* ืึทืืืึทืืข ืคึฟืึทืจ ืื ืฆืืืื ืคืื ืืขืจื ืขื ืืึทืฉืื ืืขืจื ืขื. ืืื ืืขืจื ืึทืืืกื ืืืืฆืืคึฟืจืืื ืืืืง ืคึฟืื ืืฒึทื ืืฒึทืขืจืขืจ ืคึฟืจืื.
ืขืก ืืื ืืืกืืึธืืข ืงืืื ืึทืคึผืืึทืงืืืฉืึทื ืืื ืคึผืฉืื ืฆื ืื ืืืจืื ืคืื ืกืคึผืืื ืึทื ืจืืคืืขืงืกืึทื ืืื ืืื ืืขืจ. ืืื ืกืืจ ืฆื ื ืืฆื ืขืก, ืืืจ ื ืึธืจ ืืึทืจืคึฟื ืืืื ืคืื ืืขืจ ืฆื ืืึทืงืืขื ืขื ืืื ืึท ืืืกื ื ืืจืึทื ื ืฆื ืงืืืึทืื ืื ืืขืจืื ืึธืืขืจ ืืขื ืืฉื ืืืจ ืืื ืืขืกืืขืจ. ืึทื ืืืืขืื ืืืคึผืืึทืืขื ืืืืฉืึทื ืคืื ืืจืื ืงืจืึทืคื ืืื ืคึผืึธืจ ืกืขืืขืงืฆืืข.
ืืื ืืึทืฉืืึธืกื ืึทื ืืึธืก ืืืึธืื ืืืื ืึท ืืื ืืืขื ืฆื ืืึทืงืืืขื ืึท ืืืกื ืืขืคืื ืคึฟืึทืจ ืืึทืฉืื ืืขืจื ืขื ืืืืฃ ืึท ื ืืึทืข graphics ืงืึธืจื. ืึทืืข ืืืึธืก ืืืืืื ืืื ืฆื ืืขืจืงืืขืจื ืฆื ืืืื ืคืจืื ืึทื ืืื ืืึธื ื ืื ืืึทืจืคึฟื ืึท ื ืืึท ืคืขืืขืจ ืคืจืื, ืืื ืืื ืืื ื ืึธืจ ืืจืืื ืื ื ื ืขืืจืึทื ื ืขืืืืึธืจืงืก.
ืืืึธืก ืืื ืื ืคึผืจืึธืืืขื ืืื ืืืืืื ื ื ืขืืืืึธืจืงืก?
ืขืก ืืื ืืขืืืขื ืึทืืึท ืึท ืืืื - ืึทืฉืื ืืึทืืืกืึธื. ืกืคึผืขืฆืืคืืฉ, ืืื ืื ืงืืื ืืืืึธืจื "ืืขืื ืืื ืงืืจืฅ. ืืึธืื ืึท ืืืกืขืง." ืืขืจ ืืืืคึผื ืืืืขื ืืื ืืืืขืคื ืืขื ืืฉื ืืืื ืคึฟืึทืจ ืึท ืืืกืขืง ืืืืฃ ืืขืจ ืืืึทื. ืืึธื ืขืืืืึทืืืึธื ืืื ืืืื ืฉืคึผืึทืก - ืืื ืึทืืืฉืึทื ืฆื ืื ื ืึธืจืืึทื "ืคืึทืจืืจืขื ืืขื ืืืืืื ืฆื ืืื ืืื ืฉืจืืึทืื," ืืื ืืขืืขืื ืคึฟืึทืจ $ 19 ืฆื ืืืกืืขืงื ืึท ืืึทื ืืฆืขืจ 'ืก ืืฉืืื ืึธื ืึท ืฉืคึผืืจ.
ืืื 2015, ืื ืคึผืืึทืฅ ืืขืืืืื ืืืขื ืืืงื ืืื 60 ืืืืืืืื ืคืื ืคืขืจืืขื ืืขืืข ืืึทืื ืืืงื ืืื ืื ืฆืืืืจ ืคืขืื. ืืื ืืขืจืฆื ืฆื ืคืืืข ืืจืืึฟ ืืฉืคืืืช, ืืขื ืจืื ืขื ืฆืืืขืฉืืขืื ืึท ืคึผืืึทืฅ ืคืื ืืฉืืงืึทืืืข ืืื ืคึฟืึธืจืืึทืฆืืข ืฆื ืึทื ืึทืืืก. ืืื ืฉืืขื ืืืง ืกืึทืกืคึผืขืงืืื ืึทื ืขืก ืืขื ืขื ืคืื ืืขืจ ืืขื ืืฉื ืืืืฃ ืืืืืื ื ืืืืืืขื, ืึธืืขืจ ืืื ืืขื ืคืึทื ืขืก ืืื ืืขืืืขื ืืึทื ืฅ ืืฉืืงืึทืืืข. ืืฉืืจื ืึทืืืกื Annalee Newitz ืืขืคืื ืขื ืึทื ืคืื 5 ืืืืืึธื ืืืืขืจื, ืืืืื 12 ืืขื ืขื ืขื ืืขื ืฆื ืคืึทืงืืืฉ ืืืืื ืึทืงืึทืื ืฅ ืืื ืืขื ืขื ืืขืืืืื ื ืงืขืกืืืืขืจ. ืื ืืืืขืจืืงืข ืืขื ืขื ื ืึธืจ ืืึธืฅ ืืืึธืก ืฉืืืขืกื ืืื ืืืจ ืืืืืืืขืจื.
ืึทืืึท ืึท ืคึผืจืืคึผืึทื ืืขืจืึทื ืก ืฆื ืืืจ ืึทืงืึทืื ืฅ ืืื ืืืคึผืืฉ ื ืื ืืืืื ืคึฟืึทืจ ืืขื ืืืื, ืึธืืขืจ ืืืื ืคึฟืึทืจ ืจืืึฟ ืื ืืขืจืข ืืืืืื ื ืืืืืืขื. ืืื ืืื ืืืืขืจ ืึทื ืคืืืข ืืึธืื ืืขืคึผืืึธื ืืขืจื ืืขื ืืื ืืืืืืฉืขืจืืืง ืกืืืืึทืฆืืข, ืืืขื ืืืจ ืืืื ืงืขืจืคืึทืื ืคึผืืึทื ืึท ืืึทืงืึทื ืืขืจ, ืึธืืขืจ ืื ืืืืื ื ืึธืจ ืืึทืจืฃ ืฆื ืคืึทืจืฉืจืืึทืื. ืืื ืก ืืึธืื ืื ืงืืืึทืืืืขื ืคืื ืืขื ืืึทืกืข ืคืื โโืคืึทื ืก ืืึทืืื ืืขืจ, ืึธืืขืจ ืื ืคืึทืงื ืืื ืืืืืืงื ืืืขื ืึทื ืื ืืืึธื ืคืื ืฆืืฉืืขืื ืืื ืคืึธืืขืจืื ื ืืื ืงืืืจ ืฉืืคืืื ืืื ืืืืืืข ืคืื โโืื ืืขืจืื.
ืืื ืืขืจ ืฉืืจืื
ืื ืืืขืึทื ืืจืื ืคืึธืจืกืขืก ืืื ืืืฉืขื ืืขืจ ืืึทืฆืืื ืืขื
ืืขืจ ืืืืคึผื ืฉืืจืื ืคืื ืืขื ืคึผืืึทืืคืึธืจืืข ืืื ืื ื ืืืขืจืืง ืคึผืจืืึทื ืคึผืขืจ ืืึทืงืึทื ืืขืจ. ื ืฆืืคืึทื ืคืื ืฆืืืื ืกืืืืคึผืก ืืื ืืขื ืื ืืื ืืืจ ืืขื ื ืฉืืื ืงืึทืืืื ืึทืงืืืืื ื ืืื ืึท ืคึผืึทืืขื ืืฉืึทืื ืืฉืืงืึทืืืข ืืขื ืืฉ. ืืขืจ ืคึผืจืึธืืืขื ืืื ืึทื ืืขืจ ืืขืืืืงืขืจ ืืืฉืขื ืืขืจ ืืืืึทืืึทื ืก ืคืืจื ืฆื ืื ืคืึทืงื ืึทื ืจืืึฟ ืืขืจืื ืืืขืื ืืึธืื ืืึทืืึทื ื ืคืื ืฉืืืขืืขืืขื ืคึผืขืจ ืืึธื. ืืึธืก ืืืื ื ืึทื ืืื ืืืขืื ืจืืึฟ ืืกืชึผืื ืืึธืื ืงืืื ืฆืืื ืฆื ืืึทืฆืึธืื ืืคืืขืจืงืืึทืืงืืื ืฆื ืืืจ ืฆืืืืฉื ืื ืืขืจืข ืงืึทื ืืึทืืืืฅ.
ืขืก ืืื ืืึทื ืฅ ืงืืึธืจ ืึทื ืื ืคึผืืึทืืคืึธืจืืข ืืืคึผืืืื ืึท ืงืืืื ืืขืืขืื ืืืื ืฆื ืึทืกืกืขืกืก ืื ืืืฃ ืื ืขืจ ืืืขืื ืคืื ืึท ืืขื ืืฉ ืคืื ืึท ืืืื ืืื ืึท ืืึทืื ืจืืข ืืืืง ืืืืฃ ืึท ืคืึธืืึธ ืืื ืึท ืืึธืืงืึธืกืืืื ืึธืืขืจ ืืจืืืืืื ื ืึท ืืึธืืขืจื ืืื ืืื ืืึทืฉืื. ืืขืจืืืขืจ, ืืืื ืืืจ ืืึธื ื ืื ืงืืงื ื ืึธืจ ืืขืืืขื ืืื ืืืื ืคืึธืืืึทืืจืึทืคืก, ืืืจ ืืึธื ืงืืื ืืจืืจื ืึธืืขืจ ืฆื ืคืึทืจืืจืขืกืขืจื ืืืื ืืืืขืจ ืืืจื ืึทืืึทืคึผืืื ื ืืื ืขืืืขืืข ืืื ืื. ืกืืืคึผืื ืฉืืขืื, ืืืจ ืืืขืื ืืจืื ืงืจืึทืคื ืืื ื ืขืืขื ืืื ืืึทื ื ืฆื ืคืึทืจืืจืขืกืขืจื ืืื ืืืขืจ ืืืืขืจ ืคืื ืืจืืืื ื ืืฆืืื. ืืื ื ืืืจ ืืื ืืึทืจืคึฟื ืฆื ืืืื ืืืกืืจืึทืงืืึทื ืืืจื ืขืกื ืืื ืฉืืึธืคื, ืืื ืกืืืืคึผืก ืืขื ืขื ืืืืืืขื, ืืืจ ืืืขื ืืืกืืึธืืข ืืขืกืขืจ ืืืขืื ืื ืึธืืึทืืืืฉืึทื, ืกืขืืขืงืืืจื ืื ืืขืจืื ืึธืืขืจ ืืขื ืืฉื ืืืึธืก ืืขื ืขื ืืขืกืืขืจ ืคึผืึทืกืืง ืคึฟืึทืจ ืืืื ืืืืกืฅ. ืงืืจืฅ ืจืขืืืขืึทืืก ืึธืืขืจ ืืืื ืืจืื ืขืืืขืก - ืขืก ืก ืึทืจืืืฃ ืฆื ืืืจ.
ืืึทืืืขื ืืึทืื
ืขืจืฉืืขืจ ืคืื ืึทืืข, ืืืจ ืืึทืจืคึฟื ืึท ืคึผืืึทืฅ ืคืื ืืึทืื ืคึฟืึทืจ ื ืึธืจืืึทื ืึทืงืืขืจืึทืกื. ืืืขืจ ืขืก ืื ืืืึธืก ืืื ืืขืคึผืืึธื ืืขืจื ืืึทืฉืื ืืขืจื ืขื ืืืืืกื ืืื ืฉืืืขืจ ืขืก ืงืขื ืืืื ืฆื ืคึผืจืึธืืืฆืืจื ืึท ืจืืืืืง ืืขืืืืื ืืื ืืืื ื ืึธืืขื ืืึทืืึทืกืขื. ืืืขืึธืจืขืืืงืึทืืื, ืงืืื ืขื ืืขื ืืืื ืืืขื ืืืื ืคึผืึทืกืืง ืืื ืึท ืืึทืื ืืงืืจ, ืืืื ืื ืกืืึทืืจืึทื ืึธืืขืจ ืื ืืขืจืข ืืขืืขืืฉืึทืคืืืขื ื ืขืืืืึธืจืงืก. ืืืขืจ ืขืก ืืื ืืขืกืืขืจ ืฆื ืืึทื ืืืืฃ ืื ืกืึทืืคึผืึทืื ืืืืฃ ืืืึธืก ืื ื ืขืฅ ืืืขื ืึทืจืืขืื ืืื ืืขืจ ืฆืืงืื ืคึฟื.
ืืื ืก ื ืขืืขื ืื ืจืืคึผืึทืืึทืืึธืจื ืืื ืึท ืืงืขืจ . ืืื ืืขืจ ืก ืคืึธืืึธืก ืืขื ืขื ืฉืืขื ืืืง ืขืคื ืืืขื ืื ืืืฆื, ืึธืืขืจ ืื "ืืื" ืคึฟืื ืงืฆืืข ืืื ืฉืืื ืืืืืืขื. ืืขืจืืืขืจ, ืขืก ืืื ื ืืืืืง ืฆื ืขืงืกืืจืึทืงื ืึทืืข ืืขืืขืืืง ืืืื ืืื ืื ืจืึทืืืืก ืืื ืงืขืจืคืึทืื ืฆืืืื ืืื. ืขืจืฉืืขืจ ืืืจ ืืึทืจืคึฟื ืฆื ื ืืฆื ืึท ืืึทื ืฅ ืคึผืฉืื ืฉืจืืคื:
from skimage.io import imread, imsave, imshow, show
import matplotlib.pyplot as plt
import pynder
from helpers import get_access_token, get_login_credentials
from io_helper import save_image
email, password, FBID = get_login_credentials()
FBTOKEN = get_access_token(email, password)
session = pynder.Session(facebook_token=FBTOKEN)
while True:
users = session.nearby_users()
for user in users:
photos = user.get_photos()
print("Fetched user photos..")
for photo in photos:
print(photo)
image = imread(photo)
imshow(image)
show()
input_string = "Write 1 to like. Write 2 to dislike."
ans = str(input(input_string)).lower()
if ans == "1":
save_image(image, photo, True)
else:
save_image(image, photo, False)
ืขืก ืืืขื ืืึธืื ืืืจ ืฆื ืฆืืืื ืึทืจืืืฃ ืื ืืึทืืึทืกืขื ืืื ืืขืฉืืืื ื ืืื ืืขืืืขื ืืื ืืืืื ืฆืืืื ืงื ืขืคึผืืขื. ืืขืจ ืฉืืืกื ืืจืื ืืืื ืืื ืืขื ืคืึทืงื ืึทื ืื werkzeug ืืืืืืึธืืขืง ืืื ืฆืขืืจืืื ืฆืืจืืง ืงืึทืืคึผืึทืืึทืืืืึทืื ืืื ืืืขื ืืืื ืืขืฆืืืื ืืขื ืฆื ืืึทืื ืืจืืื ืขืก. ืึทื ืืขืจืฉ ืขืก ืืืืจืคื ืขืจ ืืขื ืืขืืช.
Traceback (most recent call last):
File "img_scrape.py", line 4, in <module>
from helpers import get_access_token, get_login_credentials
File "/home/someone/tmp/TinderAutomation/helpers.py", line 1, in <module>
import robobrowser
File "/home/someone/tmp/TinderAutomation/venv/lib/python3.6/site-packages/robobrowser/__init__.py", line 3, in <module>
from .browser import RoboBrowser
File "/home/someone/tmp/TinderAutomation/venv/lib/python3.6/site-packages/robobrowser/browser.py", line 8, in <module>
from werkzeug import cached_property
ImportError: cannot import name 'cached_property'
ืืขืจืืืขืจ, ืืื ืจืขืงืืืืจืขืืขื ืฅ.ืืงืกื ืืืจ ืืึทืจืคึฟื ืฆื ืฉืจืืึทืื Werkzeug==0.16.1. ืืขืืึธืื ืขืก ืืืขื ื ืขืืขื ืึทืืืขืง.
ืื ืฆืืืืืืข ืคึผืจืึธืืืขื ืืื ืฆื ืืึทืงืืืขื ืืขื ืืืืขืจ ืกืืืขื. ืืขืจ ื ืึธืจืืึทื ืืืคึฟื ืคืื ืื ืจืืคึผืึทืืึทืืึธืจื ืืื ื ืืฉื ืึทืจืืขืื ืคึฟืึทืจ ืืืจ, ืึธืืขืจ ืืื ืืขืจืืื ืฆื ืืึทืงืืืขื ืขืก ืคึฟืื ืื ืืขืืืขืืึธืคึผืขืจ ืงืึทื ืกืึธืื. ืฆื ืืึธื ืืึธืก, ืืืื ืฆื ืืื ืขืงืกืืจืึทืงื ืื ืขื ืืคืขืจ ืฆื ืื POST ืืขืื ืืื . ืื ืืืจ ืงืืงื ืคึฟืึทืจ 'ืึทืงืกืขืก_ืืึธืงืขื'. ืคึฟืึทืจ ืขืืืขืืข ืกืืื ืขืก ืืื ื ืืฉื ืึทืจืืขืื ืื ืขืจืฉืืขืจ ืืึธื, ืึธืืขืจ ืืขืืึธืื ืืื ืืขืคึฟืื ืขื ืขืก ืืื ืืึทืจืืงืึธืืขื ืขืก ืืื ืื ืฉืจืืคื.
ืืึทืืึทืกืขื ืืืืขืจืคืขื ืืฉื
ืขืก ืืขื ืขื ืขืืืขืืข ืฉืืืกื ืจืขืงืืืืจืขืืขื ืฅ ืคึฟืึทืจ ืืึทืฉืื ืืขืจื ืขื ืืึทืืึทืกืขืฅ:
- ืืืืื
- ืื ืืคืึธืจืืึทืื
- ืคืึทืจืฉืืืื ืงืืึทื
ืืขื ืื ืืื ืืขื ืคืึทื ืจืืงืืืืืขืจื ืืืึท ืืื ืืกืืขืจ 10000 ืคืึธืืืึทืืจืึทืคืก ืฆื ืืืืขื ืึท ืืืืื ืืึธืืขื. ืืึธ, ืืึธืก ืืื ืึท ืคึผืืึทืฅ. ืืึธืก ืืื ืึทืงืฉืื ืืืึธืก ืกืขืจืืืืกืขืก ืืื , ืืื ืคึฟืึทืจ ืึท ืึธืคึผืฆืึธื ืืืจ ืงืขื ืขื ืืขืืึทืืืื ืื ืืึทืจืงืึทืคึผ ืคืื ืืืื ืืึทืืึทืกืขื ืฆื ืื ืืขืจืข ืืขื ืืฉื. ืืืืฃ ืื ืื ืืขืจืข ืืึทื ื, ืืึธื ืืืจ ืืึทืงืข ืืืืื ืืืื ืืึธื ืืื ืืืื ืืขืจืืขื ืึทืกืืึทื ืืขืจืื ืืื ืืื ื-ืคืืืกื ืึธืืขืจ ืืืืึทื ืฉืืื ืืขืจืื ืืื ืื ืืืึทื ืจืืฅ? ื ืึธื, ืืขืจ ืืึธืืขื ืืึธื ืคืึทืจืืจืึทืืื ืืืื ืืขืฉืืึทืง.
ืขืก ืืขื ืขื ืงืืื ืืึทืืื ืืขืจ ืคึผืจืึธืืืขืืก ืืื ืคืึทืจืฉืืืื ืงืืึทื; ืึทืืข ืคืึธืืืึทืืจืึทืคืก ืืขื ืขื ืืขืจืืื ืื ืคึฟืื ืคืึทืจืฉืืื ืึทื ืืืขืก ืืื ืืืืืื ื. ืืื ืืจืืื, ืืจืขืกืื, ืกืืืืืกืืฅ ืืื ืกืงื ืกืืฅ. ื ืคึผืจืึธืืืขื ืงืขื ืืืืคืฉืืืื ืืื ืื ืืื ืึทืคืึธืจืืึทืื ืคืื ืื ืืึทืืึทืกืขื. ืืืขืึทืืื, ืืืขื ืืืจ ืฉืืขืื ืืื ืืืขืจ ืืืกืืขืจ, ืขืก ืืึธื ืฆืื ืืืคืฉืืขืื ืืื ืคืื ืืขืขืจืขื ืืืืึทื ืืืืื. ืืืื ืืืจ ืกืืฃ ืึทืจืืืฃ ืืื ืึท "ืกืงืืื" ืืึทืืึทืกืขื, ืืืจ ืืืขื ืืึธืื ืฆื ืฆืขืคืืจื ืขืก ืืื ืคืึธืืืึทืืจืึทืคืก ืคืื ืื ืืขืจืข ืงืืืืื. ืืืจ ืืืขื ืืึทืจืคึฟื ืฆื ืืืืื ืืขืจ ืึทืืจืึทืงืืืื ืึธื ืขืก, ืึธืืขืจ ืืืืฆืข ืืืขืจืกืึท, ืืืจ ืืืขื ืืึทืฉืืืกื ืืื ืืืืืจื ืืืืฃ ืื ืืึทืจืงืึทืคึผ ืจืขืืืืืึทื. ืืื ืืึทื ืขืคึผืขืก ืึทืจืื 60% ืฉืืื. ืึธืืขืจ ืืื ืืื ื ืืฉื ืฆื ืคึผืืงื, ืึธืืขืจ ืืื ืืื ื ืึธืจ ืืึทืืืืืง ืืื ืขืก ืืขื ืขื ืึท ืคึผืืึทืฅ ืคืื ืฉืืื ืืขืจืื ืึทืจืื.
ืืื ืืืื ืืึธื ื ืื ืึทืจืึธืคึผืจืขืืขื ืขื ืื ืืืืคึผืึทืืึทืกืึทืก ืึทื ืขืก ืืขื ืขื ืคืืืข ืืึธืฅ ืฆืืืืฉื ืืื. ืืืจ ืืึทื ืึท ืืึธื ืืืึธืก ืืืขื ืืื ืื ืืขืจืข ืืึธืฅ. ืขืก ืืื ืขืืืขืืข ืืืจืึธื ืืข ืืื ืืขื.
ืืึทืื ืคึผืจืึทืกืขืกืื ื
ืืืจ ืืึธืื ืึท ืืื ืื ืคืื ืืึทืื ืคืึธืืึธืก, ืึธืืขืจ ืืื ืืขื ืขื ืืืืขืจ ืืขืืืฉื. ืืึธืืืืื, ื ืึทืื, ืคืื ืืื ืืขืจ ืืื ืื ืืขืจืข. ืืื ืืึทืืืืขืจื, ืืื ืคึฟืึทืจืฉืืืื ืึทื ืืขืจื ืขื ืคืื ืคืึธืืืึทืืจืึทืคืก ืคึฟืื ืึท ืคืึทืจืงืขืจื ืืืื ืงื ืืืขื ื ืืฉื ืืืื ืืขืจ ืืืืคึผื ืขืคืขืงืืืื, ืืืืึทื ืืขืจ ืืืกืืขืจ ืืืขื ืืืื ืืืืขืจ ืึทื ืืืืึทื. ืืขืจืืืขืจ, ืืขืจ ืืขืกืืขืจ ืึธืคึผืฆืืข ืืืึธืื ืืืื ืฆื ื ืืฆื ืคื ืืืขืจ ืืื ืึท ืจืขืคึฟืขืจืขื ืฅ ืฆืืืื ืคืื "ืงืืืื ืึทืก." ื ืึธื, ืคึฟืึทืจ ืืื ืื, ืืื ืคึฟืึทืจ ืื ืืขืจืข ืคึผืจืืืืืืฅ, ืืึธืก ืืื ืึท ืฉืืืกื ืคึผืึทืจืึทืืขืืขืจ.
ืืขืจืืืขืจ, ืืึธืื ืก ื ืืฆื . ืืึธืก ืืื ืึท ืืืกืืขืฆืืืื ื ืึทืืืขืจืืืึทื ืืืึธืก ืึทืืึทืื ืืืจ ืฆื ืืขืคึฟืื ืขื ืคื ืืืขืจ ืืื ืืืืืขืจ ืืื ืึท ื ืืืขืจืืง ืคึผืจืึธืฆืขื ื ืคืื ืคืึทืืฉ positive ืขืจืจืึธืจืก.
ืืขื ืืื ืืืกืงืจืืืื ืืื ืืขืจ ืืขืืึทื ืืื ืื ืืึทื ืืึทื
ืืื ืืขืจ ืืืืึทืืขืจ ืืื ืข, ื ืึธื ืืืืื ืคื ืืืขืจ ืืขื ืขื ืืื ืื ืืืกืืขืจ, ืขืก ืืืื ืืื ืขื ืฆื ืืึทืืืึทืืืงื ืงืึธืืืจื. ืืื ืคืึทืงื, ืืืจ ืืืขื ืงืืื ืืึธืื ืฆื ืงืืืึทืื ืฆืืืืฉื ืคึผืึทื ืืึธืจืึท ืก ืฉืืื ืืืื ืืขื ืืก ืึธืืขืจ ืื ืืจืื-ืกืงืื ื ืฉืืื ืงืืื.
ืืื ืืื ืืขื ืืฉื, ืืืื ืงืึธืืืจ ืืื ื ืืฉื ืืึทืื ืึท ืืึทืืืืืืง ืฆืืฉืืืึทืขืจ ืฆื ืจืืืืื ืื ืคืื ืึทืืจืึทืงืืืืื ืึทืก.
ืืขืจืืืขืจ, ืขืก ืืื ืืืขืจื ืกืืืคึผืืึทืคืืืื ื ืื ืึทืจืืขื ืคืื ืื ื ืขืืจืึทื ื ืขืฅ ืืื ืืึธืื ืืืืื ืืจืืืกืงืึทืืข.
ืืึธืืขื ืื ืื
ืืื ืืืืื ืฆื ืืึธืื ืืืืื ืึทื ืึธื ืึท ืืื ืืืืืขื ืงืึทืจืื ืืื CUDA, ืืืจ ืืืกืืึธืืข ืืืขื ื ืืฉื ืืึทืงืืืขื ืึท ืืจืืื ื ืืึธืืขื ืืื ืึท ืืขื ืื ืฆืืื. ืืขืจืืืขืจ, ืืืืื ืฆืื ืคึฟืึทืจ ืืฉืืื ืืช ืืื ืกืคึผืขืฉืึทืืืืื ืืืืืงื ืก ืึธืืขืจ ื ืืฆื ืคึผืืืืึธื-CUDA.
ืืื ืืขื ืืืขื ืึท ืืงืขืจืืืง ืืจืื-ืฉืืืืข ืืืืฉืคึผืื ืคืื ืืขืจ ืืืืจ ืคืื ืื ืจืืคึผืึทืืึทืืึธืจื ืืื, ืกืึทืคึผืจืืืืื ืืื, ืขืก ืืขืืืืื ืึท ืึทืงืืขืจืึทืกื ืคืื ืึทืจืื 72%, ืืืึธืก ืืื ืืึทื ืฅ ืึท ืืื ืจืขืืืืืึทื.
model = Sequential()
model.add(Convolution2D(32, 3, 3, activation='relu', input_shape=(img_size, img_size, 3)))
model.add(MaxPooling2D(pool_size=(2,2)))
model.add(Convolution2D(32, 3, 3, activation='relu'))
model.add(MaxPooling2D(pool_size=(2,2)))
model.add(Convolution2D(64, 3, 3, activation='relu'))
model.add(MaxPooling2D(pool_size=(2,2)))
model.add(Flatten())
model.add(Dense(128, activation='relu'))
model.add(Dropout(0.5))
model.add(Dense(2, activation='softmax'))
adam = optimizers.SGD(lr=1e-4, decay=1e-6, momentum=0.9, nesterov=True)
model.compile(loss='categorical_crossentropy',
optimizer= adam,
metrics=['accuracy'])
ืืืื ืขืก ืืื ืึท ืืื ืืืกืืขืจ, ืขืก ืงืขื ืืืื ืืขื ืื ืฆื ืืึทืงืืืขื ืึท ืืืขืจืงืึทืืึทื ืืึธืืขื.
ืืื ืก ืงืึทืืขืจ ืื ืืึธื
ืืึทื ืง ืฆื ืืขืจ ืืืืจ ืคืื ืื ืจืืคึผืึทืืึทืืึธืจื ืคึฟืึทืจ ืึท ืืจืืื-ืืขืืืื ืึธืคึผืฆืืข ืคึฟืึทืจ ืืขืฉืืืื ื ืืขืกืืื ื ืืขื ืืขืืึทื ืง. ืืื ืคืึทืงื, ืขืก ืึทืจืืขื ืืึทื ืฅ ืืื ืืื ืื ืืงืขืจืืืง ืืืขืจืกืืข ืืื ืงืขื ืขื, ืืื ืคึผืจืื ืฆืืคึผ, ืืืื ืืึธื ืืฉื ืืืืฃ ืืื ืืืขืจ . ืขืก ืืืขื ื ืืฉื ืืืื ืืขืืืขื ืฆื ืืึทื ื ืึธื; ืืื ืืขืจ ืืึธืืขื ื ืืืจ ืืึธื ื ืื ืฆืืฉืืขืื ืืืืจืืืึทื ืืืฉืื ืขื ืืื CUDA ืฉืืืฆื ืคึฟืึทืจ ืืฉืืื ืืช, ืึธืืขืจ ืืืจ ืงืขื ืขื ืืืืคื ืขืคึผืขืก 24/7 ืึธื ืงืืื ืคืจืืืืขืืขื. ืืขืจ ืืึธื ืืื ืืึทื ืฅ ืืืืืืืืื, ืึทืืื ืขืก ืืืึธืื ืืืื ืืขืจ ืจืขืืืขืืืืง ืฆื ื ืขืืขื ืึท ืฆืึธื ืืืึธืก ืคึผืืึทืก ืคึฟืึทืจ ืื ืืขืืืืื ื ืจืขืกืืจืกื.
ืจืขืืืืืึทืื
ืืื ืจืขืื ืืื ืืื ืืืืขืจ ืงืืื. ืืื ืืื ืืึธื ืึท ืจืฒึทืืข ืืื ืขืจืืขืืข ืืืขืื. ืืื ืืึทื ืขืคึผืขืก ืืื 13 ืฉืืืขืืขืืขื ืื ืึท ืฉืขื. ืืขืจืฆื, ืขืืืขืืข ืืึธื ืื ืืขืจืื ืืขืฉืจืืื ืขืจืฉืืขืจ.
ืืื ืึท ืจืขืืืืืึทื, ืืืจ ืขื ืืืงื ืืื ืืื ืืืืขืจ ืคืืึทื ืืืึทืืึธืื, ืืื ืืื ืืขืืืื ืึทื ืืื ืืขืงืืืขื ืืืืื ืฆื ืฉืคึผืืื ืืื ืืึทืฉืื ืืขืจื ืขื ืืื ืืึทืื ืืืืืืื ื. ืืืื ืขืจ ืคืื ืื ืืขืจืื ืืื ืืขืืืขื ืืืืขืจ ืืื ืืขืจืขืกืืจื, ืืืืึทื ืื ืืื ืืื ืึท ืืขืืืขืืึธืคึผืขืจ. ืขืก ืืื ืึท ืฉืืึทืจืง ืืขืคืื ืึทื ืื ืืืขื ืืืืขื ืืฉืึทืืืึทืื ืืืืขื ืขื ืืขื ืคึผืึธืกืื ืืืืฃ Habrรฉ. ืืื ืืึธืคึฟื ืืึทืงืข ืึทื ืึธืงืกืึทื ืึท ืืืขื ืืึทืืื ืืืื ืึทื ืึธื ืืืืื. ๐
* ืืืืืืืขืก ืืึทืคึผืข ืืื ืืืื ืื
ื ืืืกื ืืืขืื ืื ืขืืืฉืข ืืืึทื ืคืื ืื ืึทืจืืืกืืขืื
ืฆื ืืืื ืขืจืืขื, ืืื ืืึธื ื ืื ืืื ืื ืืื ืฆืข ืืขืืึทื ืง ืคืื ืจืึธืืืึทืืืืืื ื ืืืฆืืื ืืขื ืฆืืืืฉื ืืขื ืืฉื ืืื ืืขืจืื. ืขืก ืืื ืขืคึผืขืก ืืืืขืจ ืจืขืื ืฆื ืืืึทืจืคื ืืืื ืจืขืงื ืืืืขืจ ืื ืคึผืืืืฆืขืก ืคืื ืึท ืงืึทืื ืคืจืขืืืขืจ ืืืืก ืฉืืืื ืึทืืืื. ืึธืืขืจ ืฆืืืึทื ื ืึท ืฉืืื ืืืืื ืืื ืึท ืืืืขืจ ืงืึทืคืข ืืื ืืจืื ืงืขื ืงืึทืืืข ืฆืืืึทืืขื. ืืึทืงืืืขื ืืืืก ืคืื ืืื ืืขืจ ืื ืืึธื ืืืึธืจืก ืฉืืื.
ืืืืขืจ ืืื ืึทืืข ืึทืจืื. ืก'ืืื ืฆืืื ืืื ืฆื ืืืงืขื ืขื.
ืืงืืจ: www.habr.com