.2, random_state=100)\n",
"X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=TEST_SIZE, random_state=42)"
],
"id": "bebe0ed00a2d514",
"outputs": [],
"execution_count": 136
},
{
"metadata": {
"ExecuteTime": {
"end_time": "2025-11-05T13:38:25.210667Z",
"start_time": "2025-11-05T13:38:02.745281Z"
}
},
"cell_type": "code",
"source": [
"params_values = train(np.transpose(X_train), np.transpose(y_train.reshape((y_train.shape[0], 1))), nn_architecture, 30000, 0.01, verbose=True)\n",
"# params_values\n"
],
"id": "ce04892d496c5147",
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Iteration: 00000 - cost: 0.69318 - accuracy: 0.50444\n",
"Iteration: 01000 - cost: 0.69315 - accuracy: 0.50444\n",
"Iteration: 02000 - cost: 0.69312 - accuracy: 0.50444\n",
"Iteration: 03000 - cost: 0.69310 - accuracy: 0.50444\n",
"Iteration: 04000 - cost: 0.69308 - accuracy: 0.50444\n",
"Iteration: 05000 - cost: 0.69306 - accuracy: 0.50444\n",
"Iteration: 06000 - cost: 0.69304 - accuracy: 0.50444\n",
"Iteration: 07000 - cost: 0.69301 - accuracy: 0.50444\n",
"Iteration: 08000 - cost: 0.69298 - accuracy: 0.50444\n",
"Iteration: 09000 - cost: 0.69296 - accuracy: 0.50444\n",
"Iteration: 10000 - cost: 0.69292 - accuracy: 0.50444\n",
"Iteration: 11000 - cost: 0.69288 - accuracy: 0.50444\n",
"Iteration: 12000 - cost: 0.69284 - accuracy: 0.50444\n",
"Iteration: 13000 - cost: 0.69278 - accuracy: 0.50444\n",
"Iteration: 14000 - cost: 0.69272 - accuracy: 0.50444\n",
"Iteration: 15000 - cost: 0.69265 - accuracy: 0.50444\n",
"Iteration: 16000 - cost: 0.69256 - accuracy: 0.50444\n",
"Iteration: 17000 - cost: 0.69244 - accuracy: 0.50444\n",
"Iteration: 18000 - cost: 0.69229 - accuracy: 0.50778\n",
"Iteration: 19000 - cost: 0.69210 - accuracy: 0.52778\n",
"Iteration: 20000 - cost: 0.69184 - accuracy: 0.54111\n",
"Iteration: 21000 - cost: 0.69148 - accuracy: 0.55778\n",
"Iteration: 22000 - cost: 0.69097 - accuracy: 0.58333\n",
"Iteration: 23000 - cost: 0.69021 - accuracy: 0.60222\n",
"Iteration: 24000 - cost: 0.68900 - accuracy: 0.62222\n",
"Iteration: 25000 - cost: 0.68693 - accuracy: 0.65111\n",
"Iteration: 26000 - cost: 0.68299 - accuracy: 0.66889\n",
"Iteration: 27000 - cost: 0.67457 - accuracy: 0.68222\n",
"Iteration: 28000 - cost: 0.65530 - accuracy: 0.67333\n",
"Iteration: 29000 - cost: 0.61861 - accuracy: 0.67111\n"
]
}
],
"execution_count": 137
},
{
"metadata": {
"ExecuteTime": {
"end_time": "2025-11-05T13:38:25.280709Z",
"start_time": "2025-11-05T13:38:25.278689Z"
}
},
"cell_type": "code",
"source": [
"Y_test_hat, _ = full_forward_propagation(np.transpose(X_test), params_values, nn_architecture)\n",
"\n",
"acc_test = get_accuracy_value(Y_test_hat, np.transpose(y_test.reshape((y_test.shape[0], 1))))\n",
"print(\"Test set accuracy: {:.2f} - David\".format(acc_test))\n"
],
"id": "26e7a2a8848714d9",
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Test set accuracy: 0.69 - David\n"
]
}
],
"execution_count": 138
},
{
"metadata": {
"ExecuteTime": {
"end_time": "2025-11-05T13:43:01.544185Z",
"start_time": "2025-11-05T13:43:01.537741Z"
}
},
"cell_type": "code",
"source": [
"# boundary of the graph\n",
"GRID_X_START = -1.5\n",
"GRID_X_END = 1.5\n",
"GRID_Y_START = -1.5\n",
"GRID_Y_END = 1.5\n",
"# output directory (the folder must be created on the drive)\n",
"OUTPUT_DIR = \"./binary_classification_vizualizations/\"\n",
"os.makedirs(OUTPUT_DIR, exist_ok=True)\n",
"### Definition of grid boundaries\n",
"grid = np.mgrid[GRID_X_START:GRID_X_END:100j, GRID_Y_START:GRID_Y_END:100j]\n",
"grid_2d = grid.reshape(2, -1).T\n",
"XX, YY = grid"
],
"id": "b070f03d55981894",
"outputs": [],
"execution_count": 148
},
{
"metadata": {
"ExecuteTime": {
"end_time": "2025-11-05T13:38:25.355642Z",
"start_time": "2025-11-05T13:38:25.347259Z"
}
},
"cell_type": "code",
"source": [
"def make_plot(X, y, plot_name, file_name=None, XX=None, YY=None, preds=None, dark=False):\n",
" if (dark):\n",
" plt.style.use('dark_background')\n",
" else:\n",
" sns.set_style(\"whitegrid\")\n",
" plt.figure(figsize=(16,12))\n",
" axes = plt.gca()\n",
" axes.set(xlabel=\"$X_1$\", ylabel=\"$X_2$\")\n",
" plt.title(plot_name, fontsize=30)\n",
" plt.subplots_adjust(left=0.20)\n",
" plt.subplots_adjust(right=0.80)\n",
" if(XX is not None and YY is not None and preds is not None):\n",
" plt.contourf(XX, YY, preds.reshape(XX.shape), 25, alpha = 1, cmap=cm.Spectral)\n",
" plt.contour(XX, YY, preds.reshape(XX.shape), levels=[.5], cmap=\"Greys\", vmin=0, vmax=.6)\n",
" plt.scatter(X[:, 0], X[:, 1], c=y.ravel(), s=40, cmap=plt.cm.Spectral, edgecolors='black')\n",
" if(file_name):\n",
" plt.savefig(file_name)\n",
" plt.close()"
],
"id": "553e08ddc23ab78c",
"outputs": [],
"execution_count": 140
},
{
"metadata": {
"ExecuteTime": {
"end_time": "2025-11-05T13:47:50.552445Z",
"start_time": "2025-11-05T13:47:50.545245Z"
}
},
"cell_type": "code",
"source": "X.T",
"id": "b87560199ee27331",
"outputs": [
{
"data": {
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]
},
"execution_count": 158,
"metadata": {},
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}
],
"execution_count": 158
},
{
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" 0, 1, 1, 1, 1, 1, 0, 1, 1, 0, 0, 0, 0, 0, 1, 0, 1, 0, 1, 1, 1, 0,\n",
" 0, 1, 1, 0, 0, 1, 1, 1, 0, 0, 1, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1,\n",
" 0, 0, 1, 1, 0, 1, 0, 0, 1, 1, 0, 1, 0, 0, 0, 0, 1, 1, 1, 1, 0, 0,\n",
" 0, 0, 0, 1, 0, 0, 1, 1, 1, 0, 1, 1, 1, 1, 1, 1, 1, 0, 0, 0, 0, 0,\n",
" 0, 1, 1, 1, 1, 0, 1, 0, 0, 0, 1, 1, 1, 0, 0, 1, 0, 1, 1, 1, 0, 0,\n",
" 1, 0, 0, 0, 1, 1, 0, 1, 0, 0, 1, 1, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0,\n",
" 1, 0, 1, 0, 0, 1, 0, 1, 1, 1, 0, 0, 1, 0, 1, 0, 1, 0, 1, 0, 0, 1,\n",
" 0, 1, 1, 0, 0, 1, 0, 1, 1, 0, 0, 1, 1, 1, 1, 0, 0, 1, 1, 0, 1, 1,\n",
" 0, 1, 1, 0, 1, 1, 0, 0, 1, 0, 0, 1, 0, 0, 0, 1, 1, 0, 0, 1, 1, 1,\n",
" 1, 0, 0, 0, 0, 1, 0, 0, 0, 0, 1, 1, 0, 1, 1, 1, 0, 0, 1, 0, 1, 0,\n",
" 1, 1, 0, 0, 1, 0, 1, 1, 1, 1, 0, 1, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0,\n",
" 0, 1, 1, 1, 1, 0, 1, 0, 1, 1, 1, 1, 0, 1, 1, 1, 1, 0, 1, 0, 0, 1,\n",
" 1, 1, 1, 0, 1, 1, 1, 0, 1, 1, 1, 1, 1, 0, 1, 1, 1, 0, 0, 1, 0, 1,\n",
" 0, 0, 0, 1, 1, 1, 0, 0, 0, 0, 1, 1, 1, 0, 1, 0, 1, 0, 0, 1, 0, 1,\n",
" 0, 1, 1, 0, 1, 0, 0, 0, 1, 1, 1, 1, 0, 1, 1, 0, 0, 1, 1, 0, 0, 0,\n",
" 1, 0, 0, 0, 0, 1, 0, 1, 1, 0, 1, 1, 1, 0, 0, 1, 0, 0, 0, 0, 0, 1,\n",
" 1, 1, 1, 0, 1, 0, 1, 1, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 1, 1, 1, 1,\n",
" 0, 1, 1, 0, 0, 0, 1, 1, 0, 1, 1, 0, 1, 0, 1, 1, 0, 1, 0, 0, 0, 0,\n",
" 1, 1, 0, 0, 0, 1, 1, 1, 0, 1, 0, 1, 1, 1, 1, 0, 1, 1, 1, 1, 0, 1,\n",
" 1, 0, 0, 1, 1, 1, 1, 1, 0, 0, 0, 0, 0, 1, 1, 0, 0, 1, 0, 1, 1, 1,\n",
" 1, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 1, 0, 1, 1, 0, 1,\n",
" 1, 0, 1, 1, 0, 1, 0, 1, 0, 1, 0, 1, 0, 1, 0, 1, 1, 1, 0, 0, 1, 1,\n",
" 1, 0, 1, 1, 0, 1, 0, 1, 0, 1, 1, 0, 1, 1, 1, 0, 1, 1, 0, 1, 0, 1,\n",
" 1, 1, 0, 1, 1, 0, 1, 0, 1, 0, 0, 0, 0, 1, 1, 1, 0, 1, 1, 1, 0, 1,\n",
" 1, 0, 0, 1, 0, 0, 1, 1, 1, 0, 1, 1, 0, 0, 0, 1, 1, 0, 1, 0, 0, 1,\n",
" 0, 0, 1, 0, 0, 1, 1, 1, 1, 1, 1, 1, 0, 1, 0, 0, 1, 1, 1, 1, 0, 0,\n",
" 1, 0, 0, 0, 0, 1, 1, 1, 0, 1, 0, 0, 0, 0, 1, 0, 1, 1, 1, 1, 1, 1,\n",
" 0, 0, 1, 1, 0, 1, 0, 1, 0, 1, 1, 0, 0, 1, 1, 1, 0, 1, 1, 0, 1, 0,\n",
" 0, 1, 0, 1, 1, 1, 1, 1, 1, 0, 0, 1, 0, 0, 0, 0, 0, 1, 0, 1, 0, 0,\n",
" 0, 0, 0, 1, 1, 1, 1, 1, 0, 0, 0, 1, 1, 0, 1, 0, 1, 0, 1, 0, 1, 0,\n",
" 0, 0, 1, 0, 1, 0, 1, 0, 0, 0, 1, 1, 0, 0, 1, 0, 1, 1, 1, 0, 0, 1,\n",
" 0, 1, 0, 0, 0, 1, 0, 1, 1, 0, 0, 0, 1, 0, 0, 1, 0, 1, 1, 0, 0, 0,\n",
" 0, 1, 0, 1, 1, 1, 0, 1, 0, 1, 0, 0, 0, 1, 1, 0, 1, 0, 0, 1, 1, 0,\n",
" 1, 0, 0, 1, 0, 1, 1, 0, 0, 0, 0, 0, 0, 1, 1, 0, 0, 0, 0, 1, 0, 0,\n",
" 1, 1, 1, 0, 1, 0, 0, 0, 0, 1, 1, 1, 0, 1, 0, 0, 1, 0, 0, 0, 0, 0,\n",
" 1, 1, 0, 0, 1, 1, 1, 0, 1, 0, 0, 0, 1, 1, 1, 0, 1, 1, 1, 0, 1, 0,\n",
" 1, 1, 1, 0, 0, 0, 1, 1, 1, 1, 0, 1, 0, 1, 0, 1, 1, 1, 1, 1, 0, 1,\n",
" 1, 0, 1, 1, 0, 1, 1, 1, 1, 1])"
]
},
"execution_count": 157,
"metadata": {},
"output_type": "execute_result"
}
],
"execution_count": 157
},
{
"metadata": {
"ExecuteTime": {
"end_time": "2025-11-05T13:38:25.471082Z",
"start_time": "2025-11-05T13:38:25.370173Z"
}
},
"cell_type": "code",
"source": " make_plot(X, y, \"Dataset\")",
"id": "36c83562b7404392",
"outputs": [
{
"data": {
"text/plain": [
"<Figure size 1600x1200 with 1 Axes>"
],
"image/png": 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"
},
"metadata": {},
"output_type": "display_data",
"jetTransient": {
"display_id": null
}
}
],
"execution_count": 141
},
{
"metadata": {
"ExecuteTime": {
"end_time": "2025-11-05T13:39:53.206765Z",
"start_time": "2025-11-05T13:39:27.866713Z"
}
},
"cell_type": "code",
"source": [
"from time import sleep\n",
"def callback_numpy_plot(index, params):\n",
" plot_title = \"NumPy Model - It: {:05}\".format(index)\n",
" file_name = \"numpy_model_{:05}.png\".format(index // 50)\n",
" file_path = os.path.join(OUTPUT_DIR, file_name)\n",
" prediction_probs, _ = full_forward_propagation(np.transpose(grid_2d), params, nn_architecture)\n",
" prediction_probs = prediction_probs.reshape(prediction_probs.shape[1], 1)\n",
" make_plot(X_test, y_test, plot_title, file_name=file_path, XX=XX, YY=YY, preds=prediction_probs, dark=True)\n",
"\n",
"# Training\n",
"params_values = train(np.transpose(X_train), np.transpose(y_train.reshape((y_train.shape[0], 1))), nn_architecture,\n",
" 30000, 0.01, False, callback_numpy_plot)"
],
"id": "b6a4d6a1a1fb289",
"outputs": [],
"execution_count": 144
},
{
"metadata": {
"ExecuteTime": {
"end_time": "2025-11-05T13:43:06.906300Z",
"start_time": "2025-11-05T13:43:06.780036Z"
}
},
"cell_type": "code",
"source": [
"\n",
"\n",
"prediction_probs_numpy, _ = full_forward_propagation(np.transpose(grid_2d), params_values, nn_architecture)\n",
"prediction_probs_numpy = prediction_probs_numpy.reshape(prediction_probs_numpy.shape[1], 1)\n",
"\n",
"make_plot(X_test, y_test, \"NumPy Model\", file_name=None, XX=XX, YY=YY, preds=prediction_probs_numpy)"
],
"id": "6b36e606efa7f99a",
"outputs": [
{
"data": {
"text/plain": [
"<Figure size 1600x1200 with 1 Axes>"
],
"image/png": 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"
},
"metadata": {},
"output_type": "display_data",
"jetTransient": {
"display_id": null
}
}
],
"execution_count": 149
},
{
"metadata": {},
"cell_type": "code",
"source": "",
"id": "dc0b9266ae37298a",
"outputs": [],
"execution_count": null
},
{
"metadata": {
"ExecuteTime": {
"end_time": "2025-11-05T13:45:25.105461Z",
"start_time": "2025-11-05T13:45:17.001211Z"
}
},
"cell_type": "code",
"source": [
"model = Sequential()\n",
"model.add(Dense(25, input_dim=2,activation='relu'))\n",
"model.add(Dense(50, activation='relu'))\n",
"model.add(Dense(50, activation='relu'))\n",
"model.add(Dense(25, activation='relu'))\n",
"model.add(Dense(1, activation='sigmoid'))\n",
"\n",
"model.compile(loss='binary_crossentropy', optimizer=\"sgd\", metrics=['accuracy'])\n",
"\n",
"# Training\n",
"history = model.fit(X_train, y_train, epochs=200, verbose=0)"
],
"id": "f05ff40ed26e45c2",
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/home/oskar/projects/nn-from-scratch/.venv/lib/python3.13/site-packages/keras/src/layers/core/dense.py:95: UserWarning: Do not pass an `input_shape`/`input_dim` argument to a layer. When using Sequential models, prefer using an `Input(shape)` object as the first layer in the model instead.\n",
" super().__init__(activity_regularizer=activity_regularizer, **kwargs)\n"
]
}
],
"execution_count": 154
},
{
"metadata": {
"ExecuteTime": {
"end_time": "2025-11-05T13:45:27.083553Z",
"start_time": "2025-11-05T13:45:26.623760Z"
}
},
"cell_type": "code",
"source": [
"Y_test_prob = model.predict(X_test)\n",
"Y_test_hat = (Y_test_prob > 0.5).astype(int).ravel()\n",
"acc_test = accuracy_score(y_test, Y_test_hat)\n",
"print(\"Test set accuracy: {:.2f} - Goliath\".format(acc_test))"
],
"id": "ef52bee9c93081d3",
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"\u001B[1m1/4\u001B[0m \u001B[32m━━━━━\u001B[0m\u001B[37m━━━━━━━━━━━━━━━\u001B[0m \u001B[1m0s\u001B[0m 202ms/stepWARNING:tensorflow:5 out of the last 62926 calls to <function TensorFlowTrainer.make_predict_function.<locals>.one_step_on_data_distributed at 0x7a1f345302c0> triggered tf.function retracing. Tracing is expensive and the excessive number of tracings could be due to (1) creating @tf.function repeatedly in a loop, (2) passing tensors with different shapes, (3) passing Python objects instead of tensors. For (1), please define your @tf.function outside of the loop. For (2), @tf.function has reduce_retracing=True option that can avoid unnecessary retracing. For (3), please refer to https://www.tensorflow.org/guide/function#controlling_retracing and https://www.tensorflow.org/api_docs/python/tf/function for more details.\n",
"\u001B[1m4/4\u001B[0m \u001B[32m━━━━━━━━━━━━━━━━━━━━\u001B[0m\u001B[37m\u001B[0m \u001B[1m0s\u001B[0m 78ms/step\n",
"Test set accuracy: 0.69 - Goliath\n"
]
}
],
"execution_count": 155
},
{
"metadata": {
"ExecuteTime": {
"end_time": "2025-11-05T13:41:27.539268Z",
"start_time": "2025-11-05T13:40:32.908771Z"
}
},
"cell_type": "code",
"source": [
"def callback_keras_plot(epoch, logs):\n",
" plot_title = \"Keras Model - It: {:05}\".format(epoch)\n",
" file_name = \"keras_model_{:05}.png\".format(epoch)\n",
" file_path = os.path.join(OUTPUT_DIR, file_name)\n",
" prediction_probs = model.predict(grid_2d, batch_size=32, verbose=0)\n",
" prediction_probs = prediction_probs.reshape(-1)\n",
" make_plot(X_test, y_test, plot_title, file_name=file_path, XX=XX, YY=YY, preds=prediction_probs)\n",
"\n",
"\n",
"# Adding callback functions that they will run in every epoch\n",
"testmodelcb = keras.callbacks.LambdaCallback(on_epoch_end=callback_keras_plot)\n",
"\n",
"# Building a model\n",
"model = Sequential()\n",
"model.add(Dense(25, input_dim=2, activation='relu'))\n",
"model.add(Dense(50, activation='relu'))\n",
"model.add(Dense(50, activation='relu'))\n",
"model.add(Dense(25, activation='relu'))\n",
"model.add(Dense(1, activation='sigmoid'))\n",
"\n",
"model.compile(loss='binary_crossentropy', optimizer=\"sgd\", metrics=['accuracy'])\n",
"\n",
"# Training\n",
"history = model.fit(X_train, y_train, epochs=200, verbose=0, callbacks=[testmodelcb])\n"
],
"id": "6feab7da06e7a828",
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/home/oskar/projects/nn-from-scratch/.venv/lib/python3.13/site-packages/keras/src/layers/core/dense.py:95: UserWarning: Do not pass an `input_shape`/`input_dim` argument to a layer. When using Sequential models, prefer using an `Input(shape)` object as the first layer in the model instead.\n",
" super().__init__(activity_regularizer=activity_regularizer, **kwargs)\n"
]
}
],
"execution_count": 146
},
{
"metadata": {
"ExecuteTime": {
"end_time": "2025-11-05T13:43:21.691060Z",
"start_time": "2025-11-05T13:43:21.443563Z"
}
},
"cell_type": "code",
"source": [
"\n",
"prediction_probs = model.predict(grid_2d, batch_size=32, verbose=0)\n",
"prediction_probs = prediction_probs.reshape(-1)\n",
"make_plot(X_test, y_test, \"Keras Model\", file_name=None, XX=XX, YY=YY, preds=prediction_probs)\n"
],
"id": "38dee4608746a358",
"outputs": [
{
"data": {
"text/plain": [
"<Figure size 1600x1200 with 1 Axes>"
],
"image/png": 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"
},
"metadata": {},
"output_type": "display_data",
"jetTransient": {
"display_id": null
}
}
],
"execution_count": 150
},
{
"metadata": {},
"cell_type": "code",
"source": "!nvidia-smi\n",
"id": "7369490697e1ed40",
"outputs": [],
"execution_count": null
},
{
"metadata": {},
"cell_type": "code",
"source": [
"import torch\n",
"print(torch.cuda.is_available())"
],
"id": "9958964dbe0d2732",
"outputs": [],
"execution_count": null
},
{
"metadata": {},
"cell_type": "code",
"source": [
"print(torch.cuda.get_device_name(0))\n",
"print(torch.cuda.current_device())"
],
"id": "f88bc28cff654bde",
"outputs": [],
"execution_count": null
},
{
"metadata": {},
"cell_type": "code",
"source": "print(tf.config.list_physical_devices('GPU'))",
"id": "d60dd759b2bf2bf",
"outputs": [],
"execution_count": null
},
{
"metadata": {},
"cell_type": "code",
"source": [
"import torch, time\n",
"\n",
"x_cpu = torch.randn(10000, 10000)\n",
"start = time.time()\n",
"y_cpu = x_cpu @ x_cpu\n",
"print(\"CPU:\", time.time() - start, \"s\")\n",
"\n",
"if torch.cuda.is_available():\n",
" x_gpu = x_cpu.cuda()\n",
" torch.cuda.synchronize()\n",
" start = time.time()\n",
" y_gpu = x_gpu @ x_gpu\n",
" torch.cuda.synchronize()\n",
" print(\"GPU:\", time.time() - start, \"s\")\n"
],
"id": "b482f6b3594de45e",
"outputs": [],
"execution_count": null
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3 (ipykernel)",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.13.7"
}
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