이 노트북에서 (MIT License의 Rowel Atienza의 코드를 바탕으로) 생성적 적대 신경망을 만들고 Quick, Draw! 게임(Creative Commons Attribution 4.0 라이센스이며 여기에서 다운로드할 수 있습니다) 스타일의 스케치를 만듭니다.
이 노트북에서 효과적으로 훈련을 수행하려면 GPU를 사용하는 것이 좋습니다. 대부분 독자들의 컴퓨터에 있는 GPU는 텐서플로 계산에 사용할 수 없지만 (즉 CUDA와 cuDNN이 설치된 Nvidia GPU가 없겠지만) 코랩(Colab)에서 무료로 사용할 수 있습니다.
# 데이터 입력과 출력을 위해
import numpy as np
import os
# 딥러닝 모델을 위해
from tensorflow import keras
from tensorflow.keras.models import Model
from tensorflow.keras.layers import Input, Dense, Conv2D, Dropout
from tensorflow.keras.layers import BatchNormalization, Flatten
from tensorflow.keras.layers import Activation
from tensorflow.keras.layers import Reshape # new!
from tensorflow.keras.layers import Conv2DTranspose, UpSampling2D # new!
from tensorflow.keras.optimizers import RMSprop # new!
# 출력을 위해
import pandas as pd
from matplotlib import pyplot as plt
%matplotlib inline
역주: 편의를 위해 원드라이브에서 apple.npy
파일을 직접 다운로드합니다.
!rm -rf ../quickdraw_data
!mkdir ../quickdraw_data
!wget https://bit.ly/3aJPabM -O ../quickdraw_data/apple.npy
--2022-12-07 06:45:56-- https://bit.ly/3aJPabM Resolving bit.ly (bit.ly)... 67.199.248.11, 67.199.248.10 Connecting to bit.ly (bit.ly)|67.199.248.11|:443... connected. HTTP request sent, awaiting response... 301 Moved Permanently Location: https://onedrive.live.com/download?cid=822579D69D2DC3B5&resid=822579D69D2DC3B5!597857&authkey=AKfTYv02Wl168U0 [following] --2022-12-07 06:45:56-- https://onedrive.live.com/download?cid=822579D69D2DC3B5&resid=822579D69D2DC3B5!597857&authkey=AKfTYv02Wl168U0 Resolving onedrive.live.com (onedrive.live.com)... 13.107.42.13 Connecting to onedrive.live.com (onedrive.live.com)|13.107.42.13|:443... connected. HTTP request sent, awaiting response... 302 Found Location: https://bvt0ow.bl.files.1drv.com/y4msfxsnVbMpN3WSCRedVFhSHO5bGA0Pp0BdBd4_m63fhcZrFzRnfC61Hh95DX1cYrdSi52-_Yn3awwzebHTHP2FZpQUrLeQ7-rhjTrM2NGXL5vUngsxEVoFsG2ERa-1pWEmfthe0SznY6bw3VwJOxU5QG7TEpNE9Pl5eJDQcnj1IorlX2NpGc_DJVAKfGZMGtDQAsqcLLSYghyDxNFgZPWZg/full_numpy_bitmap_apple.npy?download&psid=1 [following] --2022-12-07 06:45:57-- https://bvt0ow.bl.files.1drv.com/y4msfxsnVbMpN3WSCRedVFhSHO5bGA0Pp0BdBd4_m63fhcZrFzRnfC61Hh95DX1cYrdSi52-_Yn3awwzebHTHP2FZpQUrLeQ7-rhjTrM2NGXL5vUngsxEVoFsG2ERa-1pWEmfthe0SznY6bw3VwJOxU5QG7TEpNE9Pl5eJDQcnj1IorlX2NpGc_DJVAKfGZMGtDQAsqcLLSYghyDxNFgZPWZg/full_numpy_bitmap_apple.npy?download&psid=1 Resolving bvt0ow.bl.files.1drv.com (bvt0ow.bl.files.1drv.com)... 13.107.42.12 Connecting to bvt0ow.bl.files.1drv.com (bvt0ow.bl.files.1drv.com)|13.107.42.12|:443... connected. HTTP request sent, awaiting response... 200 OK Length: 113462128 (108M) [application/octet-stream] Saving to: ‘../quickdraw_data/apple.npy’ ../quickdraw_data/a 100%[===================>] 108.21M 4.66MB/s in 24s 2022-12-07 06:46:22 (4.60 MB/s) - ‘../quickdraw_data/apple.npy’ saved [113462128/113462128]
input_images = "../quickdraw_data/apple.npy"
data = np.load(input_images) # 넘파이 .npy 포맷의 (친숙한) 28x28 흑백 비트맵. 이미지는 중앙에 맞춰져 있습니다.
data.shape
(144722, 784)
data[4242]
array([ 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 36, 79, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 134, 238, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 119, 254, 4, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 101, 255, 21, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 82, 255, 39, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 64, 255, 57, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 46, 255, 76, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 28, 255, 94, 0, 2, 24, 44, 9, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 8, 67, 135, 203, 253, 255, 255, 255, 245, 238, 253, 255, 255, 234, 127, 19, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 53, 185, 246, 255, 246, 185, 127, 119, 120, 251, 197, 136, 124, 98, 84, 169, 252, 213, 8, 0, 0, 0, 0, 0, 0, 0, 0, 47, 239, 222, 135, 67, 8, 0, 0, 0, 0, 201, 112, 0, 0, 0, 0, 0, 78, 255, 65, 0, 0, 0, 0, 0, 0, 0, 0, 197, 223, 25, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 24, 255, 100, 0, 0, 0, 0, 0, 0, 0, 11, 250, 123, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 244, 134, 0, 0, 0, 0, 0, 0, 0, 54, 255, 71, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 12, 2, 0, 0, 211, 169, 0, 0, 0, 0, 0, 0, 0, 58, 255, 137, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 229, 125, 0, 0, 176, 203, 0, 0, 0, 0, 0, 0, 0, 58, 255, 213, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 33, 255, 199, 0, 0, 142, 237, 0, 0, 0, 0, 0, 0, 0, 51, 255, 229, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 94, 255, 251, 15, 0, 108, 255, 17, 0, 0, 0, 0, 0, 0, 29, 255, 244, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 197, 238, 255, 78, 0, 80, 255, 47, 0, 0, 0, 0, 0, 0, 6, 248, 255, 5, 0, 0, 0, 0, 0, 0, 0, 0, 0, 48, 255, 107, 236, 178, 0, 138, 246, 12, 0, 0, 0, 0, 0, 0, 0, 194, 255, 28, 0, 0, 0, 0, 0, 0, 0, 0, 0, 154, 241, 12, 105, 255, 89, 223, 173, 0, 0, 0, 0, 0, 0, 0, 0, 130, 255, 80, 0, 0, 0, 0, 0, 0, 0, 0, 16, 244, 147, 0, 1, 192, 248, 255, 88, 0, 0, 0, 0, 0, 0, 0, 0, 31, 243, 151, 0, 0, 0, 0, 0, 0, 0, 35, 204, 251, 41, 0, 0, 21, 162, 176, 7, 0, 0, 0, 0, 0, 0, 0, 0, 0, 143, 249, 39, 0, 0, 0, 0, 0, 88, 241, 232, 68, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 21, 230, 232, 65, 19, 23, 111, 212, 255, 188, 24, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 33, 216, 255, 255, 255, 254, 192, 90, 2, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 16, 81, 105, 109, 35, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0], dtype=uint8)
data = data/255
data = np.reshape(data,(data.shape[0],28,28,1)) # 컬러 채널을 위해 4차원으로 바꿉니다.
img_w,img_h = data.shape[1:3]
data.shape
(144722, 28, 28, 1)
data[4242]
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plt.imshow(data[4242,:,:,0], cmap='Greys')
<matplotlib.image.AxesImage at 0x7fc627557ee0>
def build_discriminator(depth=64, p=0.4):
# 입력
image = Input((img_w,img_h,1))
# 합성곱 층
conv1 = Conv2D(depth*1, 5, strides=2,
padding='same', activation='relu')(image)
conv1 = Dropout(p)(conv1)
conv2 = Conv2D(depth*2, 5, strides=2,
padding='same', activation='relu')(conv1)
conv2 = Dropout(p)(conv2)
conv3 = Conv2D(depth*4, 5, strides=2,
padding='same', activation='relu')(conv2)
conv3 = Dropout(p)(conv3)
conv4 = Conv2D(depth*8, 5, strides=1,
padding='same', activation='relu')(conv3)
conv4 = Flatten()(Dropout(p)(conv4))
# 출력층
prediction = Dense(1, activation='sigmoid')(conv4)
# 모델 생성
model = Model(inputs=image, outputs=prediction)
return model
discriminator = build_discriminator()
discriminator.summary()
Model: "model" _________________________________________________________________ Layer (type) Output Shape Param # ================================================================= input_1 (InputLayer) [(None, 28, 28, 1)] 0 conv2d (Conv2D) (None, 14, 14, 64) 1664 dropout (Dropout) (None, 14, 14, 64) 0 conv2d_1 (Conv2D) (None, 7, 7, 128) 204928 dropout_1 (Dropout) (None, 7, 7, 128) 0 conv2d_2 (Conv2D) (None, 4, 4, 256) 819456 dropout_2 (Dropout) (None, 4, 4, 256) 0 conv2d_3 (Conv2D) (None, 4, 4, 512) 3277312 dropout_3 (Dropout) (None, 4, 4, 512) 0 flatten (Flatten) (None, 8192) 0 dense (Dense) (None, 1) 8193 ================================================================= Total params: 4,311,553 Trainable params: 4,311,553 Non-trainable params: 0 _________________________________________________________________
discriminator.compile(loss='binary_crossentropy',
optimizer=RMSprop(lr=0.0008,
decay=6e-8,
clipvalue=1.0),
metrics=['accuracy'])
/usr/local/lib/python3.8/dist-packages/keras/optimizers/optimizer_v2/rmsprop.py:135: UserWarning: The `lr` argument is deprecated, use `learning_rate` instead. super(RMSprop, self).__init__(name, **kwargs)
z_dimensions = 32
def build_generator(latent_dim=z_dimensions,
depth=64, p=0.4):
# 입력
noise = Input((latent_dim,))
# 첫 번째 은닉층
dense1 = Dense(7*7*depth)(noise)
dense1 = BatchNormalization(momentum=0.9)(dense1) # default momentum for moving average is 0.99
dense1 = Activation(activation='relu')(dense1)
dense1 = Reshape((7,7,depth))(dense1)
dense1 = Dropout(p)(dense1)
# 전치합성곱 층
conv1 = UpSampling2D()(dense1)
conv1 = Conv2DTranspose(int(depth/2),
kernel_size=5, padding='same',
activation=None,)(conv1)
conv1 = BatchNormalization(momentum=0.9)(conv1)
conv1 = Activation(activation='relu')(conv1)
conv2 = UpSampling2D()(conv1)
conv2 = Conv2DTranspose(int(depth/4),
kernel_size=5, padding='same',
activation=None,)(conv2)
conv2 = BatchNormalization(momentum=0.9)(conv2)
conv2 = Activation(activation='relu')(conv2)
conv3 = Conv2DTranspose(int(depth/8),
kernel_size=5, padding='same',
activation=None,)(conv2)
conv3 = BatchNormalization(momentum=0.9)(conv3)
conv3 = Activation(activation='relu')(conv3)
# 출력층
image = Conv2D(1, kernel_size=5, padding='same',
activation='sigmoid')(conv3)
# 모델 생성
model = Model(inputs=noise, outputs=image)
return model
generator = build_generator()
generator.summary()
Model: "model_1" _________________________________________________________________ Layer (type) Output Shape Param # ================================================================= input_2 (InputLayer) [(None, 32)] 0 dense_1 (Dense) (None, 3136) 103488 batch_normalization (BatchN (None, 3136) 12544 ormalization) activation (Activation) (None, 3136) 0 reshape (Reshape) (None, 7, 7, 64) 0 dropout_4 (Dropout) (None, 7, 7, 64) 0 up_sampling2d (UpSampling2D (None, 14, 14, 64) 0 ) conv2d_transpose (Conv2DTra (None, 14, 14, 32) 51232 nspose) batch_normalization_1 (Batc (None, 14, 14, 32) 128 hNormalization) activation_1 (Activation) (None, 14, 14, 32) 0 up_sampling2d_1 (UpSampling (None, 28, 28, 32) 0 2D) conv2d_transpose_1 (Conv2DT (None, 28, 28, 16) 12816 ranspose) batch_normalization_2 (Batc (None, 28, 28, 16) 64 hNormalization) activation_2 (Activation) (None, 28, 28, 16) 0 conv2d_transpose_2 (Conv2DT (None, 28, 28, 8) 3208 ranspose) batch_normalization_3 (Batc (None, 28, 28, 8) 32 hNormalization) activation_3 (Activation) (None, 28, 28, 8) 0 conv2d_4 (Conv2D) (None, 28, 28, 1) 201 ================================================================= Total params: 183,713 Trainable params: 177,329 Non-trainable params: 6,384 _________________________________________________________________
z = Input(shape=(z_dimensions,))
img = generator(z)
discriminator.trainable = False
pred = discriminator(img)
adversarial_model = Model(z, pred)
adversarial_model.compile(loss='binary_crossentropy',
optimizer=RMSprop(lr=0.0004,
decay=3e-8,
clipvalue=1.0),
metrics=['accuracy'])
def train(epochs=2000, batch=128, z_dim=z_dimensions):
d_metrics = []
a_metrics = []
running_d_loss = 0
running_d_acc = 0
running_a_loss = 0
running_a_acc = 0
for i in range(epochs):
# 진짜 이미지 샘플링
real_imgs = np.reshape(
data[np.random.choice(data.shape[0],
batch,
replace=False)],
(batch,28,28,1))
# 가짜 이미지 생성
fake_imgs = generator.predict(
np.random.uniform(-1.0, 1.0,
size=[batch, z_dim]))
# 판별자에게 전달하기 위해 이미지를 합치기
x = np.concatenate((real_imgs,fake_imgs))
# 판별자에게 전달하기 위해 y 레이블 설정하기
y = np.ones([2*batch,1])
y[batch:,:] = 0
# 판별자 훈련
d_metrics.append(
discriminator.train_on_batch(x,y)
)
running_d_loss += d_metrics[-1][0]
running_d_acc += d_metrics[-1][1]
# GAN 신경망의 잡음 입력과 진짜 레이블 y
noise = np.random.uniform(-1.0, 1.0,
size=[batch, z_dim])
y = np.ones([batch,1])
# GAN 훈련
a_metrics.append(
adversarial_model.train_on_batch(noise,y)
)
running_a_loss += a_metrics[-1][0]
running_a_acc += a_metrics[-1][1]
# 훈련 과정과 생성한 가짜 이미지를 출력합니다.
if (i+1)%100 == 0:
print('에포크 #{}'.format(i))
log_mesg = "%d: [D 손실: %f, acc: %f]" % \
(i, running_d_loss/i, running_d_acc/i)
log_mesg = "%s [A 손실: %f, acc: %f]" % \
(log_mesg, running_a_loss/i, running_a_acc/i)
print(log_mesg)
noise = np.random.uniform(-1.0, 1.0,
size=[16, z_dim])
gen_imgs = generator.predict(noise)
plt.figure(figsize=(5,5))
for k in range(gen_imgs.shape[0]):
plt.subplot(4, 4, k+1)
plt.imshow(gen_imgs[k, :, :, 0],
cmap='gray')
plt.axis('off')
plt.tight_layout()
plt.show()
return a_metrics, d_metrics
a_metrics_complete, d_metrics_complete = train()
4/4 [==============================] - 7s 4ms/step 4/4 [==============================] - 0s 3ms/step 4/4 [==============================] - 0s 3ms/step 4/4 [==============================] - 0s 3ms/step 4/4 [==============================] - 0s 3ms/step 4/4 [==============================] - 0s 3ms/step 4/4 [==============================] - 0s 3ms/step 4/4 [==============================] - 0s 3ms/step 4/4 [==============================] - 0s 3ms/step 4/4 [==============================] - 0s 3ms/step 4/4 [==============================] - 0s 3ms/step 4/4 [==============================] - 0s 7ms/step 4/4 [==============================] - 0s 3ms/step 4/4 [==============================] - 0s 3ms/step 4/4 [==============================] - 0s 3ms/step 4/4 [==============================] - 0s 3ms/step 4/4 [==============================] - 0s 3ms/step 4/4 [==============================] - 0s 5ms/step 4/4 [==============================] - 0s 3ms/step 4/4 [==============================] - 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0s 3ms/step 4/4 [==============================] - 0s 3ms/step 4/4 [==============================] - 0s 3ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 3ms/step 4/4 [==============================] - 0s 3ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 3ms/step 4/4 [==============================] - 0s 3ms/step 4/4 [==============================] - 0s 3ms/step 4/4 [==============================] - 0s 3ms/step 4/4 [==============================] - 0s 3ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 3ms/step 4/4 [==============================] - 0s 3ms/step 4/4 [==============================] - 0s 3ms/step 4/4 [==============================] - 0s 3ms/step 4/4 [==============================] - 0s 3ms/step 4/4 [==============================] - 0s 3ms/step 4/4 [==============================] - 0s 5ms/step 4/4 [==============================] - 0s 3ms/step 4/4 [==============================] - 0s 3ms/step 4/4 [==============================] - 0s 3ms/step 4/4 [==============================] - 0s 3ms/step 4/4 [==============================] - 0s 3ms/step 4/4 [==============================] - 0s 3ms/step 4/4 [==============================] - 0s 3ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 3ms/step 4/4 [==============================] - 0s 3ms/step 4/4 [==============================] - 0s 3ms/step 4/4 [==============================] - 0s 3ms/step 4/4 [==============================] - 0s 3ms/step 4/4 [==============================] - 0s 3ms/step 4/4 [==============================] - 0s 3ms/step 4/4 [==============================] - 0s 3ms/step 4/4 [==============================] - 0s 3ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 3ms/step 4/4 [==============================] - 0s 3ms/step 4/4 [==============================] - 0s 3ms/step 4/4 [==============================] - 0s 3ms/step 4/4 [==============================] - 0s 9ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 3ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 5ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 3ms/step 4/4 [==============================] - 0s 3ms/step 4/4 [==============================] - 0s 3ms/step 4/4 [==============================] - 0s 3ms/step 4/4 [==============================] - 0s 3ms/step 4/4 [==============================] - 0s 3ms/step 4/4 [==============================] - 0s 3ms/step 4/4 [==============================] - 0s 3ms/step 4/4 [==============================] - 0s 3ms/step 4/4 [==============================] - 0s 3ms/step 4/4 [==============================] - 0s 3ms/step 4/4 [==============================] - 0s 3ms/step 에포크 #99 99: [D 손실: 0.379231, acc: 0.933988] [A 손실: 2.888763, acc: 0.385969] 1/1 [==============================] - 0s 200ms/step
4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 3ms/step 4/4 [==============================] - 0s 3ms/step 4/4 [==============================] - 0s 3ms/step 4/4 [==============================] - 0s 3ms/step 4/4 [==============================] - 0s 3ms/step 4/4 [==============================] - 0s 3ms/step 4/4 [==============================] - 0s 3ms/step 4/4 [==============================] - 0s 3ms/step 4/4 [==============================] - 0s 6ms/step 4/4 [==============================] - 0s 3ms/step 4/4 [==============================] - 0s 3ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 3ms/step 4/4 [==============================] - 0s 3ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 3ms/step 4/4 [==============================] - 0s 3ms/step 4/4 [==============================] - 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0s 3ms/step 4/4 [==============================] - 0s 3ms/step 4/4 [==============================] - 0s 5ms/step 4/4 [==============================] - 0s 3ms/step 4/4 [==============================] - 0s 3ms/step 4/4 [==============================] - 0s 3ms/step 4/4 [==============================] - 0s 3ms/step 4/4 [==============================] - 0s 3ms/step 4/4 [==============================] - 0s 3ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 3ms/step 4/4 [==============================] - 0s 3ms/step 4/4 [==============================] - 0s 3ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 3ms/step 4/4 [==============================] - 0s 3ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 3ms/step 4/4 [==============================] - 0s 3ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 3ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 3ms/step 4/4 [==============================] - 0s 3ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 3ms/step 4/4 [==============================] - 0s 3ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 3ms/step 4/4 [==============================] - 0s 3ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 3ms/step 4/4 [==============================] - 0s 3ms/step 4/4 [==============================] - 0s 3ms/step 4/4 [==============================] - 0s 3ms/step 4/4 [==============================] - 0s 5ms/step 4/4 [==============================] - 0s 3ms/step 4/4 [==============================] - 0s 3ms/step 4/4 [==============================] - 0s 3ms/step 4/4 [==============================] - 0s 3ms/step 4/4 [==============================] - 0s 3ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 3ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 3ms/step 4/4 [==============================] - 0s 3ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 3ms/step 4/4 [==============================] - 0s 3ms/step 4/4 [==============================] - 0s 3ms/step 4/4 [==============================] - 0s 3ms/step 4/4 [==============================] - 0s 3ms/step 4/4 [==============================] - 0s 3ms/step 4/4 [==============================] - 0s 3ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 3ms/step 에포크 #199 199: [D 손실: 0.313139, acc: 0.927646] [A 손실: 3.465319, acc: 0.231038] 1/1 [==============================] - 0s 20ms/step
4/4 [==============================] - 0s 3ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 3ms/step 4/4 [==============================] - 0s 3ms/step 4/4 [==============================] - 0s 3ms/step 4/4 [==============================] - 0s 3ms/step 4/4 [==============================] - 0s 3ms/step 4/4 [==============================] - 0s 3ms/step 4/4 [==============================] - 0s 3ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 3ms/step 4/4 [==============================] - 0s 3ms/step 4/4 [==============================] - 0s 3ms/step 4/4 [==============================] - 0s 6ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 3ms/step 4/4 [==============================] - 0s 3ms/step 4/4 [==============================] - 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0s 4ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 3ms/step 4/4 [==============================] - 0s 5ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 3ms/step 4/4 [==============================] - 0s 3ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 3ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 3ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 5ms/step 4/4 [==============================] - 0s 3ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 3ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 3ms/step 4/4 [==============================] - 0s 3ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 3ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 3ms/step 4/4 [==============================] - 0s 3ms/step 에포크 #299 299: [D 손실: 0.346180, acc: 0.893956] [A 손실: 3.115610, acc: 0.197742] 1/1 [==============================] - 0s 14ms/step
4/4 [==============================] - 0s 5ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 3ms/step 4/4 [==============================] - 0s 3ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 5ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 3ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 5ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 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0s 4ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 3ms/step 4/4 [==============================] - 0s 3ms/step 4/4 [==============================] - 0s 3ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 5ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 4ms/step 에포크 #399 399: [D 손실: 0.377378, acc: 0.867090] [A 손실: 2.790316, acc: 0.191984] 1/1 [==============================] - 0s 17ms/step
4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 3ms/step 4/4 [==============================] - 0s 5ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 5ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 3ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 3ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 3ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 3ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 3ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 5ms/step 4/4 [==============================] - 0s 5ms/step 4/4 [==============================] - 0s 3ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 3ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 5ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 5ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 3ms/step 4/4 [==============================] - 0s 5ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 5ms/step 4/4 [==============================] - 0s 5ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 3ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 3ms/step 4/4 [==============================] - 0s 3ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 3ms/step 4/4 [==============================] - 0s 5ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 5ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 5ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 5ms/step 4/4 [==============================] - 0s 6ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 5ms/step 에포크 #499 499: [D 손실: 0.394877, acc: 0.850161] [A 손실: 2.595237, acc: 0.181989] 1/1 [==============================] - 0s 15ms/step
4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 5ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 5ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 5ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 7ms/step 4/4 [==============================] - 0s 5ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 5ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 6ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 5ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 5ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 5ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 3ms/step 4/4 [==============================] - 0s 5ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 5ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 5ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 6ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 5ms/step 4/4 [==============================] - 0s 5ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 5ms/step 4/4 [==============================] - 0s 5ms/step 4/4 [==============================] - 0s 7ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 3ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 3ms/step 4/4 [==============================] - 0s 3ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 3ms/step 4/4 [==============================] - 0s 5ms/step 4/4 [==============================] - 0s 5ms/step 4/4 [==============================] - 0s 5ms/step 4/4 [==============================] - 0s 5ms/step 4/4 [==============================] - 0s 3ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 3ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 5ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 3ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 5ms/step 4/4 [==============================] - 0s 6ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 5ms/step 4/4 [==============================] - 0s 5ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 5ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 3ms/step 4/4 [==============================] - 0s 5ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 5ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 5ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 5ms/step 4/4 [==============================] - 0s 5ms/step 4/4 [==============================] - 0s 5ms/step 4/4 [==============================] - 0s 5ms/step 4/4 [==============================] - 0s 3ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 4ms/step 에포크 #599 599: [D 손실: 0.401780, acc: 0.841376] [A 손실: 2.487448, acc: 0.173179] 1/1 [==============================] - 0s 16ms/step
4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 5ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 3ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 5ms/step 4/4 [==============================] - 0s 5ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 5ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 6ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 5ms/step 4/4 [==============================] - 0s 5ms/step 4/4 [==============================] - 0s 3ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 3ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 6ms/step 4/4 [==============================] - 0s 5ms/step 4/4 [==============================] - 0s 5ms/step 4/4 [==============================] - 0s 6ms/step 4/4 [==============================] - 0s 5ms/step 4/4 [==============================] - 0s 5ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 5ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 5ms/step 4/4 [==============================] - 0s 3ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 5ms/step 4/4 [==============================] - 0s 5ms/step 4/4 [==============================] - 0s 5ms/step 4/4 [==============================] - 0s 5ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 5ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 5ms/step 4/4 [==============================] - 0s 5ms/step 4/4 [==============================] - 0s 5ms/step 4/4 [==============================] - 0s 5ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 5ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 3ms/step 4/4 [==============================] - 0s 3ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 3ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 5ms/step 4/4 [==============================] - 0s 6ms/step 4/4 [==============================] - 0s 5ms/step 4/4 [==============================] - 0s 5ms/step 4/4 [==============================] - 0s 5ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 5ms/step 4/4 [==============================] - 0s 5ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 5ms/step 4/4 [==============================] - 0s 5ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 5ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 5ms/step 4/4 [==============================] - 0s 5ms/step 4/4 [==============================] - 0s 5ms/step 4/4 [==============================] - 0s 5ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 7ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 5ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 5ms/step 4/4 [==============================] - 0s 5ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 5ms/step 에포크 #699 699: [D 손실: 0.406875, acc: 0.834652] [A 손실: 2.416173, acc: 0.167863] 1/1 [==============================] - 0s 17ms/step
4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 5ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 6ms/step 4/4 [==============================] - 0s 5ms/step 4/4 [==============================] - 0s 5ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 5ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 5ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 5ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 5ms/step 4/4 [==============================] - 0s 5ms/step 4/4 [==============================] - 0s 6ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 3ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 3ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 6ms/step 4/4 [==============================] - 0s 5ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 6ms/step 4/4 [==============================] - 0s 6ms/step 4/4 [==============================] - 0s 5ms/step 4/4 [==============================] - 0s 5ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 5ms/step 4/4 [==============================] - 0s 5ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 3ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 5ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 3ms/step 4/4 [==============================] - 0s 5ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 3ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 5ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 6ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 5ms/step 4/4 [==============================] - 0s 5ms/step 4/4 [==============================] - 0s 5ms/step 4/4 [==============================] - 0s 5ms/step 4/4 [==============================] - 0s 5ms/step 4/4 [==============================] - 0s 6ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 5ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 5ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 3ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 5ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 5ms/step 4/4 [==============================] - 0s 3ms/step 4/4 [==============================] - 0s 5ms/step 4/4 [==============================] - 0s 3ms/step 4/4 [==============================] - 0s 5ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 5ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 3ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 5ms/step 4/4 [==============================] - 0s 5ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 5ms/step 4/4 [==============================] - 0s 5ms/step 4/4 [==============================] - 0s 5ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 5ms/step 4/4 [==============================] - 0s 3ms/step 4/4 [==============================] - 0s 4ms/step 에포크 #799 799: [D 손실: 0.407301, acc: 0.831836] [A 손실: 2.380127, acc: 0.163173] 1/1 [==============================] - 0s 14ms/step
4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 5ms/step 4/4 [==============================] - 0s 3ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 3ms/step 4/4 [==============================] - 0s 6ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 7ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 6ms/step 4/4 [==============================] - 0s 3ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 5ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 5ms/step 4/4 [==============================] - 0s 5ms/step 4/4 [==============================] - 0s 5ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 5ms/step 4/4 [==============================] - 0s 5ms/step 4/4 [==============================] - 0s 5ms/step 4/4 [==============================] - 0s 6ms/step 4/4 [==============================] - 0s 5ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 3ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 3ms/step 4/4 [==============================] - 0s 5ms/step 4/4 [==============================] - 0s 6ms/step 4/4 [==============================] - 0s 5ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 5ms/step 4/4 [==============================] - 0s 3ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 5ms/step 4/4 [==============================] - 0s 3ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 3ms/step 4/4 [==============================] - 0s 5ms/step 4/4 [==============================] - 0s 5ms/step 4/4 [==============================] - 0s 3ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 3ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 5ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 5ms/step 4/4 [==============================] - 0s 3ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 5ms/step 4/4 [==============================] - 0s 3ms/step 4/4 [==============================] - 0s 6ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 5ms/step 4/4 [==============================] - 0s 5ms/step 4/4 [==============================] - 0s 5ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 3ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 5ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 3ms/step 4/4 [==============================] - 0s 6ms/step 4/4 [==============================] - 0s 3ms/step 4/4 [==============================] - 0s 6ms/step 4/4 [==============================] - 0s 5ms/step 4/4 [==============================] - 0s 3ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 5ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 5ms/step 4/4 [==============================] - 0s 5ms/step 4/4 [==============================] - 0s 5ms/step 4/4 [==============================] - 0s 5ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 5ms/step 4/4 [==============================] - 0s 6ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 5ms/step 4/4 [==============================] - 0s 5ms/step 4/4 [==============================] - 0s 5ms/step 에포크 #899 899: [D 손실: 0.405776, acc: 0.830623] [A 손실: 2.367992, acc: 0.158214] 1/1 [==============================] - 0s 15ms/step
4/4 [==============================] - 0s 3ms/step 4/4 [==============================] - 0s 5ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 5ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 6ms/step 4/4 [==============================] - 0s 5ms/step 4/4 [==============================] - 0s 5ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 6ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 5ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 3ms/step 4/4 [==============================] - 0s 3ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 3ms/step 4/4 [==============================] - 0s 5ms/step 4/4 [==============================] - 0s 5ms/step 4/4 [==============================] - 0s 3ms/step 4/4 [==============================] - 0s 5ms/step 4/4 [==============================] - 0s 5ms/step 4/4 [==============================] - 0s 5ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 5ms/step 4/4 [==============================] - 0s 6ms/step 4/4 [==============================] - 0s 5ms/step 4/4 [==============================] - 0s 5ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 3ms/step 4/4 [==============================] - 0s 5ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 5ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 5ms/step 4/4 [==============================] - 0s 5ms/step 4/4 [==============================] - 0s 3ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 5ms/step 4/4 [==============================] - 0s 5ms/step 4/4 [==============================] - 0s 5ms/step 4/4 [==============================] - 0s 5ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 3ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 5ms/step 4/4 [==============================] - 0s 5ms/step 4/4 [==============================] - 0s 5ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 3ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 5ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 5ms/step 4/4 [==============================] - 0s 5ms/step 4/4 [==============================] - 0s 6ms/step 4/4 [==============================] - 0s 5ms/step 4/4 [==============================] - 0s 6ms/step 4/4 [==============================] - 0s 5ms/step 4/4 [==============================] - 0s 6ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 5ms/step 4/4 [==============================] - 0s 7ms/step 4/4 [==============================] - 0s 5ms/step 4/4 [==============================] - 0s 5ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 3ms/step 4/4 [==============================] - 0s 5ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 5ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 6ms/step 4/4 [==============================] - 0s 6ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 5ms/step 4/4 [==============================] - 0s 3ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 3ms/step 4/4 [==============================] - 0s 3ms/step 4/4 [==============================] - 0s 3ms/step 4/4 [==============================] - 0s 5ms/step 4/4 [==============================] - 0s 7ms/step 4/4 [==============================] - 0s 5ms/step 4/4 [==============================] - 0s 5ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 4ms/step 에포크 #999 999: [D 손실: 0.402579, acc: 0.830940] [A 손실: 2.376261, acc: 0.153622] 1/1 [==============================] - 0s 16ms/step
4/4 [==============================] - 0s 7ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 6ms/step 4/4 [==============================] - 0s 5ms/step 4/4 [==============================] - 0s 5ms/step 4/4 [==============================] - 0s 6ms/step 4/4 [==============================] - 0s 6ms/step 4/4 [==============================] - 0s 5ms/step 4/4 [==============================] - 0s 3ms/step 4/4 [==============================] - 0s 5ms/step 4/4 [==============================] - 0s 5ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 5ms/step 4/4 [==============================] - 0s 5ms/step 4/4 [==============================] - 0s 5ms/step 4/4 [==============================] - 0s 3ms/step 4/4 [==============================] - 0s 3ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 6ms/step 4/4 [==============================] - 0s 7ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 3ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 6ms/step 4/4 [==============================] - 0s 6ms/step 4/4 [==============================] - 0s 3ms/step 4/4 [==============================] - 0s 5ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 6ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 5ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 5ms/step 4/4 [==============================] - 0s 3ms/step 4/4 [==============================] - 0s 6ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 5ms/step 4/4 [==============================] - 0s 6ms/step 4/4 [==============================] - 0s 5ms/step 4/4 [==============================] - 0s 6ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 5ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 10ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 5ms/step 4/4 [==============================] - 0s 6ms/step 4/4 [==============================] - 0s 6ms/step 4/4 [==============================] - 0s 6ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 3ms/step 4/4 [==============================] - 0s 6ms/step 4/4 [==============================] - 0s 6ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 6ms/step 4/4 [==============================] - 0s 6ms/step 4/4 [==============================] - 0s 6ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 6ms/step 4/4 [==============================] - 0s 3ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 6ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 5ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 3ms/step 4/4 [==============================] - 0s 6ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 5ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 5ms/step 4/4 [==============================] - 0s 5ms/step 4/4 [==============================] - 0s 5ms/step 4/4 [==============================] - 0s 3ms/step 4/4 [==============================] - 0s 6ms/step 4/4 [==============================] - 0s 6ms/step 에포크 #1099 1099: [D 손실: 0.398434, acc: 0.831896] [A 손실: 2.396367, acc: 0.149077] 1/1 [==============================] - 0s 16ms/step
4/4 [==============================] - 0s 3ms/step 4/4 [==============================] - 0s 5ms/step 4/4 [==============================] - 0s 5ms/step 4/4 [==============================] - 0s 3ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 5ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 5ms/step 4/4 [==============================] - 0s 6ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 6ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 6ms/step 4/4 [==============================] - 0s 5ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 5ms/step 4/4 [==============================] - 0s 5ms/step 4/4 [==============================] - 0s 7ms/step 4/4 [==============================] - 0s 6ms/step 4/4 [==============================] - 0s 5ms/step 4/4 [==============================] - 0s 5ms/step 4/4 [==============================] - 0s 5ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 6ms/step 4/4 [==============================] - 0s 6ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 6ms/step 4/4 [==============================] - 0s 6ms/step 4/4 [==============================] - 0s 3ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 6ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 6ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 5ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 5ms/step 4/4 [==============================] - 0s 6ms/step 4/4 [==============================] - 0s 5ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 6ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 5ms/step 4/4 [==============================] - 0s 6ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 6ms/step 4/4 [==============================] - 0s 3ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 6ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 5ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 5ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 5ms/step 4/4 [==============================] - 0s 5ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 5ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 3ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 5ms/step 4/4 [==============================] - 0s 5ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 5ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 6ms/step 4/4 [==============================] - 0s 5ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 3ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 5ms/step 4/4 [==============================] - 0s 8ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 3ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 6ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 5ms/step 4/4 [==============================] - 0s 6ms/step 4/4 [==============================] - 0s 3ms/step 에포크 #1199 1199: [D 손실: 0.394376, acc: 0.833217] [A 손실: 2.418729, acc: 0.145720] 1/1 [==============================] - 0s 15ms/step
4/4 [==============================] - 0s 5ms/step 4/4 [==============================] - 0s 5ms/step 4/4 [==============================] - 0s 6ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 6ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 5ms/step 4/4 [==============================] - 0s 6ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 3ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 5ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 3ms/step 4/4 [==============================] - 0s 6ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 6ms/step 4/4 [==============================] - 0s 5ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 5ms/step 4/4 [==============================] - 0s 6ms/step 4/4 [==============================] - 0s 3ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 5ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 6ms/step 4/4 [==============================] - 0s 6ms/step 4/4 [==============================] - 0s 6ms/step 4/4 [==============================] - 0s 6ms/step 4/4 [==============================] - 0s 5ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 3ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 5ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 5ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 5ms/step 4/4 [==============================] - 0s 6ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 7ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 5ms/step 4/4 [==============================] - 0s 5ms/step 4/4 [==============================] - 0s 3ms/step 4/4 [==============================] - 0s 3ms/step 4/4 [==============================] - 0s 6ms/step 4/4 [==============================] - 0s 5ms/step 4/4 [==============================] - 0s 5ms/step 4/4 [==============================] - 0s 3ms/step 4/4 [==============================] - 0s 3ms/step 4/4 [==============================] - 0s 6ms/step 4/4 [==============================] - 0s 5ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 6ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 7ms/step 4/4 [==============================] - 0s 6ms/step 4/4 [==============================] - 0s 6ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 7ms/step 4/4 [==============================] - 0s 5ms/step 4/4 [==============================] - 0s 5ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 5ms/step 4/4 [==============================] - 0s 5ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 5ms/step 4/4 [==============================] - 0s 6ms/step 4/4 [==============================] - 0s 3ms/step 4/4 [==============================] - 0s 7ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 6ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 3ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 5ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 6ms/step 4/4 [==============================] - 0s 5ms/step 4/4 [==============================] - 0s 6ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 4ms/step 에포크 #1299 1299: [D 손실: 0.390678, acc: 0.834247] [A 손실: 2.444227, acc: 0.142098] 1/1 [==============================] - 0s 18ms/step
4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 6ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 6ms/step 4/4 [==============================] - 0s 6ms/step 4/4 [==============================] - 0s 6ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 5ms/step 4/4 [==============================] - 0s 3ms/step 4/4 [==============================] - 0s 3ms/step 4/4 [==============================] - 0s 7ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 5ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 5ms/step 4/4 [==============================] - 0s 7ms/step 4/4 [==============================] - 0s 3ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 3ms/step 4/4 [==============================] - 0s 6ms/step 4/4 [==============================] - 0s 6ms/step 4/4 [==============================] - 0s 6ms/step 4/4 [==============================] - 0s 6ms/step 4/4 [==============================] - 0s 5ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 3ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 5ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 6ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 3ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 5ms/step 4/4 [==============================] - 0s 5ms/step 4/4 [==============================] - 0s 5ms/step 4/4 [==============================] - 0s 5ms/step 4/4 [==============================] - 0s 6ms/step 4/4 [==============================] - 0s 3ms/step 4/4 [==============================] - 0s 6ms/step 4/4 [==============================] - 0s 7ms/step 4/4 [==============================] - 0s 3ms/step 4/4 [==============================] - 0s 6ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 5ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 7ms/step 4/4 [==============================] - 0s 6ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 3ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 3ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 5ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 5ms/step 4/4 [==============================] - 0s 6ms/step 4/4 [==============================] - 0s 5ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 5ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 6ms/step 4/4 [==============================] - 0s 3ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 6ms/step 4/4 [==============================] - 0s 6ms/step 4/4 [==============================] - 0s 5ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 6ms/step 4/4 [==============================] - 0s 5ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 6ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 6ms/step 4/4 [==============================] - 0s 8ms/step 4/4 [==============================] - 0s 6ms/step 4/4 [==============================] - 0s 5ms/step 4/4 [==============================] - 0s 5ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 6ms/step 4/4 [==============================] - 0s 6ms/step 4/4 [==============================] - 0s 3ms/step 에포크 #1399 1399: [D 손실: 0.387112, acc: 0.835667] [A 손실: 2.471191, acc: 0.139112] 1/1 [==============================] - 0s 14ms/step
4/4 [==============================] - 0s 5ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 5ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 5ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 6ms/step 4/4 [==============================] - 0s 3ms/step 4/4 [==============================] - 0s 3ms/step 4/4 [==============================] - 0s 5ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 5ms/step 4/4 [==============================] - 0s 6ms/step 4/4 [==============================] - 0s 5ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 6ms/step 4/4 [==============================] - 0s 3ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 5ms/step 4/4 [==============================] - 0s 5ms/step 4/4 [==============================] - 0s 5ms/step 4/4 [==============================] - 0s 6ms/step 4/4 [==============================] - 0s 3ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 7ms/step 4/4 [==============================] - 0s 5ms/step 4/4 [==============================] - 0s 6ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 5ms/step 4/4 [==============================] - 0s 5ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 7ms/step 4/4 [==============================] - 0s 3ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 6ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 6ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 6ms/step 4/4 [==============================] - 0s 6ms/step 4/4 [==============================] - 0s 7ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 5ms/step 4/4 [==============================] - 0s 5ms/step 4/4 [==============================] - 0s 6ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 6ms/step 4/4 [==============================] - 0s 3ms/step 4/4 [==============================] - 0s 6ms/step 4/4 [==============================] - 0s 5ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 6ms/step 4/4 [==============================] - 0s 5ms/step 4/4 [==============================] - 0s 6ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 3ms/step 4/4 [==============================] - 0s 5ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 6ms/step 4/4 [==============================] - 0s 7ms/step 4/4 [==============================] - 0s 10ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 3ms/step 4/4 [==============================] - 0s 6ms/step 4/4 [==============================] - 0s 3ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 5ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 6ms/step 4/4 [==============================] - 0s 5ms/step 4/4 [==============================] - 0s 5ms/step 4/4 [==============================] - 0s 3ms/step 4/4 [==============================] - 0s 6ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 5ms/step 4/4 [==============================] - 0s 3ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 7ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 5ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 6ms/step 4/4 [==============================] - 0s 5ms/step 4/4 [==============================] - 0s 5ms/step 4/4 [==============================] - 0s 6ms/step 4/4 [==============================] - 0s 5ms/step 4/4 [==============================] - 0s 6ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 6ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 3ms/step 4/4 [==============================] - 0s 6ms/step 에포크 #1499 1499: [D 손실: 0.383102, acc: 0.837037] [A 손실: 2.503141, acc: 0.136367] 1/1 [==============================] - 0s 15ms/step
4/4 [==============================] - 0s 5ms/step 4/4 [==============================] - 0s 7ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 3ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 6ms/step 4/4 [==============================] - 0s 6ms/step 4/4 [==============================] - 0s 3ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 6ms/step 4/4 [==============================] - 0s 6ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 7ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 3ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 5ms/step 4/4 [==============================] - 0s 5ms/step 4/4 [==============================] - 0s 6ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 7ms/step 4/4 [==============================] - 0s 3ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 6ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 7ms/step 4/4 [==============================] - 0s 6ms/step 4/4 [==============================] - 0s 6ms/step 4/4 [==============================] - 0s 6ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 6ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 5ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 6ms/step 4/4 [==============================] - 0s 7ms/step 4/4 [==============================] - 0s 6ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 3ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 6ms/step 4/4 [==============================] - 0s 3ms/step 4/4 [==============================] - 0s 7ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 3ms/step 4/4 [==============================] - 0s 3ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 7ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 5ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 5ms/step 4/4 [==============================] - 0s 6ms/step 4/4 [==============================] - 0s 6ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 5ms/step 4/4 [==============================] - 0s 5ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 6ms/step 4/4 [==============================] - 0s 6ms/step 4/4 [==============================] - 0s 5ms/step 4/4 [==============================] - 0s 6ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 6ms/step 4/4 [==============================] - 0s 5ms/step 4/4 [==============================] - 0s 3ms/step 4/4 [==============================] - 0s 5ms/step 4/4 [==============================] - 0s 5ms/step 4/4 [==============================] - 0s 5ms/step 4/4 [==============================] - 0s 6ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 3ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 5ms/step 4/4 [==============================] - 0s 6ms/step 4/4 [==============================] - 0s 6ms/step 4/4 [==============================] - 0s 6ms/step 4/4 [==============================] - 0s 5ms/step 4/4 [==============================] - 0s 6ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 5ms/step 에포크 #1599 1599: [D 손실: 0.379421, acc: 0.838446] [A 손실: 2.533849, acc: 0.133506] 1/1 [==============================] - 0s 15ms/step
4/4 [==============================] - 0s 3ms/step 4/4 [==============================] - 0s 6ms/step 4/4 [==============================] - 0s 5ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 5ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 7ms/step 4/4 [==============================] - 0s 5ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 6ms/step 4/4 [==============================] - 0s 5ms/step 4/4 [==============================] - 0s 5ms/step 4/4 [==============================] - 0s 5ms/step 4/4 [==============================] - 0s 5ms/step 4/4 [==============================] - 0s 5ms/step 4/4 [==============================] - 0s 5ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 6ms/step 4/4 [==============================] - 0s 7ms/step 4/4 [==============================] - 0s 5ms/step 4/4 [==============================] - 0s 5ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 6ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 8ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 7ms/step 4/4 [==============================] - 0s 6ms/step 4/4 [==============================] - 0s 5ms/step 4/4 [==============================] - 0s 3ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 5ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 5ms/step 4/4 [==============================] - 0s 5ms/step 4/4 [==============================] - 0s 6ms/step 4/4 [==============================] - 0s 5ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 6ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 3ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 6ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 5ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 7ms/step 4/4 [==============================] - 0s 6ms/step 4/4 [==============================] - 0s 6ms/step 4/4 [==============================] - 0s 5ms/step 4/4 [==============================] - 0s 7ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 6ms/step 4/4 [==============================] - 0s 5ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 5ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 3ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 5ms/step 4/4 [==============================] - 0s 6ms/step 4/4 [==============================] - 0s 5ms/step 4/4 [==============================] - 0s 6ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 7ms/step 4/4 [==============================] - 0s 7ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 6ms/step 4/4 [==============================] - 0s 3ms/step 4/4 [==============================] - 0s 5ms/step 4/4 [==============================] - 0s 6ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 5ms/step 4/4 [==============================] - 0s 6ms/step 4/4 [==============================] - 0s 5ms/step 4/4 [==============================] - 0s 7ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 7ms/step 4/4 [==============================] - 0s 6ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 3ms/step 에포크 #1699 1699: [D 손실: 0.375806, acc: 0.839966] [A 손실: 2.564631, acc: 0.131277] 1/1 [==============================] - 0s 16ms/step
4/4 [==============================] - 0s 3ms/step 4/4 [==============================] - 0s 5ms/step 4/4 [==============================] - 0s 6ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 5ms/step 4/4 [==============================] - 0s 5ms/step 4/4 [==============================] - 0s 7ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 6ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 6ms/step 4/4 [==============================] - 0s 5ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 7ms/step 4/4 [==============================] - 0s 6ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 7ms/step 4/4 [==============================] - 0s 5ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 5ms/step 4/4 [==============================] - 0s 6ms/step 4/4 [==============================] - 0s 6ms/step 4/4 [==============================] - 0s 6ms/step 4/4 [==============================] - 0s 5ms/step 4/4 [==============================] - 0s 5ms/step 4/4 [==============================] - 0s 6ms/step 4/4 [==============================] - 0s 5ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 6ms/step 4/4 [==============================] - 0s 6ms/step 4/4 [==============================] - 0s 3ms/step 4/4 [==============================] - 0s 5ms/step 4/4 [==============================] - 0s 5ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 5ms/step 4/4 [==============================] - 0s 3ms/step 4/4 [==============================] - 0s 3ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 6ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 3ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 6ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 8ms/step 4/4 [==============================] - 0s 3ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 6ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 7ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 6ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 3ms/step 4/4 [==============================] - 0s 6ms/step 4/4 [==============================] - 0s 7ms/step 4/4 [==============================] - 0s 6ms/step 4/4 [==============================] - 0s 6ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 3ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 7ms/step 4/4 [==============================] - 0s 6ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 6ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 6ms/step 4/4 [==============================] - 0s 5ms/step 4/4 [==============================] - 0s 5ms/step 4/4 [==============================] - 0s 6ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 6ms/step 4/4 [==============================] - 0s 5ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 6ms/step 4/4 [==============================] - 0s 3ms/step 4/4 [==============================] - 0s 3ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 5ms/step 4/4 [==============================] - 0s 5ms/step 에포크 #1799 1799: [D 손실: 0.372246, acc: 0.841505] [A 손실: 2.595000, acc: 0.129026] 1/1 [==============================] - 0s 15ms/step
4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 3ms/step 4/4 [==============================] - 0s 5ms/step 4/4 [==============================] - 0s 7ms/step 4/4 [==============================] - 0s 3ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 6ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 3ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 3ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 3ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 7ms/step 4/4 [==============================] - 0s 8ms/step 4/4 [==============================] - 0s 5ms/step 4/4 [==============================] - 0s 3ms/step 4/4 [==============================] - 0s 5ms/step 4/4 [==============================] - 0s 5ms/step 4/4 [==============================] - 0s 3ms/step 4/4 [==============================] - 0s 6ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 7ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 6ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 6ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 3ms/step 4/4 [==============================] - 0s 7ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 6ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 5ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 5ms/step 4/4 [==============================] - 0s 5ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 7ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 6ms/step 4/4 [==============================] - 0s 5ms/step 4/4 [==============================] - 0s 7ms/step 4/4 [==============================] - 0s 6ms/step 4/4 [==============================] - 0s 6ms/step 4/4 [==============================] - 0s 5ms/step 4/4 [==============================] - 0s 3ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 6ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 5ms/step 4/4 [==============================] - 0s 3ms/step 4/4 [==============================] - 0s 5ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 6ms/step 4/4 [==============================] - 0s 6ms/step 4/4 [==============================] - 0s 3ms/step 4/4 [==============================] - 0s 6ms/step 4/4 [==============================] - 0s 3ms/step 4/4 [==============================] - 0s 5ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 3ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 5ms/step 4/4 [==============================] - 0s 6ms/step 4/4 [==============================] - 0s 5ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 7ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 7ms/step 4/4 [==============================] - 0s 7ms/step 4/4 [==============================] - 0s 6ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 6ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 5ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 6ms/step 4/4 [==============================] - 0s 3ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 3ms/step 4/4 [==============================] - 0s 6ms/step 4/4 [==============================] - 0s 6ms/step 4/4 [==============================] - 0s 5ms/step 에포크 #1899 1899: [D 손실: 0.368914, acc: 0.842711] [A 손실: 2.620409, acc: 0.126880] 1/1 [==============================] - 0s 16ms/step
4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 7ms/step 4/4 [==============================] - 0s 7ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 7ms/step 4/4 [==============================] - 0s 3ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 7ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 5ms/step 4/4 [==============================] - 0s 7ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 3ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 6ms/step 4/4 [==============================] - 0s 6ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 6ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 6ms/step 4/4 [==============================] - 0s 6ms/step 4/4 [==============================] - 0s 5ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 7ms/step 4/4 [==============================] - 0s 5ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 3ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 7ms/step 4/4 [==============================] - 0s 3ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 5ms/step 4/4 [==============================] - 0s 7ms/step 4/4 [==============================] - 0s 6ms/step 4/4 [==============================] - 0s 3ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 6ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 5ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 3ms/step 4/4 [==============================] - 0s 5ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 6ms/step 4/4 [==============================] - 0s 5ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 6ms/step 4/4 [==============================] - 0s 6ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 5ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 6ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 6ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 6ms/step 4/4 [==============================] - 0s 6ms/step 4/4 [==============================] - 0s 3ms/step 4/4 [==============================] - 0s 7ms/step 4/4 [==============================] - 0s 6ms/step 4/4 [==============================] - 0s 5ms/step 4/4 [==============================] - 0s 7ms/step 4/4 [==============================] - 0s 5ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 5ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 5ms/step 4/4 [==============================] - 0s 5ms/step 4/4 [==============================] - 0s 6ms/step 4/4 [==============================] - 0s 6ms/step 4/4 [==============================] - 0s 6ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 4ms/step 4/4 [==============================] - 0s 7ms/step 4/4 [==============================] - 0s 5ms/step 4/4 [==============================] - 0s 4ms/step 에포크 #1999 1999: [D 손실: 0.365639, acc: 0.844069] [A 손실: 2.651458, acc: 0.124637] 1/1 [==============================] - 0s 15ms/step
ax = pd.DataFrame(
{
'Adversarial': [metric[0] for metric in a_metrics_complete],
'Discriminator': [metric[0] for metric in d_metrics_complete],
}
).plot(title='Training Loss', logy=True)
ax.set_xlabel("Epochs")
ax.set_ylabel("Loss")
Text(0, 0.5, 'Loss')
ax = pd.DataFrame(
{
'Adversarial': [metric[1] for metric in a_metrics_complete],
'Discriminator': [metric[1] for metric in d_metrics_complete],
}
).plot(title='Training Accuracy')
ax.set_xlabel("Epochs")
ax.set_ylabel("Accuracy")
Text(0, 0.5, 'Accuracy')