251_门控循环单元GRU.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 1. 门控循环单元GRU"
   ]
  },
  {
   "attachments": {
    "image.png": {
     "image/png": 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"
    }
   },
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "![image.png](attachment:image.png)"
   ]
  },
  {
   "attachments": {
    "image.png": {
     "image/png": 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"
    }
   },
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "![image.png](attachment:image.png)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "① 相当于全连接层把X和H并在一起。"
   ]
  },
  {
   "attachments": {
    "image.png": {
     "image/png": 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"
    }
   },
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "![image.png](attachment:image.png)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "② 点圈是按元素乘法的意思。\n",
    "\n",
    "③ $R_{t}$是可以学的，它可以根据前面的信息，看到这种情况知道哪些东西pass到下面的情况，哪些东西不pass到下面的情况。"
   ]
  },
  {
   "attachments": {
    "image.png": {
     "image/png": 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"
    }
   },
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "![image.png](attachment:image.png)"
   ]
  },
  {
   "attachments": {
    "image.png": {
     "image/png": 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"
    }
   },
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "![image.png](attachment:image.png)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "④ 更新新隐藏状态的时候，要用到多少过去隐藏状态的信息。\n",
    "\n",
    "⑤ 若Z全0，R全1，则会回到RNN状态。"
   ]
  },
  {
   "attachments": {
    "image.png": {
     "image/png": 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"
    }
   },
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "![image.png](attachment:image.png)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 2. 门控循环单元GRU"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import torch\n",
    "from torch import nn\n",
    "from d2l import torch as d2l\n",
    "\n",
    "# 设置每个batch的大小和时间步数\n",
    "batch_size, num_steps = 32, 35\n",
    "# 加载时间机器数据集并获取词汇表\n",
    "train_iter, vocab = d2l.load_data_time_machine(batch_size, num_steps)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 初始化模型参数\n",
    "def get_params(vocab_size, num_hiddens, device):\n",
    "    # 设置输入和输出的维度为词汇表大小\n",
    "    num_inputs = num_outputs = vocab_size\n",
    "    \n",
    "    # 定义一个函数，用于生成服从正态分布的随机张量，并乘以0.01进行缩放\n",
    "    def normal(shape):\n",
    "        return torch.randn(size=shape, device=device) * 0.01\n",
    "    \n",
    "    # 定义一个函数，生成三组权重和偏置张量，用于不同的门控机制\n",
    "    def three():\n",
    "        return (normal(\n",
    "            (num_inputs, num_hiddens)), normal((num_hiddens, num_hiddens)),\n",
    "                torch.zeros(num_hiddens, device=device))\n",
    "    \n",
    "    # 初始化GRU中的权重和偏置\n",
    "    # 权重和偏置用于控制更新门\n",
    "    W_xz, W_hz, b_z = three() # GRU多了这两行\n",
    "    # 权重和偏置用于控制重置门\n",
    "    W_xr, W_hr, b_r = three() # GRU多了这两行\n",
    "    # 权重和偏置用于计算候选隐藏状态\n",
    "    W_xh, W_hh, b_h = three()\n",
    "    # 隐藏状态到输出的权重\n",
    "    W_hq = normal((num_hiddens, num_outputs))\n",
    "    # 输出的偏置\n",
    "    b_q = torch.zeros(num_outputs, device=device)\n",
    "    # 参数列表中各参数顺序\n",
    "    params = [W_xz, W_hz, b_z, W_xr, W_hr, b_r, W_xh, W_hh, b_h, W_hq, b_q]\n",
    "    # 遍历参数列表中所有参数\n",
    "    for param in params:\n",
    "        # 设置参数的`requires_grad`属性为True，以便进行梯度计算\n",
    "        param.requires_grad_(True)\n",
    "    # 返回参数列表中所有参数\n",
    "    return params"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 定义隐藏状态的初始化函数\n",
    "def init_gru_state(batch_size, num_hiddens, device):\n",
    "    # 返回隐藏状态初始化为全零的元组\n",
    "    return (torch.zeros((batch_size, num_hiddens), device=device),)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 定义门控循环单元模型\n",
    "def gru(inputs, state, params):\n",
    "    # 参数 params 解包为多个变量，分别表示模型中的权重和偏置\n",
    "    W_xz, W_hz, b_z, W_xr, W_hr, b_r, W_xh, W_hh, b_h, W_hq, b_q = params     \n",
    "    # 传入的隐藏状态 state 解包为单个变量 H。\n",
    "    H, = state\n",
    "    # 创建一个空列表，用于存储每个时间步的输出\n",
    "    outputs = []\n",
    "    # 遍历输入序列中的每个时间步\n",
    "    for X in inputs:\n",
    "        # 更新门控机制 Z\n",
    "        Z = torch.sigmoid((X @ W_xz) + (H @ W_hz) + b_z)\n",
    "        # 重置门控机制 R\n",
    "        R = torch.sigmoid((X @ W_xr) + (H @ W_hr) + b_r)\n",
    "        # 计算候选隐藏状态 H_tilda\n",
    "        H_tilda = torch.tanh((X @ W_xh) + ((R * H) @ W_hh) + b_h)\n",
    "        # 更新隐藏状态 H\n",
    "        H = Z * H + (1 - Z) * H_tilda\n",
    "        # 计算输出 Y\n",
    "        Y = H @ W_hq + b_q\n",
    "        # 将输出添加到列表中\n",
    "        outputs.append(Y)\n",
    "    # 将所有输出拼接在一起，并返回拼接后的结果和最终的隐藏状态\n",
    "    return torch.cat(outputs, dim=0), (H,)"
   ]
  },
  {
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      "perplexity 1.1, 29478.1 tokens/sec on cuda:0\n",
      "time travelleryou can show black is white by argument said filby\n",
      "travelleryou can show black is white by argument said filby\n"
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   "source": [
    "# 训练\n",
    "vocab_size, num_hiddens, device = len(vocab), 256, d2l.try_gpu()\n",
    "# 设置训练的总轮数和学习率\n",
    "num_epochs, lr = 500, 1\n",
    "# 创建 GRU 模型实例\n",
    "model = d2l.RNNModelScratch(len(vocab), num_hiddens, device, get_params,\n",
    "                           init_gru_state, gru)\n",
    "# 调用 D2L 库中的训练函数，传入模型实例、训练数据迭代器、词汇表、学习率和训练的总轮数\n",
    "d2l.train_ch8(model, train_iter, vocab, lr, num_epochs, device)"
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  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "perplexity 1.0, 316122.5 tokens/sec on cuda:0\n",
      "time traveller with a slight accession ofcheerfulness really thi\n",
      "travelleryou can show black is white by argument said filby\n"
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   ],
   "source": [
    "# 简洁实现\n",
    "# 设置输入特征的维度为词汇表大小\n",
    "num_inputs = vocab_size\n",
    "# 创建一个 GRU 层，指定输入特征的维度和隐藏单元的数量\n",
    "gru_layer = nn.GRU(num_inputs, num_hiddens)\n",
    "# 创建一个 RNNModel 实例，传入 GRU 层和词汇表的大小\n",
    "model = d2l.RNNModel(gru_layer, len(vocab))\n",
    "# 将模型移动到指定的设备上（可能是 GPU）\n",
    "model = model.to(device)\n",
    "# 调用 D2L 库中的 train_ch8 函数进行训练，传入模型实例、训练数据迭代器、词汇表、学习率和训练的总轮数\n",
    "d2l.train_ch8(model, train_iter, vocab, lr, num_epochs, device)"
   ]
  }
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