inteligentny-traktor/main.py

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import pygame
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import random
import torch
from torch import nn
from torchvision import datasets, transforms
from torchvision.transforms import Lambda
from PIL import Image
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import astar
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from classes import Field, Player
from bfs import Istate, succ
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from bfs import graphsearch
from board import Grid, Box, Obstacle, getGridBoxes, gridObjects
from screen import SCREEN
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# pygame.init()
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# Game Constants
Ucelu = False
SCREENX = 500
SCREENY = 500
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device = torch.device('cpu')
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model1 = nn.Sequential(nn.Linear(30000, 10000), nn.ReLU(), nn.Linear(10000, 10000), nn.ReLU(), nn.Linear(10000, 10000), nn.Linear(10000, 4), nn.LogSoftmax(dim=-1)).to(device)
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model1.load_state_dict(torch.load("./NN/trained"))
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pygame.display.set_caption('Inteligentny Traktor')
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plants = [[], [], []]
plants[0].append(Image.open("NN/w1.png"))
plants[0].append(Image.open("NN/w2.png"))
plants[0].append(Image.open("NN/w3.png"))
plants[1].append(Image.open("NN/c1.png"))
plants[1].append(Image.open("NN/c2.png"))
plants[1].append(Image.open("NN/c3.png"))
plants[2].append(Image.open("NN/ca1.png"))
plants[2].append(Image.open("NN/ca2.png"))
plants[2].append(Image.open("NN/ca3.png"))
b = [Image.open("NN/b1.png").convert('RGBA'), Image.open("NN/b2.png").convert('RGBA'), Image.open("NN/b3.png").convert('RGBA')]
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def generate(water, fertilizer, plantf):
if water == 1:
new_im = Image.new('RGB', (100, 100),
(160 + random.randint(-10, 10), 80 + random.randint(-10, 10), 40 + random.randint(-10, 10)))
tmp = plants[plantf][random.randint(0, 2)].resize(
(25 + random.randint(-10, 25), 25 + random.randint(-10, 25))).rotate(random.randint(0, 359))
new_im.paste(tmp, (random.randint(0, 50), random.randint(0, 50)), tmp)
if fertilizer:
tmp = b[random.randint(0, 2)].resize(
(20 + random.randint(0, 25), 20 + random.randint(0, 25))).rotate(random.randint(0, 359))
new_im.paste(tmp, (random.randint(25, 75), random.randint(25, 75)), tmp)
else:
if fertilizer:
new_im = Image.new('RGB', (100, 100),
(
50 + random.randint(-10, 10), 25 + random.randint(-10, 10),
0 + random.randint(-10, 10)))
tmp = plants[plantf][random.randint(0, 2)].resize(
(25 + random.randint(-10, 25), 25 + random.randint(-10, 25))).rotate(random.randint(0, 359))
new_im.paste(tmp, (random.randint(0, 50), random.randint(0, 50)), tmp)
tmp = b[random.randint(0, 2)].resize(
(20 + random.randint(0, 25), 20 + random.randint(0, 25))).rotate(random.randint(0, 359))
new_im.paste(tmp, (random.randint(25, 75), random.randint(25, 75)), tmp)
else:
if random.randint(0, 1) == 1:
new_im = Image.new('RGB', (100, 100),
(50 + random.randint(-10, 10), 25 + random.randint(-10, 10),
0 + random.randint(-10, 10)))
else:
new_im = Image.new('RGB', (100, 100),
(160 + random.randint(-10, 10), 80 + random.randint(-10, 10),
40 + random.randint(-10, 10)))
if random.randint(0, 1) == 1: # big
tmp = plants[plantf][random.randint(0, 2)].resize(
(75 + random.randint(-10, 25), 75 + random.randint(-10, 25))).rotate(random.randint(0, 359))
new_im.paste(tmp, (random.randint(0, 15), random.randint(0, 15)), tmp)
else:
tmp = plants[plantf][random.randint(0, 2)].resize(
(random.randint(10, 80), random.randint(10, 80))).rotate(random.randint(0, 359))
datas = tmp.getdata()
new_image_data = []
for item in datas:
# change all white (also shades of whites) pixels to yellow
if item[0] in list(range(190, 256)):
new_image_data.append(
(random.randint(0, 10), 255 + random.randint(-150, 0), random.randint(0, 10)))
else:
new_image_data.append(item)
# update image data
tmp.putdata(new_image_data)
new_im.paste(tmp, (random.randint(0, 30), random.randint(0, 30)), tmp)
return new_im
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# COLORS
WHITE = (255, 255, 255)
BLACK = (0, 0, 0)
RED = (255, 0, 0)
GREEN = (0, 255, 0, 0)
BLUE = (0, 0, 255, 0)
GREY = (128, 128, 128)
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CLOCK = pygame.time.Clock()
FPS = 30
DELAY = 300
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# np. 10 pól x 10 pól = 100 pól
GRIDX = 10
GRIDY = 10
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obstacleObjects = {} # Store the obstacle objects (Blocks on the path) from Obstacle class
# global gridObjects
# gridObjects = {} # Store grid-box objects from Grid Class
gridObstacle = {} # Store the grid:obstacle pair stuck together
boxObjects = {}
boxes = 1
obstacles = 1
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# BFS Variables
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startNode = Istate(1, 1, 1)
goalNode = [1, 1]
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graph = dict()
pathFound = [] # Store the path in a list box index to draw on later
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def drawGrid(sizex, sizey):
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spaceX = SCREENX // sizex
spaceY = SCREENY // sizey
counter = 1
for i in range(sizex):
for j in range(sizey):
# g = Grid(i*spaceX, j*spaceY, spaceX, spaceY)
g = Grid(50 + i*50, 50 + j*50, spaceX, spaceY)
gridObjects[counter] = g
counter += 1
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def generateGraph(row, col):
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# This function generates a graph based on the gridObjects instantiated!
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# sample_graph = {'A': ['B', 'C', 'E'],
# 'B': ['A', 'D', 'E'],
# 'C': ['A', 'F', 'G'],
# 'D': ['B'],
# 'E': ['A', 'B', 'D'],
# 'F': ['C'],
# 'G': ['C']
# }
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miniG = {}
for grid in range(len(gridObjects)):
grid += 1 # Synchronize index
mod = grid % col # Used to check the Top and Bottom Grid Boxes!
gN = grid - 1
gS = grid + 1
gE = grid + col
gW = grid - col
# CHECK THE NEIGHBORS TO THE GRID-BOXES, ACCOUNTING FOR THE EXTREME GRID-BOXES(BORDERS)
if mod == 0: # 5,10,15,20,25 - You can't go south from here (Bottom Boxes)
if grid > col: # Away from the Left Border of the Screen
if grid > (col*row)-col: # You are on the Right Border of the screen - You can't go East
miniG[grid] = [gN, gW]
else: # Away from the Right Border of the Screen - You can go East
miniG[grid] = [gN, gE, gW]
else: # You are on the Left Edge of the screen - You can't go West
miniG[grid] = [gN, gE]
elif mod == 1: # 6,11,16,21 :> You can't go North from here (Top Boxes)
if grid > col: # Away from the Left Border of the Screen
if grid > (col*row)-col: # You are on the Right Border of the screen - You can't go East
miniG[grid] = [gS, gW]
else: # Away from the Right Border of the Screen - You can go east
miniG[grid] = [gS, gE, gW]
else: # You are on the Left Edge of the screen - You can't go West
miniG[grid] = [gS, gE]
else: # All the rest (Not Top or Bottom Boxes) - You can go North or South
if grid > col: # Away from the Left Border of the Screen
if grid > (col*row)-col: # You are on the Right Border of the screen - You can't go East
miniG[grid] = [gN, gS, gW]
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else: # Away from the Right Border of the Screen - You can go East
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miniG[grid] = [gN, gS, gE, gW]
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else: # You are on the Left Edge of the screen - You can't go West
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miniG[grid] = [gN, gS, gE]
# FILTER OUT OBSTACLES FROM THE GRAPH
miniG2 = {}
for grid in range(len(gridObjects)):
grid += 1
if grid not in gridObstacle:
# gridObjects.remove(grid) # Dict object has no attribute : 'remove'
# HACK
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miniG2[grid] = miniG[grid] # Created a new dictionary that stored the values required
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# IN-DEPTH FILTER - Filter out obstacles from the neighbors-list
for neigbor in miniG2[grid]:
if neigbor in gridObstacle:
miniG2[grid].remove(neigbor)
# Filtering again as the first Filter block didn't clear out everything
# Filtering through the neighbors
for grid in miniG2:
for item in miniG2[grid]:
if item in gridObstacle:
miniG2[grid].remove(item)
return miniG2
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def drawGraph(pathF):
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# Draws the path given the path-list
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global Ucelu
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# print(pathF)
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if not Ucelu:
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for grid in pathF:
# g = gridObjects[grid] # Get the grid-box object mentioned in the path
# x = g.x
# y = g.y
# sx = g.sx
# sy = g.sy
# a = 0
# pygame.draw.rect(SCREEN, GREEN, pygame.Rect(x, y, sx, sy))
if grid == 'rotate_right':
player.rotation = (player.rotation - 90) % 360
if grid == 'rotate_left':
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player.rotation = (player.rotation + 90) % 360
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# (player.rotation)
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if grid == 'move':
if player.rotation == 0:
if player.x < 9:
player.x = player.x + 1
if player.rotation == 180:
if player.x > 0:
player.x = player.x - 1
if player.rotation == 270:
if player.y < 9:
player.y = player.y + 1
if player.rotation == 90:
if player.y > 0:
player.y = player.y - 1
i = 0
while i < len(T):
j = 0
while j < len(T[i]):
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# color = (255, 255, 255, 0)
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if T[i][j].isWet == 0:
# a = 1
color = (160, 80, 40, 0)
else:
# a = 1
color = (50, 25, 0, 0)
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# Covers 'player' on the way
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pygame.draw.rect(SCREEN, color, pygame.Rect(50 + 50 * i, 50 + 50 * j, 50, 50))
if T[i][j].plantType == 1:
SCREEN.blit(imgWheat, (50 + 50 * i, 50 + 50 * j))
if T[i][j].plantType == 2:
SCREEN.blit(imgCarrot, (50 + 50 * i, 50 + 50 * j))
if T[i][j].plantType == 3:
SCREEN.blit(imgCabbage, (50 + 50 * i, 50 + 50 * j))
if T[i][j].plantType == 4:
SCREEN.blit(imgTree, (50 + 50 * i, 50 + 50 * j))
j = j + 1
i = i + 1
# Render the trees
for obs in obstacleObjects:
obstacleObjects[obs].draw()
for bx in boxObjects:
boxObjects[bx].draw()
i = 0
while i < len(T)+1:
pygame.draw.line(SCREEN, (0, 0, 0), (50 + i * 50, 50), (50 + i * 50, 50 + len(T) * 50), 1)
pygame.draw.line(SCREEN, (0, 0, 0), (50, 50 + i * 50), (50 + len(T) * 50, 50 + i * 50), 1)
i = i + 1
tmpImg = pygame.transform.rotate(imgPlayer, player.rotation)
if player.rotation == 180:
tmpImg = pygame.transform.flip(tmpImg, True, True)
tmpImg = pygame.transform.flip(tmpImg, True, False)
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# player is seen on the way
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SCREEN.blit(tmpImg, (55 + 50 * player.x, 55 + 50 * player.y))
pygame.display.update()
pygame.time.wait(300)
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SCREEN.fill(WHITE)
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# pygame.time.wait(50)
# pygame.draw.rect(SCREEN, WHITE, pygame.Rect(x, y, sx, sy))
Ucelu = True
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def UIHandler():
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# drawGrid(GRIDX, GRIDY)
global Ucelu
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drawGrid(10, 10)
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for grid in gridObjects:
gridObjects[grid].draw()
for bx in boxObjects:
boxObjects[bx].draw()
for obs in obstacleObjects:
obstacleObjects[obs].draw()
if pathFound:
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drawGraph(pathFound)
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def eventHandler(kbdObj, mouseObj):
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global boxes
global obstacles
global startNode
global goalNode
global pathFound
global Ucelu
if event.type == pygame.QUIT:
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pygame.quit()
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if event.type == pygame.KEYDOWN:
pygame.time.wait(DELAY)
if event.key == pygame.K_LEFT:
if player.x > 0:
player.x = player.x - 1
player.rotation = 180
if event.key == pygame.K_UP:
if player.y > 0:
player.y = player.y - 1
player.rotation = 90
if event.key == pygame.K_RIGHT:
if player.x < 9:
player.x = player.x + 1
player.rotation = 0
if event.key == pygame.K_DOWN:
if player.y < 9:
player.y = player.y + 1
player.rotation = 270
# Aga start lewo prawo, naprzód
if event.key == pygame.K_a:
player.rotation = (player.rotation + 90) % 360
if event.key == pygame.K_d:
player.rotation = (player.rotation - 90) % 360
if event.key == pygame.K_w:
if player.rotation == 0:
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if player.x < 9:
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player.x = player.x + 1
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if player.rotation == 180:
if player.x > 0:
player.x = player.x - 1
if player.rotation == 270:
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if player.y < 9:
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player.y = player.y + 1
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if player.rotation == 90:
if player.y > 0:
player.y = player.y - 1
# If Key_f is pressed, set goal node
if kbdObj[pygame.K_f]:
gBox = getGridBoxes(int(len(gridObjects)))
sx = gBox.sx
sy = gBox.sy
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mseX = mouseObj[0]
mseY = mouseObj[1]
for grid in gridObjects:
g = getGridBoxes(grid)
x = g.x
y = g.y
sx = g.sx
sy = g.sy
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if x < mseX < x + sx:
if y < mseY < y + sy:
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posX = x
posY = y
bo = Box(posX, posY, sx, sy, BLUE)
boxObjects[boxes] = bo
# boxes += 1
boxes = 1
# goalNode = GRIDX*GRIDX
# goalNode = (10 * (x + 1) + (y + 1) - 10)
# goalNode.state = int(10 * (posX/50 ) + (posY/50) - 10)
# goalNode[0] = int((posX/50)
# goalNode[1] = int(posY/50) - 10
goalNode = [int(posX/50), int(posY/50)]
# goalNode = [10,10]
print(' goalNode x=', goalNode[0], 'goalNode y=', goalNode[1])
# pygame.display.update()
# goalNode = (x/sx) * (y/sy)
# Delay to avoid multiple spawning of objects
pygame.time.wait(DELAY)
# If Key_x is pressed, spawn tree
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if kbdObj[pygame.K_t]:
w = random.randint(0, 1)
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f = random.randint(0, 1)
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print(w)
print(f)
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img = generate(w, f, random.randint(0, 2))
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img.save('./test/00/test.png')
data_transform = transforms.Compose([
transforms.Resize(size=(100, 100)),
transforms.RandomHorizontalFlip(p=0.5),
transforms.ToTensor(),
Lambda(lambda x: x.flatten())
])
datasets.ImageNet
train_data = datasets.ImageFolder(root="./test",
transform=data_transform,
target_transform=None)
model1.eval()
res = model1(train_data[0][0])
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if res[0] == res.max():
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print("0 0")
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if res[1] == res.max():
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print("0 1")
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if res[2] == res.max():
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print("1 0")
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if res[3] == res.max():
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print("1 1")
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# img.show()
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if kbdObj[pygame.K_x]:
obs = Obstacle(mouseObj)
obstacleObjects[obstacles] = obs
# print(obs.gridBox)
obstacles += 1
# print(obstacleObjects)
gridObstacle[obs.gridBox] = obstacles
# Delay to avoid multiple spawning of objects
mseX = mouseObj[0]
mseY = mouseObj[1]
for grid in gridObjects:
g = getGridBoxes(grid)
x = g.x
y = g.y
sx = g.sx
sy = g.sy
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if x < mseX < x + sx:
if y < mseY < y + sy:
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posX = x
posY = y
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T[int((posX/50)-1)][int((posY/50)-1)].plantType = 4
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pygame.display.update()
pygame.time.wait(DELAY)
# if Key_SPACE is pressed, start the magic
if kbdObj[pygame.K_SPACE]:
Ucelu = False
boxes = 1
startNode.x = player.x + 1
startNode.y = player.y + 1
if player.rotation == 0:
startNode.direction = 1
elif player.rotation == 90:
startNode.direction = 2
elif player.rotation == 180:
startNode.direction = 3
elif player.rotation == 270:
startNode.direction = 4
print(' startNode x=', startNode.x, 'startNode y= ', startNode.y, 'startNode direction =', startNode.direction)
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graph = generateGraph(GRIDY, GRIDX)
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print(graph)
if startNode.x != goalNode[0] or startNode.y != goalNode[1]:
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move_list = (graphsearch(goalNode, startNode)) # przeszukiwanie grafu wszerz
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pathFound = move_list
# pathFound = bfs.graphsearch()
print('akcje które wykonuję by znalezc sie u celu')
print(move_list)
print('\n')
# Delay to avoid multiple spawning of objects
pygame.time.wait(DELAY)
# startNode = goalNode
if kbdObj[pygame.K_b]:
Ucelu = False
boxes = 1
startNode.x = player.x + 1
startNode.y = player.y + 1
if player.rotation == 0:
startNode.direction = 1
elif player.rotation == 90:
startNode.direction = 2
elif player.rotation == 180:
startNode.direction = 3
elif player.rotation == 270:
startNode.direction = 4
print(' startNode x=', startNode.x, 'startNode y= ', startNode.y, 'startNode direction =', startNode.direction)
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graph = generateGraph(GRIDY, GRIDX)
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print(graph)
# if startNode != goalNode:
if startNode.x != goalNode[0] or startNode.y != goalNode[1]:
move_list = (astar.graphsearch([], astar.f, [], goalNode, startNode, T, succ)) # przeszukiwanie grafu wszerz
pathFound = move_list
# pathFound = bfs.graphsearch()
print('akcje które wykonuję by znalezc sie u celu')
print(move_list)
print('\n')
# Delay to avoid multiple spawning of objects
pygame.time.wait(DELAY)
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# With it it keeps going, if without it turns off
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T = [[Field(1,0,0,0,0,0),Field(0,0,1,0,0,0),Field(1,2,1,0,0,0),Field(1,3,0,0,0,0),Field(0,3,0,0,0,0),Field(0,0,1,0,0,0),Field(0,0,0,0,0,0),Field(1,3,1,0,0,0),Field(1,0,0,0,0,0),Field(1,0,1,0,0,0)],
[Field(1,0,0,0,0,0),Field(0,0,1,0,0,0),Field(1,0,1,0,0,0),Field(1,3,1,0,0,0),Field(0,0,0,0,0,0),Field(0,0,0,0,0,0),Field(0,0,0,0,0,0),Field(1,3,1,0,0,0),Field(1,0,0,0,0,0),Field(1,0,1,0,0,0)],
[Field(0,2,1,0,0,0),Field(0,0,1,0,0,0),Field(1,0,0,0,0,0),Field(1,0,0,0,0,0),Field(0,2,1,0,0,0),Field(0,1,1,0,0,0),Field(0,0,0,0,0,0),Field(1,3,1,0,0,0),Field(1,0,0,0,0,0),Field(1,0,1,0,0,0)],
[Field(1,0,1,0,0,0),Field(0,0,1,0,0,0),Field(1,1,1,0,0,0),Field(1,2,0,0,0,0),Field(0,3,1,0,0,0),Field(0,1,0,0,0,0),Field(0,0,0,0,0,0),Field(1,3,1,0,0,0),Field(1,0,0,0,0,0),Field(1,0,1,0,0,0)],
[Field(1,3,0,0,0,0),Field(0,3,1,0,0,0),Field(1,2,1,0,0,0),Field(1,1,1,0,0,0),Field(0,1,1,0,0,0),Field(0,0,0,0,0,0),Field(0,0,0,0,0,0),Field(1,3,1,0,0,0),Field(1,0,0,0,0,0),Field(1,0,1,0,0,0)],
[Field(1,0,0,0,0,0),Field(0,0,1,0,0,0),Field(1,1,1,0,0,0),Field(1,2,0,0,0,0),Field(0,1,0,0,0,0),Field(0,2,0,0,0,0),Field(0,1,0,0,0,0),Field(1,0,1,0,0,0),Field(1,0,0,0,0,0),Field(1,0,1,0,0,0)],
[Field(1,0,0,0,0,0),Field(0,0,0,0,0,0),Field(1,1,1,0,0,0),Field(1,2,0,0,0,0),Field(0,0,1,0,0,0),Field(0,0,1,0,0,0),Field(0,1,0,0,0,0),Field(1,0,1,0,0,0),Field(1,0,0,0,0,0),Field(1,0,1,0,0,0)],
[Field(1,0,0,0,0,0),Field(0,0,1,0,0,0),Field(1,3,1,0,0,0),Field(1,2,1,0,0,0),Field(0,0,1,0,0,0),Field(0,0,0,0,0,0),Field(0,1,0,0,0,0),Field(1,0,1,0,0,0),Field(1,0,0,0,0,0),Field(1,0,1,0,0,0)],
[Field(1,0,0,0,0,0),Field(0,2,0,0,0,0),Field(1,1,0,0,0,0),Field(1,0,1,0,0,0),Field(0,2,1,0,0,0),Field(0,3,0,0,0,0),Field(0,0,0,0,0,0),Field(1,0,1,0,0,0),Field(1,0,0,0,0,0),Field(1,0,1,0,0,0)],
[Field(1,0,1,0,0,0),Field(0,0,0,0,0,0),Field(1,1,1,0,0,0),Field(1,0,0,0,0,0),Field(0,1,1,0,0,0),Field(0,0,1,0,0,0),Field(0,0,0,0,0,0),Field(1,0,1,0,0,0),Field(1,0,0,0,0,0),Field(1,0,1,0,0,0)]]
# =========================================================================================
# no i tutaj mamy główna pętlę programu
pygame.init()
player = Player()
running = True
# clock = pygame.time.Clock()
SCREEN.fill(WHITE)
while running:
for event in pygame.event.get():
kbd = pygame.key.get_pressed()
mse = pygame.mouse.get_pos()
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UIHandler()
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eventHandler(kbd, mse)
pygame.display.update()
# CLOCK.tick(FPS)
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# screen.fill((175, 255, 50, 0))
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# SCREEN.fill((WHITE))
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imgWheat = pygame.image.load('img/wheat.png')
imgCarrot = pygame.image.load('img/carrot.png')
imgCabbage = pygame.image.load('img/cabbage.png')
imgPlayer = pygame.image.load('img/player.png')
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global imgTree
imgTree = pygame.image.load('img/tree.png')
# pygame.display.update()
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i = 0
while i < len(T):
j = 0
while j < len(T[i]):
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# color = (255, 255, 255, 0)
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if T[i][j].isWet == 0:
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# a = 1
color = (160, 80, 40, 0)
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else:
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# a = 1
color = (50, 25, 0, 0)
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# colour from the beginning
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pygame.draw.rect(SCREEN, color, pygame.Rect(50 + 50 * i, 50 + 50 * j, 50, 50))
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if T[i][j].plantType == 1:
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SCREEN.blit(imgWheat, (50 + 50 * i, 50 + 50 * j))
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if T[i][j].plantType == 2:
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SCREEN.blit(imgCarrot, (50 + 50 * i, 50 + 50 * j))
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if T[i][j].plantType == 3:
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SCREEN.blit(imgCabbage, (50 + 50 * i, 50 + 50 * j))
if T[i][j].plantType == 4:
SCREEN.blit(imgTree, (50 + 50 * i, 50 + 50 * j))
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j = j + 1
i = i + 1
i = 0
while i < len(T)+1:
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pygame.draw.line(SCREEN, (0, 0, 0), (50 + i * 50, 50), (50 + i * 50, 50 + len(T) * 50), 1)
pygame.draw.line(SCREEN, (0, 0, 0), (50, 50 + i * 50), (50 + len(T) * 50, 50 + i * 50), 1)
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i = i + 1
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for obs in obstacleObjects:
obstacleObjects[obs].draw()
# if startNode.state != goalNode.state:
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if startNode.x != goalNode[0] or startNode.y != goalNode[1]:
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for bx in boxObjects:
boxObjects[bx].draw()
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tmpImg = pygame.transform.rotate(imgPlayer, player.rotation)
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if player.rotation == 180:
tmpImg = pygame.transform.flip(tmpImg, True, True)
tmpImg = pygame.transform.flip(tmpImg, True, False)
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# player seen at the beginning
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SCREEN.blit(tmpImg, (55 + 50 * player.x, 55 + 50 * player.y))
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font = pygame.font.SysFont('comicsans', 22)
label = font.render('F - cel | X - drzewo', True, (0, 0, 0))
label1 = font.render('ARROWS - ręczne poruszanie', True, (0, 0, 0))
label2 = font.render('A - lewo | D - prawo | W - ruch', True, (0, 0, 0))
label3 = font.render('SPACE - start BFS | B - start A*', True, (0, 0, 0))
SCREEN.blit(label, (10, 555))
SCREEN.blit(label1, (10, 580))
SCREEN.blit(label2, (10, 605))
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SCREEN.blit(label3, (10, 630))
# pygame.display.flip()
pygame.display.update()
CLOCK.tick(FPS)
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# Done! Time to quit.
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pygame.quit()