Created
July 3, 2017 09:42
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Script to download an image from a webcam and upload to google drive using gdrive if it complies with some settings. Settings to decide if an image must be uploaded are brightness and change from last uploaded image
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#!/usr/bin/env python | |
import math | |
import subprocess | |
from PIL import Image, ImageStat, ImageChops | |
import numpy as np | |
import datetime | |
import urllib | |
import os | |
import glob | |
import shutil | |
import logging | |
TIMELAPSE_GDRIVE_ID = | |
TIMELAPSE_URL = | |
TIMELAPSE_STORAGE = | |
TIMELAPSE_MIN_BRIGHTNESS = 30 | |
TIMELAPSE_MIN_CHANGE = 10000 | |
DEFAULT_DEVICE_WIDTH = 1920 | |
DEFAULT_DEVICE_HEIGHT = 1080 | |
log = logging.getLogger('lst1_lapse') | |
log.setLevel(logging.DEBUG) | |
nh = logging.NullHandler() | |
log.addHandler(nh) | |
formatter = logging.Formatter('%(asctime)s - %(name)s - %(levelname)s - %(message)s') | |
def add_file_handler(file_path, level=logging.DEBUG): | |
global log | |
global formatter | |
fh = logging.FileHandler(filename=file_path) | |
fh.setLevel(level=level) | |
# create formatter and add it to the handlers | |
fh.setFormatter(formatter) | |
log.addHandler(fh) | |
def now_string(): | |
now = datetime.datetime.now() | |
return now.strftime('%Y%m%d_%H%M%S') | |
class Grabber(object): | |
def __init__(self, url, storage_path, min_bright, min_change): | |
self.url = url | |
self.storage_path = storage_path | |
self.storage_tmp_path = os.path.join(self.storage_path, 'tmp') | |
self.storage_save_path = os.path.join(self.storage_path, 'saved') | |
self.min_bright = min_bright | |
self.min_change = min_change | |
self.last_path = None | |
self.last_im = None | |
self.current_filename = None | |
self.current_path = None | |
self.current_im = None | |
self.set_last() | |
def grab_image(self): | |
self.current_filename = '{}.jpg'.format(now_string()) | |
self.current_path = os.path.join(self.storage_path, 'tmp', | |
self.current_filename) | |
image = urllib.URLopener() | |
try: | |
image.retrieve(self.url, self.current_path) | |
except Exception as ex: | |
log.exception("Failed to retrieve image: {}".format(self.current_filename)) | |
self.current_filename = None | |
self.current_path = None | |
self.current_im = None | |
raise | |
else: | |
self.current_im = Image.open(self.current_path) | |
def set_last(self): | |
contents = glob.glob('{}/*.jpg'.format(self.storage_save_path)) | |
if contents == []: | |
self.last_path = None | |
self.last_im = None | |
return | |
contents.sort(reverse=True) | |
self.last_path = contents[0] | |
self.last_im = Image.open(self.last_path) | |
def save_current(self): | |
shutil.move(self.current_path, self.storage_save_path) | |
def remove_current(self): | |
os.remove(self.current_path) | |
def upload_current(self): | |
gdrive_call = ["gdrive", "upload", "-p", TIMELAPSE_GDRIVE_ID, self.current_path] | |
subprocess.call(gdrive_call) | |
def compare(self): | |
monoimage1 = self.current_im.convert("P", palette=Image.ADAPTIVE, colors=2) | |
monoimage2 = self.last_im.convert("P", palette=Image.ADAPTIVE, colors=2) | |
imgdata1 = monoimage1.getdata() | |
imgdata2 = monoimage2.getdata() | |
changed = 0 | |
i = 0 | |
acc = 3 | |
while i < DEFAULT_DEVICE_WIDTH * DEFAULT_DEVICE_HEIGHT: | |
now = imgdata1[i] | |
prev = imgdata2[i] | |
if now != prev: | |
changed += 1 | |
i += 1 | |
percchange = float(changed) / float(DEFAULT_DEVICE_WIDTH * DEFAULT_DEVICE_HEIGHT) | |
return percchange | |
def compare2(self): | |
def ImageEntropy(image): | |
w, h = image.size | |
a = np.array(image.convert('RGB')).reshape((w*h, 3)) | |
h, e = np.histogramdd(a, bins=(16,)*3, range=((0, 256),)*3) | |
prob = h/np.sum(h) | |
return -np.sum(np.log2(prob[prob > 0])) | |
diffs = ImageChops.difference(self.current_im, self.last_im) | |
# if self.first: | |
# diffs.show() | |
# self.first = False | |
return ImageEntropy(diffs) | |
def curr_brightness(self): | |
stat = ImageStat.Stat(self.current_im) | |
r, g, b = stat.mean | |
return math.sqrt(0.241*(r**2) + 0.691*(g**2) + 0.068*(b**2)) | |
def run(self): | |
self.grab_image() | |
good_im = False | |
first_im = False | |
bright_enough = False | |
change_enough = False | |
save_and_upload = False | |
if self.current_im: | |
good_im = True | |
if self.last_im is None: | |
first_im = True | |
b = self.curr_brightness() | |
if b < self.min_bright: | |
log.debug("{} - not enough brightness: {}".format(self.current_filename, b)) | |
bright_enough = True | |
c = self.compare2() | |
log.debug("Previous: {}".format(self.last_path)) | |
log.debug("{} - brightness: {} - change: {}".format(self.current_filename, b, c)) | |
if c < self.min_change: | |
log.debug("{} - not enough change: {}".format(self.current_filename, c)) | |
# self.remove_current() | |
change_enough = True | |
if first_im and bright_enough: | |
save_and_upload = True | |
elif bright_enough and change_enough: | |
save_and_upload = True | |
try: | |
if save_and_upload: | |
log.debug('{} - Uploading'.format(self.current_filename)) | |
self.upload_current() | |
except: | |
log.exception("{} - Failed to upload to gdrive".format(self.current_filename)) | |
self.save_current() | |
if __name__ == "__main__": | |
add_file_handler(file_path=os.path.join(TIMELAPSE_STORAGE, 'grabber.log')) | |
g = Grabber(url=TIMELAPSE_URL, | |
storage_path=TIMELAPSE_STORAGE, | |
min_bright=TIMELAPSE_MIN_BRIGHTNESS, | |
min_change=TIMELAPSE_MIN_CHANGE | |
) | |
try: | |
g.run() | |
except: | |
log.exception("Error when grabbing") | |
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