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add neural network

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This commit is contained in:
Zuzanna Witoch 2021-06-20 17:04:20 +02:00
parent bb970960d0
commit 571a127782
17883 changed files with 26921 additions and 0 deletions
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1
core/a_star.py
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@ -72,6 +72,7 @@ def get_cost(node, goal: Mushroom, board):
weight = 1000
elif isinstance((board.board[node.x][node.y]), Mushroom) and board.dt.predict(board.board[node.x][node.y]):
weight = 1000
#board.nn.predict()
else:
weight = 2

3
core/board.py
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@ -2,6 +2,7 @@ import random
from core.constans import *
from core.decision_tree import DecisionTree
from core.neural_network import Neural_network
from core.tree import Tree
from core.mushroom import Mushroom
from core.agent import Agent
@ -22,6 +23,8 @@ class Board:
self.update_free_spaces()
self.dt = DecisionTree(0.05)
self.dt.learn()
self.nn = Neural_network()
self.nn.build_model()
self.agent = Agent(self.free_spaces.pop(), self.square_size)

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core/neural_network.py Normal file
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@ -0,0 +1,97 @@
import os, random
import numpy as np
import joblib
import tensorflow as tf
from tensorflow import keras
from tensorflow.python.keras.layers.convolutional import Conv2D
from tensorflow.python.keras.layers.core import Dense, Flatten
from tensorflow.python.keras.models import Sequential
from tensorflow.python.keras.preprocessing.image_dataset import load_image
class Neural_network:
def __init__(self):
#check physical devices
physical_devices = tf.config.experimental.list_physical_devices('GPU')
print("Num GPUs Available: ", len(physical_devices))
tf.config.experimental.set_memory_growth(physical_devices[0], enable=True)
def build_model(self,image_size = (25,25),batch_size = 8):
#Generate a Dataset
self.train_ds = tf.keras.preprocessing.image_dataset_from_directory(
"core/resources/data/train",
validation_split=0.2,
subset="training",
shuffle = False,
image_size=image_size,
batch_size=batch_size,
)
self.val_ds = tf.keras.preprocessing.image_dataset_from_directory(
"core/resources/data/validate",
validation_split=0.2,
subset="validation",
shuffle = False,
image_size=image_size,
batch_size=batch_size,
)
self.class_names = self.train_ds.class_names
print(self.class_names)
#Configure the dataset
AUTOTUNE = tf.data.AUTOTUNE
train_ds = self.train_ds.prefetch(buffer_size=AUTOTUNE)
val_ds = self.val_ds.prefetch(buffer_size=AUTOTUNE)
input_shape=(25,25,3)
#create model
model = Sequential()
model.add(Conv2D(16, kernel_size=(5), activation='relu', input_shape=input_shape))
model.add(Conv2D(32, kernel_size=(5, 5), activation='relu'))
model.add(Conv2D(64, kernel_size=(5, 5), activation='relu'))
model.add(Conv2D(128, kernel_size=(5, 5), activation='relu'))
model.add(Flatten())
model.add(Dense(16, activation='relu'))
model.add(Dense(9, activation='softmax'))
model.compile(
optimizer=keras.optimizers.Adam(),
loss="sparse_categorical_crossentropy",
metrics=["accuracy"],
)
#model.summary()
#Training the model
model.fit(
train_ds, epochs=15, validation_data=val_ds,
)
self.model = model
self.model.save("core/saved_model.h5")
joblib.dump(self.class_names, fr"saved_model_classes.joblib")
# load an image and predict the class
def predict(self):
folder="core/resources/data/Mushrooms/jadalne"
filename=random.choice(os.listdir(folder))
print(filename)
# load the image
img = keras.preprocessing.image.load_img(
filename, grayscale=False, color_mode='rgb',
target_size=None,interpolation='nearest'
)
# convert to array
img_array = keras.preprocessing.image.img_to_array(img)
img_array = np.array([img_array])
# load model
self.model = tf.keras.models.load_model("saved_model.h5")
self.class_names = joblib.load("saved_model_classes.joblib")
# predict the class
predictions = self.model.predict(img_array)
result = tf.nn.softmax(predictions[0])
print(result)

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