{ "cells": [ { "cell_type": "markdown", "metadata": { "id": "JEFYtxdXQP1s" }, "source": [ "# Введение в анализ данных\n", "\n", "\n", "## PyTorch и полносвязные нейронные сети\n", "\n", "![pytorch-logo.png](data:image/png;base64,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)" ] }, { "cell_type": "markdown", "metadata": { "id": "CKuaI37x8hjJ" }, "source": [ "### 1. Введение\n", "\n", "В данном ноутбуке мы будем пользоваться фреймворком **PyTorch**, который предназначен для работы с нейронными сетями. Как установить `torch` можно прочитать на официальном сайте PyTorch. Для этого выберите свою OS, и вам будет показана нужная команда для ввода в терминале.\n", "\n", "Больше подробностей о том, как работает `torch`, будет рассказано на 3 курсе." ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "Wp5-n1308hjM", "outputId": "2ce1066a-cdb6-4435-e4f2-773fbb529af8" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "2.6.0+cu124\n" ] } ], "source": [ "import numpy as np\n", "import pandas as pd\n", "\n", "import matplotlib.pyplot as plt\n", "import seaborn as sns\n", "from IPython.display import clear_output\n", "\n", "sns.set(palette=\"Set2\")\n", "\n", "import torch\n", "from torch import nn\n", "\n", "print(torch.__version__)" ] }, { "cell_type": "markdown", "metadata": { "id": "Y4yG4djE8hjR" }, "source": [ "#### 1.1 Сравнение NumPy и PyTorch-синтаксиса\n", "Интерфейс `torch` написан подобно интерфейсу `numpy` для удобства использования. Главное различие между ними в том, что `numpy` оперирует `numpy.ndarray` массивами, а `torch` — тензорами `torch.Tensor`. Тензор в `torch`, как и массив в `numpy` представляет собой многомерную матрицу с элементами одного типа данных. Напишем одни и те же операции на `numpy` и `torch`." ] }, { "cell_type": "markdown", "metadata": { "id": "BW8djI0PNvVE" }, "source": [ "**numpy**" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "qh-uD8hE8hjS", "outputId": "a4e0df80-107e-42de-c9ed-0deabd8f5551" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Матрица X:\n", "[[ 0 1 2 3]\n", " [ 4 5 6 7]\n", " [ 8 9 10 11]\n", " [12 13 14 15]]\n", "\n", "Размер: (4, 4)\n", "\n", "Добавление константы:\n", "[[ 5 6 7 8]\n", " [ 9 10 11 12]\n", " [13 14 15 16]\n", " [17 18 19 20]]\n", "\n", "X*X^T:\n", "[[ 14 38 62 86]\n", " [ 38 126 214 302]\n", " [ 62 214 366 518]\n", " [ 86 302 518 734]]\n", "\n", "Среднее по колонкам:\n", "[ 1.5 5.5 9.5 13.5]\n", "\n", "Кумулятивная сумма по колонкам:\n", "[[ 0 1 2 3]\n", " [ 4 6 8 10]\n", " [12 15 18 21]\n", " [24 28 32 36]]\n", "\n" ] } ], "source": [ "x = np.arange(16).reshape(4, 4)\n", "\n", "print(f\"Матрица X:\\n{x}\\n\")\n", "print(f\"Размер: {x.shape}\\n\")\n", "print(f\"Добавление константы:\\n{x + 5}\\n\")\n", "print(f\"X*X^T:\\n{np.dot(x, x.T)}\\n\")\n", "print(f\"Среднее по колонкам:\\n{x.mean(axis=-1)}\\n\")\n", "print(f\"Кумулятивная сумма по колонкам:\\n{np.cumsum(x, axis=0)}\\n\")" ] }, { "cell_type": "markdown", "metadata": { "id": "Fit0yaPPOCwv" }, "source": [ "**pytorch**" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "uZM_OyVQ8hjV", "outputId": "0d3de891-8a75-4740-c3d1-fc0256f8f1d3" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Матрица X:\n", "tensor([[ 0., 1., 2., 3.],\n", " [ 4., 5., 6., 7.],\n", " [ 8., 9., 10., 11.],\n", " [12., 13., 14., 15.]])\n", "Размер: torch.Size([4, 4])\n", "\n", "Добавление константы:\n", "tensor([[ 5., 6., 7., 8.],\n", " [ 9., 10., 11., 12.],\n", " [13., 14., 15., 16.],\n", " [17., 18., 19., 20.]])\n", "X*X^T:\n", "tensor([[ 14., 38., 62., 86.],\n", " [ 38., 126., 214., 302.],\n", " [ 62., 214., 366., 518.],\n", " [ 86., 302., 518., 734.]])\n", "Среднее по колонкам:\n", "tensor([ 1.5000, 5.5000, 9.5000, 13.5000])\n", "Кумулятивная сумма по колонкам:\n", "tensor([[ 0., 1., 2., 3.],\n", " [ 4., 6., 8., 10.],\n", " [12., 15., 18., 21.],\n", " [24., 28., 32., 36.]])\n" ] } ], "source": [ "x = np.arange(16).reshape(4, 4)\n", "x = torch.tensor(x, dtype=torch.float32) # или torch.arange(0,16).view(4,4)\n", "\n", "print(f\"Матрица X:\\n{x}\")\n", "print(f\"Размер: {x.shape}\\n\")\n", "print(f\"Добавление константы:\\n{x + 5}\")\n", "print(f\"X*X^T:\\n{torch.matmul(x, x.transpose(1, 0))}\") # кратко: x.mm(x.t())\n", "print(f\"Среднее по колонкам:\\n{torch.mean(x, dim=-1)}\")\n", "print(f\"Кумулятивная сумма по колонкам:\\n{torch.cumsum(x, dim=0)}\")" ] }, { "cell_type": "markdown", "metadata": { "id": "T4_b7OJL8hjX" }, "source": [ "Все же некоторые названия методов отличаются от методов `numpy`. Полной совместимости с `numpy` по-прежнему нет, но с обновлениями разрыв постепенно сокращался. Однако последние изменения были не столь значительными, так что необходимость заново запоминать новые названия встречается реже.\n", "\n", "Например, PyTorch использует другое написание стандартных типов: \n", "* `x.astype('int64') -> x.type(torch.LongTensor)`\n", "\n", "Для более детального сравнения можно воспользоваться таблицей перевода методов из `numpy` в `torch` или обратиться к официальной документации. Если же возникают сложности, полезно заглянуть на форумы PyTorch.\n" ] }, { "cell_type": "markdown", "metadata": { "id": "23HMyfZUZWFH" }, "source": [ "#### 1.2 NumPy <-> PyTorch\n", "Можно переводить `numpy`-массив в `torch`-тензор и наоборот.\n", "Например, чтобы сделать из `numpy`-массива `torch`-тензор, можно поступить следующим образом" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "5F1f3nEWZ6tA", "outputId": "b1de8f78-7366-4f40-b4cd-78646f320cef" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " tensor([2, 5, 7, 1])\n", " tensor([2, 5, 7, 1])\n" ] } ], "source": [ "# зададим numpy массив\n", "x_np = np.array([2, 5, 7, 1])\n", "\n", "# 1-й способ\n", "x_torch = torch.tensor(x_np)\n", "print(type(x_torch), x_torch)\n", "\n", "# 2-й способ\n", "x_torch = torch.from_numpy(x_np)\n", "print(type(x_torch), x_torch)" ] }, { "cell_type": "markdown", "metadata": { "id": "lcFEpTNLa4cP" }, "source": [ "Аналогично и с переводом обратно: функция `x.numpy()` переведет `torch`-тензор `x` в `numpy`-массив, причем типы переведутся соответственно табличке." ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "4VsZ0O3Ca8L4", "outputId": "5cb6968b-4156-43af-9a83-b6e593e0eb9d" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " [2 5 7 1]\n" ] } ], "source": [ "x_np = x_torch.numpy()\n", "print(type(x_np), x_np)" ] }, { "cell_type": "markdown", "metadata": { "id": "8kzxCLDZ8hjY" }, "source": [ "#### 1.3 Еще один пример\n", "Нарисуем по сетке данную кривую на графике, используя `torch`:\n", "\n", "$$x(t) = 2 \\cos t + \\sin 2t \\cos 60t,$$\n", "\n", "$$y(t) = \\sin 2t + \\sin 60t.$$" ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 482 }, "id": "gQ33m_TF8hjY", "outputId": "a8005a98-295f-4a44-8a9d-9d9a641796b6" }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "t = torch.linspace(-10, 10, steps=10000)\n", "x = 2 * torch.cos(t) + torch.sin(2 * t) * torch.cos(60 * t)\n", "y = torch.sin(2 * t) + torch.sin(60 * t)\n", "\n", "plt.plot(x, y)\n", "plt.xlabel(\"$x$\")\n", "plt.ylabel(\"$y$\")\n", "plt.title(\"Заданная функциями $x(t), y(t)$ кривая\")\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": { "id": "8RP7x-YIYvQL" }, "source": [ "Заметим, что библиотека `matplotlib` справляется с отображением `pytorch`-тензоров, и дополнительных преобразований делать не нужно.\n", "\n" ] }, { "cell_type": "markdown", "metadata": { "id": "64Rj81Jy8hji" }, "source": [ "### 2. Простой пример обучения нейронной сети" ] }, { "cell_type": "markdown", "metadata": { "id": "2WAHjImo8hjj" }, "source": [ "#### 2.1 Цикл обучения модели\n", "\n", "Пусть задана нейронная сеть $y_\\theta(x)$, параметризуемая обучаемыми параметрами $\\theta$.\n", "Для обучения модели необходимо задать оптимизируемую функцию (функцию ошибки, лосс) $\\mathscr{L}(\\theta)$, которую следует минимизировать.\n", "\n", "\n", "Процесс обучения происходит следующим образом.\n", " * **Прямой проход / Forward pass:**
\n", " Вычисляем $\\widehat{Y}_i = y_\\theta(x_i)$ для входных данных $x$ для текущего значения параметров $\\theta$.\n", " * **Вычисление оптимизируемой функции:**
\n", " Вычисляем оптимизируемую функцию $\\mathscr{L}(\\theta)$.\n", " * **Обратный проход / Backward pass:**
\n", " Считаем градиенты по всем обучаемым параметрам $\\nabla_\\theta \\mathscr{L}$.\n", " * **Шаг оптимизации:**
\n", " Делаем шаг градиентного спуска, обновляя все обучаемые параметры." ] }, { "cell_type": "markdown", "metadata": { "id": "02QbI8x9osL2" }, "source": [ "#### 2.2 Линейная регрессия" ] }, { "cell_type": "markdown", "metadata": { "id": "ouIP4JtE8hjj" }, "source": [ "На лекции было показано, что линейную регрессию можно представить как частный случай нейрона с тождественной функцией активации.\n", "Сделаем одномерную линейную регрессию на датасете boston. Этот датасет представляет собой набор данных конца 70-х годов прошлого века для предсказания цены недвижимости в Бостоне.\n", "\n", "Скачаем данные." ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "id": "nWyTQvjONJlE" }, "outputs": [], "source": [ "# ссылка для скачивания данных\n", "data_url = \"http://lib.stat.cmu.edu/datasets/boston\"\n", "\n", "# собираем таблицу данных\n", "raw_df = pd.read_csv(data_url, sep=r\"\\s+\", skiprows=22, header=None)\n", "\n", "# выделяем признаки и таргет\n", "data = np.hstack([raw_df.values[::2, :], raw_df.values[1::2, :2]])\n", "target = raw_df.values[1::2, 2]" ] }, { "cell_type": "markdown", "metadata": { "id": "yUO7AdXQfqv_" }, "source": [ "Будем рассматривать зависимость таргета (медианная стоимость домов в тысячах долларов) от последнего признака (процент населения людей с низким уровнем дохода)." ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 496 }, "id": "pL8lyhbX8hjk", "outputId": "6ccbb057-f02a-4c40-e8e4-ab2591218787" }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(8, 5))\n", "plt.scatter(data[:, -1], target, alpha=0.7)\n", "plt.xlabel(\"% населения с низким уровнем дохода\")\n", "plt.ylabel(\"Медианная стоимость домов в тыс. $\")\n", "plt.title(\"Обучающие данные\");" ] }, { "cell_type": "markdown", "metadata": { "id": "CCBBKoBo8hjm" }, "source": [ "В данном случае предсказание модели задается следующим образом: $$\\widehat{y}(x) = xw + b,$$\n", "где $w, b \\in \\mathbb{R}$ — обучаемые параметры модели. Это обычная линейная модель, и с ней мы уже работали ранее.\n", "\n", "Объявляем обучаемые параметры. Также задаем признак $X$ и таргет $Y$ в виде `torch`-тензоров." ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "id": "bHEK3Lil8hjs" }, "outputs": [], "source": [ "# создаем два тензора размера 1 с заполнением нулями,\n", "# для которых будут вычисляться градиенты\n", "w = torch.zeros(1, requires_grad=True)\n", "b = torch.zeros(1, requires_grad=True)\n", "\n", "# Данные оборачиваем в тензоры, по которым не требуем вычисления градиента\n", "x = torch.FloatTensor(data[:, -1] / 10)\n", "y = torch.FloatTensor(target)\n", "\n", "# по-другому:\n", "# x = torch.tensor(boston.data[:, -1] / 10, dtype=torch.float32)\n", "# y = torch.tensor(boston.target, dtype=torch.float32)" ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "rDDLGlXkT4YU", "outputId": "f5060a02-29d7-4d0d-ce01-769a191281b3" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "torch.Size([506])\n", "torch.Size([506])\n" ] } ], "source": [ "print(x.shape)\n", "print(y.shape)" ] }, { "cell_type": "markdown", "metadata": { "id": "RnqZEmVa8hjz" }, "source": [ "Зададим оптимизируемую функцию / функцию ошибки / лосс — MSE:\n", "\n", "$$\n", "\\mathrm{MSE} = \\frac{1}{n} \\sum_{i=1}^n \\left(\\widehat{Y}_i - Y_i\\right)^2.\n", "$$\n" ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "id": "mrxgrg8buMLz" }, "outputs": [], "source": [ "def optim_func(y_pred, y_true):\n", " return torch.mean((y_pred - y_true) ** 2)" ] }, { "cell_type": "markdown", "metadata": { "id": "6VOUJrCJkCQT" }, "source": [ "После того как мы вычислим результат применения этой функции к нашим данным, нам потребуется посчитать градиенты для всех обучаемых параметров. Это необходимо для выполнения шага градиентного спуска.\n", "\n", "Для этого мы можем воспользоваться функцией `backward`. Вызов `backward` для результата вычисления функции ошибки `loss` позволит нам выполнить обратный проход по всему графу вычислений и рассчитать градиенты лосса по всем обучаемым параметрам." ] }, { "cell_type": "code", "execution_count": 12, "metadata": { "id": "NWPb6c438hjw" }, "outputs": [], "source": [ "# Прямой проход\n", "y_pred = x * w + b\n", "\n", "# Вычисление лосса\n", "loss = optim_func(y_pred, y)\n", "\n", "# Вычисление градиентов\n", "# с помощью обратного прохода по сети\n", "# и сохранение их в памяти сети\n", "loss.backward()" ] }, { "cell_type": "markdown", "metadata": { "id": "IC5NHp3I8hj2" }, "source": [ "Здесь `loss` — значение функции MSE, вычисленное на этой итерации." ] }, { "cell_type": "code", "execution_count": 13, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "sM-MGJeE8hj2", "outputId": "1c26876a-d974-48b0-f628-a979cb56b963" }, "outputs": [ { "data": { "text/plain": [ "tensor(592.1469, grad_fn=)" ] }, "execution_count": 13, "metadata": {}, "output_type": "execute_result" } ], "source": [ "loss" ] }, { "cell_type": "markdown", "metadata": { "id": "mGYCu-E08hj3" }, "source": [ "К градиентам для обучаемых параметров, для которых `requires_grad=True`, теперь можно обратиться следующим образом:" ] }, { "cell_type": "code", "execution_count": 14, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "beqyJg828hj4", "outputId": "f03b5c18-0a62-4408-edfc-ae0455f940f9" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "dL/dw = tensor([-47.3514])\n", "dL/b = tensor([-45.0656])\n" ] } ], "source": [ "print(\"dL/dw =\", w.grad)\n", "print(\"dL/b =\", b.grad)" ] }, { "cell_type": "markdown", "metadata": { "id": "KXcqokN5q0tT" }, "source": [ "Если мы посчитаем градиент $M$ раз, то есть $M$ раз вызовем `loss.backward()`, то градиент будет накапливаться (суммироваться) в параметрах, требующих градиента. Иногда это бывает удобно.\n", "\n", "Убедимся на примере, что именно так все и работает." ] }, { "cell_type": "code", "execution_count": 15, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "R34fVF0Pq2Bl", "outputId": "e270d54a-f8f3-47e9-972f-36ed574a74fe" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "dL/dw = tensor([-94.7029])\n", "dL/b = tensor([-90.1312])\n" ] } ], "source": [ "y_pred = x * w + b\n", "loss = optim_func(y_pred, y)\n", "loss.backward()\n", "\n", "print(\"dL/dw =\", w.grad)\n", "print(\"dL/b =\", b.grad)" ] }, { "cell_type": "markdown", "metadata": { "id": "FpdSN_hrSS3b" }, "source": [ "Видим, что значения градиентов стали в 2 раза больше, за счет того, что мы сложили одни и те же градиенты 2 раза." ] }, { "cell_type": "markdown", "metadata": { "id": "OPAohe21sJ7X" }, "source": [ "Если же мы не хотим, чтобы градиенты суммировались, то нужно **занулять\n", "градиенты** между итерациями после того как сделали шаг градиентного спуска.\n", "Это можно сделать с помощью функции `zero_` для градиентов.\n" ] }, { "cell_type": "code", "execution_count": 16, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "RMhN7wrrsNCD", "outputId": "91f5a013-f4b5-4fe2-f8f9-f46680375491" }, "outputs": [ { "data": { "text/plain": [ "(tensor([0.]), tensor([0.]))" ] }, "execution_count": 16, "metadata": {}, "output_type": "execute_result" } ], "source": [ "w.grad.zero_()\n", "b.grad.zero_()\n", "w.grad, b.grad" ] }, { "cell_type": "markdown", "metadata": { "id": "XWXQYM8Z8hj5" }, "source": [ "Соберем в **единый пайплайн весь рассмотренный выше процесс** для совершения нескольких итераций обучения. Также напишем функцию визуализации процесса обучения." ] }, { "cell_type": "code", "execution_count": 17, "metadata": { "id": "bjj8p9BkKMqb" }, "outputs": [], "source": [ "def show_progress(\n", " x: torch.Tensor, y: torch.Tensor, y_pred: torch.Tensor, loss: torch.Tensor\n", ") -> None:\n", " \"\"\"Визуализация процесса обучения.\n", "\n", " Параметры: \n", " x (torch.Tensor): объекты обучающей выборки;\n", " y (torch.Tensor): таргеты обучающей выборки;\n", " y_pred (torch.Tensor): предсказания модели;\n", " loss (torch.Tensor): текущее значение ошибки модели.\n", " \"\"\"\n", "\n", " # Открепим переменную от вычислительного графа перед отрисовкой графика\n", " y_pred = y_pred.detach()\n", "\n", " # Превратим тензор размерности 0 в число\n", " loss = loss.item()\n", "\n", " # Стираем предыдущий вывод в тот момент, когда появится следующий\n", " clear_output(wait=True)\n", "\n", " # Строим новый график\n", " plt.figure(figsize=(8, 5))\n", " plt.scatter(x, y, alpha=0.75, label=\"Обучающая выборка\")\n", " plt.scatter(x, y_pred, color=\"orange\", linewidth=5, label=\"Предсказания\")\n", " plt.xlabel(\"% населения с низким уровнем дохода\")\n", " plt.ylabel(\"Медианная стоимость домов в тыс. $\")\n", " plt.title(\"Процесс обучения модели в интерактиве\")\n", " plt.legend()\n", " plt.show()\n", "\n", " print(f\"MSE = {loss:.3f}\")" ] }, { "cell_type": "markdown", "metadata": { "id": "MStb-26-IOun" }, "source": [ "В данном случае параметр `w` отвечает за наклон линии, а параметр `b` только лишь сдвигает её. На практике параметр `b` можно менять более \"агрессивно\", не опасаясь нарушить стабильность обучения.\n", "\n", "Давайте установим скорость обучения (learning rate, `lr`) для параметра `b` больше, чем для `w`. Использование различных `lr` помогает ускорить сходимость модели и избежать ситуаций, когда один параметр обновляется слишком медленно, а другой — слишком быстро. В современных оптимизаторах эта регулировка осуществляется автоматически." ] }, { "cell_type": "code", "execution_count": 18, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 531 }, "id": "Lnczgkgp8hj6", "outputId": "c6400fea-b7a7-47c5-9080-42dbf98d9e48" }, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "MSE = 38.978\n", "Готово!\n" ] } ], "source": [ "# Инициализация параметров\n", "w = torch.zeros(1, requires_grad=True)\n", "b = torch.zeros(1, requires_grad=True)\n", "\n", "# Количество итераций\n", "num_iter = 1_000\n", "\n", "# Скорость обучения для параметров\n", "lr_w = 0.01\n", "lr_b = 0.05\n", "\n", "for i in range(num_iter):\n", "\n", " # Forward pass: предсказание модели\n", " y_pred = x * w + b\n", "\n", " # Вычисление оптимизируемой функции (MSE)\n", " loss = optim_func(y_pred, y)\n", "\n", " # Обратный проход: вычисление градиентов\n", " loss.backward()\n", "\n", " # Оптимизация: обновление параметров\n", " w.data -= lr_w * w.grad.data\n", " b.data -= lr_b * b.grad.data\n", "\n", " # Зануление градиентов\n", " w.grad.zero_()\n", " b.grad.zero_()\n", "\n", " # График + вывод MSE через каждые 5 итераций\n", " if (i + 1) % 5 == 0:\n", " show_progress(x, y, y_pred, loss)\n", "\n", " if loss.item() < 39:\n", " print(\"Готово!\")\n", " break" ] }, { "cell_type": "markdown", "metadata": { "id": "XUIUOScI1AB_" }, "source": [ "#### 2.3 Двухслойная модель" ] }, { "cell_type": "markdown", "metadata": { "id": "HaXNOcCC8hj7" }, "source": [ "Попробуем усложнить модель, добавив еще один слой. Тем самым модель примет следующий вид\n", "\n", "$$\\widehat{y}(x) = u(x) w_2 + b_2,$$\n", "\n", "$$u(x) = \\sigma(xw_1 + b_1),$$\n", "\n", "$$\\sigma(x) = \\text{ReLU}(x) = \\begin{equation*}\\begin{cases}x, \\; x \\ge 0, \\\\ 0, \\; \\text{иначе,} \\end{cases} \\end{equation*}$$\n", "\n", "$w_1, b_1 \\in \\mathbb{R}$ — обучаемые параметры первого слоя, $w_2, b_2 \\in \\mathbb{R}$ — обучаемые параметры второго слоя, $\\sigma(x)$ — функция активации, в данном случае `ReLU`. Можно заметить, что эта функция не удовлетворяет условиям теоремы Цыбенко, тем не менее на практике она часто применяется для нейронных сетей." ] }, { "cell_type": "code", "execution_count": 19, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 531 }, "id": "9uyqbJlk8hj7", "outputId": "2c238d44-5946-4fb1-8742-3e8b17ec50f4" }, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "MSE = 32.994\n", "Готово!\n" ] } ], "source": [ "# Инициализация параметров\n", "w1 = torch.ones(1, requires_grad=True)\n", "b1 = torch.ones(1, requires_grad=True)\n", "w2 = torch.ones(1, requires_grad=True)\n", "b2 = torch.ones(1, requires_grad=True)\n", "\n", "# Функция активации\n", "\n", "\n", "def act_func(x):\n", " return x * (x >= 0)\n", "\n", "\n", "# Количество итераций\n", "num_iter = 1_000\n", "\n", "# Скорость обучения для параметров\n", "lr_w = 0.01\n", "lr_b = 0.05\n", "\n", "for i in range(num_iter):\n", "\n", " # Forward pass: предсказание модели\n", " y_pred = act_func(x * w1 + b1) * w2 + b2\n", "\n", " # Вычисление оптимизируемой функции (MSE)\n", " loss = optim_func(y_pred, y)\n", "\n", " # Bakcward pass: вычисление градиентов\n", " loss.backward()\n", "\n", " # Оптимизация: обновление параметров\n", " w1.data -= lr_w * w1.grad.data\n", " b1.data -= lr_b * b1.grad.data\n", " w2.data -= lr_w * w2.grad.data\n", " b2.data -= lr_b * b2.grad.data\n", "\n", " # Зануление градиентов\n", " w1.grad.zero_()\n", " b1.grad.zero_()\n", " w2.grad.zero_()\n", " b2.grad.zero_()\n", "\n", " # График + вывод MSE через каждые 5 итераций\n", " if (i + 1) % 5 == 0:\n", " show_progress(x, y, y_pred, loss)\n", "\n", " if loss.item() < 33:\n", " print(\"Готово!\")\n", " break" ] }, { "cell_type": "markdown", "metadata": { "id": "4wLWo8ZMFEno" }, "source": [ "Полученная модель более точно описывает данные, так как лосс стал меньше, а функция, которая получилась на выходе модели, оказалась ближе к точкам из исходных данных на графике. Этот эффект был достигнут благодаря добавлению нелинейности в модель." ] }, { "cell_type": "markdown", "metadata": { "id": "VFMzz1Z2aKyP" }, "source": [ "### 3. Готовые модули из PyTorch\n", "\n", "На практике нейронные сети так не пишут и не обучают, вместо этого пользуются готовыми модулями. Напишем такую же нейросеть, но теперь с помощью `torch`. Для этого будем пользоваться `torch.nn`.\n", "\n", "Воспользуемся следующими модулями:\n", "\n", "* `nn.Sequential` — модуль для соединения модулей последовательно, друг за другом;\n", "* `nn.Linear` — модуль линейного слоя (без функции активации);\n", "* `nn.ReLU` — модуль функции активации ReLU." ] }, { "cell_type": "code", "execution_count": 20, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "l9tVvQ3LVLIR", "outputId": "9fe586f5-3dbf-4e6c-ac64-d927e50e8461" }, "outputs": [ { "data": { "text/plain": [ "Sequential(\n", " (0): Linear(in_features=1, out_features=1, bias=True)\n", " (1): ReLU()\n", " (2): Linear(in_features=1, out_features=1, bias=True)\n", ")" ] }, "execution_count": 20, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# собираем модули в последовательность\n", "model = nn.Sequential(\n", " # кол-во признаков во входном слое 1, в выходном тоже 1\n", " nn.Linear(in_features=1, out_features=1),\n", " # та же ф-ция активации, что и раньше, только из pytorch\n", " nn.ReLU(),\n", " # кол-во признаков во входном слое 1, в выходном тоже 1\n", " nn.Linear(in_features=1, out_features=1),\n", ")\n", "\n", "model" ] }, { "cell_type": "markdown", "metadata": { "id": "RxS3buhB5CQn" }, "source": [ "Для того, чтобы работать с данной моделью, нам необходимо поменять размерность `x` и `y`." ] }, { "cell_type": "code", "execution_count": 21, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "JiM1tlA_4O2N", "outputId": "431c9bfd-beb1-4869-e143-aa190deb6532" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Было: torch.Size([506]) torch.Size([506])\n", "Стало: torch.Size([506, 1]) torch.Size([506, 1])\n" ] } ], "source": [ "x_new = x.reshape(-1, 1)\n", "y_new = y.reshape(-1, 1)\n", "\n", "print(\"Было:\", x.shape, y.shape)\n", "print(\"Стало:\", x_new.shape, y_new.shape)" ] }, { "cell_type": "markdown", "metadata": { "id": "OJTD7Zyh5Kcp" }, "source": [ "Применим модель к нашим данным и посмотрим на результаты для первых 10 элементов." ] }, { "cell_type": "code", "execution_count": 22, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "OcOrnHOC429Q", "outputId": "e17f88a5-0029-4fa3-9146-97d3d2433b74" }, "outputs": [ { "data": { "text/plain": [ "tensor([[0.9822],\n", " [0.9822],\n", " [0.9822],\n", " [0.9822],\n", " [0.9822],\n", " [0.9822],\n", " [0.9822],\n", " [0.9822],\n", " [0.9822],\n", " [0.9822]], grad_fn=)" ] }, "execution_count": 22, "metadata": {}, "output_type": "execute_result" } ], "source": [ "model(x_new)[:10]" ] }, { "cell_type": "markdown", "metadata": { "id": "PFc_yRe4VPuI" }, "source": [ "Посмотрим на обучаемые параметры модели с помощью функции `named_parameters`, которая выдает названия параметров и их значения.\n", "\n", "* Имена `0.weight` и `0.bias` соответствуют весу $w_1$ и сдвигу $b_1$ первого Linear-слоя.\n", "* Имена `2.weight` и `2.bias` соответствуют весу $w_2$ и сдвигу $b_2$ второго Linear-слоя.\n", "\n", "\n" ] }, { "cell_type": "code", "execution_count": 23, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "X5nhZ6885WLJ", "outputId": "da1f0e60-6949-4bf0-8b1a-7ada86991f8d" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "0.weight\n", "tensor([[-0.6124]])\n", "0.bias\n", "tensor([-0.7782])\n", "2.weight\n", "tensor([[-0.5408]])\n", "2.bias\n", "tensor([0.9822])\n" ] } ], "source": [ "for name, param in model.named_parameters():\n", " print(name)\n", " print(param.data)" ] }, { "cell_type": "markdown", "metadata": { "id": "8qfzU8AdUR4e" }, "source": [ "❓ **Вопрос** ❓\n", "\n", "\n", "> Почему после 0 идет сразу 2 в данном выводе `named_parameters`?\n", "\n", "\n", "\n", "
\n", " Кликни для показа ответа \n", "\n", "> $0$-й и $2$-й модули в модели представлены линейными слоями, а $1$-й модуль — функцией активации, у которой нет обучаемых параметров.\n", "\n", "

" ] }, { "cell_type": "markdown", "metadata": { "id": "x9NsssLpfrWR" }, "source": [ "Инициализируем параметры так же, как мы делали для подобной модели ранее. На этот раз воспользуемся функцией `parameters`, она возвращает только параметры." ] }, { "cell_type": "code", "execution_count": 24, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "36yc9Y9rAVWc", "outputId": "fa8bda04-9613-4857-fb95-5745be8be126" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "tensor([[1.]])\n", "tensor([[1.]])\n", "tensor([[1.]])\n", "tensor([[1.]])\n" ] } ], "source": [ "for p in model.parameters():\n", " p.data = torch.FloatTensor([[1]])\n", " print(p.data)" ] }, { "cell_type": "markdown", "metadata": { "id": "12KQgVSigFqI" }, "source": [ "Ранее мы производили оптимизацию самостоятельно. Теперь же сделаем это с помощью оптимизатора `SGD` из `torch`, который реализует *стохастический градиентный спуск*. Он принимает на вход\n", "* параметры модели, которые мы можем получить, вызвав метод `parameters` у модели,\n", "* скорость обучения `lr`, которую мы обозначали ранее как $\\eta$.\n", "\n", "У оптимизатора есть возможность задать некоторые другие аргументы, но их мы рассмотрим уже на 3 курсе.\n", "\n", "Установим скорость обучения на уровне $0.01$ для всех параметров сразу. Также заменим нашу написанную `MSE` функцию на соответствующую из `torch`." ] }, { "cell_type": "code", "execution_count": 25, "metadata": { "id": "EfVLPBsb5N83" }, "outputs": [], "source": [ "optimizer = torch.optim.SGD(model.parameters(), lr=0.01)\n", "optim_func = nn.MSELoss()" ] }, { "cell_type": "markdown", "metadata": { "id": "QVvLXf8REE6a" }, "source": [ "Обучим полученную модель на наших данных. Теперь обновления значений параметров происходят с помощью вызова `optimzer.step()`, а зануление градиентов — с помощью `optimizer.zero_grad()`." ] }, { "cell_type": "code", "execution_count": 26, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 531 }, "id": "lB5b9R3Y5jYL", "outputId": "0da42933-940b-46ff-9401-2dbe0ebc2af7" }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "MSE = 34.986\n", "Готово!\n" ] } ], "source": [ "# Количество итераций\n", "num_iter = 10_000\n", "\n", "for i in range(num_iter):\n", "\n", " # Forward pass: предсказание модели по данным x_new\n", " y_pred = model(x_new)\n", "\n", " # Вычисление оптимизируемой функции (MSE) по предсказаниям\n", " loss = optim_func(y_pred, y_new)\n", "\n", " # Bakcward pass: вычисление градиентов оптимизируемой функции\n", " # по всем параметрам модели\n", " loss.backward()\n", "\n", " # Оптимизация: обновление параметров по формулам соответствующего\n", " # метода оптимизации, используются вычисленные ранее градиенты\n", " optimizer.step()\n", "\n", " # Зануление градиентов\n", " optimizer.zero_grad()\n", "\n", " # График + вывод MSE через каждые 5 итераций\n", " if (i + 1) % 5 == 0:\n", " show_progress(x, y, y_pred, loss)\n", "\n", " if loss.item() < 35:\n", " print(\"Готово!\")\n", " break" ] }, { "cell_type": "markdown", "metadata": { "id": "FkQdb-Xx-dTc" }, "source": [ "❓ **Вопрос** ❓\n", "\n", "> Как optimizer.step() использует вычисленные в loss.backward() градиенты?\n", "\n", "
\n", " Кликни для показа ответа\n", "\n", "> *

loss.backward() вычисляет градиенты функции потерь по параметрам модели и сохраняет их в .grad соответствующих тензоров, таких как model[0].weight.grad, model[0].bias.grad и т. д.

\n", ">\n", "> *

optimizer.step() затем обновляет параметры модели, используя сохраненные градиенты и заданные гиперпараметры (например, скорость обучения) в соответствии с выбранным методом оптимизации.

\n", "\n", "

\n" ] }, { "cell_type": "markdown", "metadata": { "id": "6naQC75WFL3d" }, "source": [ "Полученная модель довольно хорошо приближает данные, однако дольше сходится к оптимуму за счет меньшей скорости обучения для параметров сдвига." ] }, { "cell_type": "markdown", "metadata": { "id": "131_97EQmIG7" }, "source": [ "#### 3.1 Улучшение модели" ] }, { "cell_type": "markdown", "metadata": { "id": "8bdnRGUMw5qg" }, "source": [ "Увеличим количество слоев до трех и добавим нейронов в каждый из них." ] }, { "cell_type": "code", "execution_count": 27, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "jGT4c5Hyp5GJ", "outputId": "c2e86ff9-e77f-48ab-86ae-6daf5e1bf240" }, "outputs": [ { "data": { "text/plain": [ "Sequential(\n", " (0): Linear(in_features=1, out_features=16, bias=True)\n", " (1): ReLU()\n", " (2): Linear(in_features=16, out_features=32, bias=True)\n", " (3): ReLU()\n", " (4): Linear(in_features=32, out_features=1, bias=True)\n", ")" ] }, "execution_count": 27, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# собираем модули в последовательность\n", "model = nn.Sequential(\n", " nn.Linear(in_features=1, out_features=16),\n", " nn.ReLU(),\n", " nn.Linear(in_features=16, out_features=32),\n", " nn.ReLU(),\n", " nn.Linear(in_features=32, out_features=1),\n", ")\n", "\n", "model" ] }, { "cell_type": "markdown", "metadata": { "id": "IN0iuDdUCOAe" }, "source": [ "❓ **Вопрос** ❓\n", "\n", "> Какой размер у матрицы весов и вектора сдвигов второго слоя?\n", "\n", "
\n", " Кликни для показа ответа\n", "\n", "> * `(16, 32)` у весов $W$;\n", "> * `(32,)` у сдвига $b$.\n", "\n", "

\n" ] }, { "cell_type": "markdown", "metadata": { "id": "sKfpKXz6xDKC" }, "source": [ "Все веса инициализируем случайно значениями из отрезка $[-0.1, 0.1]$, а все сдвиги — нулями." ] }, { "cell_type": "code", "execution_count": 28, "metadata": { "id": "nyuP4mNwq8-g" }, "outputs": [], "source": [ "for name, param in model.named_parameters():\n", " if \"weight\" in name:\n", " nn.init.uniform_(param, a=-0.1, b=0.1)\n", " elif \"bias\" in name:\n", " nn.init.constant_(param, 0.0)" ] }, { "cell_type": "markdown", "metadata": { "id": "brbrdINmxPTo" }, "source": [ "По аналогии с реализацией в пункте 2 сделаем learning rate разным для весов и для сдвигов." ] }, { "cell_type": "code", "execution_count": 29, "metadata": { "id": "MlAz9VzHq8-g" }, "outputs": [], "source": [ "param_groups = [\n", " {\"params\": [p for name, p in model.named_parameters() if \"weight\" in name], \"lr\": 0.01},\n", " {\"params\": [p for name, p in model.named_parameters() if \"bias\" in name], \"lr\": 0.05},\n", "]\n", "\n", "optimizer = torch.optim.SGD(params=param_groups)\n", "loss_function = nn.MSELoss()" ] }, { "cell_type": "code", "execution_count": 30, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 531 }, "id": "WBMe4rfXq8-g", "outputId": "4d72c20c-f788-4452-e624-e3be621dc45d" }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "MSE = 26.747\n", "Готово!\n" ] } ], "source": [ "# Количество итераций\n", "num_iter = 10_000\n", "\n", "for i in range(num_iter):\n", "\n", " # Forward pass: предсказание модели по данным x_new\n", " y_pred = model(x_new)\n", "\n", " # Вычисление оптимизируемой функции (MSE) по предсказаниям\n", " loss = optim_func(y_pred, y_new)\n", "\n", " # Bakcward pass: вычисление градиентов оптимизируемой функции\n", " # по всем параметрам модели\n", " loss.backward()\n", "\n", " # Оптимизация: обновление параметров по формулам соответствующего\n", " # метода оптимизации, используются вычисленные ранее градиенты\n", " optimizer.step()\n", "\n", " # Зануление градиентов\n", " optimizer.zero_grad()\n", "\n", " # График + вывод MSE через каждые 5 итераций\n", " if (i + 1) % 5 == 0:\n", " show_progress(x, y, y_pred, loss)\n", "\n", " if loss.item() < 27:\n", " print(\"Готово!\")\n", " break" ] }, { "cell_type": "markdown", "metadata": { "id": "lFbQ3U1gwlEB" }, "source": [ "Получили более точное приближение данных и меньшую ошибку MSE.\n", "\n", "\n", "Далее мы посмотрим примеры применения нейронных сетей на практике." ] } ], "metadata": { "accelerator": "GPU", "colab": { "gpuType": "T4", "provenance": [] }, "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": "3.12.3" }, "toc": { "base_numbering": 1, "nav_menu": {}, "number_sections": true, "sideBar": true, "skip_h1_title": false, "title_cell": "Table of Contents", "title_sidebar": "Contents", "toc_cell": false, "toc_position": {}, "toc_section_display": true, "toc_window_display": false } }, "nbformat": 4, "nbformat_minor": 1 }