{ "cells": [ { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import torch\n", "import torch.nn.functional as F\n", "\n", "\n", "torch.manual_seed(12046)\n", "\n", "class BatchNorm1d:\n", " \n", " def __init__(self, dim, eps=1e-5, momentum=0.1):\n", " # 用于处理方差等于0的极端情况\n", " self.eps = eps\n", " # 模型参数\n", " self.gamma = torch.ones(dim)\n", " self.beta = torch.zeros(dim)\n", " # 用于表示是否在模型训练阶段\n", " self.training = True\n", " # 用于预估所有数据的期望的方差\n", " self.momentum = momentum\n", " self.running_mean = torch.zeros(dim)\n", " self.running_var = torch.ones(dim)\n", " \n", " def __call__(self, x):\n", " if self.training:\n", " # 计算期望和方差\n", " xmean = x.mean(0, keepdim=True)\n", " xvar = x.var(0, keepdim=True, unbiased=False)\n", " else:\n", " xmean = self.running_mean\n", " xvar = self.running_var\n", " # 归一化处理\n", " xhat = (x - xmean) / torch.sqrt(xvar + self.eps)\n", " self.out = self.gamma * xhat + self.beta\n", " if self.training:\n", " with torch.no_grad():\n", " self.running_mean = (1 - self.momentum) * self.running_mean + self.momentum * xmean\n", " self.running_var = (1 - self.momentum) * self.running_var + self.momentum * xvar\n", " return self.out\n", "\n", " def parameters(self):\n", " return [self.gamma, self.beta]" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "from utils import Linear, Tanh, Sequential\n", "import matplotlib.pyplot as plt\n", "%matplotlib inline\n", "\n", "\n", "# 为了讨论的方便,我们将神经网络扩大\n", "n_hidden = 100\n", "model = Sequential([\n", " Linear( 2, n_hidden, bias=False), BatchNorm1d(n_hidden), Tanh(),\n", " Linear(n_hidden, n_hidden, bias=False), BatchNorm1d(n_hidden), Tanh(),\n", " Linear(n_hidden, n_hidden, bias=False), BatchNorm1d(n_hidden), Tanh(),\n", " Linear(n_hidden, n_hidden, bias=False), BatchNorm1d(n_hidden), Tanh(),\n", " Linear( n_hidden, 2, bias=False)\n", " ])" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "# 参数初始化优化\n", "with torch.no_grad():\n", " for layer in model.layers:\n", " if isinstance(layer, Linear):\n", " in_features, out_features = layer.weight.shape\n", " # 将权重项的方差变小\n", " layer.weight *= 1 / in_features ** 0.5\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" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "from sklearn.datasets import make_moons\n", "from sklearn.preprocessing import StandardScaler\n", "import numpy as np\n", "\n", "\n", "np.random.seed(12046)\n", "data = make_moons(n_samples=2000, noise=.05)\n", "scaler = StandardScaler()\n", "data = (scaler.fit_transform(data[0]), data[1])" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [], "source": [ "def train_model(max_steps):\n", " batch_size = 2000\n", " lossi = []\n", " udi = {}\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", " # 保留中间节点的梯度,以便观察\n", " for layer in model.layers:\n", " layer.out.retain_grad()\n", " for p in model.parameters():\n", " p.grad = None\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 = 0.01 if i < 500 else 1\n", " with torch.no_grad():\n", " for i, p in enumerate(model.parameters()):\n", " p -= learning_rate * p.grad\n", " udi[i] = udi.get(i, []) + [(learning_rate * p.grad).std() / p.std()]\n", " lossi.append(loss.item())\n", " return lossi, udi" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "([0.9243127107620239],\n", " {0: [tensor(0.0018)],\n", " 1: [tensor(1.0000)],\n", " 2: [tensor(1.)],\n", " 3: [tensor(0.0067)],\n", " 4: [tensor(1.0000)],\n", " 5: [tensor(1.)],\n", " 6: [tensor(0.0046)],\n", " 7: [tensor(1.0000)],\n", " 8: [tensor(1.)],\n", " 9: [tensor(0.0034)],\n", " 10: [tensor(1.0000)],\n", " 11: [tensor(1.)],\n", " 12: [tensor(0.0241)]})" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ "train_model(1)" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# 观察激活函数的状态\n", "plt.figure(figsize=(10, 6), dpi=80)\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", "legends = []\n", "for i, layer in enumerate(model.layers):\n", " if isinstance(layer, (Tanh)):\n", " t = layer.out\n", " # 激活函数的输出大于0.99时,激活函数“过热”\n", " saturation = (t.abs() > 0.99).float().mean()\n", " hy, hx = torch.histogram(t, density=True)\n", " plt.plot(hx[:-1].detach(), hy.detach())\n", " layer_name = f'layer {i} ({layer.__class__.__name__})'\n", " stats = f'mean {t.mean():+.2f}, std {t.std():.2f}, saturated {saturation:.2%}'\n", " legends.append(f'{layer_name}: {stats}')\n", "plt.legend(legends, shadow=True)\n", "plt.title('激活函数输出分布情况', fontsize=18)\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(10, 6), dpi=80)\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", "legends = []\n", "for i, layer in enumerate(model.layers):\n", " if isinstance(layer, (Linear)):\n", " t = layer.out.grad\n", " hy, hx = torch.histogram(t, density=True)\n", " plt.plot(hx[:-1].detach(), hy.detach())\n", " layer_name = f'layer {i} ({layer.__class__.__name__})'\n", " stats = f'mean {t.mean():+.2f}, std {t.std():.2f}'\n", " legends.append(f'{layer_name}: {stats}')\n", "plt.legend(legends, shadow=True)\n", "plt.title('线性输出的梯度分布情况', fontsize=18)\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "layer 0 (2, 100): mean -0.0019, std 0.1262, grad ratio 0.17823945\n", "layer 3 (100, 100): mean -0.0004, std 0.0667, grad ratio 0.67149943\n", "layer 6 (100, 100): mean -0.0001, std 0.0461, grad ratio 0.46003518\n", "layer 9 (100, 100): mean +0.0004, std 0.0336, grad ratio 0.33972958\n" ] }, { "data": { "text/plain": [ "Text(0.5, 1.0, '权重参数的梯度分布情况')" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# 观察参数梯度的分布情况\n", "fig = plt.figure(figsize=(8, 6), dpi=80)\n", "ax = fig.add_subplot(111)\n", "legends = []\n", "# 输出层的参数较为特殊,这里在作图时排除掉\n", "for i, layer in enumerate(model.layers[:-1]):\n", " if isinstance(layer, (Linear)):\n", " # 只观察权重参数,也就是w\n", " p = layer.parameters()[0]\n", " g = p.grad\n", " # 统计梯度标准差与参数标准差的比例\n", " grad_ratio = g.std() / p.std()\n", " hy, hx = torch.histogram(g, density=True)\n", " ax.plot(hx[:-1].detach(), hy.detach())\n", " layer_name = f'layer {i} {str(tuple(p.shape)):>10}'\n", " stats = f'mean {g.mean():+.4f}, std {g.std():.4f}, grad ratio {grad_ratio:.8f}'\n", " legends.append(f'{layer_name}')\n", " print(f'{layer_name}: {stats}')\n", "ax.legend(legends, shadow=True)\n", "ax.set_title('权重参数的梯度分布情况', fontsize=18)" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [], "source": [ "_, ud = train_model(1000)" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(8, 6), dpi=80)\n", "legends = []\n", "for i, p in enumerate(model.parameters()):\n", " # 只观察权重参数,也就是w\n", " if p.ndim == 2:\n", " plt.plot([t.log10().item() for t in ud[i]])\n", " legends.append(f'layer {i} {str(tuple(p.shape)):>10}')\n", "# 理想的标准线\n", "plt.plot([0, len(ud[0])], [-3, -3], 'k--')\n", "plt.legend(legends, shadow=True)\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [], "source": [ "@torch.no_grad()\n", "def layer_stats(func, calculate_gain):\n", " \"\"\"\n", " 只做向前传播,并记录每一层输出的分布情况\n", " 参数\n", " ----\n", " func : 激活函数\n", " calculate_gain : 函数增益\n", " \"\"\"\n", " fig = plt.figure(figsize=(8, 6), dpi=80)\n", " ax = fig.add_subplot(111)\n", " legends = []\n", " x = torch.randn(300, 1000) # 批量大小是300\n", " for i in range(10):\n", " l = Linear(1000, 1000, bias=False)\n", " b = BatchNorm1d(1000)\n", " in_features, _ = l.weight.shape\n", " # 做初步的优化\n", " l.weight *= 1 / in_features ** 0.5\n", " x = func(b(l(x)))\n", " # 记录输出的分布情况\n", " hy, hx = torch.histogram(x, density=True)\n", " ax.plot(hx[:-1].detach(), hy.detach())\n", " layer_name = f'layer {str(i + 1):>2}'\n", " stats = f'mean {x.mean().item():+.2f}, std {x.std().item():.2f}'\n", " print (f'{layer_name}: {stats}')\n", " legends.append(f'{layer_name}: {stats}')\n", " return fig, legends" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "layer 1: mean -0.00, std 0.63\n", "layer 2: mean +0.00, std 0.63\n", "layer 3: mean -0.00, std 0.63\n", "layer 4: mean -0.00, std 0.63\n", "layer 5: mean -0.00, std 0.63\n", "layer 6: mean +0.00, std 0.63\n", "layer 7: mean +0.00, std 0.63\n", "layer 8: mean +0.00, std 0.63\n", "layer 9: mean +0.00, std 0.63\n", "layer 10: mean +0.00, std 0.63\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig, legends = layer_stats(torch.tanh, 1.0)" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "layer 1: mean +0.40, std 0.58\n", "layer 2: mean +0.40, std 0.58\n", "layer 3: mean +0.40, std 0.58\n", "layer 4: mean +0.40, std 0.58\n", "layer 5: mean +0.40, std 0.58\n", "layer 6: mean +0.40, std 0.59\n", "layer 7: mean +0.40, std 0.58\n", "layer 8: mean +0.40, std 0.58\n", "layer 9: mean +0.40, std 0.58\n", "layer 10: mean +0.40, std 0.58\n" ] }, { "data": { "image/png": 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\n", 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