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import tensorflow_datasets as tfds
import tensorflow as tf
from tensorflow.keras.layers import Layer, Dense, LayerNormalization, Embedding, Dropout
from tensorflow.keras.models import Sequential, Model
from tensorflow.keras.optimizers.schedules import LearningRateSchedule
from tensorflow.keras.optimizers import Adam
from tensorflow.keras.losses import SparseCategoricalCrossentropy
from tensorflow.keras.metrics import Mean, SparseCategoricalAccuracy
from tqdm import tqdm
import numpy as np
import matplotlib.pyplot as plt
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