Kodum:
Hata:
Nasıl çözebilirim? ChatGPT'ye sor demeyin sorduğum 10 sorudan sadece 1 tanesine cevap veriyor resmen. Stack Overflow'dan cevap gelmedi.
Python:
import tensorflow as tf
from pandas import read_csv
import numpy as np
dataset = read_csv('training.csv')
GRU=tf.compat.v1.keras.layers.CuDNNGRU
tokenizer = tf.keras.preprocessing.text.Tokenizer(
num_words=70000,
lower=True,
oov_token=''
)
update_dict = {0:'üzüntü', 1:'neşe', 2:'aşk', 3:'öfke', 4:'korku', 5:'şaşırma'}
dataset['mappedLabel'] = dataset['label'].map(update_dict)
dataset.sample()
from sklearn.model_selection import train_test_split
dataset['label'].value_counts()
x_train,x_test,y_train,y_test = train_test_split(
dataset['text'],dataset['label'],
test_size = 0.20,
random_state = 5,
stratify=dataset['label']
)
tokenizer.fit_on_texts(x_train)
x_train_transformed =tokenizer.texts_to_sequences(x_train)
x_test_transformed = tokenizer.texts_to_sequences(x_test)
padding_size = 66
x_train_padded = tf.keras.preprocessing.sequence.pad_sequences(
x_train_transformed,
maxlen=padding_size
)
x_test_padded = tf.keras.preprocessing.sequence.pad_sequences(
x_test_transformed,
maxlen=padding_size
)
num_tokens=[
len(tokens) for tokens in x_train_transformed+x_test_transformed
]
num_tokens = np.array(num_tokens)
max_tokens = np.mean(
num_tokens+2*np.std(num_tokens)
)
max_tokens = int(max_tokens)
max_tokens
model = tf.keras.Sequential()
word_index = tokenizer.word_index
model.add(tf.keras.layers.Embedding(len(word_index),65,input_length=max_tokens))
model.add(GRU(
32,
return_sequences=True
))
model.add(GRU(
16,
return_sequences=True
))
model.add(GRU(
8,
))
model.add(tf.keras.layers.Dense(6,activation="softmax"))
model.compile(
optimizer=tf.keras.optimizers.Adam(
learning_rate=0.001,
beta_1=0.9,
beta_2=0.999,
epsilon=1e-8,
),
loss='categorical_crossentropy',
metrics=['accuracy']
)
model.fit(
x_train_padded,
y_train,
batch_size=128,
epochs=10
)Hata:
Nasıl çözebilirim? ChatGPT'ye sor demeyin sorduğum 10 sorudan sadece 1 tanesine cevap veriyor resmen. Stack Overflow'dan cevap gelmedi.
