{ "cells": [ { "cell_type": "markdown", "metadata": { "colab_type": "text", "id": "qXw0nCxpYKGN" }, "source": [ "---" ] }, { "cell_type": "markdown", "metadata": { "colab_type": "text", "id": "Lf-sqiTrYKGO" }, "source": [ "

Один нейрон на PyTorch

" ] }, { "cell_type": "markdown", "metadata": { "colab_type": "text", "id": "qXw0nCxpYKGN" }, "source": [ "---" ] }, { "cell_type": "markdown", "metadata": { "colab_type": "text", "id": "Uu6PnHTBYKGP" }, "source": [ "В этом ноутбуке мы научимся писать свои нейросети на фреймворке PyTorch, конкретно -- рассмотрим, как написать свой нейрон с разными функциями потерь и рассмотрим его работу на конкретных датасетах." ] }, { "cell_type": "markdown", "metadata": { "colab_type": "text", "id": "vJUIW4lbYKGQ" }, "source": [ "

Компоненты нейросети

" ] }, { "cell_type": "markdown", "metadata": { "colab_type": "text", "id": "1rRqYPXkYKGT" }, "source": [ "Здесь самое время напомнить о том, какие вещи играют принципиальную роль в построении любой ***нейронной сети*** (все их мы задаём *руками*, самостоятельно): \n", "\n", "- непосредственно, сама **архитектура** нейросети (сюда входят типы функций активации у каждого нейрона);\n", "- начальная **инициализация** весов каждого слоя;\n", "- метод **оптимизации** нейросети (сюда ещё входит метод изменения `learning_rate`);\n", "- размер **батчей** (`batch_size`);\n", "- количество **эпох** обучения (`num_epochs`);\n", "- **функция потерь** (`loss`); \n", "- тип **регуляризации** нейросети (для каждого слоя можно свой); \n", "\n", "То, что связано с ***данными и задачей***: \n", "- само **качество** выборки (непротиворечивость, чистота, корректность постановки задачи); \n", "- **размер** выборки; " ] }, { "cell_type": "markdown", "metadata": { "colab_type": "text", "id": "OhtWBx1qYKGU" }, "source": [ "

Один нейрон на PyTorch

" ] }, { "cell_type": "markdown", "metadata": { "colab_type": "text", "id": "jrsMnfHDYKGV" }, "source": [ "Данные пока что возьмём как и прежде -- \"яблоки и груши\":" ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "colab": {}, "colab_type": "code", "id": "DuqxTEAzYKGW" }, "outputs": [], "source": [ "import numpy as np\n", "import pandas as pd\n", "import matplotlib.pyplot as plt" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "colab": {}, "colab_type": "code", "id": "GB4dVgZhYKGa" }, "outputs": [], "source": [ "data = pd.read_csv(\"./apples_pears.csv\")" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "colab": {}, "colab_type": "code", "id": "xavM-865YKGd", "outputId": "af621844-d88c-4dca-82a6-46ced31ce2fc" }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(10, 8))\n", "plt.scatter(data.iloc[:, 0], data.iloc[:, 1], c=data['target'], cmap='rainbow')\n", "plt.title('Яблоки и груши', fontsize=15)\n", "plt.xlabel('симметричность', fontsize=14)\n", "plt.ylabel('желтизна', fontsize=14)\n", "plt.show();" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "colab": {}, "colab_type": "code", "id": "LX8jZDrmYKGj" }, "outputs": [], "source": [ "X = data.iloc[:,:2].values # матрица объекты-признаки\n", "y = data['target'].values.reshape((-1, 1)) # классы (столбец из нулей и единиц)" ] }, { "cell_type": "markdown", "metadata": { "colab_type": "text", "id": "TtZsSYCkYKGm" }, "source": [ "В модуле torch.nn лежат все необходимые вещи для конструирования нейронок, а в модуле torch.optim лежат все необходимые вещи для выбора метода оптимизации нейросети:" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "colab": {}, "colab_type": "code", "id": "_BP4N3L0YKGn" }, "outputs": [], "source": [ "import torch\n", "from torch.nn import Linear, Sigmoid" ] }, { "cell_type": "markdown", "metadata": { "colab_type": "text", "id": "eYsP-FZkYKGq" }, "source": [ "Есть **два пути объявления нейросетей** в PyTorch: \n", "- ***функциональный (`Functional`);***\n", "- ***последовательный (`Sequential`);***\n", "\n", "Рассмотрим второй путь (он чуть более user-friendly) и построим таким способом один нейрон (точно такой же, который мы реализовывали раньше с помощью Numpy):" ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "colab": {}, "colab_type": "code", "id": "HVBd2KrXYKGs" }, "outputs": [], "source": [ "num_features = X.shape[1]\n", "\n", "neuron = torch.nn.Sequential(\n", " Linear(num_features, out_features=1),\n", " Sigmoid()\n", ")" ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "colab": {}, "colab_type": "code", "id": "m6ecUy2GYKGv", "outputId": "928ccae4-3c22-4ead-bc30-48bf9f6c94d7" }, "outputs": [ { "data": { "text/plain": [ "Sequential(\n", " (0): Linear(in_features=2, out_features=1, bias=True)\n", " (1): Sigmoid()\n", ")" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" } ], "source": [ "neuron" ] }, { "cell_type": "markdown", "metadata": { "colab_type": "text", "id": "6haaKZ0YYKG0" }, "source": [ "Пока что мы просто создали объект класса `Sequential`, который состоит из одного линейного слоя размерности (num_features, 1) и последующего применения сигмоиды. Но уже сейчас его можно применить к объекту (тензору), просто веса в начале инициализирутся случайно и при forward_pass'е мы получим какой-то ответ пока что необученного нейрона:" ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "colab": {}, "colab_type": "code", "id": "ZEoQqOKOYKG1", "outputId": "358b380f-a3c9-455e-e383-606e756202f7" }, "outputs": [ { "data": { "text/plain": [ "tensor([0.5985], grad_fn=)" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" } ], "source": [ "neuron(torch.autograd.Variable(torch.FloatTensor([1, 1])))" ] }, { "cell_type": "markdown", "metadata": { "colab_type": "text", "id": "2LZ28uCwYKHE" }, "source": [ "Предскажем ещё необученным нейроном:" ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "colab": {}, "colab_type": "code", "id": "dBvtYmNOYKHF", "outputId": "f6da2e37-f906-46ac-8630-0652f76e5eb1" }, "outputs": [ { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "proba_pred = neuron(torch.autograd.Variable(torch.FloatTensor(X)))\n", "y_pred = proba_pred > 0.5\n", "y_pred = y_pred.data.numpy().reshape(-1)\n", "\n", "plt.figure(figsize=(10, 8))\n", "plt.scatter(data.iloc[:, 0], data.iloc[:, 1], c=y_pred, cmap='spring')\n", "plt.title('Яблоки и груши', fontsize=15)\n", "plt.xlabel('симметричность', fontsize=14)\n", "plt.ylabel('желтизна', fontsize=14)\n", "plt.show();" ] }, { "cell_type": "markdown", "metadata": { "colab_type": "text", "id": "jLySjspQYKHL" }, "source": [ "Как и ожидалось, ничего полезного. Давайте научим нейрон отличать груши от яблок по их симметричности и желтизне!" ] }, { "cell_type": "markdown", "metadata": { "colab_type": "text", "id": "WtC4Xd7LYKHM" }, "source": [ "Обернём данные в `torch.Tensor`'ы, а тензоры в `torch.Variable`'ы, чтобы можно было вычислять градиенты по весам:" ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "colab": {}, "colab_type": "code", "id": "KJqIYTkFYKHN" }, "outputs": [], "source": [ "X = torch.autograd.Variable(torch.FloatTensor(X))\n", "y = torch.autograd.Variable(torch.FloatTensor(y))" ] }, { "cell_type": "markdown", "metadata": { "colab_type": "text", "id": "1bxYlIs9YKHT" }, "source": [ "Код обучения одного нейрона на PyTorch:" ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "colab": {}, "colab_type": "code", "id": "nBefsVuaYKHV", "outputId": "a99f1fc9-f84c-4d54-8477-69b4faac1f7c" }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "c:\\users\\izakharkin\\anaconda3\\envs\\vision\\lib\\site-packages\\torch\\nn\\functional.py:52: UserWarning: size_average and reduce args will be deprecated, please use reduction='sum' instead.\n", " warnings.warn(warning.format(ret))\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "0 247.5806884765625\n", "1 242.73696899414062\n", "2 238.29080200195312\n", "3 234.13352966308594\n", "4 230.19166564941406\n", "5 226.4161834716797\n", "6 222.77484130859375\n", "7 219.2467041015625\n", "8 215.81838989257812\n", "9 212.48143005371094\n", "10 209.23049926757812\n", "11 206.06227111816406\n", "12 202.9745635986328\n", "13 199.96585083007812\n", "14 197.03494262695312\n", "15 194.1807861328125\n", "16 191.4022979736328\n", "17 188.69833374023438\n", "18 186.06765747070312\n", "19 183.50894165039062\n", "20 181.02073669433594\n", "21 178.60150146484375\n", "22 176.24964904785156\n", "23 173.9635009765625\n", "24 171.74134826660156\n", "25 169.5814666748047\n", "26 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torch.nn.MSELoss(size_average=False)\n", "\n", "# шаг градиентного спуска (точнее -- метода оптимизации)\n", "learning_rate = 0.001 # == 1e-3\n", "# сам метод оптимизации нейросети (обычно лучше всего по-умолчанию работает Adam)\n", "optimizer = torch.optim.SGD(neuron.parameters(), lr=learning_rate)\n", "# итерируемся num_epochs раз, здесь 500\n", "for t in range(500):\n", " # foward_pass() -- применение нейросети (этот шаг ещё называют inference)\n", " y_pred = neuron(X)\n", "\n", " # выведем loss\n", " loss = loss_fn(y_pred, y)\n", " print('{} {}'.format(t, loss.data))\n", "\n", " # обнуляем градиенты перед backard_pass'ом (обязательно!)\n", " optimizer.zero_grad()\n", "\n", " # backward_pass() -- вычисляем градиенты loss'а по параметрам (весам) нейросети\n", " # этой командой мы только вычисляем градиенты, но ещё не обновляем веса\n", " loss.backward()\n", "\n", " # а тут уже обновляем веса\n", " optimizer.step()" ] }, { "cell_type": "markdown", "metadata": { "colab_type": "text", "id": "_GmOFTvvYKHa" }, "source": [ "Обучили. Предскажем теперь:" ] }, { "cell_type": "code", "execution_count": 12, "metadata": { "colab": {}, "colab_type": "code", "id": "51DXvYuUYKHb", "outputId": "f3304ddd-8711-43a4-a81e-4f3d211d3a03" }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "proba_pred = neuron(X)\n", "y_pred = proba_pred > 0.5\n", "y_pred = y_pred.data.numpy().reshape(-1)\n", "\n", "plt.figure(figsize=(10, 8))\n", "plt.scatter(data.iloc[:, 0], data.iloc[:, 1], c=y_pred, cmap='spring')\n", "plt.title('Яблоки и груши', fontsize=15)\n", "plt.xlabel('симметричность', fontsize=14)\n", "plt.ylabel('желтизна', fontsize=14)\n", "plt.show();" ] }, { "cell_type": "markdown", "metadata": { "colab_type": "text", "id": "6ojXc4iwYKHh" }, "source": [ "Можно добиться лучшего качества работы путём изменения `learning_rate` и количества итераций (возможно, ещё функции потерь и функции активации). Рекомендуем вам поупражняться и использовать функцию потерь `torch.nn.NLLLoss()` или `torch.nn.CrossEntropy()`." ] }, { "cell_type": "markdown", "metadata": { "colab_type": "text", "id": "vrgbuL9fYKHn" }, "source": [ "---" ] }, { "cell_type": "markdown", "metadata": { "colab_type": "text", "id": "_w89eLSOYKHo" }, "source": [ "Нейрон работет, отличает яблоки от груш. Давайте попробуем более сложную выборку, которая уже не разделяется линейно:" ] }, { "cell_type": "code", "execution_count": 13, "metadata": { "colab": {}, "colab_type": "code", "id": "8bunWOilYKHp", "outputId": "557ea84a-2633-4b1b-a002-72f44fe16b74" }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "N = 100\n", "D = 2\n", "K = 3\n", "X = np.zeros((N * K, D))\n", "y = np.zeros(N * K, dtype='uint8')\n", "\n", "for j in range(K):\n", " ix = range(N * j,N * (j + 1))\n", " r = np.linspace(0.0, 1, N)\n", " t = np.linspace(j * 4, (j + 1) * 4,N) + np.random.randn(N) * 0.2 # theta\n", " X[ix] = np.c_[r * np.sin(t), r * np.cos(t)]\n", " y[ix] = j\n", "\n", "plt.figure(figsize=(10, 8))\n", "plt.scatter(X[:, 0], X[:, 1], c=y, s=40, cmap=plt.cm.rainbow)\n", "plt.title('Спираль', fontsize=15)\n", "plt.xlabel('$x$', fontsize=14)\n", "plt.ylabel('$y$', fontsize=14)\n", "plt.show();" ] }, { "cell_type": "markdown", "metadata": { "colab_type": "text", "id": "K5ZqEwLnYKHv" }, "source": [ "Данные в Variable():" ] }, { "cell_type": "code", "execution_count": 14, "metadata": { "colab": {}, "colab_type": "code", "id": "gfvojLKUYKHw" }, "outputs": [], "source": [ "X = torch.autograd.Variable(torch.FloatTensor(X))\n", "y = torch.autograd.Variable(torch.LongTensor(y.astype(np.int64)))" ] }, { "cell_type": "code", "execution_count": 15, "metadata": { "colab": {}, "colab_type": "code", "id": "-zn84eyjYKH0", "outputId": "0e6d0060-0e38-4628-ce8e-910c313ef16f" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "torch.Size([300, 2]) torch.Size([300])\n" ] } ], "source": [ "print(X.data.shape, y.data.shape)" ] }, { "cell_type": "markdown", "metadata": { "colab_type": "text", "id": "ER-RXY4LYKH4" }, "source": [ "Попробуем нейрон с сигмоидой на линейно неразделимой выборке (точнее в данном случае это уже 3 нейрона с софтмаксом):" ] }, { "cell_type": "code", "execution_count": 16, "metadata": { "colab": {}, "colab_type": "code", "id": "i0DgbdtEYKH5", "outputId": "35782889-33ba-400b-aa31-87a4d82ca265", "scrolled": true }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "c:\\users\\izakharkin\\anaconda3\\envs\\vision\\lib\\site-packages\\torch\\nn\\functional.py:52: UserWarning: size_average and reduce args will be deprecated, please use reduction='sum' instead.\n", " warnings.warn(warning.format(ret))\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "0 357.8382263183594\n", "1 357.4598388671875\n", "2 357.083251953125\n", "3 356.7077941894531\n", "4 356.3343200683594\n", "5 355.9619140625\n", "6 355.59130859375\n", "7 355.2218933105469\n", "8 354.85430908203125\n", "9 354.48785400390625\n", "10 354.1230163574219\n", "11 353.75958251953125\n", "12 353.3976135253906\n", "13 353.0369567871094\n", "14 352.6777038574219\n", "15 352.31982421875\n", "16 351.9635314941406\n", "17 351.6083679199219\n", "18 351.2549133300781\n", "19 350.9024963378906\n", "20 350.55157470703125\n", "21 350.2019348144531\n", "22 349.8537292480469\n", "23 349.5068359375\n", "24 349.1611022949219\n", "25 348.8169250488281\n", "26 348.47381591796875\n", "27 348.1322326660156\n", "28 347.7916259765625\n", "29 347.4527587890625\n", "30 347.1150207519531\n", "31 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D_out),\n", ")\n", "\n", "# см. урок по многоклассовой классифкации\n", "loss_fn = torch.nn.CrossEntropyLoss(size_average=False)\n", "\n", "learning_rate = 1e-4\n", "optimizer = torch.optim.SGD(neuron.parameters(), lr=learning_rate)\n", "for t in range(500):\n", " # forward\n", " y_pred = neuron(X)\n", "\n", " # loss\n", " loss = loss_fn(y_pred, y)\n", " print('{} {}'.format(t, loss.data))\n", "\n", " # зануляем градиенты с предыдущего шага\n", " optimizer.zero_grad()\n", "\n", " # backward\n", " loss.backward()\n", "\n", " # обновляем веса \n", " optimizer.step()" ] }, { "cell_type": "code", "execution_count": 17, "metadata": { "colab": {}, "colab_type": "code", "id": "DawHcxGfYKH8" }, "outputs": [], "source": [ "# Обратно в Numpy для отрисовки\n", "X = X.data.numpy()\n", "y = y.data.numpy()" ] }, { "cell_type": "code", "execution_count": 18, "metadata": { "colab": {}, "colab_type": "code", "id": "l4Hs5m-KYKH_", "outputId": "0c6a57a6-bee2-466e-ccd0-7a6f9efd44d5", "scrolled": false }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "h = 0.02\n", "x_min, x_max = X[:, 0].min() - 1, X[:, 0].max() + 1\n", "y_min, y_max = X[:, 1].min() - 1, X[:, 1].max() + 1\n", "\n", "xx, yy = np.meshgrid(np.arange(x_min, x_max, h),\n", " np.arange(y_min, y_max, h))\n", "grid_tensor = torch.FloatTensor(np.c_[xx.ravel(), yy.ravel()])\n", "\n", "Z = neuron(torch.autograd.Variable(grid_tensor))\n", "Z = Z.data.numpy()\n", "Z = np.argmax(Z, axis=1)\n", "Z = Z.reshape(xx.shape)\n", "\n", "plt.figure(figsize=(10, 8))\n", "\n", "plt.contourf(xx, yy, Z, cmap=plt.cm.rainbow, alpha=0.3)\n", "plt.scatter(X[:, 0], X[:, 1], c=y, s=40, cmap=plt.cm.rainbow)\n", "\n", "plt.xlim(xx.min(), xx.max())\n", "plt.ylim(yy.min(), yy.max())\n", "\n", "plt.title('Спираль', fontsize=15)\n", "plt.xlabel('$x$', fontsize=14)\n", "plt.ylabel('$y$', fontsize=14)\n", "plt.show();" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Не слищком впечатляет. В следующей практике мы попробуем многослойную нейросеть на этой же задаче." ] }, { "cell_type": "markdown", "metadata": { "colab_type": "text", "id": "aelIDREtYKIS" }, "source": [ "

Полезные ссылки

" ] }, { "cell_type": "markdown", "metadata": { "colab_type": "text", "id": "ffQKqdMEYKIS" }, "source": [ "1). *Примеры написания нейросетей на PyTorch (офийиальные туториалы) (на английском): https://pytorch.org/tutorials/beginner/pytorch_with_examples.html#examples \n", "https://pytorch.org/tutorials/beginner/blitz/cifar10_tutorial.html*\n", "\n", "2). *Курс Стэнфорда: http://cs231n.github.io/* \n", "\n", "3). Практически исчерпывающая информация по основам нейросетей (из cs231n) (на английском): \n", "\n", "http://cs231n.github.io/neural-networks-1/, \n", "http://cs231n.github.io/neural-networks-2/, \n", "http://cs231n.github.io/neural-networks-3/, \n", "http://cs231n.github.io/neural-networks-case-study/#linear\n", "\n", "4). *Хорошие статьи по основам нейросетей (на английском): http://neuralnetworksanddeeplearning.com/chap1.html*\n", "\n", "5). *Наглядная демонстрация того, как обучаются нейросети: https://cs.stanford.edu/people/karpathy/convnetjs/*" ] } ], "metadata": { "colab": { "name": "[seminar]neuron_pytorch.ipynb", "provenance": [], "version": "0.3.2" }, "kernelspec": { "display_name": "Python 3", "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": "3.6.5" } }, "nbformat": 4, "nbformat_minor": 1 }