58-优化算法-RMSProp算法-深度学习-pytorch.ipynb

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"
    },
    "image-6.png": {
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"
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   "cell_type": "markdown",
   "id": "79dac87f",
   "metadata": {},
   "source": [
    "1. 算法\n",
    "![image.png](attachment:image.png)\n",
    "相比于AdaGrad的历史梯度：\n",
    "![image-3.png](attachment:image-3.png)\n",
    "RMSProp增加了一个衰减系数来控制历史信息的获取多少：\n",
    "![image-4.png](attachment:image-4.png)\n",
    "常规的Mini-batch随机梯度下降：\n",
    "![image-5.png](attachment:image-5.png)\n",
    "RMSProp梯度下降：\n",
    "![image-6.png](attachment:image-6.png)\n",
    "2. 手动版实现：见下方代码\n",
    "3. 简洁版实现：见下方代码"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "96f328e1",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
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      "epoch 20, x1: -0.010599, x2: 0.000000\n"
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   "source": [
    "# 手动实现\n",
    "def rmsprop_2d(x1, x2, s1, s2):\n",
    "    g1, g2, eps = 0.2 * x1, 4 * x2, 1e-6\n",
    "    s1 = gamma * s1 + (1 - gamma) * g1 ** 2\n",
    "    s2 = gamma * s2 + (1 - gamma) * g2 ** 2\n",
    "    x1 -= eta / math.sqrt(s1 + eps) * g1\n",
    "    x2 -= eta / math.sqrt(s2 + eps) * g2\n",
    "    return x1, x2, s1, s2\n",
    "\n",
    "def f_2d(x1, x2):\n",
    "    return 0.1 * x1 ** 2 + 2 * x2 ** 2\n",
    "\n",
    "eta, gamma = 0.4, 0.9\n",
    "dltools.show_trace_2d(f_2d, dltools.train_2d(rmsprop_2d))"
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  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "5bbc00e2",
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   "source": [
    "def init_rmsprop_states(feature_dim):\n",
    "    s_w = torch.zeros((feature_dim, 1))\n",
    "    s_b = torch.zeros(1)\n",
    "    return (s_w, s_b)\n",
    "\n",
    "def rmsprop(params, states, hyperparams):\n",
    "    gamma, eps = hyperparams['gamma'], 1e-6\n",
    "    for p, s in zip(params, states):\n",
    "        with torch.no_grad():\n",
    "            s[:] = gamma * s + (1 - gamma) * torch.square(p.grad)\n",
    "            p[:] -= hyperparams['lr'] * p.grad / torch.sqrt(s + eps)\n",
    "        p.grad.data.zero_()"
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   "id": "1a85e0c2",
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     "name": "stdout",
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     "text": [
      "loss: 0.245, 0.032 sec/epoch\n"
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    },
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    "data_iter, feature_dim = dltools.get_data_ch11(batch_size=10)\n",
    "dltools.train_ch11(rmsprop, init_rmsprop_states(feature_dim),{'lr': 0.01, 'gamma': 0.9}, data_iter, feature_dim);"
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   "cell_type": "code",
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   "id": "93c0e6a5",
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      "loss: 0.243, 0.030 sec/epoch\n"
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      "text/plain": [
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     "metadata": {
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   "source": [
    "# 简洁版实现\n",
    "trainer = torch.optim.RMSprop\n",
    "dltools.train_concise_ch11(trainer, {'lr': 0.01, 'alpha': 0.9},data_iter)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "ccd4c301",
   "metadata": {},
   "outputs": [],
   "source": []
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