pred_gt_plot.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(11168, 336, 7)\n",
      "(11168, 336, 7)\n",
      "(11168, 96, 7)\n",
      "(11168, 7, 336)\n",
      "(11168, 7, 336)\n",
      "(11168, 7, 96)\n",
      "(336,)\n",
      "(336,)\n",
      "(96,)\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import torch.nn.functional as F\n",
    "import torch\n",
    "import matplotlib.pyplot as plt \n",
    "import numpy as np\n",
    "import matplotlib\n",
    "import random\n",
    "pred = np.load('/home/fight/Desktop/LTSF-Linear-main/results/ETTm2_96_336_oneCNN_ETTm2_ftM_sl96_ll48_pl336_dm512_nh8_el2_dl1_df2048_fc1_ebtimeF_dtTrue_Exp_0/pred.npy')\n",
    "true = np.load('/home/fight/Desktop/LTSF-Linear-main/results/ETTm2_96_336_oneCNN_ETTm2_ftM_sl96_ll48_pl336_dm512_nh8_el2_dl1_df2048_fc1_ebtimeF_dtTrue_Exp_0/true.npy')\n",
    "input = np.load('/home/fight/Desktop/LTSF-Linear-main/results/ETTm2_96_336_oneCNN_ETTm2_ftM_sl96_ll48_pl336_dm512_nh8_el2_dl1_df2048_fc1_ebtimeF_dtTrue_Exp_0/x.npy')\n",
    "\n",
    "print(pred.shape)\n",
    "print(true.shape)\n",
    "print(input.shape)\n",
    "\n",
    "\n",
    "pred = torch.from_numpy(pred).permute(0,2,1)\n",
    "true = torch.from_numpy(true).permute(0,2,1)\n",
    "input = torch.from_numpy(input).permute(0,2,1)\n",
    "\n",
    "\n",
    "pred = np.array(pred)\n",
    "true =  np.array(true)\n",
    "input = np.array(input)\n",
    "\n",
    "\n",
    "print(pred.shape)\n",
    "print(true.shape)\n",
    "print(input.shape)\n",
    "\n",
    "#取 第i个batch 的最后OT列\n",
    "i=0\n",
    "pred_sample = pred[i][-1]\n",
    "true_sample = true[i][-1]\n",
    "input_sample = input[i][-1]\n",
    "\n",
    "x_axis = list(range(336+96))\n",
    "tx_true = np.concatenate((input_sample, true_sample))\n",
    "tx_pred = np.concatenate((input_sample, pred_sample))\n",
    "# x_axis = torch.from_numpy(x_axis)\n",
    "\n",
    "print(pred_sample.shape)\n",
    "print(true_sample.shape)\n",
    "print(input_sample.shape)\n",
    "plt.plot(x_axis,tx_pred)\n",
    "plt.plot(x_axis,tx_true)\n",
    "\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/fight/anaconda3/envs/openmmlab/lib/python3.7/site-packages/ipykernel_launcher.py:28: MatplotlibDeprecationWarning: The 'b' parameter of grid() has been renamed 'visible' since Matplotlib 3.5; support for the old name will be dropped two minor releases later.\n",
      "/home/fight/anaconda3/envs/openmmlab/lib/python3.7/site-packages/ipykernel_launcher.py:29: MatplotlibDeprecationWarning: The 'b' parameter of grid() has been renamed 'visible' since Matplotlib 3.5; support for the old name will be dropped two minor releases later.\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1980x1320 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "x = np.linspace(0,2*np.pi,5000)\n",
    "\n",
    "square_wave = np.ones_like(x)\n",
    "square_wave[int(x.size/2):]=-1\n",
    "\n",
    "N = 70\n",
    "fsq = np.zeros_like(x)\n",
    "for i in range(N):\n",
    "    n = 2*i + 1\n",
    "    fsq += np.sin(n  *x) / n\n",
    "fsq *= 4 / np.pi\n",
    "\n",
    "fig, ax = plt.subplots(dpi=330)\n",
    "# plt.figure(dpi=300)\n",
    "ax.plot(x, square_wave, lw=5, alpha=0.5)\n",
    "ax.plot(x, fsq, 'r')\n",
    "ax.set_ylim(-1.2,1.2)\n",
    "plt.title('N='+str(N))\n",
    "\n",
    "ax.set_xticks([0,1,2,3,4,5,6,7])\n",
    "ax.set_xticks([0.5,1.5,2.5,3.5,4.5,5.5,6.5], minor=True)\n",
    "ax.set_yticks([-1, 0, 1])\n",
    "ax.set_yticks(np.arange(-1.2,1.2,0.2), minor=True)\n",
    "\n",
    "ax.grid(b=True, c='k', lw=1, ls='--', which='major')\n",
    "ax.grid(b=True, c='0.4', lw=0.5, ls=':', which='minor')\n",
    "\n",
    "plt.show()\n",
    "\n"
   ]
  }
 ],
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