autodl-projects/notebooks/LFNA/synthetic-env.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "filled-multiple",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "The root path: /Users/xuanyidong/Desktop/AutoDL-Projects\n",
      "The library path: /Users/xuanyidong/Desktop/AutoDL-Projects/lib\n"
     ]
    }
   ],
   "source": [
    "import os, sys\n",
    "import torch\n",
    "from pathlib import Path\n",
    "import numpy as np\n",
    "import matplotlib\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "\n",
    "__file__ = os.path.dirname(os.path.realpath(\"__file__\"))\n",
    "root_dir = (Path(__file__).parent / \"..\").resolve()\n",
    "lib_dir = (root_dir / \"lib\").resolve()\n",
    "print(\"The root path: {:}\".format(root_dir))\n",
    "print(\"The library path: {:}\".format(lib_dir))\n",
    "assert lib_dir.exists(), \"{:} does not exist\".format(lib_dir)\n",
    "if str(lib_dir) not in sys.path:\n",
    "    sys.path.insert(0, str(lib_dir))\n",
    "\n",
    "from datasets.synthetic_example import create_example_v1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "consistent-transition",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/xuanyidong/Desktop/AutoDL-Projects/lib/datasets/synthetic_env.py:63: RuntimeWarning: covariance is not positive-semidefinite.\n",
      "  dataset = np.random.multivariate_normal(\n"
     ]
    },
    {
     "data": {
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a+r7e2jUIYrGYrxzYTQyOBQAAAADshOE7T+e7W77uSHrskTNr7Tf/3nd3+rsAAEwrz/P0J3/yJ9tWQv+TP/kTBvAA2FWffPKJNjY2tmUbGxv65JNPHDXCbgnLxTn9fn/bxRAM3gHC7caNG1pbWxu+l/v9vtbW1nTjxg3HzQAA2BsrKyu+chfCMKgTAFwIw80vYbDTsR2O+QAAgP0ml8up2+1uy7rdLkNjfDp9+rSazeZwgGOv11Oz2dTp06cdNwMAYO8UCgVVq1U1Gg1Vq9XAXdsTBvfv31c6nVY0GpW1VtFoVOl0Wvfv33ddbZugDzGSJGvtI//s2okTJzQ3N6doNCpJikajmpub04kTJxw3+9pOz1nQnktMh1qtpn6/r5WVFd25c0crKyvq9/sMjgUAAAAAMHznKeW2fF23T37E5/YO/w0AACBpaWlp7IVYS0tLbgoBmArf/Nx5XI5w4+IcAHvtm6uKbV1tDAAABENYBnUCgAthuPkFAAAAwVAqlWSMUafTkbVWnU5HxhiVSiXX1ULl6tWrmpmZkfT1zcgzMzO6evWqy1oAACBkcrmcotGoFhcXdeTIES0uLioajTIY0aejR48Or/OQNLz+4+jRo46bfa1UKimZTCqdTuvw4cNKp9NKJpOB2g7fHCz5pDmwmw4ePKhGo6FerydrrXq9nhqNhg4ePOi6GgAAAADAMYbvPJ0DW75e9fHvHmz5emGnv2SM+T8YY64ZY64FaeVXAAB228OHD33lCK/NFTaeNAcQfN/73vd85QAwLSKRrw6/DQaD4WNrjifneZ7y+bwymYzy+bw8z3NdCQCwjzCoEwAAAACAZ1MoFFSpVJTNZtVqtZTNZlWpVNjH9unmzZva2NiQMUaRSETGGG1sbOjmzZuuqwEAgBBhMOJkvPfee5qfn1ckEtFgMFAkEtH8/Lzee+8919WGwrAdbozxlQO76csvv/SVAwAAAACmB3f5PJ25LV+3ffy71pav53f6S9baf2utPWWtPbW4uOi7HAAAQNDF43FfuQth6AgEyd///d+PDNr53ve+p7//+7931Ai7ZXMlpyfNgWl36NAhXznG8zxPS0tLun79ulZXV3X9+nUtLS0xgAcAAAAAJoSBpwAAYBIYbvvsBoOBrLWy1o58DQAA8KTCMJAlDAqFgq5cuaLXXntN6XRar732mq5cuRK45zHo2+HPPfecrxzYTSwWDAAAgP3GGDPyAPB0DDfH+WeM+e8k/a//8Y//g7X2P3nCf/dfS/rTf/zjr621337cvzl16pS9du3a0xUF4NyjNlKC8vlLx8mg42TQcTLoOBm5XE63bt0ayY8dO6Zarbb3hcYIw/NIx8kIQ0cgSHjPTEYYnscwdDx06JBWVlZG8sXFRd27d89Bo3B6+eWXh9tmxpjhz/fYsWP67LPPXFYDADxGGH5fAwDCKwy/Z8LQcXPg6fr6uvr9vqLRqGZnZwN5IxEAIJwSiYS63e7wz/F4XJ1Ox2EjILi++X7ZFKT3TRi2cQEAABAcL7/88tjrbnO5XGCu+QjDNi4dJyMMHQEAABAc47Yfg7TdyPYt4J8x5iNr7alx34vsdZl9Yn3L10kf/27r321OqAsAAAB2wfr6uq8cAABgnC+//NJXjvFu3749dqXf27dvu662DSsHAAAAAHtrpwuFuIDIn7feeksPHz5Uv9+XJPX7fT18+FBvvfWW42YAgP1g3CCRbrerRCLhqBEAAAAAYC/dv39fmUxGsVhMxhjFYjFlMhndv3/fdTUAAAAADgX9uuud+gStJ4DJYfjO09k6OCfl49/N7vDfAAAAQMBwozwAAJiEwWDgK3fF8zzl83llMhnl83l5nue60jZheB45wQLAlaB/hgMAsNs2h3NufcCfcatOPyoHAARL0C9M/ubgncflrrzxxhuKRCIyxigSieiNN95wXQm7ZHl5WalUSsYYpVIpLS8vu660TVjeMwAAAMCTyuVyikajWlxc1JEjR7S4uKhoNKpcLue6GgAAALBvBf38EdddAwgihu88nd9s+fpFH//uyJavuWsbAAAAzyQSGb85v1OO8GIFb8CfeDzuKwd2Uxh+X3uepz/+4z/Wxx9/rNXVVX388cf64z/+Y4Y3AEAIeJ6nYrGoer2uVCqler2uYrHIZzgAAAAATEjQh3RwYfJkvPHGG/rwww+H596stfrwww8ZwLMPLS8v691331W73ZYxRu12W++++27g3tsAAADAflIqlWSMUafTkbVWnU5HxhiVSiXX1YDAYhGe6cHPejJ4HoH9JehDY6Tgd+T8EQA8neDc5RMuv9zy9fPGmNkn/Hcvbfn6FxPsAwAAgAl7/vnnfeUuRKNRXznCjRW8gSfH8B0EyWAw8JW7sLS0pF6vty3r9XpaWlpyUwgA8MTK5bKstUokEjLGKJFIyFqrcrnsuhoAAAAAhN7y8rLeeecdtdttSVK73dY777zDkI596MMPP/SVY2dBv9Hp4sWLstYqEonIGKNIJCJrrS5evOi6GgAAALBvFQoFVSoVZbNZtVotZbNZVSoVFQoF19WAQGIRnunBz3oyPM/T0tKSrl+/rgcPHuj69etaWlriefQp6IPopa+GqG89rhfE4emzs7PbhrHMzj7pred7h6Exzy4MHQEAT4fhO0/nk2/8Of+4f2CM+Y8kLW6J/mGShQAAADBZOw02CdLAk2/eJP+4HACmxfHjx7WwsKBYLCZjjGKxmBYWFnT8+HHX1YBAevjwoa8cABActVpN/X5fKysrunPnjlZWVtTv91Wr1VxXAwAAAIDQu3Dhgq8c2G1BvwEmDDeMtdvtkRsgjDHDIVsAAAAAdkehUFC1WlWj0VC1Wg3c4B0Ww0SQsAjP9CiXy2q321pdXdXdu3e1urqqdrsduJ910Ictnzt3Tg8fPlS/35e1Vv1+Xw8fPtS5c+dcVxsK+tCYMAyif+ONN/Thhx8O7+ex1urDDz8M1HM5OzurVqu1LWu1WoEawMPQGAAAHs0E6ebhsDDGzEn6jaTkP0b/ubX2/GP+zZ9I+ost0bestZ8+7v/r1KlT9tq1a0/dFYBbj9rxCMrnLx0ng46TQcfJCEPHWCymfr8/kkej0cAMjolGoxoMBiN5JBIZ292FMHQMw+sxDB0B+LN5cbe1VvF4XN1uV8YYVkzyKQyfj3ScDDpORhg6Ath/Xn75Zd26dUvSV59Dm583x44d02effeay2hCfjwAAjP99GKTfg/y+BoDxwvD5SMfJCEPH5eVlvfvuu7LWDo8BGGP09ttv6/z5R166uGfy+bzq9boSicQw63Q6ymazqlar7optkUqlxg7aSSaTIzfGuBKG12MYOgIAAAB+jLtZXvpqH2J9fd1Bo1Fh2A6n42RkMpnh8N1N1lq1Wi01Gg13xTBxs7OzOx6nCMpnTxiux41EImPfv8aYsfda7LXNoTHfdObMGX3wwQd7X2iMoD+HUjg+v+k4GXScDDpOBh2B/ckY85G19tS470X2usx+YK1dk/Tfb4l++AT/bOvf+XdPMngHAABgv4rH475ylyKRyPARNC+99JKvHACmRaFQUKVSUTabVavVUjabDdSJvrBIJpO+cgAAsPe2nhzd6WsAAOCetXbkAQAA4MfFixe3req8+b8XL150WWubWq2mXq+nlZUV3blzRysrK+r1eqrVaq6rDf3+7/++rxwAAADAdDhx4oTm5+cVi8VkjFEsFtP8/LxOnDjhuhqmUC6XU7fb3ZZ1u13lcjk3hbBrxp0/Ctp5pHK5rHa7rdXVVd29e1erq6tqt9sql8uuqw3t9HwF5XkcN3jnUbkLQX8OAQAA9krw7iAOj8tbvv49Y8x/ttNfNMb8zyT9b3b4twAAAFMnEonIGCNjzMjXQXH06FFJ0mAwGD625kHwR3/0R75yjMfBYmB/KhQKqlarajQaqlarDN55Cp1Ox1eO8XaaJv+oKfPAblpeXh6ujpVKpbS8vOy6EoBn0Gg0FI/Ht12AFY/HWe0OAAAAAIB9Ztwq6I/KXchkMnrw4IH6/b4kqd/v68GDB8pkMm6LbVGr1UYWGUgmk4EaEAQAAABg75VKJSWTSaXTaR0+fFjpdFrJZFKlUsl1NUyhUqkkY4w6nY6step0OjLG8HrchzbvT3jS3IUbN26o2Wyq1+vJWqter6dms6kbN264rgYAAABMXHDubg4fT9L/uOXPFWPMd775l4wxvyPpzyVF/zH6nyT9V7tfDwAAILiOHz+u+fl5RaNRWWsVjUY1Pz+v48ePu642dPLkSV+5C1evXh270sbVq1ddVwudIK8YAACuhOHEbhgw5A1Bsry8rHfeeWd4Q0673dY777zDAB4gxBKJxMhgvE6no0Qi4ajRKH4XAgAAAADw7MIw6H1rl52+dq1WqymTyejFF18cPjKZDMN3AAAAgClXKBRUqVSUzWbVarWUzWZVqVRY8A1O8HqcHM/zlM/nlclklM/n5Xme60rb7LRwcZAWNO52u75yAAAAIMwMFzc/PWPMfyzp/y1p9h+jB5L+S0n/g6S+pO9J+j9JOvyP3+9L+s+stf/Nk/5/nDp1yl67dm1inQHsrUddPBKUz186TgYdJ4OOkxGGjp7nqVgsylqreDyubrcrY0ygTgykUqmxqwQmk0m1Wi0HjUZlMhmlUqltP3NrrVqtlhqNhrtiW8TjcfV6vZE8Fotx0B0AAi4M2xR0nAw6TgYdAbjA+xoAAEwC2xQAMF4YPh/pOBlh6DgzMzMygFf6ajDvxsaGg0ajMpmMjDFqNpvq9/vDRXistYE5f53P5/Xv//2/33YOOxaL6Z/+03+qarXqrtgWYXg9hqEjAAAAsN+EYTucjgiSMNyvMDc3p/X19ZF8dnZWa2trDhqNikQiY98bxpjALOQY9Pd10PtJdJwUOk4GHScjk8lodXV1JE+n04E5Xh+G+83C8LMOQ0cgaIwxH1lrT437XnDGYIaQtfb/J+lPJG3uzRyQ9H+R9P+S9N9K+i/09eCdnqT/o5/BOwAAAE8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      "text/plain": [
       "<Figure size 5760x2880 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "def visualize_env():\n",
    "    \n",
    "    dpi, width, height = 10, 800, 400\n",
    "    figsize = width / float(dpi), height / float(dpi)\n",
    "    LabelSize, LegendFontsize, font_gap = 40, 40, 5\n",
    "\n",
    "    fig = plt.figure(figsize=figsize)\n",
    "\n",
    "    dynamic_env, function = create_example_v1(num_per_task=250)\n",
    "    \n",
    "    timeaxis, xaxis, yaxis = [], [], []\n",
    "    for timestamp, dataset in dynamic_env:\n",
    "        num = dataset.shape[0]\n",
    "        timeaxis.append(torch.zeros(num) + timestamp)\n",
    "        xaxis.append(dataset[:,0])\n",
    "        # compute the ground truth\n",
    "        function.set_timestamp(timestamp)\n",
    "        yaxis.append(function(dataset[:,0]))\n",
    "        \n",
    "    timeaxis = torch.cat(timeaxis).numpy()\n",
    "    # import pdb; pdb.set_trace()\n",
    "    xaxis = torch.cat(xaxis).numpy()\n",
    "    yaxis = torch.cat(yaxis).numpy()\n",
    "\n",
    "    cur_ax = fig.add_subplot(2, 1, 1)\n",
    "    cur_ax.scatter(timeaxis, xaxis, color=\"k\", linestyle=\"-\", alpha=0.9, label=None)\n",
    "    cur_ax.set_xlabel(\"Time\", fontsize=LabelSize)\n",
    "    cur_ax.set_ylabel(\"X\", rotation=0, fontsize=LabelSize)\n",
    "    for tick in cur_ax.xaxis.get_major_ticks():\n",
    "        tick.label.set_fontsize(LabelSize - font_gap)\n",
    "        tick.label.set_rotation(10)\n",
    "    for tick in cur_ax.yaxis.get_major_ticks():\n",
    "        tick.label.set_fontsize(LabelSize - font_gap)\n",
    "    \n",
    "    cur_ax = fig.add_subplot(2, 1, 2)\n",
    "    cur_ax.scatter(timeaxis, yaxis, color=\"k\", linestyle=\"-\", alpha=0.9, label=None)\n",
    "    cur_ax.set_xlabel(\"Time\", fontsize=LabelSize)\n",
    "    cur_ax.set_ylabel(\"Y\", rotation=0, fontsize=LabelSize)\n",
    "    for tick in cur_ax.xaxis.get_major_ticks():\n",
    "        tick.label.set_fontsize(LabelSize - font_gap)\n",
    "        tick.label.set_rotation(10)\n",
    "    for tick in cur_ax.yaxis.get_major_ticks():\n",
    "        tick.label.set_fontsize(LabelSize - font_gap)\n",
    "    plt.show()\n",
    "\n",
    "visualize_env()"
   ]
  }
 ],
 "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": "3.8.8"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}