{"id":88140,"date":"2024-12-14T00:48:42","date_gmt":"2024-12-13T21:18:42","guid":{"rendered":"https:\/\/nabfollower.com\/blog\/creating-a-genetic-algorithm-for-a-neural-network-and-a-neural-network-for-graphic-games-and-video-3i3o\/"},"modified":"2024-12-14T00:48:42","modified_gmt":"2024-12-13T21:18:42","slug":"creating-a-genetic-algorithm-for-a-neural-network-and-a-neural-network-for-graphic-games-and-video-3i3o","status":"publish","type":"post","link":"https:\/\/nabfollower.com\/blog\/creating-a-genetic-algorithm-for-a-neural-network-and-a-neural-network-for-graphic-games-and-video-3i3o\/","title":{"rendered":"\u0627\u06cc\u062c\u0627\u062f \u06cc\u06a9 \u0627\u0644\u06af\u0648\u0631\u06cc\u062a\u0645 \u0698\u0646\u062a\u06cc\u06a9 \u0628\u0631\u0627\u06cc \u0634\u0628\u06a9\u0647 \u0639\u0635\u0628\u06cc \u0648 \u06cc\u06a9 \u0634\u0628\u06a9\u0647 \u0639\u0635\u0628\u06cc \u0628\u0631\u0627\u06cc \u0628\u0627\u0632\u06cc \u0647\u0627\u06cc \u06af\u0631\u0627\u0641\u06cc\u06a9\u06cc 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\u0627\u0645\u062a\u062d\u0627\u0646 \u06a9\u0631\u062f\u0645. \u062e\u06cc\u0644\u06cc \u062e\u0648\u0628 \u062e\u0648\u062f\u0634 \u0631\u0627 \u0646\u0634\u0627\u0646 \u062f\u0627\u062f. \u0628\u0647 \u0634\u0645\u0627 \u062a\u0648\u0635\u06cc\u0647 \u0645\u06cc \u06a9\u0646\u0645 \u0627\u06af\u0631 \u0645\u0642\u0627\u0644\u0647 \u0627\u0648\u0644 \u0631\u0627 \u0646\u062e\u0648\u0627\u0646\u062f\u0647 \u0627\u06cc\u062f\u060c \u0622\u0646 \u0631\u0627 \u0628\u062e\u0648\u0627\u0646\u06cc\u062f: \u00ab\u0627\u06cc\u062c\u0627\u062f \u06cc\u06a9 \u0627\u0644\u06af\u0648\u0631\u06cc\u062a\u0645 \u0698\u0646\u062a\u06cc\u06a9 \u0633\u0627\u062f\u0647 \u0648 \u06a9\u0627\u0631\u0622\u0645\u062f \u0628\u0631\u0627\u06cc \u0634\u0628\u06a9\u0647 \u0639\u0635\u0628\u06cc \u0628\u0627 \u067e\u0627\u06cc\u062a\u0648\u0646 \u0648 NumPy\u00bb\u060c \u0632\u06cc\u0631\u0627 \u0645\u0646 \u06a9\u062f\u0645 \u0631\u0627 \u06a9\u0647 \u062f\u0631 \u0622\u0646 \u0645\u0642\u0627\u0644\u0647 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\u062f\u0627\u062f\u060c \u0632\u06cc\u0631\u0627 \u0632\u0645\u0627\u0646\u06cc \u06a9\u0647 GA \u0631\u0627 \u0628\u0631\u0627\u06cc Flappy Bird \u0627\u06cc\u062c\u0627\u062f \u06a9\u0631\u062f\u0645 \u0628\u0647 \u0622\u0646 \u0627\u0639\u062a\u0645\u0627\u062f \u06a9\u0631\u062f\u0645.<\/p>\n<p>\u0627\u0628\u062a\u062f\u0627 \u0628\u0627\u06cc\u062f \u0645\u0627\u0698\u0648\u0644 \u0647\u0627\u060c \u0644\u06cc\u0633\u062a \u0647\u0627 \u0648 \u0645\u062a\u063a\u06cc\u0631\u0647\u0627 \u0631\u0627 \u0648\u0627\u0631\u062f \u06a9\u0646\u06cc\u0645:<\/p>\n<p>import numpy as np<br \/>\nimport random<br \/>\nimport ANNPong as anp<br \/>\nimport pygame as pg<br \/>\nimport sys<br \/>\nfrom pygame.locals import *<br \/>\npg.init()<br \/>\nlistNet = {}<br \/>\nNewNet = []\ngoodNet = []\ntimeNN = 0<br \/>\nmoveRight = False<br \/>\nmoveLeft = False<br \/>\nepoch = 0<br \/>\nmainClock = pg.time.Clock()<br \/>\nWINDOWWIDTH = 800<br \/>\nWINDOWHEIGHT = 500<br \/>\nwindowSurface = pg.display.set_mode((WINDOWWIDTH, WINDOWHEIGHT), 0, 32)<br \/>\npg.display.set_caption(&#8216;ANN Pong&#8217;)<\/p>\n<p>    \u0648\u0627\u0631\u062f \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u0634\u0648\u06cc\u062f<\/p>\n<p>    \u0627\u0632 \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u062e\u0627\u0631\u062c \u0634\u0648\u06cc\u062f<\/p>\n<p>AnnPong \u06cc\u06a9 \u0641\u06cc\u0644\u0645\u0646\u0627\u0645\u0647 \u0628\u0627 \u06cc\u06a9 \u0628\u0627\u0632\u06cc \u0627\u0633\u062alistNet\u060c NewNet\u060c goodNet &#8211; \u0644\u06cc\u0633\u062a \u0634\u0628\u06a9\u0647 \u0647\u0627\u06cc \u0639\u0635\u0628\u06cc (\u062f\u0631 \u0627\u062f\u0627\u0645\u0647 \u0628\u0647 \u062c\u0632\u0626\u06cc\u0627\u062a \u0628\u06cc\u0634\u062a\u0631 \u062e\u0648\u0627\u0647\u06cc\u0645 \u067e\u0631\u062f\u0627\u062e\u062a)timeNN &#8211; \u0639\u0645\u0644\u06a9\u0631\u062f \u062a\u0646\u0627\u0633\u0628 \u0627\u0646\u062f\u0627\u0645MoveRight\u060c moveLeft &#8211; \u0634\u0628\u06a9\u0647 \u0639\u0635\u0628\u06cc \u0631\u0627 \u0628\u0631\u0627\u06cc \u062d\u0631\u06a9\u062a \u0627\u0646\u062a\u062e\u0627\u0628 \u06a9\u0646\u06cc\u062fepoch &#8211; \u0639\u0635\u0631 \u0634\u0645\u0627\u0631<\/p>\n<p>def sigmoid(x):<br \/>\n    return 1\/(1 + np.exp(-x))<\/p>\n<p>class Network():<br \/>\n    def __init__(self):<br \/>\n        self.H1 = np.random.randn(6, 12)<br \/>\n        self.H2 = np.random.randn(12, 6)<br \/>\n        self.O1 = np.random.randn(6, 3)<br \/>\n        self.BH1 = np.random.randn(12)<br \/>\n        self.BH2 = np.random.randn(6)<br \/>\n        self.BO1 = np.random.randn(3)<br \/>\n        self.epoch = 0<\/p>\n<p>    def predict(self, x, first, second):<br \/>\n        nas = x @ self.H1 + self.BH1<br \/>\n        nas = sigmoid(nas)<br \/>\n        nas = nas @ self.H2 + self.BH2<br \/>\n        nas = sigmoid(nas)<br \/>\n        nas = nas @ self.O1  + self.BO1<br \/>\n        nas = sigmoid(nas)<br \/>\n        if nas[0] &gt; nas[1] and nas[0] &gt; nas[2]:<br \/>\n            first = True<br \/>\n            second = False<br \/>\n            return first, second<br \/>\n        elif nas[1] &gt; nas[0] and nas[1] &gt; nas[2]:<br \/>\n            first = False<br \/>\n            second = True<br \/>\n            return first, second<br \/>\n        elif nas[2] &gt; nas[0] and nas[2] &gt; nas[1]:<br \/>\n            first = False<br \/>\n            second = False<br \/>\n            return first, second<br \/>\n        else:<br \/>\n            first = False<br \/>\n            second = False<br \/>\n            return first, second<br \/>\n        def epoch(self, a):<br \/>\n            return 0<\/p>\n<p>class Network1():<br \/>\n    def __init__(self, H1, H2, O1, BH1, BH2, BO1, ep):<br \/>\n        self.H1 = H1<br \/>\n        self.H2 = H2<br \/>\n        self.O1 = O1<br \/>\n        self.BH1 = BH1<br \/>\n        self.BH2 = BH2<br \/>\n        self.BO1 = BO1<br \/>\n        self.epoch = ep<\/p>\n<p>    def predict(self, x, first, second):<br \/>\n        nas = x @ self.H1 + self.BH1<br \/>\n        nas = sigmoid(nas)<br \/>\n        nas = nas @ self.H2 + self.BH2<br \/>\n        nas = sigmoid(nas)<br \/>\n        nas = nas @ self.O1 + self.BO1<br \/>\n        nas = sigmoid(nas)<br \/>\n        if nas[0] &gt; nas[1] and nas[0] &gt; nas[2]:<br \/>\n            first = True<br \/>\n            second = False<br \/>\n            return first, second<br \/>\n        elif nas[1] &gt; nas[0] and nas[1] &gt; nas[2]:<br \/>\n            first = False<br \/>\n            second = True<br \/>\n            return first, second<br \/>\n        elif nas[2] &gt; nas[0] and nas[2] &gt; nas[1]:<br \/>\n            first = False<br \/>\n            second = False<br \/>\n            return first, second<br \/>\n        else:<br \/>\n            first = False<br \/>\n            second = False<br \/>\n            return first, second<\/p>\n<p>    \u0648\u0627\u0631\u062f \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u0634\u0648\u06cc\u062f<\/p>\n<p>    \u0627\u0632 \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u062e\u0627\u0631\u062c \u0634\u0648\u06cc\u062f<\/p>\n<p>\u0633\u06cc\u06af\u0645\u0648\u0626\u06cc\u062f \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u062a\u0627\u0628\u0639 \u0641\u0639\u0627\u0644 \u0633\u0627\u0632\u06cc \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc \u0634\u0648\u062f.\u062f\u0631 \u06a9\u0644\u0627\u0633 Network \u067e\u0627\u0631\u0627\u0645\u062a\u0631\u0647\u0627\u06cc \u0634\u0628\u06a9\u0647 \u0639\u0635\u0628\u06cc \u0631\u0627 \u062a\u0639\u0631\u06cc\u0641 \u0645\u06cc \u06a9\u0646\u06cc\u0645 \u0648 \u062f\u0631 \u062a\u0627\u0628\u0639 \u067e\u06cc\u0634 \u0628\u06cc\u0646\u06cc \u0628\u0647 \u0645\u0627 \u0645\u06cc \u06af\u0648\u06cc\u062f \u06a9\u0647 \u06a9\u062c\u0627 \u062f\u0631 \u0628\u0627\u0632\u06cc \u062d\u0631\u06a9\u062a \u06a9\u0646\u06cc\u0645. (nas \u0645\u062e\u0641\u0641 Network answer \u0627\u0633\u062a)\u060c \u062a\u0627\u0628\u0639 epoch \u062f\u0648\u0631\u0627\u0646 \u0638\u0647\u0648\u0631 \u0627\u06cc\u0646 \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u0631\u0627 \u0628\u0631\u0627\u06cc \u0646\u0633\u0644 \u0635\u0641\u0631 \u0628\u0631\u0645\u06cc \u06af\u0631\u062f\u0627\u0646\u062f\u060c \u0632\u06cc\u0631\u0627 \u06cc\u06a9 \u0645\u062a\u063a\u06cc\u0631 \u062c\u062f\u0627\u06af\u0627\u0646\u0647 \u0628\u0631\u0627\u06cc \u0622\u0646 \u062f\u0631 \u06a9\u0644\u0627\u0633 Network1 () \u062a\u0646\u0638\u06cc\u0645 \u0634\u062f\u0647 \u0627\u0633\u062a.<\/p>\n<p>for s in range (1000):<br \/>\n    s = Network()<br \/>\n    timeNN = anp.NNPong(s)<br \/>\n    listNet.update({<br \/>\n        s : timeNN<br \/>\n    })<\/p>\n<p>listNet = dict(sorted(listNet.items(), key=lambda item: item[1]))<br \/>\nNewNet = listNet.keys()<br \/>\ngoodNet = list(NewNet)<br \/>\nNewNet = goodNet[:10]\nlistNet = {}<br \/>\ngoodNet = NewNet<br \/>\nanp.NPong(NewNet[0])<br \/>\nprint(str(epoch) + &#8221; epoch&#8221;)<br \/>\nprint(NewNet[0].epoch)<br \/>\nprint(&#8216;next&#8217;)<br \/>\nanp.NPong(NewNet[1])<br \/>\nprint(NewNet[1].epoch)<br \/>\nprint(&#8216;next&#8217;)<br \/>\nanp.NPong(NewNet[2])<br \/>\nprint(NewNet[2].epoch)<br \/>\nprint(&#8216;next&#8217;)<br \/>\nanp.NPong(NewNet[3])<br \/>\nprint(NewNet[3].epoch)<br \/>\nprint(&#8216;next&#8217;)<br \/>\nanp.NPong(NewNet[4])<br \/>\nprint(NewNet[4].epoch)<br \/>\nprint(&#8216;next&#8217;)<br \/>\nanp.NPong(NewNet[5])<br \/>\nprint(NewNet[5].epoch)<br \/>\nprint(&#8216;next&#8217;)<br \/>\nanp.NPong(NewNet[6])<br \/>\nprint(NewNet[6].epoch)<br \/>\nprint(&#8216;next&#8217;)<br \/>\nanp.NPong(NewNet[7])<br \/>\nprint(NewNet[7].epoch)<br \/>\nprint(&#8216;next&#8217;)<br \/>\nanp.NPong(NewNet[8])<br \/>\nprint(NewNet[8].epoch)<br \/>\nprint(&#8216;next&#8217;)<br \/>\nanp.NPong(NewNet[9])<br \/>\nprint(NewNet[9].epoch)<br \/>\nprint(&#8216;that is all&#8217;)<\/p>\n<p>    \u0648\u0627\u0631\u062f \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u0634\u0648\u06cc\u062f<\/p>\n<p>    \u0627\u0632 \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u062e\u0627\u0631\u062c \u0634\u0648\u06cc\u062f<\/p>\n<p>\u062f\u0631 \u0627\u06cc\u0646\u062c\u0627 \u0634\u0628\u06a9\u0647 \u0647\u0627\u06cc \u0639\u0635\u0628\u06cc \u0631\u0627 \u0628\u0627 \u0648\u0632\u0646 \u0647\u0627\u06cc \u062a\u0635\u0627\u062f\u0641\u06cc \u0627\u06cc\u062c\u0627\u062f \u0634\u062f\u0647 \u0627\u062c\u0631\u0627 \u0645\u06cc \u06a9\u0646\u06cc\u0645 \u0648 \u0627\u0632 \u0628\u06cc\u0646 \u0622\u0646\u0647\u0627 10 \u0628\u062f\u062a\u0631\u06cc\u0646 \u0622\u0646\u0647\u0627 \u0631\u0627 \u0627\u0646\u062a\u062e\u0627\u0628 \u0645\u06cc \u06a9\u0646\u06cc\u0645 \u062a\u0627 \u0627\u0644\u06af\u0648\u0631\u06cc\u062a\u0645 \u0698\u0646\u062a\u06cc\u06a9 \u062a\u0645\u0627\u0645 \u06a9\u0627\u0631 \u0628\u0627\u0644\u0627 \u0628\u0631\u062f\u0646 \u0622\u0646\u0647\u0627 \u0631\u0627 \u0628\u0647 \u0639\u0647\u062f\u0647 \u0628\u06af\u06cc\u0631\u062f))) \u0648 \u0622\u0646\u0647\u0627 \u0631\u0627 \u0646\u0634\u0627\u0646 \u0645\u06cc \u062f\u0647\u062f.\u062c\u0632\u0626\u06cc\u0627\u062a \u0628\u06cc\u0634\u062a\u0631:\u062a\u0627\u0628\u0639 fitness \u0628\u0631\u06af\u0631\u062f\u0627\u0646\u062f\u0647 \u0634\u062f\u0647 \u0627\u0632 \u06a9\u062f \u0628\u0627\u0632\u06cc \u062f\u0631 timeNN \u0646\u0648\u0634\u062a\u0647 \u0645\u06cc \u0634\u0648\u062f\u060c \u0633\u067e\u0633 AI \u0648 \u0645\u0642\u062f\u0627\u0631 timeNN \u0622\u0646 \u0631\u0627 \u0628\u0647 listNet \u0627\u0636\u0627\u0641\u0647 \u0645\u06cc \u06a9\u0646\u06cc\u0645. \u067e\u0633 \u0627\u0632 \u0686\u0631\u062e\u0647\u060c \u0644\u06cc\u0633\u062a \u0631\u0627 \u0645\u0631\u062a\u0628 \u0645\u06cc \u06a9\u0646\u06cc\u0645\u060c \u0634\u0628\u06a9\u0647 \u0647\u0627\u06cc \u0639\u0635\u0628\u06cc \u0631\u0627 \u0627\u0632 listNet \u062f\u0631 NewNet \u0645\u06cc \u0646\u0648\u06cc\u0633\u06cc\u0645\u060c \u0633\u067e\u0633 \u06cc\u06a9 \u0644\u06cc\u0633\u062a \u062a\u0634\u06a9\u06cc\u0644 \u0645\u06cc \u062f\u0647\u06cc\u0645 \u0648 \u062a\u0646\u0647\u0627 \u062f\u0647 \u0639\u062f\u062f \u0628\u0627\u0642\u06cc \u0645\u06cc \u06af\u0630\u0627\u0631\u06cc\u0645.<\/p>\n<p>for g in range(990):<br \/>\n    parent1 = random.choice(NewNet)<br \/>\n    parent2 = random.choice(NewNet)<br \/>\n    ch1H = np.vstack((parent1.H1[:3], parent2.H1[3:])) * random.uniform(-2, 2)<br \/>\n    ch2H = np.vstack((parent1.H2[:6], parent2.H2[6:])) * random.uniform(-2, 2)<br \/>\n    ch1O = np.vstack((parent1. O1[:3], parent2. O1[3:])) * random.uniform(-2, 2)<br \/>\n    chB1 = parent1.BH1 * random.uniform(-2, 2)<br \/>\n    chB2 = parent2.BH2 * random.uniform(-2, 2)<br \/>\n    chB3 = parent2.BO1 * random.uniform(-2, 2)<br \/>\n    g = Network1(ch1H, ch2H, ch1O, chB1, chB2, chB3, 1)<br \/>\n    goodNet.append(g)<br \/>\nNewNet = []\n<p>    \u0648\u0627\u0631\u062f \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u0634\u0648\u06cc\u062f<\/p>\n<p>    \u0627\u0632 \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u062e\u0627\u0631\u062c \u0634\u0648\u06cc\u062f<\/p>\n<p>\u062f\u0631 \u0627\u06cc\u0646\u062c\u0627 \u062a\u0644\u0627\u0642\u06cc \u0648 \u062c\u0647\u0634 \u0631\u062e \u0645\u06cc \u062f\u0647\u062f. (\u0627\u06cc\u0646 \u06af\u0648\u0646\u0647 \u0646\u06a9\u0627\u062a \u062f\u0631 \u0645\u0642\u0627\u0644\u0647 \u0627\u0648\u0644 \u0628\u0627 \u062c\u0632\u0626\u06cc\u0627\u062a \u0628\u06cc\u0634\u062a\u0631 \u062a\u0648\u0636\u06cc\u062d \u062f\u0627\u062f\u0647 \u0634\u062f)<\/p>\n<p>while True:<br \/>\n    epoch += 1<br \/>\n    print(str(epoch) + &#8221; epoch&#8221;)<br \/>\n    for s in goodNet:<br \/>\n        timeNN = anp.NNPong(s)<br \/>\n        listNet.update({<br \/>\n            s : timeNN<br \/>\n        })<br \/>\n    goodNet =[]\n    listNet = dict(sorted(listNet.items(), key=lambda item: item[1], reverse=True))<br \/>\n    goodNet = list(listNet.keys())<br \/>\n    NewNet.append(goodNet[0])<br \/>\n    goodNet = list(listNet.values())<br \/>\n    for i in listNet:<br \/>\n        a = goodNet[0]\n        if listNet.get(i) == a:<br \/>\n            NewNet.append(i)<br \/>\n    goodNet = list(NewNet)<br \/>\n    listNet = {}<br \/>\n    try:<br \/>\n        print(NewNet[0].epoch)<br \/>\n        anp.NPong(NewNet[0])<br \/>\n        print(&#8216;next&#8217;)<br \/>\n        print(NewNet[1].epoch)<br \/>\n        anp.NPong(NewNet[1])<br \/>\n        print(&#8216;next&#8217;)<br \/>\n        print(NewNet[2].epoch)<br \/>\n        anp.NPong(NewNet[2])<br \/>\n        print(&#8216;next&#8217;)<br \/>\n        print(NewNet[3].epoch)<br \/>\n        anp.NPong(NewNet[3])<br \/>\n        print(&#8216;next&#8217;)<br \/>\n        print(NewNet[4].epoch)<br \/>\n        anp.NPong(NewNet[4])<br \/>\n        print(&#8216;next&#8217;)<\/p>\n<p>        print(NewNet[5].epoch)<br \/>\n        anp.NPong(NewNet[5])<br \/>\n        print(&#8216;next&#8217;)<br \/>\n        print(NewNet[6].epoch)<br \/>\n        anp.NPong(NewNet[6])<br \/>\n        print(&#8216;next&#8217;)<br \/>\n        print(NewNet[7].epoch)<br \/>\n        anp.NPong(NewNet[7])<br \/>\n        print(&#8216;next&#8217;)<br \/>\n    except IndexError:<br \/>\n        print(&#8216;that is all&#8217;)<\/p>\n<p>    for g in range(1000 &#8211; len(NewNet)):<br \/>\n        parent1 = random.choice(NewNet)<br \/>\n        parent2 = random.choice(NewNet)<br \/>\n        ch1H = np.vstack((parent1.H1[:3], parent2.H1[3:])) * random.uniform(-2, 2)<br \/>\n        ch2H = np.vstack((parent1.H2[:6], parent2.H2[6:])) * random.uniform(-2, 2)<br \/>\n        ch1O = np.vstack((parent1. O1[:3], parent2. O1[3:])) * random.uniform(-2, 2)<br \/>\n        chB1 = parent1.BH1 * random.uniform(-2, 2)<br \/>\n        chB2 = parent2.BH2 * random.uniform(-2, 2)<br \/>\n        chB3 = parent2.BO1 * random.uniform(-2, 2)<br \/>\n        g = Network1(ch1H, ch2H, ch1O, chB1, chB2, chB3, epoch)<br \/>\n        goodNet.append(g)<br \/>\n    print(len(NewNet))<br \/>\n    print(len(goodNet))<br \/>\n    NewNet = []\n<p>    \u0648\u0627\u0631\u062f \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u0634\u0648\u06cc\u062f<\/p>\n<p>    \u0627\u0632 \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u062e\u0627\u0631\u062c \u0634\u0648\u06cc\u062f<\/p>\n<p>\u062f\u0631 \u0627\u06cc\u0646\u062c\u0627 \u0645\u0627 \u0642\u0628\u0644\u0627\u064b \u062e\u0648\u062f\u0645\u0627\u0646 \u0631\u0627 \u062a\u06a9\u0631\u0627\u0631 \u0645\u06cc \u06a9\u0646\u06cc\u0645 \u060c \u0628\u0646\u0627\u0628\u0631\u0627\u06cc\u0646 \u0645\u0646 \u0641\u0642\u0637 \u0622\u0646\u0686\u0647 \u0642\u0628\u0644\u0627\u064b \u06af\u0641\u062a\u0647 \u0646\u0634\u062f\u0647 \u0627\u0633\u062a \u0631\u0627 \u062a\u0648\u0636\u06cc\u062d \u0645\u06cc \u062f\u0647\u0645:\u062f\u0631 \u0627\u06cc\u0646\u062c\u0627 \u0645\u0627 \u0627\u0648\u0644\u06cc\u0646 \u0645\u0648\u0631\u062f \u062f\u0631 \u0644\u06cc\u0633\u062a \u0631\u0627 \u0627\u0646\u062a\u062e\u0627\u0628 \u0645\u06cc \u06a9\u0646\u06cc\u0645\u060c \u06cc\u0639\u0646\u06cc \u06cc\u06a9\u06cc \u0627\u0632 \u0628\u0647\u062a\u0631\u06cc\u0646 \u0647\u0627\u06cc \u062f\u0648\u0631\u0627\u0646\u060c \u0648 \u0646\u062a\u0627\u06cc\u062c \u0622\u0646 \u0631\u0627 \u0628\u0627 \u0628\u0642\u06cc\u0647 \u0645\u0642\u0627\u06cc\u0633\u0647 \u0645\u06cc \u06a9\u0646\u06cc\u0645\u060c \u0632\u06cc\u0631\u0627 \u0627\u063a\u0644\u0628 \u0686\u0646\u062f\u06cc\u0646 \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u0648\u062c\u0648\u062f \u062f\u0627\u0631\u0646\u062f \u06a9\u0647 \u0628\u0647 \u0645\u0648\u0641\u0642\u06cc\u062a \u06cc\u06a9\u0633\u0627\u0646\u06cc \u062f\u0633\u062a \u06cc\u0627\u0641\u062a\u0647 \u0627\u0646\u062f. \u0648 \u0627\u06cc\u0646 \u0631\u0647\u0628\u0631\u0627\u0646 \u0628\u0631\u0627\u0628\u0631 \u062f\u0631 \u062c\u0647\u0634 \u0647\u0627 \u0634\u0631\u06a9\u062a \u062e\u0648\u0627\u0647\u0646\u062f \u06a9\u0631\u062f\u060c \u0645\u0627 \u0627\u0632 \u0631\u0648\u0634 \u062a\u0644\u0627\u0634 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc \u06a9\u0646\u06cc\u0645\u060c \u0632\u06cc\u0631\u0627 \u0645\u0645\u06a9\u0646 \u0627\u0633\u062a \u06a9\u0645\u062a\u0631 \u0627\u0632 10 \u0628\u0647\u062a\u0631\u06cc\u0646 \u062f\u0631 \u0627\u06cc\u0646 \u062f\u0648\u0631\u0647 \u0648\u062c\u0648\u062f \u062f\u0627\u0634\u062a\u0647 \u0628\u0627\u0634\u062f. \u0648 \u0647\u0645\u0686\u0646\u06cc\u0646 \u0627\u06cc\u0646 \u0634\u0628\u06a9\u0647\u200c\u0647\u0627\u06cc \u0639\u0635\u0628\u06cc \u0631\u0627 \u0628\u062f\u0648\u0646 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\u062e\u0648\u0627\u0647\u0645 \u062f\u0627\u062f (\u0645\u0646 \u06cc\u06a9 \u067e\u06cc\u0648\u0646\u062f \u0628\u0647 \u062f\u06cc\u0633\u06a9 \u0627\u0631\u0633\u0627\u0644 \u062e\u0648\u0627\u0647\u0645 \u06a9\u0631\u062f).\u062f\u0631 \u0628\u0627\u0632\u06cc Pong\u060c \u0634\u0628\u06a9\u0647 \u0639\u0635\u0628\u06cc \u062f\u0648 \u0628\u0627\u0631 \u0628\u0627\u0632\u06cc \u06a9\u0631\u062f: \u0628\u0627\u0631 \u0627\u0648\u0644 \u062a\u0648\u067e \u0628\u0647 \u0633\u0645\u062a \u0686\u067e \u067e\u0631\u0634 \u0645\u06cc \u06a9\u0646\u062f\u060c \u0628\u0627\u0631 \u062f\u0648\u0645 &#8211; \u0628\u0647 \u0633\u0645\u062a \u0631\u0627\u0633\u062a*whGo \u06cc\u06a9 \u0645\u062a\u063a\u06cc\u0631 \u062f\u0631 \u06a9\u062f \u0627\u0633\u062a (\u0645\u062e\u0641\u0641 &#8220;where to go&#8221;)\u0645\u0627 \u0632\u0645\u0627\u0646 \u0631\u0627 \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u062a\u0627\u0628\u0639 \u062a\u0646\u0627\u0633\u0628 \u0627\u0646\u062f\u0627\u0645 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\u0628\u0644\u06a9\u0647 \u0631\u0648\u06cc \u06cc\u06a9\u06cc \u0627\u0632 \u0633\u0627\u062e\u062a\u0647 \u0634\u062f\u0647 \u062a\u0648\u0633\u0637 \u0634\u062e\u0635 \u062f\u06cc\u06af\u0631\u06cc \u0622\u0632\u0645\u0627\u06cc\u0634 \u06a9\u0646\u0645 (\u062a\u0633\u062a \u0628\u0631\u0627\u06cc \u0647\u0645\u0647 \u0686\u06cc\u0632\u062e\u0648\u0627\u0631\u06cc)) ))\u060c \u0645\u0646 \u0628\u0627\u0632\u06cc Flappy Bird \u062f\u0631 pygame \u0631\u0627 \u0627\u0632 \u0627\u06cc\u0646 \u0648\u06cc\u062f\u06cc\u0648 \u0627\u0646\u062a\u062e\u0627\u0628 \u06a9\u0631\u062f\u0645: https:\/\/youtu.be\/7IqrZb0Sotw?feature=shared\u0628\u0631\u0627\u06cc \u0645\u062b\u0627\u0644\u060c \u0628\u0627 \u062a\u063a\u06cc\u06cc\u0631 \u06a9\u0645\u06cc \u0628\u0627\u0632\u06cc \u0628\u0631\u0627\u06cc \u0634\u0628\u06a9\u0647 \u0639\u0635\u0628\u06cc\u060c \u0645\u062a\u063a\u06cc\u0631\u0647\u0627\u06cc\u06cc \u0631\u0627 \u0628\u0631\u0627\u06cc \u0641\u0627\u0635\u0644\u0647 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\u0628\u0647 \u0645\u062a\u063a\u06cc\u0631 \u0632\u0645\u0627\u0646 \u0646\u0633\u0628\u062a \u0645\u06cc \u062f\u0647\u06cc\u0645. \u0647\u0645\u0686\u0646\u06cc\u0646\u060c \u0645\u0646 \u062f\u0648 \u062a\u0627\u0628\u0639 \u0628\u0633\u06cc\u0627\u0631 \u0645\u0634\u0627\u0628\u0647 \u0631\u0627 \u0646\u0646\u0648\u0634\u062a\u0645\u060c \u0627\u0645\u0627 \u0628\u0647 \u0633\u0627\u062f\u06af\u06cc \u0628\u0631\u0631\u0633\u06cc \u06a9\u0631\u062f\u0645 \u06a9\u0647 \u0622\u06cc\u0627 \u0645\u062a\u063a\u06cc\u0631 checkNN True \u0627\u0633\u062a\u060c \u0633\u067e\u0633 \u0635\u0641\u062d\u0647 \u0628\u0627\u06cc\u062f \u0628\u0647 \u0631\u0648\u0632 \u0634\u0648\u062f. \u06a9\u062f \u0622\u0645\u0648\u0632\u0634\u06cc \u0631\u0627 \u0647\u0645 \u0627\u0635\u0644\u0627\u062d \u06a9\u0631\u062f\u0645<\/p>\n<p>while True:<br \/>\n    for event in pg.event.get():<br \/>\n        if event.type == KEYDOWN:<br \/>\n            if event.key == K_1:<br \/>\n                showNN = True<br \/>\n    epoch += 1<br \/>\n    print(str(epoch) + &#8221; epoch&#8221;)<br \/>\n    if epoch &lt; 10:<br \/>\n        for s in goodNet:<br \/>\n            timeNN = anp.NPong(s, False, 0, 0)<br \/>\n            listNet.update({<br \/>\n                s : timeNN<br \/>\n            })<br \/>\n    if epoch &gt;= 10:<br \/>\n        for s in goodNet:<br \/>\n            timeNN = anp.NPong(s, False, 0, 1)<br \/>\n            listNet.update({<br \/>\n                s : timeNN<br \/>\n            })<\/p>\n<p>    \u0648\u0627\u0631\u062f \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u0634\u0648\u06cc\u062f<\/p>\n<p>    \u0627\u0632 \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u062e\u0627\u0631\u062c \u0634\u0648\u06cc\u062f<\/p>\n<p>\u0628\u0639\u062f \u0627\u0632 \u062f\u0648\u0631\u0647 \u062f\u0647\u0645\u060c \u0628\u0647 \u062f\u0644\u06cc\u0644 \u0622\u062e\u0631\u06cc\u0646 \u067e\u0627\u0631\u0627\u0645\u062a\u0631 \u06a9\u0647 \u0622\u0646 \u0631\u0627 \u0628\u0647 \u06cc\u06a9 \u062a\u063a\u06cc\u06cc\u0631 \u0645\u06cc \u062f\u0647\u06cc\u0645 (\u062f\u0631 \u06a9\u062f \u0628\u0627\u0632\u06cc \u0627\u06cc\u0646 \u067e\u0627\u0631\u0627\u0645\u062a\u0631 \u0631\u0627 varRe \u0627\u0632 \u06a9\u0644\u0645\u0627\u062a variant of return \u0646\u0627\u0645\u06cc\u062f\u0645)\u060c \u0628\u0627\u0632\u06cc \u0646\u0647 \u0632\u0645\u0627\u0646\u060c \u0628\u0644\u06a9\u0647 \u062a\u0639\u062f\u0627\u062f \u0644\u0648\u0644\u0647 \u0647\u0627\u06cc \u0642\u0628\u0644 \u0627\u0632 \u0628\u0631\u062e\u0648\u0631\u062f \u0631\u0627 \u0628\u0631\u0645\u06cc \u06af\u0631\u062f\u0627\u0646\u062f. \u0628\u0647 \u0627\u06cc\u0646 \u062a\u0631\u062a\u06cc\u0628 \u0634\u0628\u06a9\u0647 \u0639\u0635\u0628\u06cc \u0628\u0647\u062a\u0631 \u06cc\u0627\u062f \u0645\u06cc \u06af\u06cc\u0631\u062f)<\/p>\n<p>howALot = 1000 &#8211; len(NewNet)<br \/>\n    if howALot &lt; 40:<br \/>\n        howALot = 40<\/p>\n<p>    \u0648\u0627\u0631\u062f \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u0634\u0648\u06cc\u062f<\/p>\n<p>    \u0627\u0632 \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u062e\u0627\u0631\u062c \u0634\u0648\u06cc\u062f<\/p>\n<p>\u0627\u06cc\u0646 \u0633\u0647 \u062e\u0637 \u06a9\u062f \u0645\u0648\u0631\u062f \u0646\u06cc\u0627\u0632 \u0627\u0633\u062a \u0627\u06af\u0631 \u062f\u0631 \u062f\u0648\u0631\u0647 \u0642\u0628\u0644\u06cc \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u062a\u0639\u062f\u0627\u062f \u0628\u0633\u06cc\u0627\u0631 \u0628\u0633\u06cc\u0627\u0631 \u0632\u06cc\u0627\u062f\u06cc \u0628\u0627 \u0646\u062a\u06cc\u062c\u0647 \u0645\u0634\u0627\u0628\u0647 \u0648\u062c\u0648\u062f \u062f\u0627\u0634\u062a \u0648 \u0645\u0645\u06a9\u0646 \u0627\u0633\u062a \u0627\u0644\u06af\u0648\u0631\u06cc\u062a\u0645 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0631\u0627 \u0645\u062a\u0648\u0642\u0641 \u06a9\u0646\u062f\u060c \u0632\u06cc\u0631\u0627 \u0686\u06cc\u0632\u06cc \u0628\u0631\u0627\u06cc \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0646\u062e\u0648\u0627\u0647\u062f \u062f\u0627\u0634\u062a :-).<\/p>\n<p>\u0628\u0639\u062f \u0627\u0632 \u0622\u0646 \u0645\u0646 GA \u062e\u0648\u062f \u0631\u0627 \u0628\u0631\u0627\u06cc FlappyBird \u0628\u0647 \u0631\u0648\u0632 \u06a9\u0631\u062f\u0645 \u0648 \u0634\u062a\u0627\u0628 \u062f\u0627\u062f\u0645\u060c \u0627\u06a9\u0646\u0648\u0646 \u0647\u0645\u0647 \u067e\u0631\u0646\u062f\u06af\u0627\u0646 \u0628\u0647 \u0637\u0648\u0631 \u0647\u0645\u0632\u0645\u0627\u0646 \u0631\u0627\u0647 \u0627\u0646\u062f\u0627\u0632\u06cc \u0645\u06cc \u0634\u0648\u0646\u062f\u060c \u0628\u0646\u0627\u0628\u0631\u0627\u06cc\u0646 \u0622\u0645\u0648\u0632\u0634 \u0627\u0632 ~ 3-5 \u0633\u0627\u0639\u062a \u0628\u0647 5-10 \u062f\u0642\u06cc\u0642\u0647 \u062f\u0631 \u0647\u0646\u06af\u0627\u0645 \u0631\u0627\u0647 \u0627\u0646\u062f\u0627\u0632\u06cc \u0628\u0631 \u0631\u0648\u06cc CPU\u060c \u06cc\u0639\u0646\u06cc 50 \u0628\u0627\u0631 \u0627\u0641\u0632\u0627\u06cc\u0634 \u06cc\u0627\u0641\u062a! \u0686\u06af\u0648\u0646\u0647 \u06a9\u0627\u0631 \u0645\u06cc \u06a9\u0646\u062f &#8211; \u067e\u06cc\u0634\u0646\u0647\u0627\u062f \u0645\u06cc \u06a9\u0646\u0645 \u062e\u0648\u062f\u062a\u0627\u0646 \u0628\u0628\u06cc\u0646\u06cc\u062f: \u06cc\u06a9 \u062a\u06a9\u0631\u0627\u0631 \u0645\u0641\u06cc\u062f \u06a9\u0648\u0686\u06a9 \u0627\u0632 \u0622\u0646\u0686\u0647 \u067e\u0648\u0634\u0634 \u062f\u0627\u062f\u0647 \u0634\u062f\u0647 \u0627\u0633\u062a!<\/p>\n<p>\u0627\u06cc\u0646 \u0647\u0645\u0647\u060c \u0627\u06af\u0631 \u0633\u0648\u0627\u0644\u06cc \u062f\u0627\u0631\u06cc\u062f\u060c \u062f\u0631 \u0646\u0638\u0631\u0627\u062a \u0628\u0646\u0648\u06cc\u0633\u06cc\u062f\u060c \u062e\u062f\u0627\u062d\u0627\u0641\u0638!<\/p>\n<p>\u0647\u0646\u0648\u0632 \u062e\u06cc\u0644\u06cc \u0686\u06cc\u0632\u0647\u0627\u06cc \u062c\u062f\u06cc\u062f \u067e\u06cc\u0634 \u0631\u0648\u06cc \u0645\u0627\u0633\u062a\u060c \u0627\u06cc\u0646 \u0645\u0628\u0646\u0627\u06cc \u06a9\u0627\u0631\u0647\u0627\u06cc \u0628\u0639\u062f\u06cc \u0627\u0633\u062a: \u0627\u06a9\u0646\u0648\u0646 \u0645\u0646 \u062f\u0631 \u062d\u0627\u0644 \u06a9\u0627\u0631 \u0628\u0631 \u0631\u0648\u06cc \u067e\u06cc\u0627\u062f\u0647 \u0633\u0627\u0632\u06cc \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u06a9\u0627\u0645\u0644 \u0628\u0627 \u06a9\u0645\u06a9 \u0627\u0644\u06af\u0648\u0631\u06cc\u062a\u0645 \u0647\u0627\u06cc \u062a\u06a9\u0627\u0645\u0644\u06cc \u062f\u0631 \u06cc\u06a9 \u0645\u062d\u06cc\u0637 \u0645\u0635\u0646\u0648\u0639\u06cc \u0647\u0633\u062a\u0645\u060c \u062c\u0627\u0644\u0628 \u062e\u0648\u0627\u0647\u062f \u0628\u0648\u062f!<\/p>\n<p>\u06a9\u062f\u0647\u0627: https:\/\/github.com\/LanskoyKirill\/GenNumPy.git<\/p>\n<p>\u062f\u0631 \u0633\u0627\u06cc\u062a \u0645\u0646: https:\/\/selfrobotics.space\/2024\/12\/13\/creating-a-genetic-algorithm-for-a-neural-network-and-a-neural-network-for-graphic-games-and- \u0628\u0627\u0632\u06cc \u0647\u0627\u06cc \u0648\u06cc\u062f\u06cc\u0648\u06cc\u06cc \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u067e\u0627\u06cc\u062a\u0648\u0646 \u0648 \u0646\u0627\u0645\u067e\u06cc\/<\/p>\n<div data-article-id=\"2155662\" id=\"article-body\">\n<p><\/p>\n<p>\u0627\u0645\u0631\u0648\u0632 \u0645\u06cc \u06af\u0648\u06cc\u0645 \u0648 \u0646\u0634\u0627\u0646 \u0645\u06cc \u062f\u0647\u0645 \u06a9\u0647 \u0686\u06af\u0648\u0646\u0647 \u06cc\u06a9 \u0627\u0644\u06af\u0648\u0631\u06cc\u062a\u0645 \u0698\u0646\u062a\u06cc\u06a9 (GA) \u0628\u0631\u0627\u06cc \u06cc\u06a9 \u0634\u0628\u06a9\u0647 \u0639\u0635\u0628\u06cc \u0628\u0633\u0627\u0632\u06cc\u0645 \u062a\u0627 \u0628\u062a\u0648\u0627\u0646\u062f \u0628\u0627\u0632\u06cc \u0647\u0627\u06cc \u0645\u062e\u062a\u0644\u0641\u06cc \u0631\u0627 \u0628\u0627 \u0622\u0646 \u0627\u0646\u062c\u0627\u0645 \u062f\u0647\u062f. \u0645\u0646 \u0622\u0646 \u0631\u0627 \u0631\u0648\u06cc \u0628\u0627\u0632\u06cc Pong and Flappy bird \u0627\u0645\u062a\u062d\u0627\u0646 \u06a9\u0631\u062f\u0645. \u062e\u06cc\u0644\u06cc \u062e\u0648\u0628 \u062e\u0648\u062f\u0634 \u0631\u0627 \u0646\u0634\u0627\u0646 \u062f\u0627\u062f. \u0628\u0647 \u0634\u0645\u0627 \u062a\u0648\u0635\u06cc\u0647 \u0645\u06cc \u06a9\u0646\u0645 \u0627\u06af\u0631 \u0645\u0642\u0627\u0644\u0647 \u0627\u0648\u0644 \u0631\u0627 \u0646\u062e\u0648\u0627\u0646\u062f\u0647 \u0627\u06cc\u062f\u060c \u0622\u0646 \u0631\u0627 \u0628\u062e\u0648\u0627\u0646\u06cc\u062f: \u00ab\u0627\u06cc\u062c\u0627\u062f \u06cc\u06a9 \u0627\u0644\u06af\u0648\u0631\u06cc\u062a\u0645 \u0698\u0646\u062a\u06cc\u06a9 \u0633\u0627\u062f\u0647 \u0648 \u06a9\u0627\u0631\u0622\u0645\u062f \u0628\u0631\u0627\u06cc \u0634\u0628\u06a9\u0647 \u0639\u0635\u0628\u06cc \u0628\u0627 \u067e\u0627\u06cc\u062a\u0648\u0646 \u0648 NumPy\u00bb\u060c \u0632\u06cc\u0631\u0627 \u0645\u0646 \u06a9\u062f\u0645 \u0631\u0627 \u06a9\u0647 \u062f\u0631 \u0622\u0646 \u0645\u0642\u0627\u0644\u0647 \u0646\u0634\u0627\u0646 \u062f\u0627\u062f\u0647 \u0634\u062f\u0647 \u0628\u0648\u062f \u062a\u063a\u06cc\u06cc\u0631 \u062f\u0627\u062f\u0647 \u0627\u0645.<\/p>\n<p>\u0645\u0646 \u06a9\u062f \u0631\u0627 \u0628\u0647 \u062f\u0648 \u0627\u0633\u06a9\u0631\u06cc\u067e\u062a \u062a\u0642\u0633\u06cc\u0645 \u06a9\u0631\u062f\u0645\u060c \u062f\u0631 \u06cc\u06a9\u06cc \u0634\u0628\u06a9\u0647 \u0639\u0635\u0628\u06cc \u0628\u0627\u0632\u06cc \u0645\u06cc \u06a9\u0646\u062f\u060c \u062f\u0631 \u062f\u06cc\u06af\u0631\u06cc \u06cc\u0627\u062f \u0645\u06cc \u06af\u06cc\u0631\u062f \u0648 \u062a\u0635\u0645\u06cc\u0645 \u0645\u06cc \u06af\u06cc\u0631\u062f (\u062e\u0648\u062f \u0627\u0644\u06af\u0648\u0631\u06cc\u062a\u0645 \u0698\u0646\u062a\u06cc\u06a9). \u06a9\u062f \u0628\u0627 \u0628\u0627\u0632\u06cc \u062a\u0627\u0628\u0639\u06cc \u0627\u0633\u062a \u06a9\u0647 \u062a\u0627\u0628\u0639 \u062a\u0646\u0627\u0633\u0628 \u0627\u0646\u062f\u0627\u0645 \u0631\u0627 \u0628\u0631\u0645\u06cc \u06af\u0631\u062f\u0627\u0646\u062f (\u0628\u0631\u0627\u06cc \u0645\u0631\u062a\u0628 \u0633\u0627\u0632\u06cc \u0634\u0628\u06a9\u0647 \u0647\u0627\u06cc \u0639\u0635\u0628\u06cc\u060c \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u0645\u062b\u0627\u0644\u060c \u0645\u062f\u062a \u0632\u0645\u0627\u0646 \u062f\u0648\u0627\u0645\u060c \u0686\u0646\u062f \u0627\u0645\u062a\u06cc\u0627\u0632 \u0648 \u063a\u06cc\u0631\u0647 \u0645\u0648\u0631\u062f \u0646\u06cc\u0627\u0632 \u0627\u0633\u062a). \u0628\u0646\u0627\u0628\u0631\u0627\u06cc\u0646\u060c \u06a9\u062f \u0628\u0627\u0632\u06cc \u0647\u0627 (\u062f\u0648 \u0645\u0648\u0631\u062f \u0627\u0632 \u0622\u0646\u0647\u0627 \u0648\u062c\u0648\u062f \u062f\u0627\u0631\u062f) \u062f\u0631 \u0627\u0646\u062a\u0647\u0627\u06cc \u0645\u0642\u0627\u0644\u0647 \u062e\u0648\u0627\u0647\u062f \u0628\u0648\u062f. \u0627\u0644\u06af\u0648\u0631\u06cc\u062a\u0645 \u0698\u0646\u062a\u06cc\u06a9 \u0634\u0628\u06a9\u0647 \u0639\u0635\u0628\u06cc \u0628\u0631\u0627\u06cc \u0628\u0627\u0632\u06cc Pong \u0648 \u0628\u0627\u0632\u06cc Flappy Bird \u0641\u0642\u0637 \u062f\u0631 \u067e\u0627\u0631\u0627\u0645\u062a\u0631\u0647\u0627 \u0645\u062a\u0641\u0627\u0648\u062a \u0627\u0633\u062a. \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0627\u0633\u06a9\u0631\u06cc\u067e\u062a\u06cc \u06a9\u0647 \u062f\u0631 \u0645\u0642\u0627\u0644\u0647 \u0642\u0628\u0644\u06cc \u0646\u0648\u0634\u062a\u0645 \u0648 \u062a\u0648\u0636\u06cc\u062d \u062f\u0627\u062f\u0645\u060c \u06cc\u06a9 \u06a9\u062f \u0627\u0644\u06af\u0648\u0631\u06cc\u062a\u0645 \u0698\u0646\u062a\u06cc\u06a9 \u0628\u0647 \u0634\u062f\u062a \u0627\u0635\u0644\u0627\u062d \u0634\u062f\u0647 \u0628\u0631\u0627\u06cc \u0628\u0627\u0632\u06cc Pong \u0627\u06cc\u062c\u0627\u062f \u06a9\u0631\u062f\u0645 \u06a9\u0647 \u0628\u06cc\u0634\u062a\u0631 \u0627\u0632 \u0647\u0645\u0647 \u062a\u0648\u0636\u06cc\u062d \u062e\u0648\u0627\u0647\u0645 \u062f\u0627\u062f\u060c \u0632\u06cc\u0631\u0627 \u0632\u0645\u0627\u0646\u06cc \u06a9\u0647 GA \u0631\u0627 \u0628\u0631\u0627\u06cc Flappy Bird \u0627\u06cc\u062c\u0627\u062f \u06a9\u0631\u062f\u0645 \u0628\u0647 \u0622\u0646 \u0627\u0639\u062a\u0645\u0627\u062f \u06a9\u0631\u062f\u0645.<\/p>\n<p>\u0627\u0628\u062a\u062f\u0627 \u0628\u0627\u06cc\u062f \u0645\u0627\u0698\u0648\u0644 \u0647\u0627\u060c \u0644\u06cc\u0633\u062a \u0647\u0627 \u0648 \u0645\u062a\u063a\u06cc\u0631\u0647\u0627 \u0631\u0627 \u0648\u0627\u0631\u062f \u06a9\u0646\u06cc\u0645:<\/p>\n<div class=\"highlight js-code-highlight\">\n<pre class=\"highlight plaintext\"><code>import numpy as np\nimport random\nimport ANNPong as anp\nimport pygame as pg\nimport sys\nfrom pygame.locals import *\npg.init()\nlistNet = {}\nNewNet = []\ngoodNet = []\ntimeNN = 0\nmoveRight = False\nmoveLeft = False\nepoch = 0\nmainClock = pg.time.Clock()\nWINDOWWIDTH = 800\nWINDOWHEIGHT = 500\nwindowSurface = pg.display.set_mode((WINDOWWIDTH, WINDOWHEIGHT), 0, 32)\npg.display.set_caption('ANN Pong')\n<\/code><\/pre>\n<div class=\"highlight__panel js-actions-panel\">\n<div class=\"highlight__panel-action js-fullscreen-code-action\">\n    <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-on\"><title>\u0648\u0627\u0631\u062f \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u0634\u0648\u06cc\u062f<\/title>\n    <path d=\"M16 3h6v6h-2V5h-4V3zM2 3h6v2H4v4H2V3zm18 16v-4h2v6h-6v-2h4zM4 19h4v2H2v-6h2v4z\"\/>\n<\/svg><\/p>\n<p>    <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-off\"><title>\u0627\u0632 \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u062e\u0627\u0631\u062c \u0634\u0648\u06cc\u062f<\/title>\n    <path d=\"M18 7h4v2h-6V3h2v4zM8 9H2V7h4V3h2v6zm10 8v4h-2v-6h6v2h-4zM8 15v6H6v-4H2v-2h6z\"\/>\n<\/svg><\/p>\n<\/div>\n<\/div>\n<\/div>\n<p>AnnPong \u06cc\u06a9 \u0641\u06cc\u0644\u0645\u0646\u0627\u0645\u0647 \u0628\u0627 \u06cc\u06a9 \u0628\u0627\u0632\u06cc \u0627\u0633\u062a<br \/>listNet\u060c NewNet\u060c goodNet &#8211; \u0644\u06cc\u0633\u062a \u0634\u0628\u06a9\u0647 \u0647\u0627\u06cc \u0639\u0635\u0628\u06cc (\u062f\u0631 \u0627\u062f\u0627\u0645\u0647 \u0628\u0647 \u062c\u0632\u0626\u06cc\u0627\u062a \u0628\u06cc\u0634\u062a\u0631 \u062e\u0648\u0627\u0647\u06cc\u0645 \u067e\u0631\u062f\u0627\u062e\u062a)<br \/>timeNN &#8211; \u0639\u0645\u0644\u06a9\u0631\u062f \u062a\u0646\u0627\u0633\u0628 \u0627\u0646\u062f\u0627\u0645<br \/>MoveRight\u060c moveLeft &#8211; \u0634\u0628\u06a9\u0647 \u0639\u0635\u0628\u06cc \u0631\u0627 \u0628\u0631\u0627\u06cc \u062d\u0631\u06a9\u062a \u0627\u0646\u062a\u062e\u0627\u0628 \u06a9\u0646\u06cc\u062f<br \/>epoch &#8211; \u0639\u0635\u0631 \u0634\u0645\u0627\u0631<\/p>\n<div class=\"highlight js-code-highlight\">\n<pre class=\"highlight plaintext\"><code>def sigmoid(x):\n    return 1\/(1 + np.exp(-x))\n\nclass Network():\n    def __init__(self):\n        self.H1 = np.random.randn(6, 12)\n        self.H2 = np.random.randn(12, 6)\n        self.O1 = np.random.randn(6, 3)\n        self.BH1 = np.random.randn(12)\n        self.BH2 = np.random.randn(6)\n        self.BO1 = np.random.randn(3)\n        self.epoch = 0\n\n    def predict(self, x, first, second):\n        nas = x @ self.H1 + self.BH1\n        nas = sigmoid(nas)\n        nas = nas @ self.H2 + self.BH2\n        nas = sigmoid(nas)\n        nas = nas @ self.O1  + self.BO1\n        nas = sigmoid(nas)\n        if nas[0] &gt; nas[1] and nas[0] &gt; nas[2]:\n            first = True\n            second = False\n            return first, second\n        elif nas[1] &gt; nas[0] and nas[1] &gt; nas[2]:\n            first = False\n            second = True\n            return first, second\n        elif nas[2] &gt; nas[0] and nas[2] &gt; nas[1]:\n            first = False\n            second = False\n            return first, second\n        else:\n            first = False\n            second = False\n            return first, second\n        def epoch(self, a):\n            return 0\n\n\nclass Network1():\n    def __init__(self, H1, H2, O1, BH1, BH2, BO1, ep):\n        self.H1 = H1\n        self.H2 = H2\n        self.O1 = O1\n        self.BH1 = BH1\n        self.BH2 = BH2\n        self.BO1 = BO1\n        self.epoch = ep\n\n    def predict(self, x, first, second):\n        nas = x @ self.H1 + self.BH1\n        nas = sigmoid(nas)\n        nas = nas @ self.H2 + self.BH2\n        nas = sigmoid(nas)\n        nas = nas @ self.O1 + self.BO1\n        nas = sigmoid(nas)\n        if nas[0] &gt; nas[1] and nas[0] &gt; nas[2]:\n            first = True\n            second = False\n            return first, second\n        elif nas[1] &gt; nas[0] and nas[1] &gt; nas[2]:\n            first = False\n            second = True\n            return first, second\n        elif nas[2] &gt; nas[0] and nas[2] &gt; nas[1]:\n            first = False\n            second = False\n            return first, second\n        else:\n            first = False\n            second = False\n            return first, second\n<\/code><\/pre>\n<div class=\"highlight__panel js-actions-panel\">\n<div class=\"highlight__panel-action js-fullscreen-code-action\">\n    <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-on\"><title>\u0648\u0627\u0631\u062f \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u0634\u0648\u06cc\u062f<\/title>\n    <path d=\"M16 3h6v6h-2V5h-4V3zM2 3h6v2H4v4H2V3zm18 16v-4h2v6h-6v-2h4zM4 19h4v2H2v-6h2v4z\"\/>\n<\/svg><\/p>\n<p>    <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-off\"><title>\u0627\u0632 \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u062e\u0627\u0631\u062c \u0634\u0648\u06cc\u062f<\/title>\n    <path d=\"M18 7h4v2h-6V3h2v4zM8 9H2V7h4V3h2v6zm10 8v4h-2v-6h6v2h-4zM8 15v6H6v-4H2v-2h6z\"\/>\n<\/svg><\/p>\n<\/div>\n<\/div>\n<\/div>\n<p>\u0633\u06cc\u06af\u0645\u0648\u0626\u06cc\u062f \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u062a\u0627\u0628\u0639 \u0641\u0639\u0627\u0644 \u0633\u0627\u0632\u06cc \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc \u0634\u0648\u062f.<br \/>\u062f\u0631 \u06a9\u0644\u0627\u0633 Network \u067e\u0627\u0631\u0627\u0645\u062a\u0631\u0647\u0627\u06cc \u0634\u0628\u06a9\u0647 \u0639\u0635\u0628\u06cc \u0631\u0627 \u062a\u0639\u0631\u06cc\u0641 \u0645\u06cc \u06a9\u0646\u06cc\u0645 \u0648 \u062f\u0631 \u062a\u0627\u0628\u0639 \u067e\u06cc\u0634 \u0628\u06cc\u0646\u06cc \u0628\u0647 \u0645\u0627 \u0645\u06cc \u06af\u0648\u06cc\u062f \u06a9\u0647 \u06a9\u062c\u0627 \u062f\u0631 \u0628\u0627\u0632\u06cc \u062d\u0631\u06a9\u062a \u06a9\u0646\u06cc\u0645. (nas \u0645\u062e\u0641\u0641 Network answer \u0627\u0633\u062a)\u060c \u062a\u0627\u0628\u0639 epoch \u062f\u0648\u0631\u0627\u0646 \u0638\u0647\u0648\u0631 \u0627\u06cc\u0646 \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u0631\u0627 \u0628\u0631\u0627\u06cc \u0646\u0633\u0644 \u0635\u0641\u0631 \u0628\u0631\u0645\u06cc \u06af\u0631\u062f\u0627\u0646\u062f\u060c \u0632\u06cc\u0631\u0627 \u06cc\u06a9 \u0645\u062a\u063a\u06cc\u0631 \u062c\u062f\u0627\u06af\u0627\u0646\u0647 \u0628\u0631\u0627\u06cc \u0622\u0646 \u062f\u0631 \u06a9\u0644\u0627\u0633 Network1 () \u062a\u0646\u0638\u06cc\u0645 \u0634\u062f\u0647 \u0627\u0633\u062a.<\/p>\n<div class=\"highlight js-code-highlight\">\n<pre class=\"highlight plaintext\"><code>for s in range (1000):\n    s = Network()\n    timeNN = anp.NNPong(s)\n    listNet.update({\n        s : timeNN\n    })\n\nlistNet = dict(sorted(listNet.items(), key=lambda item: item[1]))\nNewNet = listNet.keys()\ngoodNet = list(NewNet)\nNewNet = goodNet[:10]\nlistNet = {}\ngoodNet = NewNet\nanp.NPong(NewNet[0])\nprint(str(epoch) + \" epoch\")\nprint(NewNet[0].epoch)\nprint('next')\nanp.NPong(NewNet[1])\nprint(NewNet[1].epoch)\nprint('next')\nanp.NPong(NewNet[2])\nprint(NewNet[2].epoch)\nprint('next')\nanp.NPong(NewNet[3])\nprint(NewNet[3].epoch)\nprint('next')\nanp.NPong(NewNet[4])\nprint(NewNet[4].epoch)\nprint('next')\nanp.NPong(NewNet[5])\nprint(NewNet[5].epoch)\nprint('next')\nanp.NPong(NewNet[6])\nprint(NewNet[6].epoch)\nprint('next')\nanp.NPong(NewNet[7])\nprint(NewNet[7].epoch)\nprint('next')\nanp.NPong(NewNet[8])\nprint(NewNet[8].epoch)\nprint('next')\nanp.NPong(NewNet[9])\nprint(NewNet[9].epoch)\nprint('that is all')\n<\/code><\/pre>\n<div class=\"highlight__panel js-actions-panel\">\n<div class=\"highlight__panel-action js-fullscreen-code-action\">\n    <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-on\"><title>\u0648\u0627\u0631\u062f \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u0634\u0648\u06cc\u062f<\/title>\n    <path d=\"M16 3h6v6h-2V5h-4V3zM2 3h6v2H4v4H2V3zm18 16v-4h2v6h-6v-2h4zM4 19h4v2H2v-6h2v4z\"\/>\n<\/svg><\/p>\n<p>    <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-off\"><title>\u0627\u0632 \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u062e\u0627\u0631\u062c \u0634\u0648\u06cc\u062f<\/title>\n    <path d=\"M18 7h4v2h-6V3h2v4zM8 9H2V7h4V3h2v6zm10 8v4h-2v-6h6v2h-4zM8 15v6H6v-4H2v-2h6z\"\/>\n<\/svg><\/p>\n<\/div>\n<\/div>\n<\/div>\n<p>\u062f\u0631 \u0627\u06cc\u0646\u062c\u0627 \u0634\u0628\u06a9\u0647 \u0647\u0627\u06cc \u0639\u0635\u0628\u06cc \u0631\u0627 \u0628\u0627 \u0648\u0632\u0646 \u0647\u0627\u06cc \u062a\u0635\u0627\u062f\u0641\u06cc \u0627\u06cc\u062c\u0627\u062f \u0634\u062f\u0647 \u0627\u062c\u0631\u0627 \u0645\u06cc \u06a9\u0646\u06cc\u0645 \u0648 \u0627\u0632 \u0628\u06cc\u0646 \u0622\u0646\u0647\u0627 10 \u0628\u062f\u062a\u0631\u06cc\u0646 \u0622\u0646\u0647\u0627 \u0631\u0627 \u0627\u0646\u062a\u062e\u0627\u0628 \u0645\u06cc \u06a9\u0646\u06cc\u0645 \u062a\u0627 \u0627\u0644\u06af\u0648\u0631\u06cc\u062a\u0645 \u0698\u0646\u062a\u06cc\u06a9 \u062a\u0645\u0627\u0645 \u06a9\u0627\u0631 \u0628\u0627\u0644\u0627 \u0628\u0631\u062f\u0646 \u0622\u0646\u0647\u0627 \u0631\u0627 \u0628\u0647 \u0639\u0647\u062f\u0647 \u0628\u06af\u06cc\u0631\u062f))) \u0648 \u0622\u0646\u0647\u0627 \u0631\u0627 \u0646\u0634\u0627\u0646 \u0645\u06cc \u062f\u0647\u062f.<br \/>\u062c\u0632\u0626\u06cc\u0627\u062a \u0628\u06cc\u0634\u062a\u0631:<br \/>\u062a\u0627\u0628\u0639 fitness \u0628\u0631\u06af\u0631\u062f\u0627\u0646\u062f\u0647 \u0634\u062f\u0647 \u0627\u0632 \u06a9\u062f \u0628\u0627\u0632\u06cc \u062f\u0631 timeNN \u0646\u0648\u0634\u062a\u0647 \u0645\u06cc \u0634\u0648\u062f\u060c \u0633\u067e\u0633 AI \u0648 \u0645\u0642\u062f\u0627\u0631 timeNN \u0622\u0646 \u0631\u0627 \u0628\u0647 listNet \u0627\u0636\u0627\u0641\u0647 \u0645\u06cc \u06a9\u0646\u06cc\u0645. \u067e\u0633 \u0627\u0632 \u0686\u0631\u062e\u0647\u060c \u0644\u06cc\u0633\u062a \u0631\u0627 \u0645\u0631\u062a\u0628 \u0645\u06cc \u06a9\u0646\u06cc\u0645\u060c \u0634\u0628\u06a9\u0647 \u0647\u0627\u06cc \u0639\u0635\u0628\u06cc \u0631\u0627 \u0627\u0632 listNet \u062f\u0631 NewNet \u0645\u06cc \u0646\u0648\u06cc\u0633\u06cc\u0645\u060c \u0633\u067e\u0633 \u06cc\u06a9 \u0644\u06cc\u0633\u062a \u062a\u0634\u06a9\u06cc\u0644 \u0645\u06cc \u062f\u0647\u06cc\u0645 \u0648 \u062a\u0646\u0647\u0627 \u062f\u0647 \u0639\u062f\u062f \u0628\u0627\u0642\u06cc \u0645\u06cc \u06af\u0630\u0627\u0631\u06cc\u0645.<\/p>\n<div class=\"highlight js-code-highlight\">\n<pre class=\"highlight plaintext\"><code>for g in range(990):\n    parent1 = random.choice(NewNet)\n    parent2 = random.choice(NewNet)\n    ch1H = np.vstack((parent1.H1[:3], parent2.H1[3:])) * random.uniform(-2, 2)\n    ch2H = np.vstack((parent1.H2[:6], parent2.H2[6:])) * random.uniform(-2, 2)\n    ch1O = np.vstack((parent1. O1[:3], parent2. O1[3:])) * random.uniform(-2, 2)\n    chB1 = parent1.BH1 * random.uniform(-2, 2)\n    chB2 = parent2.BH2 * random.uniform(-2, 2)\n    chB3 = parent2.BO1 * random.uniform(-2, 2)\n    g = Network1(ch1H, ch2H, ch1O, chB1, chB2, chB3, 1)\n    goodNet.append(g)\nNewNet = []\n<\/code><\/pre>\n<div class=\"highlight__panel js-actions-panel\">\n<div class=\"highlight__panel-action js-fullscreen-code-action\">\n    <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-on\"><title>\u0648\u0627\u0631\u062f \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u0634\u0648\u06cc\u062f<\/title>\n    <path d=\"M16 3h6v6h-2V5h-4V3zM2 3h6v2H4v4H2V3zm18 16v-4h2v6h-6v-2h4zM4 19h4v2H2v-6h2v4z\"\/>\n<\/svg><\/p>\n<p>    <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-off\"><title>\u0627\u0632 \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u062e\u0627\u0631\u062c \u0634\u0648\u06cc\u062f<\/title>\n    <path d=\"M18 7h4v2h-6V3h2v4zM8 9H2V7h4V3h2v6zm10 8v4h-2v-6h6v2h-4zM8 15v6H6v-4H2v-2h6z\"\/>\n<\/svg><\/p>\n<\/div>\n<\/div>\n<\/div>\n<p>\u062f\u0631 \u0627\u06cc\u0646\u062c\u0627 \u062a\u0644\u0627\u0642\u06cc \u0648 \u062c\u0647\u0634 \u0631\u062e \u0645\u06cc \u062f\u0647\u062f. (\u0627\u06cc\u0646 \u06af\u0648\u0646\u0647 \u0646\u06a9\u0627\u062a \u062f\u0631 \u0645\u0642\u0627\u0644\u0647 \u0627\u0648\u0644 \u0628\u0627 \u062c\u0632\u0626\u06cc\u0627\u062a \u0628\u06cc\u0634\u062a\u0631 \u062a\u0648\u0636\u06cc\u062d \u062f\u0627\u062f\u0647 \u0634\u062f)<\/p>\n<div class=\"highlight js-code-highlight\">\n<pre class=\"highlight plaintext\"><code>while True:\n    epoch += 1\n    print(str(epoch) + \" epoch\")\n    for s in goodNet:\n        timeNN = anp.NNPong(s)\n        listNet.update({\n            s : timeNN\n        })\n    goodNet =[]\n    listNet = dict(sorted(listNet.items(), key=lambda item: item[1], reverse=True))\n    goodNet = list(listNet.keys())\n    NewNet.append(goodNet[0])\n    goodNet = list(listNet.values())\n    for i in listNet:\n        a = goodNet[0]\n        if listNet.get(i) == a:\n            NewNet.append(i)\n    goodNet = list(NewNet)\n    listNet = {}\n    try:\n        print(NewNet[0].epoch)\n        anp.NPong(NewNet[0])\n        print('next')\n        print(NewNet[1].epoch)\n        anp.NPong(NewNet[1])\n        print('next')\n        print(NewNet[2].epoch)\n        anp.NPong(NewNet[2])\n        print('next')\n        print(NewNet[3].epoch)\n        anp.NPong(NewNet[3])\n        print('next')\n        print(NewNet[4].epoch)\n        anp.NPong(NewNet[4])\n        print('next')\n\n        print(NewNet[5].epoch)\n        anp.NPong(NewNet[5])\n        print('next')\n        print(NewNet[6].epoch)\n        anp.NPong(NewNet[6])\n        print('next')\n        print(NewNet[7].epoch)\n        anp.NPong(NewNet[7])\n        print('next')\n    except IndexError:\n        print('that is all')\n\n    for g in range(1000 - len(NewNet)):\n        parent1 = random.choice(NewNet)\n        parent2 = random.choice(NewNet)\n        ch1H = np.vstack((parent1.H1[:3], parent2.H1[3:])) * random.uniform(-2, 2)\n        ch2H = np.vstack((parent1.H2[:6], parent2.H2[6:])) * random.uniform(-2, 2)\n        ch1O = np.vstack((parent1. O1[:3], parent2. O1[3:])) * random.uniform(-2, 2)\n        chB1 = parent1.BH1 * random.uniform(-2, 2)\n        chB2 = parent2.BH2 * random.uniform(-2, 2)\n        chB3 = parent2.BO1 * random.uniform(-2, 2)\n        g = Network1(ch1H, ch2H, ch1O, chB1, chB2, chB3, epoch)\n        goodNet.append(g)\n    print(len(NewNet))\n    print(len(goodNet))\n    NewNet = []\n<\/code><\/pre>\n<div class=\"highlight__panel js-actions-panel\">\n<div class=\"highlight__panel-action js-fullscreen-code-action\">\n    <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-on\"><title>\u0648\u0627\u0631\u062f \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u0634\u0648\u06cc\u062f<\/title>\n    <path d=\"M16 3h6v6h-2V5h-4V3zM2 3h6v2H4v4H2V3zm18 16v-4h2v6h-6v-2h4zM4 19h4v2H2v-6h2v4z\"\/>\n<\/svg><\/p>\n<p>    <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-off\"><title>\u0627\u0632 \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u062e\u0627\u0631\u062c \u0634\u0648\u06cc\u062f<\/title>\n    <path d=\"M18 7h4v2h-6V3h2v4zM8 9H2V7h4V3h2v6zm10 8v4h-2v-6h6v2h-4zM8 15v6H6v-4H2v-2h6z\"\/>\n<\/svg><\/p>\n<\/div>\n<\/div>\n<\/div>\n<p>\u062f\u0631 \u0627\u06cc\u0646\u062c\u0627 \u0645\u0627 \u0642\u0628\u0644\u0627\u064b \u062e\u0648\u062f\u0645\u0627\u0646 \u0631\u0627 \u062a\u06a9\u0631\u0627\u0631 \u0645\u06cc \u06a9\u0646\u06cc\u0645 \u060c \u0628\u0646\u0627\u0628\u0631\u0627\u06cc\u0646 \u0645\u0646 \u0641\u0642\u0637 \u0622\u0646\u0686\u0647 \u0642\u0628\u0644\u0627\u064b \u06af\u0641\u062a\u0647 \u0646\u0634\u062f\u0647 \u0627\u0633\u062a \u0631\u0627 \u062a\u0648\u0636\u06cc\u062d \u0645\u06cc \u062f\u0647\u0645:<br \/>\u062f\u0631 \u0627\u06cc\u0646\u062c\u0627 \u0645\u0627 \u0627\u0648\u0644\u06cc\u0646 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\u0645\u0634\u0627\u0628\u0647 \u0631\u0627 \u0646\u0646\u0648\u0634\u062a\u0645\u060c \u0627\u0645\u0627 \u0628\u0647 \u0633\u0627\u062f\u06af\u06cc \u0628\u0631\u0631\u0633\u06cc \u06a9\u0631\u062f\u0645 \u06a9\u0647 \u0622\u06cc\u0627 \u0645\u062a\u063a\u06cc\u0631 checkNN True \u0627\u0633\u062a\u060c \u0633\u067e\u0633 \u0635\u0641\u062d\u0647 \u0628\u0627\u06cc\u062f \u0628\u0647 \u0631\u0648\u0632 \u0634\u0648\u062f. \u06a9\u062f \u0622\u0645\u0648\u0632\u0634\u06cc \u0631\u0627 \u0647\u0645 \u0627\u0635\u0644\u0627\u062d \u06a9\u0631\u062f\u0645<\/p>\n<div class=\"highlight js-code-highlight\">\n<pre class=\"highlight plaintext\"><code>while True:\n    for event in pg.event.get():\n        if event.type == KEYDOWN:\n            if event.key == K_1:\n                showNN = True\n    epoch += 1\n    print(str(epoch) + \" epoch\")\n    if epoch &lt; 10:\n        for s in goodNet:\n            timeNN = anp.NPong(s, False, 0, 0)\n            listNet.update({\n                s : timeNN\n            })\n    if epoch &gt;= 10:\n        for s in goodNet:\n            timeNN = anp.NPong(s, False, 0, 1)\n            listNet.update({\n                s : timeNN\n            })\n<\/code><\/pre>\n<div class=\"highlight__panel js-actions-panel\">\n<div class=\"highlight__panel-action js-fullscreen-code-action\">\n    <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-on\"><title>\u0648\u0627\u0631\u062f \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u0634\u0648\u06cc\u062f<\/title>\n    <path d=\"M16 3h6v6h-2V5h-4V3zM2 3h6v2H4v4H2V3zm18 16v-4h2v6h-6v-2h4zM4 19h4v2H2v-6h2v4z\"\/>\n<\/svg><\/p>\n<p>    <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-off\"><title>\u0627\u0632 \u062d\u0627\u0644\u062a 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\u0642\u0628\u0644 \u0627\u0632 \u0628\u0631\u062e\u0648\u0631\u062f \u0631\u0627 \u0628\u0631\u0645\u06cc \u06af\u0631\u062f\u0627\u0646\u062f. \u0628\u0647 \u0627\u06cc\u0646 \u062a\u0631\u062a\u06cc\u0628 \u0634\u0628\u06a9\u0647 \u0639\u0635\u0628\u06cc \u0628\u0647\u062a\u0631 \u06cc\u0627\u062f \u0645\u06cc \u06af\u06cc\u0631\u062f)<\/p>\n<div class=\"highlight js-code-highlight\">\n<pre class=\"highlight plaintext\"><code>howALot = 1000 - len(NewNet)\n    if howALot &lt; 40:\n        howALot = 40\n<\/code><\/pre>\n<div class=\"highlight__panel js-actions-panel\">\n<div class=\"highlight__panel-action js-fullscreen-code-action\">\n    <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-on\"><title>\u0648\u0627\u0631\u062f \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u0634\u0648\u06cc\u062f<\/title>\n    <path d=\"M16 3h6v6h-2V5h-4V3zM2 3h6v2H4v4H2V3zm18 16v-4h2v6h-6v-2h4zM4 19h4v2H2v-6h2v4z\"\/>\n<\/svg><\/p>\n<p>    <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-off\"><title>\u0627\u0632 \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u062e\u0627\u0631\u062c \u0634\u0648\u06cc\u062f<\/title>\n    <path d=\"M18 7h4v2h-6V3h2v4zM8 9H2V7h4V3h2v6zm10 8v4h-2v-6h6v2h-4zM8 15v6H6v-4H2v-2h6z\"\/>\n<\/svg><\/p>\n<\/div>\n<\/div>\n<\/div>\n<p>\u0627\u06cc\u0646 \u0633\u0647 \u062e\u0637 \u06a9\u062f \u0645\u0648\u0631\u062f \u0646\u06cc\u0627\u0632 \u0627\u0633\u062a \u0627\u06af\u0631 \u062f\u0631 \u062f\u0648\u0631\u0647 \u0642\u0628\u0644\u06cc \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u062a\u0639\u062f\u0627\u062f \u0628\u0633\u06cc\u0627\u0631 \u0628\u0633\u06cc\u0627\u0631 \u0632\u06cc\u0627\u062f\u06cc \u0628\u0627 \u0646\u062a\u06cc\u062c\u0647 \u0645\u0634\u0627\u0628\u0647 \u0648\u062c\u0648\u062f \u062f\u0627\u0634\u062a \u0648 \u0645\u0645\u06a9\u0646 \u0627\u0633\u062a \u0627\u0644\u06af\u0648\u0631\u06cc\u062a\u0645 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0631\u0627 \u0645\u062a\u0648\u0642\u0641 \u06a9\u0646\u062f\u060c \u0632\u06cc\u0631\u0627 \u0686\u06cc\u0632\u06cc \u0628\u0631\u0627\u06cc \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0646\u062e\u0648\u0627\u0647\u062f \u062f\u0627\u0634\u062a :-).<\/p>\n<p>\u0628\u0639\u062f \u0627\u0632 \u0622\u0646 \u0645\u0646 GA \u062e\u0648\u062f \u0631\u0627 \u0628\u0631\u0627\u06cc FlappyBird \u0628\u0647 \u0631\u0648\u0632 \u06a9\u0631\u062f\u0645 \u0648 \u0634\u062a\u0627\u0628 \u062f\u0627\u062f\u0645\u060c \u0627\u06a9\u0646\u0648\u0646 \u0647\u0645\u0647 \u067e\u0631\u0646\u062f\u06af\u0627\u0646 \u0628\u0647 \u0637\u0648\u0631 \u0647\u0645\u0632\u0645\u0627\u0646 \u0631\u0627\u0647 \u0627\u0646\u062f\u0627\u0632\u06cc \u0645\u06cc \u0634\u0648\u0646\u062f\u060c \u0628\u0646\u0627\u0628\u0631\u0627\u06cc\u0646 \u0622\u0645\u0648\u0632\u0634 \u0627\u0632 ~ 3-5 \u0633\u0627\u0639\u062a \u0628\u0647 5-10 \u062f\u0642\u06cc\u0642\u0647 \u062f\u0631 \u0647\u0646\u06af\u0627\u0645 \u0631\u0627\u0647 \u0627\u0646\u062f\u0627\u0632\u06cc \u0628\u0631 \u0631\u0648\u06cc CPU\u060c \u06cc\u0639\u0646\u06cc 50 \u0628\u0627\u0631 \u0627\u0641\u0632\u0627\u06cc\u0634 \u06cc\u0627\u0641\u062a! \u0686\u06af\u0648\u0646\u0647 \u06a9\u0627\u0631 \u0645\u06cc \u06a9\u0646\u062f &#8211; \u067e\u06cc\u0634\u0646\u0647\u0627\u062f \u0645\u06cc \u06a9\u0646\u0645 \u062e\u0648\u062f\u062a\u0627\u0646 \u0628\u0628\u06cc\u0646\u06cc\u062f: \u06cc\u06a9 \u062a\u06a9\u0631\u0627\u0631 \u0645\u0641\u06cc\u062f \u06a9\u0648\u0686\u06a9 \u0627\u0632 \u0622\u0646\u0686\u0647 \u067e\u0648\u0634\u0634 \u062f\u0627\u062f\u0647 \u0634\u062f\u0647 \u0627\u0633\u062a!<\/p>\n<p>\u0627\u06cc\u0646 \u0647\u0645\u0647\u060c \u0627\u06af\u0631 \u0633\u0648\u0627\u0644\u06cc \u062f\u0627\u0631\u06cc\u062f\u060c \u062f\u0631 \u0646\u0638\u0631\u0627\u062a \u0628\u0646\u0648\u06cc\u0633\u06cc\u062f\u060c \u062e\u062f\u0627\u062d\u0627\u0641\u0638!<\/p>\n<p><strong>\u0647\u0646\u0648\u0632 \u062e\u06cc\u0644\u06cc \u0686\u06cc\u0632\u0647\u0627\u06cc \u062c\u062f\u06cc\u062f \u067e\u06cc\u0634 \u0631\u0648\u06cc \u0645\u0627\u0633\u062a\u060c \u0627\u06cc\u0646 \u0645\u0628\u0646\u0627\u06cc \u06a9\u0627\u0631\u0647\u0627\u06cc \u0628\u0639\u062f\u06cc \u0627\u0633\u062a: \u0627\u06a9\u0646\u0648\u0646 \u0645\u0646 \u062f\u0631 \u062d\u0627\u0644 \u06a9\u0627\u0631 \u0628\u0631 \u0631\u0648\u06cc \u067e\u06cc\u0627\u062f\u0647 \u0633\u0627\u0632\u06cc \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u06a9\u0627\u0645\u0644 \u0628\u0627 \u06a9\u0645\u06a9 \u0627\u0644\u06af\u0648\u0631\u06cc\u062a\u0645 \u0647\u0627\u06cc \u062a\u06a9\u0627\u0645\u0644\u06cc \u062f\u0631 \u06cc\u06a9 \u0645\u062d\u06cc\u0637 \u0645\u0635\u0646\u0648\u0639\u06cc \u0647\u0633\u062a\u0645\u060c \u062c\u0627\u0644\u0628 \u062e\u0648\u0627\u0647\u062f \u0628\u0648\u062f!<\/strong><\/p>\n<p>\u06a9\u062f\u0647\u0627: https:\/\/github.com\/LanskoyKirill\/GenNumPy.git<\/p>\n<p>\u062f\u0631 \u0633\u0627\u06cc\u062a \u0645\u0646: https:\/\/selfrobotics.space\/2024\/12\/13\/creating-a-genetic-algorithm-for-a-neural-network-and-a-neural-network-for-graphic-games-and- \u0628\u0627\u0632\u06cc \u0647\u0627\u06cc \u0648\u06cc\u062f\u06cc\u0648\u06cc\u06cc \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u067e\u0627\u06cc\u062a\u0648\u0646 \u0648 \u0646\u0627\u0645\u067e\u06cc\/<\/p>\n<\/p><\/div>\n","protected":false},"excerpt":{"rendered":"<p>Summarize this content to 400 words in Persian Lang \u0627\u0645\u0631\u0648\u0632 \u0645\u06cc \u06af\u0648\u06cc\u0645 \u0648 \u0646\u0634\u0627\u0646 \u0645\u06cc \u062f\u0647\u0645 \u06a9\u0647 \u0686\u06af\u0648\u0646\u0647 \u06cc\u06a9 \u0627\u0644\u06af\u0648\u0631\u06cc\u062a\u0645 \u0698\u0646\u062a\u06cc\u06a9 (GA) \u0628\u0631\u0627\u06cc \u06cc\u06a9 \u0634\u0628\u06a9\u0647 \u0639\u0635\u0628\u06cc \u0628\u0633\u0627\u0632\u06cc\u0645 \u062a\u0627 \u0628\u062a\u0648\u0627\u0646\u062f \u0628\u0627\u0632\u06cc \u0647\u0627\u06cc \u0645\u062e\u062a\u0644\u0641\u06cc \u0631\u0627 \u0628\u0627 \u0622\u0646 \u0627\u0646\u062c\u0627\u0645 \u062f\u0647\u062f. \u0645\u0646 \u0622\u0646 \u0631\u0627 \u0631\u0648\u06cc \u0628\u0627\u0632\u06cc Pong and Flappy bird \u0627\u0645\u062a\u062d\u0627\u0646 \u06a9\u0631\u062f\u0645. \u062e\u06cc\u0644\u06cc \u062e\u0648\u0628 \u062e\u0648\u062f\u0634 \u0631\u0627 \u0646\u0634\u0627\u0646 \u062f\u0627\u062f. \u0628\u0647 &hellip;<\/p>\n","protected":false},"author":2,"featured_media":88141,"comment_status":"open","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"fifu_image_url":"","fifu_image_alt":"","footnotes":""},"categories":[339],"tags":[],"class_list":["post-88140","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-dev"],"_links":{"self":[{"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/posts\/88140","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/users\/2"}],"replies":[{"embeddable":true,"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/comments?post=88140"}],"version-history":[{"count":0,"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/posts\/88140\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/media\/88141"}],"wp:attachment":[{"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/media?parent=88140"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/categories?post=88140"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/tags?post=88140"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}