VAE_input.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import struct\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "import os\n",
    "import tensorflow as tf\n",
    "import pywt\n",
    "import six"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "def get_file(path):\n",
    "    global filelist\n",
    "    filelisttemp = os.listdir(path)\n",
    "    for filename in filelisttemp:\n",
    "        if os.path.isdir(path + \"/\" + filename):\n",
    "            get_file(path + \"/\" + filename)\n",
    "        else:\n",
    "            filelist.append(path + \"/\" + filename)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "def save_file(writer):\n",
    "    interval = 5\n",
    "    dt = 0.0000001 * interval\n",
    "    fs = 10000000 / interval\n",
    "    start = int(250000 / interval)\n",
    "    end = int(350000 / interval)\n",
    "    fig_size = 20\n",
    "\n",
    "    global filelist\n",
    "    for path in filelist:\n",
    "        fb = open(path,'rb')\n",
    "        x = 0\n",
    "        data1 = []\n",
    "        data2 = []\n",
    "        while True:\n",
    "            data = fb.read(4)\n",
    "            if not data:\n",
    "                break\n",
    "            if x % interval == 0:\n",
    "                ch1, ch2 = struct.unpack('<HH', data)\n",
    "                ch1 = (float(ch1) - 8192) / 8192 * 2.5\n",
    "                ch2 = (float(ch2) - 8192) / 8192 * 2.5\n",
    "                ch1 = float(ch1)\n",
    "                ch2 = float(ch2)\n",
    "                data1.append(ch1)\n",
    "                data2.append(ch2)\n",
    "            x = x + 1\n",
    "\n",
    "        fb.close()\n",
    "\n",
    "        data1 = data1[start:end]\n",
    "        data2 = data2[start:end]\n",
    "\n",
    "        wavelet = 'morl'\n",
    "        c = pywt.central_frequency(wavelet)\n",
    "        fa = np.arange(400000, 20000 - 1, -20000)\n",
    "        scales = np.array(float(c)) * fs / np.array(fa)\n",
    "\n",
    "        [cfs1,frequencies1] = pywt.cwt(data1,scales,wavelet,dt)\n",
    "        [cfs2,frequencies2] = pywt.cwt(data2,scales,wavelet,dt)\n",
    "        power1 = (abs(cfs1)) ** 2\n",
    "        power2 = (abs(cfs2)) ** 2\n",
    "\n",
    "        length_now = len(power2[0])\n",
    "        power1 = np.reshape(power1,(len(power1),fig_size,int(length_now/fig_size)))\n",
    "        power2 = np.reshape(power2,(len(power2),fig_size,int(length_now/fig_size)))\n",
    "        power1 = np.log10(np.mean(power1,axis=2))\n",
    "        power2 = np.log10(np.mean(power2,axis=2))\n",
    "\n",
    "        mx = power1.max()\n",
    "        mn = power1.min()\n",
    "        power1 = (power1-mn) / (mx-mn) * 255.0\n",
    "        power1 = power1.astype(np.uint8)\n",
    "        power1 = power1.tobytes()\n",
    "\n",
    "        mx = power2.max()\n",
    "        mn = power2.min()\n",
    "        power2 = (power2-mn) / (mx-mn) * 255.0\n",
    "        power2 = power2.astype(np.uint8)\n",
    "        power2 = power2.tobytes()\n",
    "\n",
    "        example = tf.train.Example(features=tf.train.Features(feature={'data': tf.train.Feature(bytes_list=tf.train.BytesList(value=[power1]))}))\n",
    "        writer.write(example.SerializeToString())\n",
    "        example = tf.train.Example(features=tf.train.Features(feature={'data': tf.train.Feature(bytes_list=tf.train.BytesList(value=[power2]))}))\n",
    "        writer.write(example.SerializeToString())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "filelist = []\n",
    "\n",
    "recordname = \"/home/adoge/AE-location/input_data/train1\"\n",
    "get_file(recordname)\n",
    "recordname = \"/home/adoge/AE-location/input_data/train_knock\"\n",
    "get_file(recordname)\n",
    "filelist = np.array(filelist)\n",
    "np.random.shuffle(filelist)\n",
    "\n",
    "writer = tf.python_io.TFRecordWriter(\"VAE_input.tfrecord\")\n",
    "save_file(writer)\n",
    "\n",
    "writer.close()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
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