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diff --git a/main.py b/main.py
index c34ef7b..a18a252 100644
--- a/main.py
+++ b/main.py
@@ -16,7 +16,8 @@ from graphsearch import *
 from astar2 import *
 from pizza import *
 from learning import *
-from csv_writer import * 
+from nn import *
+#from csv_writer import * 
 
 
 
@@ -138,8 +139,22 @@ class Game:
                     #print("lol xD")
                     pg.event.clear()
                 if event.key == pg.K_F6 and self.wentyl_bezpieczenstwa == 0:
-                    LabelSetter.set_labels()
+                    #LabelSetter.set_labels()
+                    self.player.ai_mode = "tree"
+                    agent = SweeperAgent()
+                    player_moves = SweeperAgent.run(agent)
+                    self.graph_move(player_moves)
                     self.wentyl_bezpieczenstwa = 1
+                if event.key == pg.K_F7 and self.wentyl_bezpieczenstwa == 0:
+                    #net_runner = NetRunner()
+                    #net_runner.prepare_data()
+                    self.player.ai_mode = "neural"
+                    agent = SweeperAgent()
+                    player_moves = SweeperAgent.run(agent)
+                    self.graph_move(player_moves)
+                    self.wentyl_bezpieczenstwa = 1
+
+                
 
                     
                     
diff --git a/nn.py b/nn.py
new file mode 100644
index 0000000..7eb4b3f
--- /dev/null
+++ b/nn.py
@@ -0,0 +1,139 @@
+import numpy as np
+import matplotlib.pyplot as plt
+import torch
+import torch.nn.functional as F
+from torch import nn
+from torch import optim
+from torchvision import datasets, transforms, models
+import torchvision
+
+PATH = './cifar_net.pth'
+
+class Net(nn.Module):
+    def __init__(self):
+        super().__init__()
+        self.conv1 = nn.Conv2d(3, 6, 5)
+        self.pool = nn.MaxPool2d(2, 2)
+        self.conv2 = nn.Conv2d(6, 16, 5)
+        self.fc1 = nn.Linear(44944, 120)
+        #self.fc2 = nn.Linear(120, 84)
+        #self.fc3 = nn.Linear(84, 10)
+        self.fc2 = nn.Linear(120, 2)
+
+    def forward(self, x):
+        x = self.pool(F.relu(self.conv1(x)))
+        x = self.pool(F.relu(self.conv2(x)))
+        x = torch.flatten(x, 1) # flatten all dimensions except batch
+        x = F.relu(self.fc1(x))
+        #x = F.relu(self.fc2(x))
+        #x = self.fc3(x)
+        x = self.fc2(x)
+        return x
+
+
+class NetRunner:
+    @staticmethod
+    def imshow(img):
+        npimg = img.numpy()
+        plt.imshow(np.transpose(npimg, (1,2,0)))
+        plt.show()
+        plt.close()
+
+    @staticmethod
+    def train(trainloader):
+
+        net = Net()
+
+        criterion = nn.CrossEntropyLoss()
+        optimizer = optim.SGD(net.parameters(), lr=0.001, momentum=0.9)
+
+        for epoch in range(2): 
+
+            running_loss = 0.0
+            for i, data in enumerate(trainloader, 0):
+                
+                inputs, labels = data
+
+                #labels = labels.unsqueeze(-1)
+                #labels = labels.float()
+
+                optimizer.zero_grad()
+
+                outputs = net(inputs)            
+                loss = criterion(outputs, labels)
+                loss.backward()
+                optimizer.step()
+
+                running_loss += loss.item()
+                if i % 2000 == 1999: # 2000 i 1999
+                    print('[%d, %5d] loss: %.3f' %
+                        (epoch + 1, i + 1, running_loss / 2000)) # 2000
+                    running_loss = 0.0
+
+        print('Finished Training')
+    
+        torch.save(net.state_dict(), PATH)
+
+    
+    def test(self,testloader, classes):
+
+        dataiter = iter(testloader)
+        images, labels = dataiter.next()
+
+        self.imshow(torchvision.utils.make_grid(images))
+
+        net = Net()
+        net.load_state_dict(torch.load(PATH))
+        outputs = net(images)
+
+        _, predicted = torch.max(outputs, 1)
+
+        print(predicted)
+        print('Predicted: ', ' '.join('%5s' % classes[predicted[j]]
+                                for j in range(1)))
+
+        # Obliczanie %
+        """correct = 0
+        total = 0
+        with torch.no_grad():
+            for data in testloader:
+                images, labels = data
+            # calculate outputs by running images through the network
+                outputs = net(images)
+            # the class with the highest energy is what we choose as prediction
+                _, predicted = torch.max(outputs.data, 1)
+                total += labels.size(0)
+                correct += (predicted == labels).sum().item()
+
+        print('Accuracy of the network: %d %%' % (
+        100 * correct / total))"""
+        return
+
+
+    def prepare_data(self):
+        data_dir = 'dataset'
+        train_dir = data_dir + '/train'
+        test_dir = data_dir + '/test'
+
+        trainning_transforms = transforms.Compose([ transforms.Resize(256),
+                                                    transforms.CenterCrop(224),
+                                                    transforms.ToTensor(),
+                                                    transforms.Normalize([0.485, 0.456, 0.406],[0.229, 0.224, 0.225])])
+
+        testing_transforms = transforms.Compose([ transforms.Resize(256),
+                                                    transforms.CenterCrop(224),
+                                                    transforms.ToTensor(),
+                                                    transforms.Normalize([0.485, 0.456, 0.406],[0.229, 0.224, 0.225])])
+
+        training_dataset = datasets.ImageFolder(train_dir, transform=trainning_transforms)
+        testing_dataset = datasets.ImageFolder(test_dir, transform=testing_transforms)
+
+        trainloader = torch.utils.data.DataLoader(training_dataset, batch_size=4, shuffle=True)
+        testloader = torch.utils.data.DataLoader(testing_dataset, batch_size=1, shuffle=True)
+
+        classes = ('rock', 'grenade')
+
+        #train(trainloader)
+        self.test(testloader, classes)
+
+    
diff --git a/sprites.py b/sprites.py
index c81590f..e5be0e9 100644
--- a/sprites.py
+++ b/sprites.py
@@ -2,9 +2,11 @@ import pygame as pg
 import enum
 import ctypes
 import ast
+import time
 from settings import *
 from maze import *
 from learning import *
+from nn import *
 
 
 class Player(pg.sprite.Sprite):
@@ -25,6 +27,7 @@ class Player(pg.sprite.Sprite):
         self.maze = Maze()
         self.moves = ''
         self.my_learning = Learning()
+        self.ai_mode = "none"
         #self.decision_tree_learning()
 
     def set_direction(self, direction):
@@ -92,11 +95,16 @@ class Player(pg.sprite.Sprite):
             print("I move: " + str(self.direction))
                     
         print("My direction is: " + str(self.direction))
-        self.check_bomb()
+        
+        if str(self.ai_mode) == "tree":
+            self.check_bomb()
+        if str(self.ai_mode) == "neural":
+            self.check_bomb_neural()
 
     
 
-            
+    def set_ai_mode(self, mode):
+        self.ai_mode = mode     
 
     def check_border(self, dx=0, dy=0):
         if (self.x + dx) < 0 or (self.y + dy) < 0 or (self.x + dx) >= MAP_SIZE or (self.y + dy) >= MAP_SIZE :
@@ -205,6 +213,19 @@ class Player(pg.sprite.Sprite):
             mine_params = current_mine.get_parameters()
             self.my_learning.predict_on_saved_tree(mine_params)
         return
+
+    def check_bomb_neural(self):
+        if self.check_if_on_mine():
+            current_mine = self.get_my_mine_object()
+            mine_params = current_mine.get_parameters()
+            self.call_net_runner()
+        return
+
+    def call_net_runner(self):
+        net_runner = NetRunner()
+        net_runner.prepare_data()
+
+
         
 
     def check_if_on_mine(self):