state space model in PyMC4

statestates_pm4.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# State space model in PyMC4"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 72,
   "metadata": {
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "import pymc4 as pm\n",
    "import seaborn as sns\n",
    "\n",
    "from tensorflow_probability import edward2 as ed"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 65,
   "metadata": {},
   "outputs": [],
   "source": [
    "data=pd.read_csv(\"https://raw.githubusercontent.com/statsmodels/statsmodels/master/statsmodels/datasets/nile/nile.csv\",index_col='year',)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 66,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "100\n"
     ]
    }
   ],
   "source": [
    "#data.head()\n",
    "N=len(data)\n",
    "datay=np.array(data[\"volume\"])\n",
    "T = 1000\n",
    "print(N)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>volume</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>year</th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1871</th>\n",
       "      <td>1120</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1872</th>\n",
       "      <td>1160</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1873</th>\n",
       "      <td>963</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1874</th>\n",
       "      <td>1210</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1875</th>\n",
       "      <td>1160</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "      volume\n",
       "year        \n",
       "1871    1120\n",
       "1872    1160\n",
       "1873     963\n",
       "1874    1210\n",
       "1875    1160"
      ]
     },
     "execution_count": 49,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Model"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 69,
   "metadata": {
    "code_folding": [],
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "#init\n",
    "model = pm.Model(N=N, y=datay)\n",
    "\n",
    "@model.define\n",
    "def st(cfg):    \n",
    "    mu0 = ed.Normal(name='muZero', loc=0.0, scale=1.0)\n",
    "    sigmaW = ed.InverseGamma(name='sigmaW', concentration=1.0, rate=1.0)    \n",
    "    sigmaV = ed.InverseGamma(name='sigmaV', concentration=1.0, rate=1.0)\n",
    "    \n",
    "    y=[0]*cfg.N\n",
    "    mu =[0]*cfg.N\n",
    "    mu[0] = ed.Normal(name='mu0', loc=mu０, scale=sigmaW)\n",
    "    for n in range(1, N):\n",
    "        mu[n] = ed.Normal(name='mu'+str(n), loc=mu[n-1], scale=sigmaW)    \n",
    "    for n in range(N):\n",
    "        y[n]= ed.Normal(name='y'+str(n), loc=mu[n], scale=sigmaV)\n",
    "    \n",
    "#    y_m= ed.Normal(name='y_pre', loc=mu, scale=sigmaV)\n",
    "    return y\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "change step_sizer smaller"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/apple/Library/Python/3.6/lib/python/site-packages/tensorflow/python/util/tf_inspect.py:45: DeprecationWarning: inspect.getargspec() is deprecated, use inspect.signature() or inspect.getfullargspec()\n",
      "  if d.decorator_argspec is not None), _inspect.getargspec(target))\n",
      "/Users/apple/Library/Python/3.6/lib/python/site-packages/tensorflow/python/util/tf_inspect.py:45: DeprecationWarning: inspect.getargspec() is deprecated, use inspect.signature() or inspect.getfullargspec()\n",
      "  if d.decorator_argspec is not None), _inspect.getargspec(target))\n",
      "/Users/apple/Library/Python/3.6/lib/python/site-packages/tensorflow/python/util/tf_inspect.py:45: DeprecationWarning: inspect.getargspec() is deprecated, use inspect.signature() or inspect.getfullargspec()\n",
      "  if d.decorator_argspec is not None), _inspect.getargspec(target))\n",
      "/Users/apple/Library/Python/3.6/lib/python/site-packages/tensorflow/python/util/tf_inspect.py:45: DeprecationWarning: inspect.getargspec() is deprecated, use inspect.signature() or inspect.getfullargspec()\n",
      "  if d.decorator_argspec is not None), _inspect.getargspec(target))\n",
      "/Users/apple/Library/Python/3.6/lib/python/site-packages/tensorflow/python/util/tf_inspect.py:45: DeprecationWarning: inspect.getargspec() is deprecated, use inspect.signature() or inspect.getfullargspec()\n",
      "  if d.decorator_argspec is not None), _inspect.getargspec(target))\n",
      "/Users/apple/Library/Python/3.6/lib/python/site-packages/tensorflow/python/util/tf_inspect.py:45: DeprecationWarning: inspect.getargspec() is deprecated, use inspect.signature() or inspect.getfullargspec()\n",
      "  if d.decorator_argspec is not None), _inspect.getargspec(target))\n",
      "/Users/apple/Library/Python/3.6/lib/python/site-packages/tensorflow/python/util/tf_inspect.py:45: DeprecationWarning: inspect.getargspec() is deprecated, use inspect.signature() or inspect.getfullargspec()\n",
      "  if d.decorator_argspec is not None), _inspect.getargspec(target))\n",
      "/Users/apple/Library/Python/3.6/lib/python/site-packages/tensorflow/python/util/tf_inspect.py:45: DeprecationWarning: inspect.getargspec() is deprecated, use inspect.signature() or inspect.getfullargspec()\n",
      "  if d.decorator_argspec is not None), _inspect.getargspec(target))\n",
      "/Users/apple/Library/Python/3.6/lib/python/site-packages/tensorflow/python/util/tf_inspect.py:45: DeprecationWarning: inspect.getargspec() is deprecated, use inspect.signature() or inspect.getfullargspec()\n",
      "  if d.decorator_argspec is not None), _inspect.getargspec(target))\n",
      "/Users/apple/Library/Python/3.6/lib/python/site-packages/tensorflow/python/util/tf_inspect.py:45: DeprecationWarning: inspect.getargspec() is deprecated, use inspect.signature() or inspect.getfullargspec()\n",
      "  if d.decorator_argspec is not None), _inspect.getargspec(target))\n",
      "/Users/apple/Library/Python/3.6/lib/python/site-packages/tensorflow/python/util/tf_inspect.py:45: DeprecationWarning: inspect.getargspec() is deprecated, use inspect.signature() or inspect.getfullargspec()\n",
      "  if d.decorator_argspec is not None), _inspect.getargspec(target))\n",
      "/Users/apple/Library/Python/3.6/lib/python/site-packages/tensorflow/python/util/tf_inspect.py:45: DeprecationWarning: inspect.getargspec() is deprecated, use inspect.signature() or inspect.getfullargspec()\n",
      "  if d.decorator_argspec is not None), _inspect.getargspec(target))\n",
      "/Users/apple/Library/Python/3.6/lib/python/site-packages/tensorflow/python/util/tf_inspect.py:45: DeprecationWarning: inspect.getargspec() is deprecated, use inspect.signature() or inspect.getfullargspec()\n",
      "  if d.decorator_argspec is not None), _inspect.getargspec(target))\n",
      "/Users/apple/Library/Python/3.6/lib/python/site-packages/tensorflow/python/util/tf_inspect.py:45: DeprecationWarning: inspect.getargspec() is deprecated, use inspect.signature() or inspect.getfullargspec()\n",
      "  if d.decorator_argspec is not None), _inspect.getargspec(target))\n",
      "/Users/apple/Library/Python/3.6/lib/python/site-packages/tensorflow/python/util/tf_inspect.py:45: DeprecationWarning: inspect.getargspec() is deprecated, use inspect.signature() or inspect.getfullargspec()\n",
      "  if d.decorator_argspec is not None), _inspect.getargspec(target))\n",
      "/Users/apple/Library/Python/3.6/lib/python/site-packages/tensorflow/python/util/tf_inspect.py:45: DeprecationWarning: inspect.getargspec() is deprecated, use inspect.signature() or inspect.getfullargspec()\n",
      "  if d.decorator_argspec is not None), _inspect.getargspec(target))\n",
      "/Users/apple/Library/Python/3.6/lib/python/site-packages/tensorflow/python/util/tf_inspect.py:45: DeprecationWarning: inspect.getargspec() is deprecated, use inspect.signature() or inspect.getfullargspec()\n",
      "  if d.decorator_argspec is not None), _inspect.getargspec(target))\n",
      "/Users/apple/Library/Python/3.6/lib/python/site-packages/tensorflow/python/util/tf_inspect.py:45: DeprecationWarning: inspect.getargspec() is deprecated, use inspect.signature() or inspect.getfullargspec()\n",
      "  if d.decorator_argspec is not None), _inspect.getargspec(target))\n",
      "/Users/apple/Library/Python/3.6/lib/python/site-packages/tensorflow/python/util/tf_inspect.py:45: DeprecationWarning: inspect.getargspec() is deprecated, use inspect.signature() or inspect.getfullargspec()\n",
      "  if d.decorator_argspec is not None), _inspect.getargspec(target))\n",
      "/Users/apple/Library/Python/3.6/lib/python/site-packages/tensorflow/python/util/tf_inspect.py:45: DeprecationWarning: inspect.getargspec() is deprecated, use inspect.signature() or inspect.getfullargspec()\n",
      "  if d.decorator_argspec is not None), _inspect.getargspec(target))\n",
      "/Users/apple/Library/Python/3.6/lib/python/site-packages/tensorflow/python/util/tf_inspect.py:45: DeprecationWarning: inspect.getargspec() is deprecated, use inspect.signature() or inspect.getfullargspec()\n",
      "  if d.decorator_argspec is not None), _inspect.getargspec(target))\n",
      "/Users/apple/Library/Python/3.6/lib/python/site-packages/tensorflow/python/util/tf_inspect.py:45: DeprecationWarning: inspect.getargspec() is deprecated, use inspect.signature() or inspect.getfullargspec()\n",
      "  if d.decorator_argspec is not None), _inspect.getargspec(target))\n",
      "/Users/apple/Library/Python/3.6/lib/python/site-packages/tensorflow/python/util/tf_inspect.py:45: DeprecationWarning: inspect.getargspec() is deprecated, use inspect.signature() or inspect.getfullargspec()\n",
      "  if d.decorator_argspec is not None), _inspect.getargspec(target))\n",
      "/Users/apple/Library/Python/3.6/lib/python/site-packages/tensorflow/python/util/tf_inspect.py:45: DeprecationWarning: inspect.getargspec() is deprecated, use inspect.signature() or inspect.getfullargspec()\n",
      "  if d.decorator_argspec is not None), _inspect.getargspec(target))\n",
      "/Users/apple/Library/Python/3.6/lib/python/site-packages/tensorflow/python/util/tf_inspect.py:45: DeprecationWarning: inspect.getargspec() is deprecated, use inspect.signature() or inspect.getfullargspec()\n",
      "  if d.decorator_argspec is not None), _inspect.getargspec(target))\n",
      "/Users/apple/Library/Python/3.6/lib/python/site-packages/tensorflow/python/util/tf_inspect.py:45: DeprecationWarning: inspect.getargspec() is deprecated, use inspect.signature() or inspect.getfullargspec()\n",
      "  if d.decorator_argspec is not None), _inspect.getargspec(target))\n",
      "/Users/apple/Library/Python/3.6/lib/python/site-packages/tensorflow/python/util/tf_inspect.py:45: DeprecationWarning: inspect.getargspec() is deprecated, use inspect.signature() or inspect.getfullargspec()\n",
      "  if d.decorator_argspec is not None), _inspect.getargspec(target))\n",
      "/Users/apple/Library/Python/3.6/lib/python/site-packages/tensorflow/python/util/tf_inspect.py:45: DeprecationWarning: inspect.getargspec() is deprecated, use inspect.signature() or inspect.getfullargspec()\n",
      "  if d.decorator_argspec is not None), _inspect.getargspec(target))\n",
      "/Users/apple/Library/Python/3.6/lib/python/site-packages/tensorflow/python/util/tf_inspect.py:45: DeprecationWarning: inspect.getargspec() is deprecated, use inspect.signature() or inspect.getfullargspec()\n",
      "  if d.decorator_argspec is not None), _inspect.getargspec(target))\n",
      "/Users/apple/Library/Python/3.6/lib/python/site-packages/tensorflow/python/util/tf_inspect.py:45: DeprecationWarning: inspect.getargspec() is deprecated, use inspect.signature() or inspect.getfullargspec()\n",
      "  if d.decorator_argspec is not None), _inspect.getargspec(target))\n",
      "/Users/apple/Library/Python/3.6/lib/python/site-packages/tensorflow/python/util/tf_inspect.py:45: DeprecationWarning: inspect.getargspec() is deprecated, use inspect.signature() or inspect.getfullargspec()\n",
      "  if d.decorator_argspec is not None), _inspect.getargspec(target))\n",
      "/Users/apple/Library/Python/3.6/lib/python/site-packages/tensorflow/python/util/tf_inspect.py:45: DeprecationWarning: inspect.getargspec() is deprecated, use inspect.signature() or inspect.getfullargspec()\n",
      "  if d.decorator_argspec is not None), _inspect.getargspec(target))\n",
      "/Users/apple/Library/Python/3.6/lib/python/site-packages/tensorflow/python/util/tf_inspect.py:45: DeprecationWarning: inspect.getargspec() is deprecated, use inspect.signature() or inspect.getfullargspec()\n",
      "  if d.decorator_argspec is not None), _inspect.getargspec(target))\n",
      "/Users/apple/Library/Python/3.6/lib/python/site-packages/tensorflow/python/util/tf_inspect.py:45: DeprecationWarning: inspect.getargspec() is deprecated, use inspect.signature() or inspect.getfullargspec()\n",
      "  if d.decorator_argspec is not None), _inspect.getargspec(target))\n",
      "/Users/apple/Library/Python/3.6/lib/python/site-packages/tensorflow/python/util/tf_inspect.py:45: DeprecationWarning: inspect.getargspec() is deprecated, use inspect.signature() or inspect.getfullargspec()\n",
      "  if d.decorator_argspec is not None), _inspect.getargspec(target))\n",
      "/Users/apple/Library/Python/3.6/lib/python/site-packages/tensorflow/python/util/tf_inspect.py:45: DeprecationWarning: inspect.getargspec() is deprecated, use inspect.signature() or inspect.getfullargspec()\n",
      "  if d.decorator_argspec is not None), _inspect.getargspec(target))\n",
      "/Users/apple/Library/Python/3.6/lib/python/site-packages/tensorflow/python/util/tf_inspect.py:45: DeprecationWarning: inspect.getargspec() is deprecated, use inspect.signature() or inspect.getfullargspec()\n",
      "  if d.decorator_argspec is not None), _inspect.getargspec(target))\n",
      "/Users/apple/Library/Python/3.6/lib/python/site-packages/tensorflow/python/util/tf_inspect.py:45: DeprecationWarning: inspect.getargspec() is deprecated, use inspect.signature() or inspect.getfullargspec()\n",
      "  if d.decorator_argspec is not None), _inspect.getargspec(target))\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/apple/Library/Python/3.6/lib/python/site-packages/tensorflow/python/util/tf_inspect.py:45: DeprecationWarning: inspect.getargspec() is deprecated, use inspect.signature() or inspect.getfullargspec()\n",
      "  if d.decorator_argspec is not None), _inspect.getargspec(target))\n",
      "/Users/apple/Library/Python/3.6/lib/python/site-packages/tensorflow/python/util/tf_inspect.py:45: DeprecationWarning: inspect.getargspec() is deprecated, use inspect.signature() or inspect.getfullargspec()\n",
      "  if d.decorator_argspec is not None), _inspect.getargspec(target))\n",
      "/Users/apple/Library/Python/3.6/lib/python/site-packages/tensorflow/python/util/tf_inspect.py:45: DeprecationWarning: inspect.getargspec() is deprecated, use inspect.signature() or inspect.getfullargspec()\n",
      "  if d.decorator_argspec is not None), _inspect.getargspec(target))\n",
      "/Users/apple/Library/Python/3.6/lib/python/site-packages/tensorflow/python/util/tf_inspect.py:45: DeprecationWarning: inspect.getargspec() is deprecated, use inspect.signature() or inspect.getfullargspec()\n",
      "  if d.decorator_argspec is not None), _inspect.getargspec(target))\n",
      "/Users/apple/Library/Python/3.6/lib/python/site-packages/tensorflow/python/util/tf_inspect.py:45: DeprecationWarning: inspect.getargspec() is deprecated, use inspect.signature() or inspect.getfullargspec()\n",
      "  if d.decorator_argspec is not None), _inspect.getargspec(target))\n",
      "/Users/apple/Library/Python/3.6/lib/python/site-packages/tensorflow/python/util/tf_inspect.py:45: DeprecationWarning: inspect.getargspec() is deprecated, use inspect.signature() or inspect.getfullargspec()\n",
      "  if d.decorator_argspec is not None), _inspect.getargspec(target))\n",
      "/Users/apple/Library/Python/3.6/lib/python/site-packages/tensorflow/python/util/tf_inspect.py:45: DeprecationWarning: inspect.getargspec() is deprecated, use inspect.signature() or inspect.getfullargspec()\n",
      "  if d.decorator_argspec is not None), _inspect.getargspec(target))\n",
      "/Users/apple/Library/Python/3.6/lib/python/site-packages/tensorflow/python/util/tf_inspect.py:45: DeprecationWarning: inspect.getargspec() is deprecated, use inspect.signature() or inspect.getfullargspec()\n",
      "  if d.decorator_argspec is not None), _inspect.getargspec(target))\n",
      "/Users/apple/Library/Python/3.6/lib/python/site-packages/tensorflow/python/util/tf_inspect.py:45: DeprecationWarning: inspect.getargspec() is deprecated, use inspect.signature() or inspect.getfullargspec()\n",
      "  if d.decorator_argspec is not None), _inspect.getargspec(target))\n",
      "/Users/apple/Library/Python/3.6/lib/python/site-packages/tensorflow/python/util/tf_inspect.py:45: DeprecationWarning: inspect.getargspec() is deprecated, use inspect.signature() or inspect.getfullargspec()\n",
      "  if d.decorator_argspec is not None), _inspect.getargspec(target))\n",
      "/Users/apple/Library/Python/3.6/lib/python/site-packages/tensorflow/python/util/tf_inspect.py:45: DeprecationWarning: inspect.getargspec() is deprecated, use inspect.signature() or inspect.getfullargspec()\n",
      "  if d.decorator_argspec is not None), _inspect.getargspec(target))\n",
      "/Users/apple/Library/Python/3.6/lib/python/site-packages/tensorflow/python/util/tf_inspect.py:45: DeprecationWarning: inspect.getargspec() is deprecated, use inspect.signature() or inspect.getfullargspec()\n",
      "  if d.decorator_argspec is not None), _inspect.getargspec(target))\n",
      "/Users/apple/Library/Python/3.6/lib/python/site-packages/tensorflow/python/util/tf_inspect.py:45: DeprecationWarning: inspect.getargspec() is deprecated, use inspect.signature() or inspect.getfullargspec()\n",
      "  if d.decorator_argspec is not None), _inspect.getargspec(target))\n",
      "/Users/apple/Library/Python/3.6/lib/python/site-packages/tensorflow/python/util/tf_inspect.py:45: DeprecationWarning: inspect.getargspec() is deprecated, use inspect.signature() or inspect.getfullargspec()\n",
      "  if d.decorator_argspec is not None), _inspect.getargspec(target))\n",
      "/Users/apple/Library/Python/3.6/lib/python/site-packages/tensorflow/python/util/tf_inspect.py:45: DeprecationWarning: inspect.getargspec() is deprecated, use inspect.signature() or inspect.getfullargspec()\n",
      "  if d.decorator_argspec is not None), _inspect.getargspec(target))\n",
      "/Users/apple/Library/Python/3.6/lib/python/site-packages/tensorflow/python/util/tf_inspect.py:45: DeprecationWarning: inspect.getargspec() is deprecated, use inspect.signature() or inspect.getfullargspec()\n",
      "  if d.decorator_argspec is not None), _inspect.getargspec(target))\n",
      "/Users/apple/Library/Python/3.6/lib/python/site-packages/tensorflow/python/util/tf_inspect.py:45: DeprecationWarning: inspect.getargspec() is deprecated, use inspect.signature() or inspect.getfullargspec()\n",
      "  if d.decorator_argspec is not None), _inspect.getargspec(target))\n",
      "/Users/apple/Library/Python/3.6/lib/python/site-packages/tensorflow/python/util/tf_inspect.py:45: DeprecationWarning: inspect.getargspec() is deprecated, use inspect.signature() or inspect.getfullargspec()\n",
      "  if d.decorator_argspec is not None), _inspect.getargspec(target))\n",
      "/Users/apple/Library/Python/3.6/lib/python/site-packages/tensorflow/python/util/tf_inspect.py:45: DeprecationWarning: inspect.getargspec() is deprecated, use inspect.signature() or inspect.getfullargspec()\n",
      "  if d.decorator_argspec is not None), _inspect.getargspec(target))\n",
      "/Users/apple/Library/Python/3.6/lib/python/site-packages/tensorflow/python/util/tf_inspect.py:45: DeprecationWarning: inspect.getargspec() is deprecated, use inspect.signature() or inspect.getfullargspec()\n",
      "  if d.decorator_argspec is not None), _inspect.getargspec(target))\n",
      "/Users/apple/Library/Python/3.6/lib/python/site-packages/tensorflow/python/util/tf_inspect.py:45: DeprecationWarning: inspect.getargspec() is deprecated, use inspect.signature() or inspect.getfullargspec()\n",
      "  if d.decorator_argspec is not None), _inspect.getargspec(target))\n",
      "/Users/apple/Library/Python/3.6/lib/python/site-packages/tensorflow/python/util/tf_inspect.py:45: DeprecationWarning: inspect.getargspec() is deprecated, use inspect.signature() or inspect.getfullargspec()\n",
      "  if d.decorator_argspec is not None), _inspect.getargspec(target))\n",
      "/Users/apple/Library/Python/3.6/lib/python/site-packages/tensorflow/python/util/tf_inspect.py:45: DeprecationWarning: inspect.getargspec() is deprecated, use inspect.signature() or inspect.getfullargspec()\n",
      "  if d.decorator_argspec is not None), _inspect.getargspec(target))\n",
      "/Users/apple/Library/Python/3.6/lib/python/site-packages/tensorflow/python/util/tf_inspect.py:45: DeprecationWarning: inspect.getargspec() is deprecated, use inspect.signature() or inspect.getfullargspec()\n",
      "  if d.decorator_argspec is not None), _inspect.getargspec(target))\n",
      "/Users/apple/Library/Python/3.6/lib/python/site-packages/tensorflow/python/util/tf_inspect.py:45: DeprecationWarning: inspect.getargspec() is deprecated, use inspect.signature() or inspect.getfullargspec()\n",
      "  if d.decorator_argspec is not None), _inspect.getargspec(target))\n",
      "/Users/apple/Library/Python/3.6/lib/python/site-packages/tensorflow/python/util/tf_inspect.py:45: DeprecationWarning: inspect.getargspec() is deprecated, use inspect.signature() or inspect.getfullargspec()\n",
      "  if d.decorator_argspec is not None), _inspect.getargspec(target))\n",
      "/Users/apple/Library/Python/3.6/lib/python/site-packages/tensorflow/python/util/tf_inspect.py:45: DeprecationWarning: inspect.getargspec() is deprecated, use inspect.signature() or inspect.getfullargspec()\n",
      "  if d.decorator_argspec is not None), _inspect.getargspec(target))\n",
      "/Users/apple/Library/Python/3.6/lib/python/site-packages/tensorflow/python/util/tf_inspect.py:45: DeprecationWarning: inspect.getargspec() is deprecated, use inspect.signature() or inspect.getfullargspec()\n",
      "  if d.decorator_argspec is not None), _inspect.getargspec(target))\n",
      "/Users/apple/Library/Python/3.6/lib/python/site-packages/tensorflow/python/util/tf_inspect.py:45: DeprecationWarning: inspect.getargspec() is deprecated, use inspect.signature() or inspect.getfullargspec()\n",
      "  if d.decorator_argspec is not None), _inspect.getargspec(target))\n",
      "/Users/apple/Library/Python/3.6/lib/python/site-packages/tensorflow/python/util/tf_inspect.py:45: DeprecationWarning: inspect.getargspec() is deprecated, use inspect.signature() or inspect.getfullargspec()\n",
      "  if d.decorator_argspec is not None), _inspect.getargspec(target))\n",
      "/Users/apple/Library/Python/3.6/lib/python/site-packages/tensorflow/python/util/tf_inspect.py:45: DeprecationWarning: inspect.getargspec() is deprecated, use inspect.signature() or inspect.getfullargspec()\n",
      "  if d.decorator_argspec is not None), _inspect.getargspec(target))\n",
      "/Users/apple/Library/Python/3.6/lib/python/site-packages/tensorflow/python/util/tf_inspect.py:45: DeprecationWarning: inspect.getargspec() is deprecated, use inspect.signature() or inspect.getfullargspec()\n",
      "  if d.decorator_argspec is not None), _inspect.getargspec(target))\n",
      "/Users/apple/Library/Python/3.6/lib/python/site-packages/tensorflow/python/util/tf_inspect.py:45: DeprecationWarning: inspect.getargspec() is deprecated, use inspect.signature() or inspect.getfullargspec()\n",
      "  if d.decorator_argspec is not None), _inspect.getargspec(target))\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/apple/Library/Python/3.6/lib/python/site-packages/tensorflow/python/util/tf_inspect.py:45: DeprecationWarning: inspect.getargspec() is deprecated, use inspect.signature() or inspect.getfullargspec()\n",
      "  if d.decorator_argspec is not None), _inspect.getargspec(target))\n",
      "/Users/apple/Library/Python/3.6/lib/python/site-packages/tensorflow/python/util/tf_inspect.py:45: DeprecationWarning: inspect.getargspec() is deprecated, use inspect.signature() or inspect.getfullargspec()\n",
      "  if d.decorator_argspec is not None), _inspect.getargspec(target))\n",
      "/Users/apple/Library/Python/3.6/lib/python/site-packages/tensorflow/python/util/tf_inspect.py:45: DeprecationWarning: inspect.getargspec() is deprecated, use inspect.signature() or inspect.getfullargspec()\n",
      "  if d.decorator_argspec is not None), _inspect.getargspec(target))\n",
      "/Users/apple/Library/Python/3.6/lib/python/site-packages/tensorflow/python/util/tf_inspect.py:45: DeprecationWarning: inspect.getargspec() is deprecated, use inspect.signature() or inspect.getfullargspec()\n",
      "  if d.decorator_argspec is not None), _inspect.getargspec(target))\n",
      "/Users/apple/Library/Python/3.6/lib/python/site-packages/tensorflow/python/util/tf_inspect.py:45: DeprecationWarning: inspect.getargspec() is deprecated, use inspect.signature() or inspect.getfullargspec()\n",
      "  if d.decorator_argspec is not None), _inspect.getargspec(target))\n",
      "/Users/apple/Library/Python/3.6/lib/python/site-packages/tensorflow/python/util/tf_inspect.py:45: DeprecationWarning: inspect.getargspec() is deprecated, use inspect.signature() or inspect.getfullargspec()\n",
      "  if d.decorator_argspec is not None), _inspect.getargspec(target))\n",
      "/Users/apple/Library/Python/3.6/lib/python/site-packages/tensorflow/python/util/tf_inspect.py:45: DeprecationWarning: inspect.getargspec() is deprecated, use inspect.signature() or inspect.getfullargspec()\n",
      "  if d.decorator_argspec is not None), _inspect.getargspec(target))\n",
      "/Users/apple/Library/Python/3.6/lib/python/site-packages/tensorflow/python/util/tf_inspect.py:45: DeprecationWarning: inspect.getargspec() is deprecated, use inspect.signature() or inspect.getfullargspec()\n",
      "  if d.decorator_argspec is not None), _inspect.getargspec(target))\n",
      "/Users/apple/Library/Python/3.6/lib/python/site-packages/tensorflow/python/util/tf_inspect.py:45: DeprecationWarning: inspect.getargspec() is deprecated, use inspect.signature() or inspect.getfullargspec()\n",
      "  if d.decorator_argspec is not None), _inspect.getargspec(target))\n",
      "/Users/apple/Library/Python/3.6/lib/python/site-packages/tensorflow/python/util/tf_inspect.py:45: DeprecationWarning: inspect.getargspec() is deprecated, use inspect.signature() or inspect.getfullargspec()\n",
      "  if d.decorator_argspec is not None), _inspect.getargspec(target))\n",
      "/Users/apple/Library/Python/3.6/lib/python/site-packages/tensorflow/python/util/tf_inspect.py:45: DeprecationWarning: inspect.getargspec() is deprecated, use inspect.signature() or inspect.getfullargspec()\n",
      "  if d.decorator_argspec is not None), _inspect.getargspec(target))\n",
      "/Users/apple/Library/Python/3.6/lib/python/site-packages/tensorflow/python/util/tf_inspect.py:45: DeprecationWarning: inspect.getargspec() is deprecated, use inspect.signature() or inspect.getfullargspec()\n",
      "  if d.decorator_argspec is not None), _inspect.getargspec(target))\n",
      "/Users/apple/Library/Python/3.6/lib/python/site-packages/tensorflow/python/util/tf_inspect.py:45: DeprecationWarning: inspect.getargspec() is deprecated, use inspect.signature() or inspect.getfullargspec()\n",
      "  if d.decorator_argspec is not None), _inspect.getargspec(target))\n",
      "/Users/apple/Library/Python/3.6/lib/python/site-packages/tensorflow/python/util/tf_inspect.py:45: DeprecationWarning: inspect.getargspec() is deprecated, use inspect.signature() or inspect.getfullargspec()\n",
      "  if d.decorator_argspec is not None), _inspect.getargspec(target))\n",
      "/Users/apple/Library/Python/3.6/lib/python/site-packages/tensorflow/python/util/tf_inspect.py:45: DeprecationWarning: inspect.getargspec() is deprecated, use inspect.signature() or inspect.getfullargspec()\n",
      "  if d.decorator_argspec is not None), _inspect.getargspec(target))\n",
      "/Users/apple/Library/Python/3.6/lib/python/site-packages/tensorflow/python/util/tf_inspect.py:45: DeprecationWarning: inspect.getargspec() is deprecated, use inspect.signature() or inspect.getfullargspec()\n",
      "  if d.decorator_argspec is not None), _inspect.getargspec(target))\n",
      "/Users/apple/Library/Python/3.6/lib/python/site-packages/tensorflow/python/util/tf_inspect.py:45: DeprecationWarning: inspect.getargspec() is deprecated, use inspect.signature() or inspect.getfullargspec()\n",
      "  if d.decorator_argspec is not None), _inspect.getargspec(target))\n",
      "/Users/apple/Library/Python/3.6/lib/python/site-packages/tensorflow/python/util/tf_inspect.py:45: DeprecationWarning: inspect.getargspec() is deprecated, use inspect.signature() or inspect.getfullargspec()\n",
      "  if d.decorator_argspec is not None), _inspect.getargspec(target))\n",
      "/Users/apple/Library/Python/3.6/lib/python/site-packages/tensorflow/python/util/tf_inspect.py:45: DeprecationWarning: inspect.getargspec() is deprecated, use inspect.signature() or inspect.getfullargspec()\n",
      "  if d.decorator_argspec is not None), _inspect.getargspec(target))\n",
      "/Users/apple/Library/Python/3.6/lib/python/site-packages/tensorflow/python/util/tf_inspect.py:45: DeprecationWarning: inspect.getargspec() is deprecated, use inspect.signature() or inspect.getfullargspec()\n",
      "  if d.decorator_argspec is not None), _inspect.getargspec(target))\n",
      "/Users/apple/Library/Python/3.6/lib/python/site-packages/tensorflow/python/util/tf_inspect.py:45: DeprecationWarning: inspect.getargspec() is deprecated, use inspect.signature() or inspect.getfullargspec()\n",
      "  if d.decorator_argspec is not None), _inspect.getargspec(target))\n",
      "/Users/apple/Library/Python/3.6/lib/python/site-packages/tensorflow/python/util/tf_inspect.py:45: DeprecationWarning: inspect.getargspec() is deprecated, use inspect.signature() or inspect.getfullargspec()\n",
      "  if d.decorator_argspec is not None), _inspect.getargspec(target))\n",
      "/Users/apple/Library/Python/3.6/lib/python/site-packages/tensorflow/python/util/tf_inspect.py:45: DeprecationWarning: inspect.getargspec() is deprecated, use inspect.signature() or inspect.getfullargspec()\n",
      "  if d.decorator_argspec is not None), _inspect.getargspec(target))\n",
      "/Users/apple/Library/Python/3.6/lib/python/site-packages/tensorflow/python/util/tf_inspect.py:45: DeprecationWarning: inspect.getargspec() is deprecated, use inspect.signature() or inspect.getfullargspec()\n",
      "  if d.decorator_argspec is not None), _inspect.getargspec(target))\n",
      "/Users/apple/Library/Python/3.6/lib/python/site-packages/tensorflow/python/util/tf_inspect.py:45: DeprecationWarning: inspect.getargspec() is deprecated, use inspect.signature() or inspect.getfullargspec()\n",
      "  if d.decorator_argspec is not None), _inspect.getargspec(target))\n",
      "/Users/apple/Library/Python/3.6/lib/python/site-packages/tensorflow/python/util/tf_inspect.py:45: DeprecationWarning: inspect.getargspec() is deprecated, use inspect.signature() or inspect.getfullargspec()\n",
      "  if d.decorator_argspec is not None), _inspect.getargspec(target))\n",
      "/Users/apple/Library/Python/3.6/lib/python/site-packages/tensorflow/python/util/tf_inspect.py:45: DeprecationWarning: inspect.getargspec() is deprecated, use inspect.signature() or inspect.getfullargspec()\n",
      "  if d.decorator_argspec is not None), _inspect.getargspec(target))\n",
      "/Users/apple/Library/Python/3.6/lib/python/site-packages/tensorflow/python/util/tf_inspect.py:45: DeprecationWarning: inspect.getargspec() is deprecated, use inspect.signature() or inspect.getfullargspec()\n",
      "  if d.decorator_argspec is not None), _inspect.getargspec(target))\n",
      "/Users/apple/Library/Python/3.6/lib/python/site-packages/tensorflow/python/util/tf_inspect.py:45: DeprecationWarning: inspect.getargspec() is deprecated, use inspect.signature() or inspect.getfullargspec()\n",
      "  if d.decorator_argspec is not None), _inspect.getargspec(target))\n",
      "/Users/apple/Library/Python/3.6/lib/python/site-packages/tensorflow/python/util/tf_inspect.py:45: DeprecationWarning: inspect.getargspec() is deprecated, use inspect.signature() or inspect.getfullargspec()\n",
      "  if d.decorator_argspec is not None), _inspect.getargspec(target))\n",
      "/Users/apple/Library/Python/3.6/lib/python/site-packages/tensorflow/python/util/tf_inspect.py:45: DeprecationWarning: inspect.getargspec() is deprecated, use inspect.signature() or inspect.getfullargspec()\n",
      "  if d.decorator_argspec is not None), _inspect.getargspec(target))\n",
      "/Users/apple/Library/Python/3.6/lib/python/site-packages/tensorflow/python/util/tf_inspect.py:45: DeprecationWarning: inspect.getargspec() is deprecated, use inspect.signature() or inspect.getfullargspec()\n",
      "  if d.decorator_argspec is not None), _inspect.getargspec(target))\n",
      "/Users/apple/Library/Python/3.6/lib/python/site-packages/tensorflow/python/util/tf_inspect.py:45: DeprecationWarning: inspect.getargspec() is deprecated, use inspect.signature() or inspect.getfullargspec()\n",
      "  if d.decorator_argspec is not None), _inspect.getargspec(target))\n",
      "/Users/apple/Library/Python/3.6/lib/python/site-packages/tensorflow/python/util/tf_inspect.py:45: DeprecationWarning: inspect.getargspec() is deprecated, use inspect.signature() or inspect.getfullargspec()\n",
      "  if d.decorator_argspec is not None), _inspect.getargspec(target))\n",
      "/Users/apple/Library/Python/3.6/lib/python/site-packages/tensorflow/python/util/tf_inspect.py:45: DeprecationWarning: inspect.getargspec() is deprecated, use inspect.signature() or inspect.getfullargspec()\n",
      "  if d.decorator_argspec is not None), _inspect.getargspec(target))\n",
      "/Users/apple/Library/Python/3.6/lib/python/site-packages/tensorflow/python/util/tf_inspect.py:45: DeprecationWarning: inspect.getargspec() is deprecated, use inspect.signature() or inspect.getfullargspec()\n",
      "  if d.decorator_argspec is not None), _inspect.getargspec(target))\n",
      "/Users/apple/Library/Python/3.6/lib/python/site-packages/tensorflow/python/util/tf_inspect.py:45: DeprecationWarning: inspect.getargspec() is deprecated, use inspect.signature() or inspect.getfullargspec()\n",
      "  if d.decorator_argspec is not None), _inspect.getargspec(target))\n",
      "/Users/apple/Library/Python/3.6/lib/python/site-packages/tensorflow/python/util/tf_inspect.py:45: DeprecationWarning: inspect.getargspec() is deprecated, use inspect.signature() or inspect.getfullargspec()\n",
      "  if d.decorator_argspec is not None), _inspect.getargspec(target))\n",
      "/Users/apple/Library/Python/3.6/lib/python/site-packages/tensorflow/python/util/tf_inspect.py:45: DeprecationWarning: inspect.getargspec() is deprecated, use inspect.signature() or inspect.getfullargspec()\n",
      "  if d.decorator_argspec is not None), _inspect.getargspec(target))\n",
      "/Users/apple/Library/Python/3.6/lib/python/site-packages/tensorflow/python/util/tf_inspect.py:45: DeprecationWarning: inspect.getargspec() is deprecated, use inspect.signature() or inspect.getfullargspec()\n",
      "  if d.decorator_argspec is not None), _inspect.getargspec(target))\n",
      "/Users/apple/Library/Python/3.6/lib/python/site-packages/tensorflow/python/util/tf_inspect.py:45: DeprecationWarning: inspect.getargspec() is deprecated, use inspect.signature() or inspect.getfullargspec()\n",
      "  if d.decorator_argspec is not None), _inspect.getargspec(target))\n",
      "/Users/apple/Library/Python/3.6/lib/python/site-packages/tensorflow/python/util/tf_inspect.py:45: DeprecationWarning: inspect.getargspec() is deprecated, use inspect.signature() or inspect.getfullargspec()\n",
      "  if d.decorator_argspec is not None), _inspect.getargspec(target))\n",
      "/Users/apple/Library/Python/3.6/lib/python/site-packages/tensorflow/python/util/tf_inspect.py:45: DeprecationWarning: inspect.getargspec() is deprecated, use inspect.signature() or inspect.getfullargspec()\n",
      "  if d.decorator_argspec is not None), _inspect.getargspec(target))\n",
      "/Users/apple/Library/Python/3.6/lib/python/site-packages/tensorflow/python/util/tf_inspect.py:45: DeprecationWarning: inspect.getargspec() is deprecated, use inspect.signature() or inspect.getfullargspec()\n",
      "  if d.decorator_argspec is not None), _inspect.getargspec(target))\n",
      "/Users/apple/Library/Python/3.6/lib/python/site-packages/tensorflow/python/util/tf_inspect.py:45: DeprecationWarning: inspect.getargspec() is deprecated, use inspect.signature() or inspect.getfullargspec()\n",
      "  if d.decorator_argspec is not None), _inspect.getargspec(target))\n",
      "/Users/apple/Library/Python/3.6/lib/python/site-packages/tensorflow/python/util/tf_inspect.py:45: DeprecationWarning: inspect.getargspec() is deprecated, use inspect.signature() or inspect.getfullargspec()\n",
      "  if d.decorator_argspec is not None), _inspect.getargspec(target))\n",
      "/Users/apple/Library/Python/3.6/lib/python/site-packages/tensorflow/python/util/tf_inspect.py:45: DeprecationWarning: inspect.getargspec() is deprecated, use inspect.signature() or inspect.getfullargspec()\n",
      "  if d.decorator_argspec is not None), _inspect.getargspec(target))\n",
      "/Users/apple/Library/Python/3.6/lib/python/site-packages/tensorflow/python/util/tf_inspect.py:45: DeprecationWarning: inspect.getargspec() is deprecated, use inspect.signature() or inspect.getfullargspec()\n",
      "  if d.decorator_argspec is not None), _inspect.getargspec(target))\n",
      "/Users/apple/Library/Python/3.6/lib/python/site-packages/tensorflow/python/util/tf_inspect.py:45: DeprecationWarning: inspect.getargspec() is deprecated, use inspect.signature() or inspect.getfullargspec()\n",
      "  if d.decorator_argspec is not None), _inspect.getargspec(target))\n",
      "/Users/apple/Library/Python/3.6/lib/python/site-packages/tensorflow/python/util/tf_inspect.py:45: DeprecationWarning: inspect.getargspec() is deprecated, use inspect.signature() or inspect.getfullargspec()\n",
      "  if d.decorator_argspec is not None), _inspect.getargspec(target))\n",
      "/Users/apple/Library/Python/3.6/lib/python/site-packages/tensorflow/python/util/tf_inspect.py:45: DeprecationWarning: inspect.getargspec() is deprecated, use inspect.signature() or inspect.getfullargspec()\n",
      "  if d.decorator_argspec is not None), _inspect.getargspec(target))\n",
      "/Users/apple/Library/Python/3.6/lib/python/site-packages/tensorflow/python/util/tf_inspect.py:45: DeprecationWarning: inspect.getargspec() is deprecated, use inspect.signature() or inspect.getfullargspec()\n",
      "  if d.decorator_argspec is not None), _inspect.getargspec(target))\n",
      "/Users/apple/Library/Python/3.6/lib/python/site-packages/tensorflow/python/util/tf_inspect.py:45: DeprecationWarning: inspect.getargspec() is deprecated, use inspect.signature() or inspect.getfullargspec()\n",
      "  if d.decorator_argspec is not None), _inspect.getargspec(target))\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/apple/Library/Python/3.6/lib/python/site-packages/tensorflow/python/util/tf_inspect.py:45: DeprecationWarning: inspect.getargspec() is deprecated, use inspect.signature() or inspect.getfullargspec()\n",
      "  if d.decorator_argspec is not None), _inspect.getargspec(target))\n",
      "/Users/apple/Library/Python/3.6/lib/python/site-packages/tensorflow/python/util/tf_inspect.py:45: DeprecationWarning: inspect.getargspec() is deprecated, use inspect.signature() or inspect.getfullargspec()\n",
      "  if d.decorator_argspec is not None), _inspect.getargspec(target))\n",
      "/Users/apple/Library/Python/3.6/lib/python/site-packages/tensorflow/python/util/tf_inspect.py:45: DeprecationWarning: inspect.getargspec() is deprecated, use inspect.signature() or inspect.getfullargspec()\n",
      "  if d.decorator_argspec is not None), _inspect.getargspec(target))\n",
      "/Users/apple/Library/Python/3.6/lib/python/site-packages/tensorflow/python/util/tf_inspect.py:45: DeprecationWarning: inspect.getargspec() is deprecated, use inspect.signature() or inspect.getfullargspec()\n",
      "  if d.decorator_argspec is not None), _inspect.getargspec(target))\n",
      "/Users/apple/Library/Python/3.6/lib/python/site-packages/tensorflow/python/util/tf_inspect.py:45: DeprecationWarning: inspect.getargspec() is deprecated, use inspect.signature() or inspect.getfullargspec()\n",
      "  if d.decorator_argspec is not None), _inspect.getargspec(target))\n",
      "/Users/apple/Library/Python/3.6/lib/python/site-packages/tensorflow/python/util/tf_inspect.py:45: DeprecationWarning: inspect.getargspec() is deprecated, use inspect.signature() or inspect.getfullargspec()\n",
      "  if d.decorator_argspec is not None), _inspect.getargspec(target))\n",
      "/Users/apple/Library/Python/3.6/lib/python/site-packages/tensorflow/python/util/tf_inspect.py:45: DeprecationWarning: inspect.getargspec() is deprecated, use inspect.signature() or inspect.getfullargspec()\n",
      "  if d.decorator_argspec is not None), _inspect.getargspec(target))\n",
      "/Users/apple/Library/Python/3.6/lib/python/site-packages/tensorflow/python/util/tf_inspect.py:45: DeprecationWarning: inspect.getargspec() is deprecated, use inspect.signature() or inspect.getfullargspec()\n",
      "  if d.decorator_argspec is not None), _inspect.getargspec(target))\n",
      "/Users/apple/Library/Python/3.6/lib/python/site-packages/tensorflow/python/util/tf_inspect.py:45: DeprecationWarning: inspect.getargspec() is deprecated, use inspect.signature() or inspect.getfullargspec()\n",
      "  if d.decorator_argspec is not None), _inspect.getargspec(target))\n",
      "/Users/apple/Library/Python/3.6/lib/python/site-packages/tensorflow/python/util/tf_inspect.py:45: DeprecationWarning: inspect.getargspec() is deprecated, use inspect.signature() or inspect.getfullargspec()\n",
      "  if d.decorator_argspec is not None), _inspect.getargspec(target))\n",
      "/Users/apple/Library/Python/3.6/lib/python/site-packages/tensorflow/python/util/tf_inspect.py:45: DeprecationWarning: inspect.getargspec() is deprecated, use inspect.signature() or inspect.getfullargspec()\n",
      "  if d.decorator_argspec is not None), _inspect.getargspec(target))\n",
      "/Users/apple/Library/Python/3.6/lib/python/site-packages/tensorflow/python/util/tf_inspect.py:45: DeprecationWarning: inspect.getargspec() is deprecated, use inspect.signature() or inspect.getfullargspec()\n",
      "  if d.decorator_argspec is not None), _inspect.getargspec(target))\n",
      "/Users/apple/Library/Python/3.6/lib/python/site-packages/tensorflow/python/util/tf_inspect.py:45: DeprecationWarning: inspect.getargspec() is deprecated, use inspect.signature() or inspect.getfullargspec()\n",
      "  if d.decorator_argspec is not None), _inspect.getargspec(target))\n",
      "/Users/apple/Library/Python/3.6/lib/python/site-packages/tensorflow/python/util/tf_inspect.py:45: DeprecationWarning: inspect.getargspec() is deprecated, use inspect.signature() or inspect.getfullargspec()\n",
      "  if d.decorator_argspec is not None), _inspect.getargspec(target))\n",
      "/Users/apple/Library/Python/3.6/lib/python/site-packages/tensorflow/python/util/tf_inspect.py:45: DeprecationWarning: inspect.getargspec() is deprecated, use inspect.signature() or inspect.getfullargspec()\n",
      "  if d.decorator_argspec is not None), _inspect.getargspec(target))\n",
      "/Users/apple/Library/Python/3.6/lib/python/site-packages/tensorflow/python/util/tf_inspect.py:45: DeprecationWarning: inspect.getargspec() is deprecated, use inspect.signature() or inspect.getfullargspec()\n",
      "  if d.decorator_argspec is not None), _inspect.getargspec(target))\n",
      "/Users/apple/Library/Python/3.6/lib/python/site-packages/tensorflow/python/util/tf_inspect.py:45: DeprecationWarning: inspect.getargspec() is deprecated, use inspect.signature() or inspect.getfullargspec()\n",
      "  if d.decorator_argspec is not None), _inspect.getargspec(target))\n",
      "/Users/apple/Library/Python/3.6/lib/python/site-packages/tensorflow/python/util/tf_inspect.py:45: DeprecationWarning: inspect.getargspec() is deprecated, use inspect.signature() or inspect.getfullargspec()\n",
      "  if d.decorator_argspec is not None), _inspect.getargspec(target))\n",
      "/Users/apple/Library/Python/3.6/lib/python/site-packages/tensorflow/python/util/tf_inspect.py:45: DeprecationWarning: inspect.getargspec() is deprecated, use inspect.signature() or inspect.getfullargspec()\n",
      "  if d.decorator_argspec is not None), _inspect.getargspec(target))\n",
      "/Users/apple/Library/Python/3.6/lib/python/site-packages/tensorflow/python/util/tf_inspect.py:45: DeprecationWarning: inspect.getargspec() is deprecated, use inspect.signature() or inspect.getfullargspec()\n",
      "  if d.decorator_argspec is not None), _inspect.getargspec(target))\n",
      "/Users/apple/Library/Python/3.6/lib/python/site-packages/tensorflow/python/util/tf_inspect.py:45: DeprecationWarning: inspect.getargspec() is deprecated, use inspect.signature() or inspect.getfullargspec()\n",
      "  if d.decorator_argspec is not None), _inspect.getargspec(target))\n",
      "/Users/apple/Library/Python/3.6/lib/python/site-packages/tensorflow/python/util/tf_inspect.py:45: DeprecationWarning: inspect.getargspec() is deprecated, use inspect.signature() or inspect.getfullargspec()\n",
      "  if d.decorator_argspec is not None), _inspect.getargspec(target))\n",
      "/Users/apple/Library/Python/3.6/lib/python/site-packages/tensorflow/python/util/tf_inspect.py:45: DeprecationWarning: inspect.getargspec() is deprecated, use inspect.signature() or inspect.getfullargspec()\n",
      "  if d.decorator_argspec is not None), _inspect.getargspec(target))\n",
      "/Users/apple/Library/Python/3.6/lib/python/site-packages/tensorflow/python/util/tf_inspect.py:45: DeprecationWarning: inspect.getargspec() is deprecated, use inspect.signature() or inspect.getfullargspec()\n",
      "  if d.decorator_argspec is not None), _inspect.getargspec(target))\n",
      "/Users/apple/Library/Python/3.6/lib/python/site-packages/tensorflow/python/util/tf_inspect.py:45: DeprecationWarning: inspect.getargspec() is deprecated, use inspect.signature() or inspect.getfullargspec()\n",
      "  if d.decorator_argspec is not None), _inspect.getargspec(target))\n",
      "/Users/apple/Library/Python/3.6/lib/python/site-packages/tensorflow/python/util/tf_inspect.py:45: DeprecationWarning: inspect.getargspec() is deprecated, use inspect.signature() or inspect.getfullargspec()\n",
      "  if d.decorator_argspec is not None), _inspect.getargspec(target))\n",
      "/Users/apple/Library/Python/3.6/lib/python/site-packages/tensorflow/python/util/tf_inspect.py:45: DeprecationWarning: inspect.getargspec() is deprecated, use inspect.signature() or inspect.getfullargspec()\n",
      "  if d.decorator_argspec is not None), _inspect.getargspec(target))\n",
      "/Users/apple/Library/Python/3.6/lib/python/site-packages/tensorflow/python/util/tf_inspect.py:45: DeprecationWarning: inspect.getargspec() is deprecated, use inspect.signature() or inspect.getfullargspec()\n",
      "  if d.decorator_argspec is not None), _inspect.getargspec(target))\n",
      "/Users/apple/Library/Python/3.6/lib/python/site-packages/tensorflow/python/util/tf_inspect.py:45: DeprecationWarning: inspect.getargspec() is deprecated, use inspect.signature() or inspect.getfullargspec()\n",
      "  if d.decorator_argspec is not None), _inspect.getargspec(target))\n",
      "/Users/apple/Library/Python/3.6/lib/python/site-packages/tensorflow/python/util/tf_inspect.py:45: DeprecationWarning: inspect.getargspec() is deprecated, use inspect.signature() or inspect.getfullargspec()\n",
      "  if d.decorator_argspec is not None), _inspect.getargspec(target))\n",
      "/Users/apple/Library/Python/3.6/lib/python/site-packages/tensorflow/python/util/tf_inspect.py:45: DeprecationWarning: inspect.getargspec() is deprecated, use inspect.signature() or inspect.getfullargspec()\n",
      "  if d.decorator_argspec is not None), _inspect.getargspec(target))\n",
      "/Users/apple/Library/Python/3.6/lib/python/site-packages/tensorflow/python/util/tf_inspect.py:45: DeprecationWarning: inspect.getargspec() is deprecated, use inspect.signature() or inspect.getfullargspec()\n",
      "  if d.decorator_argspec is not None), _inspect.getargspec(target))\n",
      "/Users/apple/Library/Python/3.6/lib/python/site-packages/tensorflow/python/util/tf_inspect.py:45: DeprecationWarning: inspect.getargspec() is deprecated, use inspect.signature() or inspect.getfullargspec()\n",
      "  if d.decorator_argspec is not None), _inspect.getargspec(target))\n",
      "/Users/apple/Library/Python/3.6/lib/python/site-packages/tensorflow/python/util/tf_inspect.py:45: DeprecationWarning: inspect.getargspec() is deprecated, use inspect.signature() or inspect.getfullargspec()\n",
      "  if d.decorator_argspec is not None), _inspect.getargspec(target))\n",
      "/Users/apple/Library/Python/3.6/lib/python/site-packages/tensorflow/python/util/tf_inspect.py:45: DeprecationWarning: inspect.getargspec() is deprecated, use inspect.signature() or inspect.getfullargspec()\n",
      "  if d.decorator_argspec is not None), _inspect.getargspec(target))\n",
      "/Users/apple/Library/Python/3.6/lib/python/site-packages/tensorflow/python/util/tf_inspect.py:45: DeprecationWarning: inspect.getargspec() is deprecated, use inspect.signature() or inspect.getfullargspec()\n",
      "  if d.decorator_argspec is not None), _inspect.getargspec(target))\n",
      "/Users/apple/Library/Python/3.6/lib/python/site-packages/tensorflow/python/util/tf_inspect.py:45: DeprecationWarning: inspect.getargspec() is deprecated, use inspect.signature() or inspect.getfullargspec()\n",
      "  if d.decorator_argspec is not None), _inspect.getargspec(target))\n",
      "/Users/apple/Library/Python/3.6/lib/python/site-packages/tensorflow/python/util/tf_inspect.py:45: DeprecationWarning: inspect.getargspec() is deprecated, use inspect.signature() or inspect.getfullargspec()\n",
      "  if d.decorator_argspec is not None), _inspect.getargspec(target))\n",
      "/Users/apple/Library/Python/3.6/lib/python/site-packages/tensorflow/python/util/tf_inspect.py:45: DeprecationWarning: inspect.getargspec() is deprecated, use inspect.signature() or inspect.getfullargspec()\n",
      "  if d.decorator_argspec is not None), _inspect.getargspec(target))\n",
      "/Users/apple/Library/Python/3.6/lib/python/site-packages/tensorflow/python/util/tf_inspect.py:45: DeprecationWarning: inspect.getargspec() is deprecated, use inspect.signature() or inspect.getfullargspec()\n",
      "  if d.decorator_argspec is not None), _inspect.getargspec(target))\n",
      "/Users/apple/Library/Python/3.6/lib/python/site-packages/tensorflow/python/util/tf_inspect.py:45: DeprecationWarning: inspect.getargspec() is deprecated, use inspect.signature() or inspect.getfullargspec()\n",
      "  if d.decorator_argspec is not None), _inspect.getargspec(target))\n",
      "/Users/apple/Library/Python/3.6/lib/python/site-packages/tensorflow/python/util/tf_inspect.py:45: DeprecationWarning: inspect.getargspec() is deprecated, use inspect.signature() or inspect.getfullargspec()\n",
      "  if d.decorator_argspec is not None), _inspect.getargspec(target))\n",
      "/Users/apple/Library/Python/3.6/lib/python/site-packages/tensorflow/python/util/tf_inspect.py:45: DeprecationWarning: inspect.getargspec() is deprecated, use inspect.signature() or inspect.getfullargspec()\n",
      "  if d.decorator_argspec is not None), _inspect.getargspec(target))\n",
      "/Users/apple/Library/Python/3.6/lib/python/site-packages/tensorflow/python/util/tf_inspect.py:45: DeprecationWarning: inspect.getargspec() is deprecated, use inspect.signature() or inspect.getfullargspec()\n",
      "  if d.decorator_argspec is not None), _inspect.getargspec(target))\n",
      "/Users/apple/Library/Python/3.6/lib/python/site-packages/tensorflow/python/util/tf_inspect.py:45: DeprecationWarning: inspect.getargspec() is deprecated, use inspect.signature() or inspect.getfullargspec()\n",
      "  if d.decorator_argspec is not None), _inspect.getargspec(target))\n",
      "/Users/apple/Library/Python/3.6/lib/python/site-packages/tensorflow/python/util/tf_inspect.py:45: DeprecationWarning: inspect.getargspec() is deprecated, use inspect.signature() or inspect.getfullargspec()\n",
      "  if d.decorator_argspec is not None), _inspect.getargspec(target))\n",
      "/Users/apple/Library/Python/3.6/lib/python/site-packages/tensorflow/python/util/tf_inspect.py:45: DeprecationWarning: inspect.getargspec() is deprecated, use inspect.signature() or inspect.getfullargspec()\n",
      "  if d.decorator_argspec is not None), _inspect.getargspec(target))\n",
      "/Users/apple/Library/Python/3.6/lib/python/site-packages/tensorflow/python/util/tf_inspect.py:45: DeprecationWarning: inspect.getargspec() is deprecated, use inspect.signature() or inspect.getfullargspec()\n",
      "  if d.decorator_argspec is not None), _inspect.getargspec(target))\n",
      "/Users/apple/Library/Python/3.6/lib/python/site-packages/tensorflow/python/util/tf_inspect.py:45: DeprecationWarning: inspect.getargspec() is deprecated, use inspect.signature() or inspect.getfullargspec()\n",
      "  if d.decorator_argspec is not None), _inspect.getargspec(target))\n",
      "/Users/apple/Library/Python/3.6/lib/python/site-packages/tensorflow/python/util/tf_inspect.py:45: DeprecationWarning: inspect.getargspec() is deprecated, use inspect.signature() or inspect.getfullargspec()\n",
      "  if d.decorator_argspec is not None), _inspect.getargspec(target))\n",
      "/Users/apple/Library/Python/3.6/lib/python/site-packages/tensorflow/python/util/tf_inspect.py:45: DeprecationWarning: inspect.getargspec() is deprecated, use inspect.signature() or inspect.getfullargspec()\n",
      "  if d.decorator_argspec is not None), _inspect.getargspec(target))\n",
      "/Users/apple/Library/Python/3.6/lib/python/site-packages/tensorflow/python/util/tf_inspect.py:45: DeprecationWarning: inspect.getargspec() is deprecated, use inspect.signature() or inspect.getfullargspec()\n",
      "  if d.decorator_argspec is not None), _inspect.getargspec(target))\n",
      "/Users/apple/Library/Python/3.6/lib/python/site-packages/tensorflow/python/util/tf_inspect.py:45: DeprecationWarning: inspect.getargspec() is deprecated, use inspect.signature() or inspect.getfullargspec()\n",
      "  if d.decorator_argspec is not None), _inspect.getargspec(target))\n",
      "/Users/apple/Library/Python/3.6/lib/python/site-packages/tensorflow/python/util/tf_inspect.py:45: DeprecationWarning: inspect.getargspec() is deprecated, use inspect.signature() or inspect.getfullargspec()\n",
      "  if d.decorator_argspec is not None), _inspect.getargspec(target))\n",
      "/Users/apple/Library/Python/3.6/lib/python/site-packages/tensorflow/python/util/tf_inspect.py:45: DeprecationWarning: inspect.getargspec() is deprecated, use inspect.signature() or inspect.getfullargspec()\n",
      "  if d.decorator_argspec is not None), _inspect.getargspec(target))\n",
      "/Users/apple/Library/Python/3.6/lib/python/site-packages/tensorflow/python/util/tf_inspect.py:45: DeprecationWarning: inspect.getargspec() is deprecated, use inspect.signature() or inspect.getfullargspec()\n",
      "  if d.decorator_argspec is not None), _inspect.getargspec(target))\n",
      "/Users/apple/Library/Python/3.6/lib/python/site-packages/tensorflow/python/util/tf_inspect.py:45: DeprecationWarning: inspect.getargspec() is deprecated, use inspect.signature() or inspect.getfullargspec()\n",
      "  if d.decorator_argspec is not None), _inspect.getargspec(target))\n",
      "/Users/apple/Library/Python/3.6/lib/python/site-packages/tensorflow/python/util/tf_inspect.py:45: DeprecationWarning: inspect.getargspec() is deprecated, use inspect.signature() or inspect.getfullargspec()\n",
      "  if d.decorator_argspec is not None), _inspect.getargspec(target))\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/apple/Library/Python/3.6/lib/python/site-packages/tensorflow/python/util/tf_inspect.py:45: DeprecationWarning: inspect.getargspec() is deprecated, use inspect.signature() or inspect.getfullargspec()\n",
      "  if d.decorator_argspec is not None), _inspect.getargspec(target))\n",
      "/Users/apple/Library/Python/3.6/lib/python/site-packages/tensorflow/python/util/tf_inspect.py:45: DeprecationWarning: inspect.getargspec() is deprecated, use inspect.signature() or inspect.getfullargspec()\n",
      "  if d.decorator_argspec is not None), _inspect.getargspec(target))\n",
      "/Users/apple/Library/Python/3.6/lib/python/site-packages/tensorflow/python/util/tf_inspect.py:45: DeprecationWarning: inspect.getargspec() is deprecated, use inspect.signature() or inspect.getfullargspec()\n",
      "  if d.decorator_argspec is not None), _inspect.getargspec(target))\n",
      "/Users/apple/Library/Python/3.6/lib/python/site-packages/tensorflow/python/util/tf_inspect.py:45: DeprecationWarning: inspect.getargspec() is deprecated, use inspect.signature() or inspect.getfullargspec()\n",
      "  if d.decorator_argspec is not None), _inspect.getargspec(target))\n",
      "/Users/apple/Library/Python/3.6/lib/python/site-packages/tensorflow/python/util/tf_inspect.py:45: DeprecationWarning: inspect.getargspec() is deprecated, use inspect.signature() or inspect.getfullargspec()\n",
      "  if d.decorator_argspec is not None), _inspect.getargspec(target))\n",
      "/Users/apple/Library/Python/3.6/lib/python/site-packages/tensorflow/python/util/tf_inspect.py:45: DeprecationWarning: inspect.getargspec() is deprecated, use inspect.signature() or inspect.getfullargspec()\n",
      "  if d.decorator_argspec is not None), _inspect.getargspec(target))\n",
      "/Users/apple/Library/Python/3.6/lib/python/site-packages/tensorflow/python/util/tf_inspect.py:45: DeprecationWarning: inspect.getargspec() is deprecated, use inspect.signature() or inspect.getfullargspec()\n",
      "  if d.decorator_argspec is not None), _inspect.getargspec(target))\n",
      "/Users/apple/Library/Python/3.6/lib/python/site-packages/tensorflow/python/util/tf_inspect.py:45: DeprecationWarning: inspect.getargspec() is deprecated, use inspect.signature() or inspect.getfullargspec()\n",
      "  if d.decorator_argspec is not None), _inspect.getargspec(target))\n",
      "/Users/apple/Library/Python/3.6/lib/python/site-packages/tensorflow/python/util/tf_inspect.py:45: DeprecationWarning: inspect.getargspec() is deprecated, use inspect.signature() or inspect.getfullargspec()\n",
      "  if d.decorator_argspec is not None), _inspect.getargspec(target))\n",
      "/Users/apple/Library/Python/3.6/lib/python/site-packages/tensorflow/python/util/tf_inspect.py:45: DeprecationWarning: inspect.getargspec() is deprecated, use inspect.signature() or inspect.getfullargspec()\n",
      "  if d.decorator_argspec is not None), _inspect.getargspec(target))\n",
      "/Users/apple/Library/Python/3.6/lib/python/site-packages/tensorflow/python/util/tf_inspect.py:45: DeprecationWarning: inspect.getargspec() is deprecated, use inspect.signature() or inspect.getfullargspec()\n",
      "  if d.decorator_argspec is not None), _inspect.getargspec(target))\n",
      "/Users/apple/Library/Python/3.6/lib/python/site-packages/tensorflow/python/util/tf_inspect.py:45: DeprecationWarning: inspect.getargspec() is deprecated, use inspect.signature() or inspect.getfullargspec()\n",
      "  if d.decorator_argspec is not None), _inspect.getargspec(target))\n",
      "/Users/apple/Library/Python/3.6/lib/python/site-packages/tensorflow/python/util/tf_inspect.py:45: DeprecationWarning: inspect.getargspec() is deprecated, use inspect.signature() or inspect.getfullargspec()\n",
      "  if d.decorator_argspec is not None), _inspect.getargspec(target))\n",
      "/Users/apple/Library/Python/3.6/lib/python/site-packages/tensorflow/python/util/tf_inspect.py:45: DeprecationWarning: inspect.getargspec() is deprecated, use inspect.signature() or inspect.getfullargspec()\n",
      "  if d.decorator_argspec is not None), _inspect.getargspec(target))\n",
      "/Users/apple/Library/Python/3.6/lib/python/site-packages/tensorflow/python/util/tf_inspect.py:45: DeprecationWarning: inspect.getargspec() is deprecated, use inspect.signature() or inspect.getfullargspec()\n",
      "  if d.decorator_argspec is not None), _inspect.getargspec(target))\n",
      "/Users/apple/Library/Python/3.6/lib/python/site-packages/tensorflow/python/util/tf_inspect.py:45: DeprecationWarning: inspect.getargspec() is deprecated, use inspect.signature() or inspect.getfullargspec()\n",
      "  if d.decorator_argspec is not None), _inspect.getargspec(target))\n",
      "/Users/apple/Library/Python/3.6/lib/python/site-packages/tensorflow/python/util/tf_inspect.py:45: DeprecationWarning: inspect.getargspec() is deprecated, use inspect.signature() or inspect.getfullargspec()\n",
      "  if d.decorator_argspec is not None), _inspect.getargspec(target))\n",
      "/Users/apple/Library/Python/3.6/lib/python/site-packages/tensorflow/python/util/tf_inspect.py:45: DeprecationWarning: inspect.getargspec() is deprecated, use inspect.signature() or inspect.getfullargspec()\n",
      "  if d.decorator_argspec is not None), _inspect.getargspec(target))\n",
      "/Users/apple/Library/Python/3.6/lib/python/site-packages/tensorflow/python/util/tf_inspect.py:45: DeprecationWarning: inspect.getargspec() is deprecated, use inspect.signature() or inspect.getfullargspec()\n",
      "  if d.decorator_argspec is not None), _inspect.getargspec(target))\n",
      "/Users/apple/Library/Python/3.6/lib/python/site-packages/tensorflow/python/util/tf_inspect.py:45: DeprecationWarning: inspect.getargspec() is deprecated, use inspect.signature() or inspect.getfullargspec()\n",
      "  if d.decorator_argspec is not None), _inspect.getargspec(target))\n",
      "/Users/apple/Library/Python/3.6/lib/python/site-packages/tensorflow/python/util/tf_inspect.py:45: DeprecationWarning: inspect.getargspec() is deprecated, use inspect.signature() or inspect.getfullargspec()\n",
      "  if d.decorator_argspec is not None), _inspect.getargspec(target))\n",
      "/Users/apple/Library/Python/3.6/lib/python/site-packages/tensorflow/python/util/tf_inspect.py:45: DeprecationWarning: inspect.getargspec() is deprecated, use inspect.signature() or inspect.getfullargspec()\n",
      "  if d.decorator_argspec is not None), _inspect.getargspec(target))\n",
      "/Users/apple/Library/Python/3.6/lib/python/site-packages/tensorflow/python/util/tf_inspect.py:45: DeprecationWarning: inspect.getargspec() is deprecated, use inspect.signature() or inspect.getfullargspec()\n",
      "  if d.decorator_argspec is not None), _inspect.getargspec(target))\n",
      "/Users/apple/Library/Python/3.6/lib/python/site-packages/tensorflow/python/util/tf_inspect.py:45: DeprecationWarning: inspect.getargspec() is deprecated, use inspect.signature() or inspect.getfullargspec()\n",
      "  if d.decorator_argspec is not None), _inspect.getargspec(target))\n",
      "/Users/apple/Library/Python/3.6/lib/python/site-packages/tensorflow/python/util/tf_inspect.py:45: DeprecationWarning: inspect.getargspec() is deprecated, use inspect.signature() or inspect.getfullargspec()\n",
      "  if d.decorator_argspec is not None), _inspect.getargspec(target))\n",
      "/Users/apple/Library/Python/3.6/lib/python/site-packages/tensorflow/python/util/tf_inspect.py:45: DeprecationWarning: inspect.getargspec() is deprecated, use inspect.signature() or inspect.getfullargspec()\n",
      "  if d.decorator_argspec is not None), _inspect.getargspec(target))\n",
      "/Users/apple/Library/Python/3.6/lib/python/site-packages/tensorflow/python/util/tf_inspect.py:45: DeprecationWarning: inspect.getargspec() is deprecated, use inspect.signature() or inspect.getfullargspec()\n",
      "  if d.decorator_argspec is not None), _inspect.getargspec(target))\n",
      "/Users/apple/Library/Python/3.6/lib/python/site-packages/tensorflow/python/util/tf_inspect.py:45: DeprecationWarning: inspect.getargspec() is deprecated, use inspect.signature() or inspect.getfullargspec()\n",
      "  if d.decorator_argspec is not None), _inspect.getargspec(target))\n",
      "/Users/apple/Library/Python/3.6/lib/python/site-packages/tensorflow/python/util/tf_inspect.py:45: DeprecationWarning: inspect.getargspec() is deprecated, use inspect.signature() or inspect.getfullargspec()\n",
      "  if d.decorator_argspec is not None), _inspect.getargspec(target))\n",
      "/Users/apple/Library/Python/3.6/lib/python/site-packages/tensorflow/python/util/tf_inspect.py:45: DeprecationWarning: inspect.getargspec() is deprecated, use inspect.signature() or inspect.getfullargspec()\n",
      "  if d.decorator_argspec is not None), _inspect.getargspec(target))\n",
      "/Users/apple/Library/Python/3.6/lib/python/site-packages/tensorflow/python/util/tf_inspect.py:45: DeprecationWarning: inspect.getargspec() is deprecated, use inspect.signature() or inspect.getfullargspec()\n",
      "  if d.decorator_argspec is not None), _inspect.getargspec(target))\n",
      "/Users/apple/Library/Python/3.6/lib/python/site-packages/tensorflow/python/util/tf_inspect.py:45: DeprecationWarning: inspect.getargspec() is deprecated, use inspect.signature() or inspect.getfullargspec()\n",
      "  if d.decorator_argspec is not None), _inspect.getargspec(target))\n",
      "/Users/apple/Library/Python/3.6/lib/python/site-packages/tensorflow/python/util/tf_inspect.py:45: DeprecationWarning: inspect.getargspec() is deprecated, use inspect.signature() or inspect.getfullargspec()\n",
      "  if d.decorator_argspec is not None), _inspect.getargspec(target))\n",
      "/Users/apple/Library/Python/3.6/lib/python/site-packages/tensorflow/python/util/tf_inspect.py:45: DeprecationWarning: inspect.getargspec() is deprecated, use inspect.signature() or inspect.getfullargspec()\n",
      "  if d.decorator_argspec is not None), _inspect.getargspec(target))\n",
      "/Users/apple/Library/Python/3.6/lib/python/site-packages/tensorflow/python/util/tf_inspect.py:45: DeprecationWarning: inspect.getargspec() is deprecated, use inspect.signature() or inspect.getfullargspec()\n",
      "  if d.decorator_argspec is not None), _inspect.getargspec(target))\n",
      "/Users/apple/Library/Python/3.6/lib/python/site-packages/tensorflow/python/util/tf_inspect.py:45: DeprecationWarning: inspect.getargspec() is deprecated, use inspect.signature() or inspect.getfullargspec()\n",
      "  if d.decorator_argspec is not None), _inspect.getargspec(target))\n",
      "/Users/apple/Library/Python/3.6/lib/python/site-packages/tensorflow/python/util/tf_inspect.py:45: DeprecationWarning: inspect.getargspec() is deprecated, use inspect.signature() or inspect.getfullargspec()\n",
      "  if d.decorator_argspec is not None), _inspect.getargspec(target))\n",
      "/Users/apple/Library/Python/3.6/lib/python/site-packages/tensorflow/python/util/tf_inspect.py:45: DeprecationWarning: inspect.getargspec() is deprecated, use inspect.signature() or inspect.getfullargspec()\n",
      "  if d.decorator_argspec is not None), _inspect.getargspec(target))\n",
      "/Users/apple/Library/Python/3.6/lib/python/site-packages/tensorflow/python/util/tf_inspect.py:45: DeprecationWarning: inspect.getargspec() is deprecated, use inspect.signature() or inspect.getfullargspec()\n",
      "  if d.decorator_argspec is not None), _inspect.getargspec(target))\n",
      "/Users/apple/Library/Python/3.6/lib/python/site-packages/tensorflow/python/util/tf_inspect.py:45: DeprecationWarning: inspect.getargspec() is deprecated, use inspect.signature() or inspect.getfullargspec()\n",
      "  if d.decorator_argspec is not None), _inspect.getargspec(target))\n",
      "/Users/apple/Library/Python/3.6/lib/python/site-packages/tensorflow/python/util/tf_inspect.py:45: DeprecationWarning: inspect.getargspec() is deprecated, use inspect.signature() or inspect.getfullargspec()\n",
      "  if d.decorator_argspec is not None), _inspect.getargspec(target))\n",
      "/Users/apple/Library/Python/3.6/lib/python/site-packages/tensorflow/python/util/tf_inspect.py:45: DeprecationWarning: inspect.getargspec() is deprecated, use inspect.signature() or inspect.getfullargspec()\n",
      "  if d.decorator_argspec is not None), _inspect.getargspec(target))\n",
      "/Users/apple/Library/Python/3.6/lib/python/site-packages/tensorflow/python/util/tf_inspect.py:45: DeprecationWarning: inspect.getargspec() is deprecated, use inspect.signature() or inspect.getfullargspec()\n",
      "  if d.decorator_argspec is not None), _inspect.getargspec(target))\n",
      "/Users/apple/Library/Python/3.6/lib/python/site-packages/tensorflow/python/util/tf_inspect.py:45: DeprecationWarning: inspect.getargspec() is deprecated, use inspect.signature() or inspect.getfullargspec()\n",
      "  if d.decorator_argspec is not None), _inspect.getargspec(target))\n",
      "/Users/apple/Library/Python/3.6/lib/python/site-packages/tensorflow/python/util/tf_inspect.py:45: DeprecationWarning: inspect.getargspec() is deprecated, use inspect.signature() or inspect.getfullargspec()\n",
      "  if d.decorator_argspec is not None), _inspect.getargspec(target))\n",
      "/Users/apple/Library/Python/3.6/lib/python/site-packages/tensorflow/python/util/tf_inspect.py:45: DeprecationWarning: inspect.getargspec() is deprecated, use inspect.signature() or inspect.getfullargspec()\n",
      "  if d.decorator_argspec is not None), _inspect.getargspec(target))\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/apple/Library/Python/3.6/lib/python/site-packages/tensorflow/python/util/tf_inspect.py:45: DeprecationWarning: inspect.getargspec() is deprecated, use inspect.signature() or inspect.getfullargspec()\n",
      "  if d.decorator_argspec is not None), _inspect.getargspec(target))\n",
      "/Users/apple/Library/Python/3.6/lib/python/site-packages/tensorflow/python/util/tf_inspect.py:45: DeprecationWarning: inspect.getargspec() is deprecated, use inspect.signature() or inspect.getfullargspec()\n",
      "  if d.decorator_argspec is not None), _inspect.getargspec(target))\n",
      "/Users/apple/Library/Python/3.6/lib/python/site-packages/tensorflow/python/util/tf_inspect.py:45: DeprecationWarning: inspect.getargspec() is deprecated, use inspect.signature() or inspect.getfullargspec()\n",
      "  if d.decorator_argspec is not None), _inspect.getargspec(target))\n",
      "/Users/apple/Library/Python/3.6/lib/python/site-packages/tensorflow/python/util/tf_inspect.py:45: DeprecationWarning: inspect.getargspec() is deprecated, use inspect.signature() or inspect.getfullargspec()\n",
      "  if d.decorator_argspec is not None), _inspect.getargspec(target))\n",
      "/Users/apple/Library/Python/3.6/lib/python/site-packages/tensorflow/python/util/tf_inspect.py:45: DeprecationWarning: inspect.getargspec() is deprecated, use inspect.signature() or inspect.getfullargspec()\n",
      "  if d.decorator_argspec is not None), _inspect.getargspec(target))\n",
      "/Users/apple/Library/Python/3.6/lib/python/site-packages/tensorflow/python/util/tf_inspect.py:45: DeprecationWarning: inspect.getargspec() is deprecated, use inspect.signature() or inspect.getfullargspec()\n",
      "  if d.decorator_argspec is not None), _inspect.getargspec(target))\n",
      "/Users/apple/Library/Python/3.6/lib/python/site-packages/tensorflow/python/util/tf_inspect.py:45: DeprecationWarning: inspect.getargspec() is deprecated, use inspect.signature() or inspect.getfullargspec()\n",
      "  if d.decorator_argspec is not None), _inspect.getargspec(target))\n",
      "/Users/apple/Library/Python/3.6/lib/python/site-packages/tensorflow/python/util/tf_inspect.py:45: DeprecationWarning: inspect.getargspec() is deprecated, use inspect.signature() or inspect.getfullargspec()\n",
      "  if d.decorator_argspec is not None), _inspect.getargspec(target))\n",
      "/Users/apple/Library/Python/3.6/lib/python/site-packages/tensorflow/python/util/tf_inspect.py:45: DeprecationWarning: inspect.getargspec() is deprecated, use inspect.signature() or inspect.getfullargspec()\n",
      "  if d.decorator_argspec is not None), _inspect.getargspec(target))\n",
      "/Users/apple/Library/Python/3.6/lib/python/site-packages/tensorflow/python/util/tf_inspect.py:45: DeprecationWarning: inspect.getargspec() is deprecated, use inspect.signature() or inspect.getfullargspec()\n",
      "  if d.decorator_argspec is not None), _inspect.getargspec(target))\n",
      "/Users/apple/Library/Python/3.6/lib/python/site-packages/tensorflow/python/util/tf_inspect.py:45: DeprecationWarning: inspect.getargspec() is deprecated, use inspect.signature() or inspect.getfullargspec()\n",
      "  if d.decorator_argspec is not None), _inspect.getargspec(target))\n",
      "/Users/apple/Library/Python/3.6/lib/python/site-packages/tensorflow/python/util/tf_inspect.py:45: DeprecationWarning: inspect.getargspec() is deprecated, use inspect.signature() or inspect.getfullargspec()\n",
      "  if d.decorator_argspec is not None), _inspect.getargspec(target))\n",
      "/Users/apple/Library/Python/3.6/lib/python/site-packages/tensorflow/python/util/tf_inspect.py:45: DeprecationWarning: inspect.getargspec() is deprecated, use inspect.signature() or inspect.getfullargspec()\n",
      "  if d.decorator_argspec is not None), _inspect.getargspec(target))\n",
      "/Users/apple/Library/Python/3.6/lib/python/site-packages/tensorflow/python/util/tf_inspect.py:45: DeprecationWarning: inspect.getargspec() is deprecated, use inspect.signature() or inspect.getfullargspec()\n",
      "  if d.decorator_argspec is not None), _inspect.getargspec(target))\n",
      "/Users/apple/Library/Python/3.6/lib/python/site-packages/tensorflow/python/util/tf_inspect.py:45: DeprecationWarning: inspect.getargspec() is deprecated, use inspect.signature() or inspect.getfullargspec()\n",
      "  if d.decorator_argspec is not None), _inspect.getargspec(target))\n",
      "/Users/apple/Library/Python/3.6/lib/python/site-packages/tensorflow/python/util/tf_inspect.py:45: DeprecationWarning: inspect.getargspec() is deprecated, use inspect.signature() or inspect.getfullargspec()\n",
      "  if d.decorator_argspec is not None), _inspect.getargspec(target))\n",
      "/Users/apple/Library/Python/3.6/lib/python/site-packages/tensorflow/python/util/tf_inspect.py:45: DeprecationWarning: inspect.getargspec() is deprecated, use inspect.signature() or inspect.getfullargspec()\n",
      "  if d.decorator_argspec is not None), _inspect.getargspec(target))\n",
      "/Users/apple/Library/Python/3.6/lib/python/site-packages/tensorflow/python/util/tf_inspect.py:45: DeprecationWarning: inspect.getargspec() is deprecated, use inspect.signature() or inspect.getfullargspec()\n",
      "  if d.decorator_argspec is not None), _inspect.getargspec(target))\n",
      "/Users/apple/Library/Python/3.6/lib/python/site-packages/tensorflow/python/util/tf_inspect.py:45: DeprecationWarning: inspect.getargspec() is deprecated, use inspect.signature() or inspect.getfullargspec()\n",
      "  if d.decorator_argspec is not None), _inspect.getargspec(target))\n",
      "/Users/apple/Library/Python/3.6/lib/python/site-packages/tensorflow/python/util/tf_inspect.py:45: DeprecationWarning: inspect.getargspec() is deprecated, use inspect.signature() or inspect.getfullargspec()\n",
      "  if d.decorator_argspec is not None), _inspect.getargspec(target))\n",
      "/Users/apple/Library/Python/3.6/lib/python/site-packages/tensorflow/python/util/tf_inspect.py:45: DeprecationWarning: inspect.getargspec() is deprecated, use inspect.signature() or inspect.getfullargspec()\n",
      "  if d.decorator_argspec is not None), _inspect.getargspec(target))\n",
      "/Users/apple/Library/Python/3.6/lib/python/site-packages/tensorflow/python/util/tf_inspect.py:45: DeprecationWarning: inspect.getargspec() is deprecated, use inspect.signature() or inspect.getfullargspec()\n",
      "  if d.decorator_argspec is not None), _inspect.getargspec(target))\n",
      "/Users/apple/Library/Python/3.6/lib/python/site-packages/tensorflow/python/util/tf_inspect.py:45: DeprecationWarning: inspect.getargspec() is deprecated, use inspect.signature() or inspect.getfullargspec()\n",
      "  if d.decorator_argspec is not None), _inspect.getargspec(target))\n",
      "/Users/apple/Library/Python/3.6/lib/python/site-packages/tensorflow/python/util/tf_inspect.py:45: DeprecationWarning: inspect.getargspec() is deprecated, use inspect.signature() or inspect.getfullargspec()\n",
      "  if d.decorator_argspec is not None), _inspect.getargspec(target))\n",
      "/Users/apple/Library/Python/3.6/lib/python/site-packages/tensorflow/python/util/tf_inspect.py:45: DeprecationWarning: inspect.getargspec() is deprecated, use inspect.signature() or inspect.getfullargspec()\n",
      "  if d.decorator_argspec is not None), _inspect.getargspec(target))\n",
      "/Users/apple/Library/Python/3.6/lib/python/site-packages/tensorflow/python/util/tf_inspect.py:45: DeprecationWarning: inspect.getargspec() is deprecated, use inspect.signature() or inspect.getfullargspec()\n",
      "  if d.decorator_argspec is not None), _inspect.getargspec(target))\n",
      "/Users/apple/Library/Python/3.6/lib/python/site-packages/tensorflow/python/util/tf_inspect.py:45: DeprecationWarning: inspect.getargspec() is deprecated, use inspect.signature() or inspect.getfullargspec()\n",
      "  if d.decorator_argspec is not None), _inspect.getargspec(target))\n",
      "/Users/apple/Library/Python/3.6/lib/python/site-packages/tensorflow/python/util/tf_inspect.py:45: DeprecationWarning: inspect.getargspec() is deprecated, use inspect.signature() or inspect.getfullargspec()\n",
      "  if d.decorator_argspec is not None), _inspect.getargspec(target))\n",
      "/Users/apple/Library/Python/3.6/lib/python/site-packages/tensorflow/python/util/tf_inspect.py:45: DeprecationWarning: inspect.getargspec() is deprecated, use inspect.signature() or inspect.getfullargspec()\n",
      "  if d.decorator_argspec is not None), _inspect.getargspec(target))\n",
      "/Users/apple/Library/Python/3.6/lib/python/site-packages/tensorflow/python/util/tf_inspect.py:45: DeprecationWarning: inspect.getargspec() is deprecated, use inspect.signature() or inspect.getfullargspec()\n",
      "  if d.decorator_argspec is not None), _inspect.getargspec(target))\n",
      "/Users/apple/Library/Python/3.6/lib/python/site-packages/tensorflow/python/util/tf_inspect.py:45: DeprecationWarning: inspect.getargspec() is deprecated, use inspect.signature() or inspect.getfullargspec()\n",
      "  if d.decorator_argspec is not None), _inspect.getargspec(target))\n",
      "/Users/apple/Library/Python/3.6/lib/python/site-packages/tensorflow/python/util/tf_inspect.py:45: DeprecationWarning: inspect.getargspec() is deprecated, use inspect.signature() or inspect.getfullargspec()\n",
      "  if d.decorator_argspec is not None), _inspect.getargspec(target))\n",
      "/Users/apple/Library/Python/3.6/lib/python/site-packages/tensorflow/python/util/tf_inspect.py:45: DeprecationWarning: inspect.getargspec() is deprecated, use inspect.signature() or inspect.getfullargspec()\n",
      "  if d.decorator_argspec is not None), _inspect.getargspec(target))\n",
      "/Users/apple/Library/Python/3.6/lib/python/site-packages/tensorflow/python/util/tf_inspect.py:45: DeprecationWarning: inspect.getargspec() is deprecated, use inspect.signature() or inspect.getfullargspec()\n",
      "  if d.decorator_argspec is not None), _inspect.getargspec(target))\n",
      "/Users/apple/Library/Python/3.6/lib/python/site-packages/tensorflow/python/util/tf_inspect.py:45: DeprecationWarning: inspect.getargspec() is deprecated, use inspect.signature() or inspect.getfullargspec()\n",
      "  if d.decorator_argspec is not None), _inspect.getargspec(target))\n",
      "/Users/apple/Library/Python/3.6/lib/python/site-packages/tensorflow/python/util/tf_inspect.py:45: DeprecationWarning: inspect.getargspec() is deprecated, use inspect.signature() or inspect.getfullargspec()\n",
      "  if d.decorator_argspec is not None), _inspect.getargspec(target))\n",
      "/Users/apple/Library/Python/3.6/lib/python/site-packages/tensorflow/python/util/tf_inspect.py:45: DeprecationWarning: inspect.getargspec() is deprecated, use inspect.signature() or inspect.getfullargspec()\n",
      "  if d.decorator_argspec is not None), _inspect.getargspec(target))\n",
      "/Users/apple/Library/Python/3.6/lib/python/site-packages/tensorflow/python/util/tf_inspect.py:45: DeprecationWarning: inspect.getargspec() is deprecated, use inspect.signature() or inspect.getfullargspec()\n",
      "  if d.decorator_argspec is not None), _inspect.getargspec(target))\n",
      "/Users/apple/Library/Python/3.6/lib/python/site-packages/tensorflow/python/util/tf_inspect.py:45: DeprecationWarning: inspect.getargspec() is deprecated, use inspect.signature() or inspect.getfullargspec()\n",
      "  if d.decorator_argspec is not None), _inspect.getargspec(target))\n",
      "/Users/apple/Library/Python/3.6/lib/python/site-packages/tensorflow/python/util/tf_inspect.py:45: DeprecationWarning: inspect.getargspec() is deprecated, use inspect.signature() or inspect.getfullargspec()\n",
      "  if d.decorator_argspec is not None), _inspect.getargspec(target))\n",
      "/Users/apple/Library/Python/3.6/lib/python/site-packages/tensorflow/python/util/tf_inspect.py:45: DeprecationWarning: inspect.getargspec() is deprecated, use inspect.signature() or inspect.getfullargspec()\n",
      "  if d.decorator_argspec is not None), _inspect.getargspec(target))\n",
      "/Users/apple/Library/Python/3.6/lib/python/site-packages/tensorflow/python/util/tf_inspect.py:45: DeprecationWarning: inspect.getargspec() is deprecated, use inspect.signature() or inspect.getfullargspec()\n",
      "  if d.decorator_argspec is not None), _inspect.getargspec(target))\n",
      "/Users/apple/Library/Python/3.6/lib/python/site-packages/tensorflow/python/util/tf_inspect.py:45: DeprecationWarning: inspect.getargspec() is deprecated, use inspect.signature() or inspect.getfullargspec()\n",
      "  if d.decorator_argspec is not None), _inspect.getargspec(target))\n",
      "/Users/apple/Library/Python/3.6/lib/python/site-packages/tensorflow/python/util/tf_inspect.py:45: DeprecationWarning: inspect.getargspec() is deprecated, use inspect.signature() or inspect.getfullargspec()\n",
      "  if d.decorator_argspec is not None), _inspect.getargspec(target))\n",
      "/Users/apple/Library/Python/3.6/lib/python/site-packages/tensorflow/python/util/tf_inspect.py:45: DeprecationWarning: inspect.getargspec() is deprecated, use inspect.signature() or inspect.getfullargspec()\n",
      "  if d.decorator_argspec is not None), _inspect.getargspec(target))\n",
      "/Users/apple/Library/Python/3.6/lib/python/site-packages/tensorflow/python/util/tf_inspect.py:45: DeprecationWarning: inspect.getargspec() is deprecated, use inspect.signature() or inspect.getfullargspec()\n",
      "  if d.decorator_argspec is not None), _inspect.getargspec(target))\n",
      "/Users/apple/Library/Python/3.6/lib/python/site-packages/tensorflow/python/util/tf_inspect.py:45: DeprecationWarning: inspect.getargspec() is deprecated, use inspect.signature() or inspect.getfullargspec()\n",
      "  if d.decorator_argspec is not None), _inspect.getargspec(target))\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/apple/Library/Python/3.6/lib/python/site-packages/tensorflow/python/util/tf_inspect.py:45: DeprecationWarning: inspect.getargspec() is deprecated, use inspect.signature() or inspect.getfullargspec()\n",
      "  if d.decorator_argspec is not None), _inspect.getargspec(target))\n",
      "/Users/apple/Library/Python/3.6/lib/python/site-packages/tensorflow/python/util/tf_inspect.py:45: DeprecationWarning: inspect.getargspec() is deprecated, use inspect.signature() or inspect.getfullargspec()\n",
      "  if d.decorator_argspec is not None), _inspect.getargspec(target))\n",
      "/Users/apple/Library/Python/3.6/lib/python/site-packages/tensorflow/python/util/tf_inspect.py:45: DeprecationWarning: inspect.getargspec() is deprecated, use inspect.signature() or inspect.getfullargspec()\n",
      "  if d.decorator_argspec is not None), _inspect.getargspec(target))\n",
      "/Users/apple/Library/Python/3.6/lib/python/site-packages/tensorflow/python/util/tf_inspect.py:45: DeprecationWarning: inspect.getargspec() is deprecated, use inspect.signature() or inspect.getfullargspec()\n",
      "  if d.decorator_argspec is not None), _inspect.getargspec(target))\n",
      "/Users/apple/Library/Python/3.6/lib/python/site-packages/tensorflow/python/util/tf_inspect.py:45: DeprecationWarning: inspect.getargspec() is deprecated, use inspect.signature() or inspect.getfullargspec()\n",
      "  if d.decorator_argspec is not None), _inspect.getargspec(target))\n",
      "/Users/apple/Library/Python/3.6/lib/python/site-packages/tensorflow/python/util/tf_inspect.py:45: DeprecationWarning: inspect.getargspec() is deprecated, use inspect.signature() or inspect.getfullargspec()\n",
      "  if d.decorator_argspec is not None), _inspect.getargspec(target))\n",
      "/Users/apple/Library/Python/3.6/lib/python/site-packages/tensorflow/python/util/tf_inspect.py:45: DeprecationWarning: inspect.getargspec() is deprecated, use inspect.signature() or inspect.getfullargspec()\n",
      "  if d.decorator_argspec is not None), _inspect.getargspec(target))\n",
      "/Users/apple/Library/Python/3.6/lib/python/site-packages/tensorflow/python/util/tf_inspect.py:45: DeprecationWarning: inspect.getargspec() is deprecated, use inspect.signature() or inspect.getfullargspec()\n",
      "  if d.decorator_argspec is not None), _inspect.getargspec(target))\n",
      "/Users/apple/Library/Python/3.6/lib/python/site-packages/tensorflow/python/util/tf_inspect.py:45: DeprecationWarning: inspect.getargspec() is deprecated, use inspect.signature() or inspect.getfullargspec()\n",
      "  if d.decorator_argspec is not None), _inspect.getargspec(target))\n",
      "/Users/apple/Library/Python/3.6/lib/python/site-packages/tensorflow/python/util/tf_inspect.py:45: DeprecationWarning: inspect.getargspec() is deprecated, use inspect.signature() or inspect.getfullargspec()\n",
      "  if d.decorator_argspec is not None), _inspect.getargspec(target))\n",
      "/Users/apple/Library/Python/3.6/lib/python/site-packages/tensorflow/python/util/tf_inspect.py:45: DeprecationWarning: inspect.getargspec() is deprecated, use inspect.signature() or inspect.getfullargspec()\n",
      "  if d.decorator_argspec is not None), _inspect.getargspec(target))\n",
      "/Users/apple/Library/Python/3.6/lib/python/site-packages/tensorflow/python/util/tf_inspect.py:45: DeprecationWarning: inspect.getargspec() is deprecated, use inspect.signature() or inspect.getfullargspec()\n",
      "  if d.decorator_argspec is not None), _inspect.getargspec(target))\n",
      "/Users/apple/Library/Python/3.6/lib/python/site-packages/tensorflow/python/util/tf_inspect.py:45: DeprecationWarning: inspect.getargspec() is deprecated, use inspect.signature() or inspect.getfullargspec()\n",
      "  if d.decorator_argspec is not None), _inspect.getargspec(target))\n",
      "/Users/apple/Library/Python/3.6/lib/python/site-packages/tensorflow/python/util/tf_inspect.py:45: DeprecationWarning: inspect.getargspec() is deprecated, use inspect.signature() or inspect.getfullargspec()\n",
      "  if d.decorator_argspec is not None), _inspect.getargspec(target))\n",
      "/Users/apple/Library/Python/3.6/lib/python/site-packages/tensorflow/python/util/tf_inspect.py:45: DeprecationWarning: inspect.getargspec() is deprecated, use inspect.signature() or inspect.getfullargspec()\n",
      "  if d.decorator_argspec is not None), _inspect.getargspec(target))\n",
      "/Users/apple/Library/Python/3.6/lib/python/site-packages/tensorflow/python/util/tf_inspect.py:45: DeprecationWarning: inspect.getargspec() is deprecated, use inspect.signature() or inspect.getfullargspec()\n",
      "  if d.decorator_argspec is not None), _inspect.getargspec(target))\n",
      "/Users/apple/Library/Python/3.6/lib/python/site-packages/tensorflow/python/util/tf_inspect.py:45: DeprecationWarning: inspect.getargspec() is deprecated, use inspect.signature() or inspect.getfullargspec()\n",
      "  if d.decorator_argspec is not None), _inspect.getargspec(target))\n",
      "/Users/apple/Library/Python/3.6/lib/python/site-packages/tensorflow/python/util/tf_inspect.py:45: DeprecationWarning: inspect.getargspec() is deprecated, use inspect.signature() or inspect.getfullargspec()\n",
      "  if d.decorator_argspec is not None), _inspect.getargspec(target))\n",
      "/Users/apple/Library/Python/3.6/lib/python/site-packages/tensorflow/python/util/tf_inspect.py:45: DeprecationWarning: inspect.getargspec() is deprecated, use inspect.signature() or inspect.getfullargspec()\n",
      "  if d.decorator_argspec is not None), _inspect.getargspec(target))\n",
      "/Users/apple/Library/Python/3.6/lib/python/site-packages/tensorflow/python/util/tf_inspect.py:45: DeprecationWarning: inspect.getargspec() is deprecated, use inspect.signature() or inspect.getfullargspec()\n",
      "  if d.decorator_argspec is not None), _inspect.getargspec(target))\n",
      "/Users/apple/Library/Python/3.6/lib/python/site-packages/tensorflow/python/util/tf_inspect.py:45: DeprecationWarning: inspect.getargspec() is deprecated, use inspect.signature() or inspect.getfullargspec()\n",
      "  if d.decorator_argspec is not None), _inspect.getargspec(target))\n",
      "/Users/apple/Library/Python/3.6/lib/python/site-packages/tensorflow/python/util/tf_inspect.py:45: DeprecationWarning: inspect.getargspec() is deprecated, use inspect.signature() or inspect.getfullargspec()\n",
      "  if d.decorator_argspec is not None), _inspect.getargspec(target))\n",
      "/Users/apple/Library/Python/3.6/lib/python/site-packages/tensorflow/python/util/tf_inspect.py:45: DeprecationWarning: inspect.getargspec() is deprecated, use inspect.signature() or inspect.getfullargspec()\n",
      "  if d.decorator_argspec is not None), _inspect.getargspec(target))\n",
      "/Users/apple/Library/Python/3.6/lib/python/site-packages/tensorflow/python/util/tf_inspect.py:45: DeprecationWarning: inspect.getargspec() is deprecated, use inspect.signature() or inspect.getfullargspec()\n",
      "  if d.decorator_argspec is not None), _inspect.getargspec(target))\n",
      "/Users/apple/Library/Python/3.6/lib/python/site-packages/tensorflow/python/util/tf_inspect.py:45: DeprecationWarning: inspect.getargspec() is deprecated, use inspect.signature() or inspect.getfullargspec()\n",
      "  if d.decorator_argspec is not None), _inspect.getargspec(target))\n",
      "/Users/apple/Library/Python/3.6/lib/python/site-packages/tensorflow/python/util/tf_inspect.py:45: DeprecationWarning: inspect.getargspec() is deprecated, use inspect.signature() or inspect.getfullargspec()\n",
      "  if d.decorator_argspec is not None), _inspect.getargspec(target))\n",
      "/Users/apple/Library/Python/3.6/lib/python/site-packages/tensorflow/python/util/tf_inspect.py:45: DeprecationWarning: inspect.getargspec() is deprecated, use inspect.signature() or inspect.getfullargspec()\n",
      "  if d.decorator_argspec is not None), _inspect.getargspec(target))\n",
      "/Users/apple/Library/Python/3.6/lib/python/site-packages/tensorflow/python/util/tf_inspect.py:45: DeprecationWarning: inspect.getargspec() is deprecated, use inspect.signature() or inspect.getfullargspec()\n",
      "  if d.decorator_argspec is not None), _inspect.getargspec(target))\n",
      "/Users/apple/Library/Python/3.6/lib/python/site-packages/tensorflow/python/util/tf_inspect.py:45: DeprecationWarning: inspect.getargspec() is deprecated, use inspect.signature() or inspect.getfullargspec()\n",
      "  if d.decorator_argspec is not None), _inspect.getargspec(target))\n",
      "/Users/apple/Library/Python/3.6/lib/python/site-packages/tensorflow/python/util/tf_inspect.py:45: DeprecationWarning: inspect.getargspec() is deprecated, use inspect.signature() or inspect.getfullargspec()\n",
      "  if d.decorator_argspec is not None), _inspect.getargspec(target))\n",
      "/Users/apple/Library/Python/3.6/lib/python/site-packages/tensorflow/python/util/tf_inspect.py:45: DeprecationWarning: inspect.getargspec() is deprecated, use inspect.signature() or inspect.getfullargspec()\n",
      "  if d.decorator_argspec is not None), _inspect.getargspec(target))\n",
      "/Users/apple/Library/Python/3.6/lib/python/site-packages/tensorflow/python/util/tf_inspect.py:45: DeprecationWarning: inspect.getargspec() is deprecated, use inspect.signature() or inspect.getfullargspec()\n",
      "  if d.decorator_argspec is not None), _inspect.getargspec(target))\n",
      "/Users/apple/Library/Python/3.6/lib/python/site-packages/tensorflow/python/util/tf_inspect.py:45: DeprecationWarning: inspect.getargspec() is deprecated, use inspect.signature() or inspect.getfullargspec()\n",
      "  if d.decorator_argspec is not None), _inspect.getargspec(target))\n",
      "/Users/apple/Library/Python/3.6/lib/python/site-packages/tensorflow/python/util/tf_inspect.py:45: DeprecationWarning: inspect.getargspec() is deprecated, use inspect.signature() or inspect.getfullargspec()\n",
      "  if d.decorator_argspec is not None), _inspect.getargspec(target))\n",
      "/Users/apple/Library/Python/3.6/lib/python/site-packages/tensorflow/python/util/tf_inspect.py:45: DeprecationWarning: inspect.getargspec() is deprecated, use inspect.signature() or inspect.getfullargspec()\n",
      "  if d.decorator_argspec is not None), _inspect.getargspec(target))\n",
      "/Users/apple/Library/Python/3.6/lib/python/site-packages/tensorflow/python/util/tf_inspect.py:45: DeprecationWarning: inspect.getargspec() is deprecated, use inspect.signature() or inspect.getfullargspec()\n",
      "  if d.decorator_argspec is not None), _inspect.getargspec(target))\n",
      "/Users/apple/Library/Python/3.6/lib/python/site-packages/tensorflow/python/util/tf_inspect.py:45: DeprecationWarning: inspect.getargspec() is deprecated, use inspect.signature() or inspect.getfullargspec()\n",
      "  if d.decorator_argspec is not None), _inspect.getargspec(target))\n",
      "/Users/apple/Library/Python/3.6/lib/python/site-packages/tensorflow/python/util/tf_inspect.py:45: DeprecationWarning: inspect.getargspec() is deprecated, use inspect.signature() or inspect.getfullargspec()\n",
      "  if d.decorator_argspec is not None), _inspect.getargspec(target))\n",
      "/Users/apple/Library/Python/3.6/lib/python/site-packages/tensorflow/python/util/tf_inspect.py:45: DeprecationWarning: inspect.getargspec() is deprecated, use inspect.signature() or inspect.getfullargspec()\n",
      "  if d.decorator_argspec is not None), _inspect.getargspec(target))\n",
      "/Users/apple/Library/Python/3.6/lib/python/site-packages/tensorflow/python/util/tf_inspect.py:45: DeprecationWarning: inspect.getargspec() is deprecated, use inspect.signature() or inspect.getfullargspec()\n",
      "  if d.decorator_argspec is not None), _inspect.getargspec(target))\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/apple/Library/Python/3.6/lib/python/site-packages/tensorflow/python/util/tf_inspect.py:45: DeprecationWarning: inspect.getargspec() is deprecated, use inspect.signature() or inspect.getfullargspec()\n",
      "  if d.decorator_argspec is not None), _inspect.getargspec(target))\n",
      "/Users/apple/Library/Python/3.6/lib/python/site-packages/tensorflow/python/util/tf_inspect.py:45: DeprecationWarning: inspect.getargspec() is deprecated, use inspect.signature() or inspect.getfullargspec()\n",
      "  if d.decorator_argspec is not None), _inspect.getargspec(target))\n",
      "/Users/apple/Library/Python/3.6/lib/python/site-packages/tensorflow/python/util/tf_inspect.py:45: DeprecationWarning: inspect.getargspec() is deprecated, use inspect.signature() or inspect.getfullargspec()\n",
      "  if d.decorator_argspec is not None), _inspect.getargspec(target))\n",
      "/Users/apple/Library/Python/3.6/lib/python/site-packages/tensorflow/python/util/tf_inspect.py:45: DeprecationWarning: inspect.getargspec() is deprecated, use inspect.signature() or inspect.getfullargspec()\n",
      "  if d.decorator_argspec is not None), _inspect.getargspec(target))\n",
      "/Users/apple/Library/Python/3.6/lib/python/site-packages/tensorflow/python/util/tf_inspect.py:45: DeprecationWarning: inspect.getargspec() is deprecated, use inspect.signature() or inspect.getfullargspec()\n",
      "  if d.decorator_argspec is not None), _inspect.getargspec(target))\n",
      "/Users/apple/Library/Python/3.6/lib/python/site-packages/tensorflow/python/util/tf_inspect.py:45: DeprecationWarning: inspect.getargspec() is deprecated, use inspect.signature() or inspect.getfullargspec()\n",
      "  if d.decorator_argspec is not None), _inspect.getargspec(target))\n",
      "/Users/apple/Library/Python/3.6/lib/python/site-packages/tensorflow/python/util/tf_inspect.py:45: DeprecationWarning: inspect.getargspec() is deprecated, use inspect.signature() or inspect.getfullargspec()\n",
      "  if d.decorator_argspec is not None), _inspect.getargspec(target))\n",
      "/Users/apple/Library/Python/3.6/lib/python/site-packages/tensorflow/python/util/tf_inspect.py:45: DeprecationWarning: inspect.getargspec() is deprecated, use inspect.signature() or inspect.getfullargspec()\n",
      "  if d.decorator_argspec is not None), _inspect.getargspec(target))\n",
      "/Users/apple/Library/Python/3.6/lib/python/site-packages/tensorflow/python/util/tf_inspect.py:45: DeprecationWarning: inspect.getargspec() is deprecated, use inspect.signature() or inspect.getfullargspec()\n",
      "  if d.decorator_argspec is not None), _inspect.getargspec(target))\n",
      "/Users/apple/Library/Python/3.6/lib/python/site-packages/tensorflow/python/util/tf_inspect.py:45: DeprecationWarning: inspect.getargspec() is deprecated, use inspect.signature() or inspect.getfullargspec()\n",
      "  if d.decorator_argspec is not None), _inspect.getargspec(target))\n",
      "/Users/apple/Library/Python/3.6/lib/python/site-packages/tensorflow/python/util/tf_inspect.py:45: DeprecationWarning: inspect.getargspec() is deprecated, use inspect.signature() or inspect.getfullargspec()\n",
      "  if d.decorator_argspec is not None), _inspect.getargspec(target))\n",
      "/Users/apple/Library/Python/3.6/lib/python/site-packages/tensorflow/python/util/tf_inspect.py:45: DeprecationWarning: inspect.getargspec() is deprecated, use inspect.signature() or inspect.getfullargspec()\n",
      "  if d.decorator_argspec is not None), _inspect.getargspec(target))\n",
      "/Users/apple/Library/Python/3.6/lib/python/site-packages/tensorflow/python/util/tf_inspect.py:45: DeprecationWarning: inspect.getargspec() is deprecated, use inspect.signature() or inspect.getfullargspec()\n",
      "  if d.decorator_argspec is not None), _inspect.getargspec(target))\n",
      "/Users/apple/Library/Python/3.6/lib/python/site-packages/tensorflow/python/util/tf_inspect.py:45: DeprecationWarning: inspect.getargspec() is deprecated, use inspect.signature() or inspect.getfullargspec()\n",
      "  if d.decorator_argspec is not None), _inspect.getargspec(target))\n",
      "/Users/apple/Library/Python/3.6/lib/python/site-packages/tensorflow/python/util/tf_inspect.py:45: DeprecationWarning: inspect.getargspec() is deprecated, use inspect.signature() or inspect.getfullargspec()\n",
      "  if d.decorator_argspec is not None), _inspect.getargspec(target))\n",
      "/Users/apple/Library/Python/3.6/lib/python/site-packages/tensorflow/python/util/tf_inspect.py:45: DeprecationWarning: inspect.getargspec() is deprecated, use inspect.signature() or inspect.getfullargspec()\n",
      "  if d.decorator_argspec is not None), _inspect.getargspec(target))\n",
      "/Users/apple/Library/Python/3.6/lib/python/site-packages/tensorflow/python/util/tf_inspect.py:45: DeprecationWarning: inspect.getargspec() is deprecated, use inspect.signature() or inspect.getfullargspec()\n",
      "  if d.decorator_argspec is not None), _inspect.getargspec(target))\n",
      "/Users/apple/Library/Python/3.6/lib/python/site-packages/tensorflow/python/util/tf_inspect.py:45: DeprecationWarning: inspect.getargspec() is deprecated, use inspect.signature() or inspect.getfullargspec()\n",
      "  if d.decorator_argspec is not None), _inspect.getargspec(target))\n",
      "/Users/apple/Library/Python/3.6/lib/python/site-packages/tensorflow/python/util/tf_inspect.py:45: DeprecationWarning: inspect.getargspec() is deprecated, use inspect.signature() or inspect.getfullargspec()\n",
      "  if d.decorator_argspec is not None), _inspect.getargspec(target))\n",
      "/Users/apple/Library/Python/3.6/lib/python/site-packages/tensorflow/python/util/tf_inspect.py:45: DeprecationWarning: inspect.getargspec() is deprecated, use inspect.signature() or inspect.getfullargspec()\n",
      "  if d.decorator_argspec is not None), _inspect.getargspec(target))\n"
     ]
    }
   ],
   "source": [
    "trace = pm.sample(model, step_size=0.005)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 77,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0.52944875\n",
      "0.17628206\n"
     ]
    }
   ],
   "source": [
    "print(trace['mu0'].mean())\n",
    "print(trace['mu0'].std())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 78,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0.17628206\n",
      "0.17750932\n",
      "0.17779322\n",
      "0.18342018\n",
      "0.16643867\n",
      "0.15770228\n",
      "0.19068903\n",
      "0.18658407\n",
      "0.15182456\n",
      "0.16643587\n",
      "0.14206442\n",
      "0.15450183\n",
      "0.14976585\n",
      "0.120196834\n",
      "0.11177756\n",
      "0.09466362\n",
      "0.105069704\n",
      "0.10512005\n",
      "0.10608674\n",
      "0.14501356\n",
      "0.127621\n",
      "0.13447343\n",
      "0.14917527\n",
      "0.13743688\n",
      "0.13224262\n",
      "0.13154657\n",
      "0.12464226\n",
      "0.14700681\n",
      "0.11108367\n",
      "0.09632618\n",
      "0.12519997\n",
      "0.13445929\n",
      "0.11178609\n",
      "0.13363278\n",
      "0.18645664\n",
      "0.20048027\n",
      "0.15535574\n",
      "0.11953841\n",
      "0.10471464\n",
      "0.12961341\n",
      "0.12739205\n",
      "0.10972083\n",
      "0.09798887\n",
      "0.1068298\n",
      "0.11822189\n",
      "0.1351267\n",
      "0.13268319\n",
      "0.11508644\n",
      "0.13887222\n",
      "0.1348022\n",
      "0.14799692\n",
      "0.12603177\n",
      "0.12432014\n",
      "0.15772396\n",
      "0.16047727\n",
      "0.1662052\n",
      "0.20948814\n",
      "0.19056192\n",
      "0.1787242\n",
      "0.17874669\n",
      "0.15442373\n",
      "0.16235863\n",
      "0.14819288\n",
      "0.1558563\n",
      "0.1990562\n",
      "0.19388895\n",
      "0.21655788\n",
      "0.15984108\n",
      "0.11997164\n",
      "0.106424555\n",
      "0.10811527\n",
      "0.10925267\n",
      "0.086388245\n",
      "0.09014049\n",
      "0.09628947\n",
      "0.107452996\n",
      "0.107224815\n",
      "0.13747254\n",
      "0.14918052\n",
      "0.14693223\n",
      "0.1826152\n",
      "0.18888992\n",
      "0.16182561\n",
      "0.16954927\n",
      "0.17250432\n",
      "0.16889714\n",
      "0.17556421\n",
      "0.15713431\n",
      "0.17074887\n",
      "0.1746261\n",
      "0.1298259\n",
      "0.08559973\n",
      "0.079005264\n",
      "0.093391046\n",
      "0.09232834\n",
      "0.09532667\n",
      "0.12151914\n",
      "0.10619709\n",
      "0.1170017\n",
      "0.14398208\n"
     ]
    }
   ],
   "source": [
    "for i in range(N):\n",
    " #   print(trace['mu10'].mean())\n",
    "    print(trace['mu'+str(i)].std())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
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