{ "cells": [ { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import numpy as np\n", "from sklearn.datasets import make_blobs, make_circles, make_moons\n", "from sklearn.preprocessing import StandardScaler, OneHotEncoder\n", "\n", "\n", "def generate_data(n):\n", " \"\"\"\n", " 产生数据\n", " \"\"\"\n", " np.random.seed(12046)\n", " blobs = make_blobs(n_samples=n, centers=[[-2, -2], [2, 2]])\n", " circles = make_circles(n_samples=n, factor=.4, noise=.05)\n", " moons = make_moons(n_samples=n, noise=.05)\n", " blocks = np.random.rand(n, 2) - 0.5\n", " y = (blocks[:, 0] * blocks[:, 1] < 0) + 0\n", " blocks = (blocks, y)\n", " # 由于神经网络对数据的线性变换不稳定,因此将数据做归一化处理\n", " scaler = StandardScaler()\n", " blobs = (scaler.fit_transform(blobs[0]), blobs[1])\n", " circles = (scaler.fit_transform(circles[0]), circles[1])\n", " moons = (scaler.fit_transform(moons[0]), moons[1])\n", " blocks = (scaler.fit_transform(blocks[0]), blocks[1])\n", " return blobs, circles, moons, blocks\n", "\n", "def draw_data(ax, data):\n", " \"\"\"\n", " 将数据可视化\n", " \"\"\"\n", " x, y = data\n", " label1 = x[y > 0]\n", " ax.scatter(label1[:, 0], label1[:, 1], marker=\"o\")\n", " label0 = x[y == 0]\n", " ax.scatter(label0[:, 0], label0[:, 1], marker=\"^\", color=\"k\")\n", " return ax\n", "\n", "def draw_model(ax, model):\n", " \"\"\"\n", " 将模型的分离超平面可视化\n", " \"\"\"\n", " x1 = np.linspace(ax.get_xlim()[0], ax.get_xlim()[1], 100)\n", " x2 = np.linspace(ax.get_ylim()[0], ax.get_ylim()[1], 100)\n", " x1, x2 = np.meshgrid(x1, x2)\n", " y = model.predict_proba(np.c_[x1.ravel(), x2.ravel()])[:, 1]\n", " y = y.reshape(x1.shape)\n", " ax.contourf(x1, x2, y, levels=[0, 0.5], colors=[\"gray\"], alpha=0.4)\n", " return ax\n", "\n", "def visualize(data):\n", " \"\"\"\n", " 将结果可视化\n", " \"\"\"\n", " # 创建一个图形框\n", " fig = plt.figure(figsize=(10, 10), dpi=80)\n", " fig1 = plt.figure(figsize=(10, 10), dpi=80)\n", " # 在图形框里画四幅图\n", " for i in range(len(data)):\n", " ax = fig.add_subplot(2, 2, i+1)\n", " ax1 = fig1.add_subplot(2, 2, i+1)\n", " draw_data(ax, data[i])\n", " draw_data(ax1, data[i])\n", " draw_model(ax1, train_logit(data[i]))\n", " ax.get_xaxis().set_visible(False)\n", " ax.get_yaxis().set_visible(False)\n", " ax1.get_xaxis().set_visible(False)\n", " ax1.get_yaxis().set_visible(False)\n", " plt.show()" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# 将数据可视化\n", "import matplotlib.pyplot as plt\n", "%matplotlib inline\n", "\n", "\n", "data = generate_data(200)\n", "\n", "fig = plt.figure(figsize=(10, 10), dpi=80)\n", "for i in range(len(data)):\n", " ax = fig.add_subplot(2, 2, i+1)\n", " draw_data(ax, data[i])\n", " ax.get_xaxis().set_visible(False)\n", " ax.get_yaxis().set_visible(False)\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "from sklearn.linear_model import LogisticRegression\n", "\n", "\n", "def train_logit(data):\n", " \"\"\"\n", " 训练逻辑回顾模型\n", " \"\"\"\n", " x, y = data\n", " model = LogisticRegression()\n", " model.fit(x, y)\n", " return model" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# 将逻辑回归结果可视化\n", "fig = plt.figure(figsize=(10, 10), dpi=80)\n", "for i in range(len(data)):\n", " ax = fig.add_subplot(2, 2, i+1)\n", " draw_data(ax, data[i])\n", " draw_model(ax, train_logit(data[i]))\n", " ax.get_xaxis().set_visible(False)\n", " ax.get_yaxis().set_visible(False)\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [], "source": [ "import torch\n", "import torch.nn.functional as F\n", "from utils import Linear, Sigmoid, Sequential\n", "\n", "\n", "torch.manual_seed(12046)\n", "\n", "def define_mlp():\n", " \"\"\"\n", " 定义多层感知器模型\n", " \"\"\"\n", " model = Sequential([\n", " Linear(2, 4), Sigmoid(),\n", " Linear(4, 4), Sigmoid(),\n", " Linear(4, 2)\n", " ])\n", " # 对于模型参数,需要记录它们的梯度(为反向传播做准备)\n", " for p in model.parameters():\n", " p.requires_grad = True\n", " return model" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [], "source": [ "def train_mlp(model, data):\n", " \"\"\"\n", " 训练多层感知器模型\n", " \"\"\"\n", " # 标准随机梯度下降法的超参数\n", " max_steps = 40000\n", " batch_size = 20\n", " lossi = []\n", " x, y = torch.tensor(data[0]).float(), torch.tensor(data[1])\n", " _prob = torch.ones(x.shape[0]) / x.shape[0]\n", "\n", " for i in range(max_steps):\n", " # 构造批次训练数据\n", " ## 不放回的随机抽样\n", " ix = _prob.multinomial(batch_size)\n", " xb = x[ix]\n", " yb = y[ix]\n", " # 向前传播\n", " logits = model(xb)\n", " loss = F.cross_entropy(logits, yb)\n", " # 反向传播\n", " loss.backward()\n", " # 更新模型参数\n", " ## 学习速率衰减\n", " learning_rate = 0.1 if i < 20000 else 0.01\n", " with torch.no_grad():\n", " for p in model.parameters():\n", " p -= learning_rate * p.grad\n", " p.grad = None\n", " lossi.append(loss.item())\n", " return lossi" ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "scrolled": false }, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# 将逻辑回归结果可视化\n", "loss = {}\n", "fig = plt.figure(figsize=(10, 10), dpi=80)\n", "for i in range(len(data)):\n", " ax = fig.add_subplot(2, 2, i+1)\n", " draw_data(ax, data[i])\n", " model = define_mlp()\n", " loss[i] = train_mlp(model, data[i])\n", " draw_model(ax, model)\n", " ax.get_xaxis().set_visible(False)\n", " ax.get_yaxis().set_visible(False)\n", "plt.savefig(\"mlp_result.png\", dpi=200)\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# 创建一个图形框\n", "fig = plt.figure(figsize=(10, 6), dpi=80)\n", "# 在图形框里只画一幅图\n", "ax = fig.add_subplot(111)\n", "# 解决中文显示的问题\n", "plt.rcParams['font.sans-serif'] = ['SimHei']\n", "plt.rcParams['axes.unicode_minus'] = False\n", "plt.rcParams.update({'font.size': 13})\n", "ax.set_ylabel('模型损失', fontsize=18)\n", "style = ['k', 'r-.', 'g--', 'm+']\n", "for i in range(4):\n", " # 损失波动太大,按100次算一次平均值,然后作图\n", " _loss = torch.tensor(loss[i]).view(-1, 100).mean(1)\n", " ax.plot(_loss, style[i], label='数据分布:%s' % (i + 1))\n", "legend = plt.legend(shadow=True)\n", "plt.savefig(\"mlp_loss.png\", dpi=200)\n", "plt.show()" ] } ], "metadata": { "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": "3.8.5" } }, "nbformat": 4, "nbformat_minor": 4 }