image_captures_tyler.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Initial attempt at saving the image from ChromeDino so that we can then try and make use of the game environment"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "import re\n",
    "import time\n",
    "import requests\n",
    "from bs4 import BeautifulSoup\n",
    "#from tqdm import tqdm, tnrange\n",
    "import numpy as np\n",
    "from collections import defaultdict,Counter\n",
    "from scipy.misc import imread, imsave\n",
    "\n",
    "from selenium import webdriver\n",
    "from selenium.webdriver.common.keys import Keys\n",
    "from selenium.common.exceptions import NoSuchElementException\n",
    "\n",
    "import pandas as pd\n",
    "import base64\n",
    "import io\n",
    "from PIL import Image\n",
    "\n",
    "from matplotlib import pyplot as plt, rcParams\n",
    "from matplotlib import cm\n",
    "%matplotlib inline\n",
    "rcParams[\"figure.figsize\"] = (16,12)    # Use this line to increase your figure size (optional)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "def get_cactus_height(x,y, img):\n",
    "    while np.any(img[x,y-7:y+7]):\n",
    "        x -= 1\n",
    "    return x\n",
    "\n",
    "def find_cacti(img):\n",
    "    height,width = np.shape(img)\n",
    "    dino = img[height//2:,:height//2]\n",
    "    vision = round(height*.8)\n",
    "    bird_vision = round(height*0.6)\n",
    "    field = img[vision,height//2 - width//30 - 5:] + img[bird_vision,height//2 - width//30 - 5:]\n",
    "    distance = []\n",
    "    cacti_width = []\n",
    "    cacti_height = []\n",
    "    prev_pixel = field[0]\n",
    "    cur_dist = 0\n",
    "    cur_width = 0\n",
    "    for i,pixel in enumerate(field):\n",
    "        if prev_pixel == 0 and pixel != 0:\n",
    "            distance.append(cur_dist)\n",
    "            cacti_height.append(get_cactus_height(vision, height//2 - width//30 - 5 + i, img))\n",
    "            cur_dist = 0\n",
    "        if prev_pixel != 0 and pixel == 0:\n",
    "            cacti_width.append(cur_width)\n",
    "            cur_width = 0\n",
    "        if pixel == 0:\n",
    "            cur_dist += 1\n",
    "        else:\n",
    "            cur_width += 1\n",
    "        prev_pixel = pixel\n",
    "    cacti_width = cacti_width[1:]\n",
    "    return distance, cacti_width, cacti_height"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": false,
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
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      "Errored out at step 1 Alert Text: None\n",
      "Message: unexpected alert open: {Alert text : Congratulations! You took 3 place for today!}\n",
      "  (Session info: chrome=61.0.3163.100)\n",
      "  (Driver info: chromedriver=2.33.506120 (e3e53437346286c0bc2d2dc9aa4915ba81d9023f),platform=Windows NT 10.0.15063 x86_64)\n",
      "\n"
     ]
    }
   ],
   "source": [
    "js_call = \"return document.getElementsByClassName('runner-canvas')[0].toDataURL('image/png').substring(21);\"\n",
    "second_js = \"Runner.instance_.tRex.startJump({})\"\n",
    "cur_speed_js = \"return Runner.instance_.currentSpeed\"\n",
    "url = \"https://chromedino.com/\"\n",
    "browser = webdriver.Chrome()\n",
    "try:\n",
    "    browser.get(url)\n",
    "\n",
    "    body = browser.find_element_by_id('t')\n",
    "    body.send_keys(Keys.ARROW_UP)\n",
    "    prev_dist = None\n",
    "    prev_width = None\n",
    "    values = []\n",
    "    speed_factor = 0.999\n",
    "    while True:\n",
    "        time.sleep(.0015)\n",
    "        speed_factor += .0001\n",
    "        if speed_factor > 2.5:\n",
    "            speed_factor = 2.5\n",
    "        b64_image = browser.execute_script(js_call)\n",
    "        image = base64.b64decode(b64_image)\n",
    "        buf = io.BytesIO(image)\n",
    "        img = Image.open(buf).convert('LA')\n",
    "        np_img = np.array(img)[:,:,0]\n",
    "        distances, widths, heights = find_cacti(np_img)\n",
    "        #print(distances, heights)\n",
    "        #print(distances,widths)\n",
    "        if len(values) > 70:\n",
    "            if values[-1][0] == distances and values[-2][0] == distances and values[-3][0] == distances and values[-20][0] == distances:\n",
    "                pass\n",
    "                #print(\"GAME OVER\")\n",
    "                #cur_speed = float(browser.execute_script(cur_speed_js))\n",
    "                #browser.execute_script(second_js.format(cur_speed*3))\n",
    "                #values.append((-1,\"NEW\"))\n",
    "            elif len(distances) != 0:\n",
    "                distances_copy = distances.copy()\n",
    "                for i,v in enumerate(distances_copy):\n",
    "                    try:\n",
    "                        if abs(distances_copy[i+1] - v) < 10:\n",
    "                            distances.remove(v)\n",
    "                        else:\n",
    "                            break\n",
    "                    except:\n",
    "                        pass\n",
    "                \n",
    "                if 85 <= heights[0] <= 95:\n",
    "                    if distances[0] < (102 * speed_factor):\n",
    "                        values.append((distances,widths,\"J\"))\n",
    "                        cur_speed = float(browser.execute_script(cur_speed_js))\n",
    "                        browser.execute_script(second_js.format(cur_speed*3))\n",
    "                        print(\"SF\", speed_factor)\n",
    "                if 95 <= heights[0] <= 103:\n",
    "                    if distances[0] < (113 * speed_factor):\n",
    "                        values.append((distances,widths,\"J\"))\n",
    "                        cur_speed = float(browser.execute_script(cur_speed_js))\n",
    "                        browser.execute_script(second_js.format(cur_speed*3))\n",
    "                        print(\"SF\", speed_factor)\n",
    "                if 104 <= heights[0]:\n",
    "                    if distances[0] < (116 * speed_factor):\n",
    "                        values.append((distances,widths,\"J\"))\n",
    "                        cur_speed = float(browser.execute_script(cur_speed_js))\n",
    "                        browser.execute_script(second_js.format(cur_speed*3))\n",
    "                        print(\"SF\", speed_factor)\n",
    "            else:\n",
    "                values.append((distances,widths,\"N\"))\n",
    "        else:\n",
    "            values.append((distances,widths,\"N\"))\n",
    "        prev_dist, prev_width = distances, widths\n",
    "except Exception as e:\n",
    "    print(\"Errored out at step 1\", e)\n",
    "finally:\n",
    "    input()\n",
    "    browser.close() #make sure we close it when we are finished."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  }
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