循环序列模型-week1编程题3（用LSTM网络即兴独奏爵士乐）

加载库

from keras.models import load_model, Model
from keras.layers import Dense, Activation, Dropout, Input, LSTM, Reshape, Lambda, RepeatVector
from keras.initializers import glorot_uniform
from keras.utils import to_categorical
from keras.optimizers import Adam
from keras import backend as K
import numpy as np
import IPython
import sys
from music21 import *
from grammar import *
from qa import *
from preprocess import * 
from music_utils import *
from data_utils import *

1.数据集

　　我们已经对音乐数据进行了预处理，以根据音乐“值”来呈现它。你可以非正式地将每个“值”视为一个音符，其中包括振幅和持续时间。举个例子，如果你按下特定的钢琴键0.5秒，那么你刚刚弹奏了一个音符。在音乐理论中，“值”实际上比这更复杂 - 具体而言，它还收集了同时播放多个音符所需的信息。例如，在播放乐曲时，你可以同时按下两个钢琴键（同时播放多个音符会产生所谓的“和弦”）。但是我们不需要担心音乐理论的细节。出于此目的，你需要知道的是我们将获得值的数据集，并将学习RNN模型以生成值序列。

　　音乐生成系统将使用78个独特的值。运行以下代码以加载原始音乐数据并将其预处理为值。可能需要几分钟时间。

IPython.display.Audio('./data/30s_seq.mp3')

X, Y, n_values, indices_values = load_music_utils()
print('shape of X:', X.shape)
print('number of training examples:', X.shape[0])
print('Tx (length of sequence):', X.shape[1])
print('total # of unique values:', n_values)
print('Shape of Y:', Y.shape)

简单解释下数据集：

• X： 这个是维度 (m, T_x, 78) 的数组，我们有 m 个训练样本， 每个样本被分割为 T_x=30 的音乐值。在每个时间步，输入的是78个不同的可能值之一，表示为一个one-hot向量。 因此，X[i,t,:]是表示时间t的第i个样本的值的一个one-hot向量。

• Y： 这与“X”基本相同，但向左移动了一步。类似于恐龙命名，我们感兴趣的是使用先前的值来预测下一个值的网络，因此，我们序列模型在给定 x^<1>,…,x^<t>时将尝试预测 y^<t>。 但是，数据Y被重排成维度(T_y,m,78)， 且 T_y=T_x，这个格式更方便给LSTM喂数据。

• n_values： 此数据集中唯一值的数量，这应该是78。

• indices_values：字典，0-77的数值映射到音乐值的字典。

2.构建模型

我们将从一段较长的音乐片段中随机抽取30个值来训练模型。因此，我们不会设置第一个输入为 x^⟨1⟩=0向量，这是我们先前所做的来表示恐龙名字的开始，因为现在大部分的音频片段都在一个音乐的中间开始，我们设置每个片段具有相同的长度 T_x=30让向量化更容易。

　　下面将构建和训练一个学习音乐的模型，输入的是维度为(m,T_x,78)的X、维度为(T_y,m,78)的Y，我们使用的是64维隐藏状态的LSTM模块，所以n_a = 64。

       如何创建具有多个输入和输出的Keras模型？如果你正在构建一个RNN网络，即使在测试时也预先给出了整个输入序列 x^⟨1⟩,x^⟨2⟩,…,x^⟨T_x⟩。例如，如果输入是单词，输出是一个标签，那么keras有简单的内置函数来构建模型。但是，对于序列生成，在测试时我们并不提前知道 x^⟨t⟩的所有值；相反，我们使用 x^⟨t⟩=y^⟨t−1⟩一次生成一个。你需要实现你自己的for循环来迭代不同的时间步。

        函数djmodel 将使用for循环，调用LSTM层 T_x 次，并且重要的是，所有 T_x副本具有相同权重。也就是说，它不应该每次都重新初始化权重 - T_x 步应该具有相同的权重， 在Keras中实现具有可共享权重的层的关键步骤是：

1. 定义图层对象（我们将使用全局变量）。

2. 在传播输入时，调用这些对象。

我们将需要的layers objects定义为全局变量，运行下面代码，理解这些layers： Reshape(), LSTM(), Dense().

reshapor = Reshape((1, 78))                        # Used in Step 2.B of djmodel(), below
LSTM_cell = LSTM(n_a, return_state = True)         # Used in Step 2.C
densor = Dense(n_values, activation='softmax')     # Used in Step 2.D

       每个reshapor、LSTM_cell和densor都是层对象，我们可以使用它们来实现djmodel()。为了将Keras张量对象X通过其中一个层传播，如果需要多个输入，可以使用layer_object(X)(或layer_object([X,Y])。例如，reshapor(X)将通过上面定义的Reshape(1,78)层来传播X。

实现djmodel()，需要以下两步骤：

1. 创建一个空list "outputs" 来保存LSTM cell 所有time-step的输出。

2. 在 t∈1,…,T_x中循环：

   A. 从 X 中选择第 “t” 个时间步向量，选择的向量的维度应该是 (78,)，在keras中创建一个Lambda layer：

   • x = Lambda(lambda x: X[:,t,:])(X)

   • 查看 Keras文档，了解它的作用。它正在创建一个 "临时" 或 "未命名" 函数 (Lambda 函数所用函数) 它提取出适当的 one-hot向量， 并使该函数成为 Keras Layer对象应用到X.

   B. 把 X 重构(Reshape) 为 (1,78). 可以使用reshapor()层.

   C. 使用 x 在 LSTM_cell中执行单步传播，要记得使用之前 hidden state aa 和 cell state cc 初始化LSTM_cell：

   • a, _, c = LSTM_cell(input_x, initial_state=[previous hidden state, previous cell state])

   D. 使用densor通过 dense+softmax layer 传播LSTM的输出激活值.

   E. 把预测值添加到 "outputs" 列表中.

def djmodel(Tx, n_a, n_values):
    """
    Implement the model
    
    Arguments:
    Tx -- length of the sequence in a corpus
    n_a -- the number of activations used in our model
    n_values -- number of unique values in the music data 
    
    Returns:
    model -- a keras model with the 
    """
    
    # Define the input of your model with a shape 
    X = Input(shape=(Tx, n_values))
    
    # Define s0, initial hidden state for the decoder LSTM
    a0 = Input(shape=(n_a,), name='a0')
    c0 = Input(shape=(n_a,), name='c0')
    a = a0
    c = c0
    
    ### START CODE HERE ### 
    # Step 1: Create empty list to append the outputs while you iterate (≈1 line)
    outputs = []
    
    # Step 2: Loop
    for t in range(Tx):
        
        # Step 2.A: select the "t"th time step vector from X. 
        x = Lambda(lambda x: X[:,t,:])(X)
        # Step 2.B: Use reshapor to reshape x to be (1, n_values) (≈1 line)
        x = reshapor(x)
        # Step 2.C: Perform one step of the LSTM_cell
        a, _, c = LSTM_cell(x, initial_state=[a, c])
        # Step 2.D: Apply densor to the hidden state output of LSTM_Cell
        out = densor(a)
        # Step 2.E: add the output to "outputs"
        outputs.append(out)
        
    # Step 3: Create model instance
    model = Model([X, a0, c0], outputs)
    ### END CODE HERE ###
    
    return model

定义完后调用、编译、拟合模型

model = djmodel(Tx = 30 , n_a = 64, n_values = 78)
#编译模型，使用Adam优化器与分类熵损失
opt = Adam(lr=0.01, beta_1=0.9, beta_2=0.999, decay=0.01)
model.compile(optimizer=opt, loss='categorical_crossentropy', metrics=['accuracy'])

m = 60
a0 = np.zeros((m, n_a))
c0 = np.zeros((m, n_a))

#拟合模型
model.fit([X, a0, c0], list(Y), epochs=100)

Epoch 1/100
60/60 [==============================] - 28s - loss: 125.9505 - dense_1_loss_1: 4.3546 - dense_1_loss_2: 4.3511 - dense_1_loss_3: 4.3414 - dense_1_loss_4: 4.3491 - dense_1_loss_5: 4.3489 - dense_1_loss_6: 4.3485 - dense_1_loss_7: 4.3467 - dense_1_loss_8: 4.3387 - dense_1_loss_9: 4.3465 - dense_1_loss_10: 4.3364 - dense_1_loss_11: 4.3408 - dense_1_loss_12: 4.3498 - dense_1_loss_13: 4.3365 - dense_1_loss_14: 4.3436 - dense_1_loss_15: 4.3363 - dense_1_loss_16: 4.3454 - dense_1_loss_17: 4.3399 - dense_1_loss_18: 4.3403 - dense_1_loss_19: 4.3476 - dense_1_loss_20: 4.3518 - dense_1_loss_21: 4.3440 - dense_1_loss_22: 4.3367 - dense_1_loss_23: 4.3348 - dense_1_loss_24: 4.3402 - dense_1_loss_25: 4.3425 - dense_1_loss_26: 4.3393 - dense_1_loss_27: 4.3387 - dense_1_loss_28: 4.3465 - dense_1_loss_29: 4.3338 - dense_1_loss_30: 0.0000e+00 - dense_1_acc_1: 0.0000e+00 - dense_1_acc_2: 0.0000e+00 - dense_1_acc_3: 0.1000 - dense_1_acc_4: 0.0500 - dense_1_acc_5: 0.0333 - dense_1_acc_6: 0.0500 - dense_1_acc_7: 0.0833 - dense_1_acc_8: 0.1333 - dense_1_acc_9: 0.0500 - dense_1_acc_10: 0.0833 - dense_1_acc_11: 0.0833 - dense_1_acc_12: 0.0500 - dense_1_acc_13: 0.1000 - dense_1_acc_14: 0.0667 - dense_1_acc_15: 0.1000 - dense_1_acc_16: 0.0500 - dense_1_acc_17: 0.0500 - dense_1_acc_18: 0.0333 - dense_1_acc_19: 0.0333 - dense_1_acc_20: 0.0167 - dense_1_acc_21: 0.0500 - dense_1_acc_22: 0.0667 - dense_1_acc_23: 0.1000 - dense_1_acc_24: 0.0833 - dense_1_acc_25: 0.0500 - dense_1_acc_26: 0.0667 - dense_1_acc_27: 0.1000 - dense_1_acc_28: 0.0333 - dense_1_acc_29: 0.0667 - dense_1_acc_30: 0.0000e+00                                                                                                 
Epoch 2/100
60/60 [==============================] - 0s - loss: 122.6150 - dense_1_loss_1: 4.3323 - dense_1_loss_2: 4.3058 - dense_1_loss_3: 4.2734 - dense_1_loss_4: 4.2839 - dense_1_loss_5: 4.2597 - dense_1_loss_6: 4.2694 - dense_1_loss_7: 4.2545 - dense_1_loss_8: 4.2166 - dense_1_loss_9: 4.2377 - dense_1_loss_10: 4.2074 - dense_1_loss_11: 4.2183 - dense_1_loss_12: 4.2379 - dense_1_loss_13: 4.2069 - dense_1_loss_14: 4.2165 - dense_1_loss_15: 4.1982 - dense_1_loss_16: 4.2244 - dense_1_loss_17: 4.2036 - dense_1_loss_18: 4.2071 - dense_1_loss_19: 4.2075 - dense_1_loss_20: 4.2326 - dense_1_loss_21: 4.2186 - dense_1_loss_22: 4.1761 - dense_1_loss_23: 4.2165 - dense_1_loss_24: 4.2029 - dense_1_loss_25: 4.2168 - dense_1_loss_26: 4.1636 - dense_1_loss_27: 4.1953 - dense_1_loss_28: 4.2136 - dense_1_loss_29: 4.2179 - dense_1_loss_30: 0.0000e+00 - dense_1_acc_1: 0.0333 - dense_1_acc_2: 0.1833 - dense_1_acc_3: 0.3167 - dense_1_acc_4: 0.2000 - dense_1_acc_5: 0.2333 - dense_1_acc_6: 0.1500 - dense_1_acc_7: 0.1667 - dense_1_acc_8: 0.3000 - dense_1_acc_9: 0.2167 - dense_1_acc_10: 0.2333 - dense_1_acc_11: 0.2167 - dense_1_acc_12: 0.1833 - dense_1_acc_13: 0.1833 - dense_1_acc_14: 0.2333 - dense_1_acc_15: 0.2667 - dense_1_acc_16: 0.1333 - dense_1_acc_17: 0.2000 - dense_1_acc_18: 0.1667 - dense_1_acc_19: 0.1500 - dense_1_acc_20: 0.1000 - dense_1_acc_21: 0.1167 - dense_1_acc_22: 0.1667 - dense_1_acc_23: 0.1333 - dense_1_acc_24: 0.1000 - dense_1_acc_25: 0.1333 - dense_1_acc_26: 0.2000 - dense_1_acc_27: 0.1167 - dense_1_acc_28: 0.1500 - dense_1_acc_29: 0.1333 - dense_1_acc_30: 0.0000e+00         
Epoch 3/100
60/60 [==============================] - 0s - loss: 116.4111 - dense_1_loss_1: 4.3098 - dense_1_loss_2: 4.2549 - dense_1_loss_3: 4.1829 - dense_1_loss_4: 4.1836 - dense_1_loss_5: 4.1331 - dense_1_loss_6: 4.1570 - dense_1_loss_7: 4.1047 - dense_1_loss_8: 3.9886 - dense_1_loss_9: 3.9918 - dense_1_loss_10: 3.8626 - dense_1_loss_11: 3.8866 - dense_1_loss_12: 4.0617 - dense_1_loss_13: 3.8850 - dense_1_loss_14: 3.9290 - dense_1_loss_15: 3.9185 - dense_1_loss_16: 4.0133 - dense_1_loss_17: 3.9976 - dense_1_loss_18: 3.9747 - dense_1_loss_19: 3.8669 - dense_1_loss_20: 4.0741 - dense_1_loss_21: 4.0473 - dense_1_loss_22: 3.8592 - dense_1_loss_23: 3.9501 - dense_1_loss_24: 3.9322 - dense_1_loss_25: 4.0617 - dense_1_loss_26: 3.7029 - dense_1_loss_27: 3.8883 - dense_1_loss_28: 4.0130 - dense_1_loss_29: 4.1800 - dense_1_loss_30: 0.0000e+00 - dense_1_acc_1: 0.0333 - dense_1_acc_2: 0.2167 - dense_1_acc_3: 0.3333 - dense_1_acc_4: 0.2333 - dense_1_acc_5: 0.2667 - dense_1_acc_6: 0.1167 - dense_1_acc_7: 0.1333 - dense_1_acc_8: 0.2833 - dense_1_acc_9: 0.1500 - dense_1_acc_10: 0.1833 - dense_1_acc_11: 0.2000 - dense_1_acc_12: 0.1000 - dense_1_acc_13: 0.1833 - dense_1_acc_14: 0.1333 - dense_1_acc_15: 0.1667 - dense_1_acc_16: 0.1167 - dense_1_acc_17: 0.1167 - dense_1_acc_18: 0.1333 - dense_1_acc_19: 0.1000 - dense_1_acc_20: 0.0333 - dense_1_acc_21: 0.0833 - dense_1_acc_22: 0.1167 - dense_1_acc_23: 0.1000 - dense_1_acc_24: 0.0667 - dense_1_acc_25: 0.0833 - dense_1_acc_26: 0.0833 - dense_1_acc_27: 0.1000 - dense_1_acc_28: 0.0833 - dense_1_acc_29: 0.0667 - dense_1_acc_30: 0.0000e+00         
Epoch 4/100
60/60 [==============================] - 0s - loss: 113.1666 - dense_1_loss_1: 4.2877 - dense_1_loss_2: 4.2037 - dense_1_loss_3: 4.0866 - dense_1_loss_4: 4.0834 - dense_1_loss_5: 3.9820 - dense_1_loss_6: 4.0179 - dense_1_loss_7: 3.9443 - dense_1_loss_8: 3.7120 - dense_1_loss_9: 3.7846 - dense_1_loss_10: 3.6078 - dense_1_loss_11: 3.7309 - dense_1_loss_12: 4.0540 - dense_1_loss_13: 3.7736 - dense_1_loss_14: 3.8108 - dense_1_loss_15: 3.8006 - dense_1_loss_16: 3.8807 - dense_1_loss_17: 3.9415 - dense_1_loss_18: 3.9015 - dense_1_loss_19: 3.7399 - dense_1_loss_20: 4.0826 - dense_1_loss_21: 3.9743 - dense_1_loss_22: 3.8177 - dense_1_loss_23: 3.8737 - dense_1_loss_24: 3.7652 - dense_1_loss_25: 3.9986 - dense_1_loss_26: 3.5963 - dense_1_loss_27: 3.7584 - dense_1_loss_28: 3.9119 - dense_1_loss_29: 4.0446 - dense_1_loss_30: 0.0000e+00 - dense_1_acc_1: 0.0500 - dense_1_acc_2: 0.1833 - dense_1_acc_3: 0.2833 - dense_1_acc_4: 0.2000 - dense_1_acc_5: 0.2500 - dense_1_acc_6: 0.1500 - dense_1_acc_7: 0.1000 - dense_1_acc_8: 0.0833 - dense_1_acc_9: 0.1667 - dense_1_acc_10: 0.1500 - dense_1_acc_11: 0.1167 - dense_1_acc_12: 0.0333 - dense_1_acc_13: 0.0833 - dense_1_acc_14: 0.1500 - dense_1_acc_15: 0.0667 - dense_1_acc_16: 0.1167 - dense_1_acc_17: 0.1000 - dense_1_acc_18: 0.0167 - dense_1_acc_19: 0.1333 - dense_1_acc_20: 0.1000 - dense_1_acc_21: 0.0833 - dense_1_acc_22: 0.0833 - dense_1_acc_23: 0.0667 - dense_1_acc_24: 0.0500 - dense_1_acc_25: 0.0667 - dense_1_acc_26: 0.1167 - dense_1_acc_27: 0.0333 - dense_1_acc_28: 0.1000 - dense_1_acc_29: 0.0833 - dense_1_acc_30: 0.0000e+00     
Epoch 5/100
60/60 [==============================] - 0s - loss: 111.7269 - dense_1_loss_1: 4.2739 - dense_1_loss_2: 4.1676 - dense_1_loss_3: 4.0290 - dense_1_loss_4: 4.0233 - dense_1_loss_5: 3.9021 - dense_1_loss_6: 3.9430 - dense_1_loss_7: 3.8968 - dense_1_loss_8: 3.6479 - dense_1_loss_9: 3.7497 - dense_1_loss_10: 3.6148 - dense_1_loss_11: 3.6655 - dense_1_loss_12: 3.9978 - dense_1_loss_13: 3.7718 - dense_1_loss_14: 3.6564 - dense_1_loss_15: 3.7520 - dense_1_loss_16: 3.7730 - dense_1_loss_17: 3.8199 - dense_1_loss_18: 3.8941 - dense_1_loss_19: 3.7257 - dense_1_loss_20: 3.9298 - dense_1_loss_21: 3.9397 - dense_1_loss_22: 3.7880 - dense_1_loss_23: 3.7442 - dense_1_loss_24: 3.8053 - dense_1_loss_25: 3.8745 - dense_1_loss_26: 3.6725 - dense_1_loss_27: 3.7750 - dense_1_loss_28: 3.8927 - dense_1_loss_29: 4.0012 - dense_1_loss_30: 0.0000e+00 - dense_1_acc_1: 0.0667 - dense_1_acc_2: 0.1833 - dense_1_acc_3: 0.2833 - dense_1_acc_4: 0.2000 - dense_1_acc_5: 0.2333 - dense_1_acc_6: 0.1167 - dense_1_acc_7: 0.1000 - dense_1_acc_8: 0.1167 - dense_1_acc_9: 0.1500 - dense_1_acc_10: 0.1667 - dense_1_acc_11: 0.1000 - dense_1_acc_12: 0.0833 - dense_1_acc_13: 0.1667 - dense_1_acc_14: 0.1500 - dense_1_acc_15: 0.1500 - dense_1_acc_16: 0.1667 - dense_1_acc_17: 0.1500 - dense_1_acc_18: 0.1500 - dense_1_acc_19: 0.1500 - dense_1_acc_20: 0.1167 - dense_1_acc_21: 0.1500 - dense_1_acc_22: 0.1500 - dense_1_acc_23: 0.1500 - dense_1_acc_24: 0.0500 - dense_1_acc_25: 0.0667 - dense_1_acc_26: 0.1333 - dense_1_acc_27: 0.1167 - dense_1_acc_28: 0.0833 - dense_1_acc_29: 0.0667 - dense_1_acc_30: 0.0000e+00     
Epoch 6/100
60/60 [==============================] - 0s - loss: 109.7212 - dense_1_loss_1: 4.2588 - dense_1_loss_2: 4.1342 - dense_1_loss_3: 3.9738 - dense_1_loss_4: 3.9568 - dense_1_loss_5: 3.8453 - dense_1_loss_6: 3.8855 - dense_1_loss_7: 3.8497 - dense_1_loss_8: 3.5860 - dense_1_loss_9: 3.7149 - dense_1_loss_10: 3.5830 - dense_1_loss_11: 3.6414 - dense_1_loss_12: 3.9316 - dense_1_loss_13: 3.7131 - dense_1_loss_14: 3.6416 - dense_1_loss_15: 3.6865 - dense_1_loss_16: 3.6910 - dense_1_loss_17: 3.7869 - dense_1_loss_18: 3.8027 - dense_1_loss_19: 3.6427 - dense_1_loss_20: 3.8492 - dense_1_loss_21: 3.8320 - dense_1_loss_22: 3.7219 - dense_1_loss_23: 3.6887 - dense_1_loss_24: 3.6734 - dense_1_loss_25: 3.8134 - dense_1_loss_26: 3.5774 - dense_1_loss_27: 3.6467 - dense_1_loss_28: 3.7479 - dense_1_loss_29: 3.8449 - dense_1_loss_30: 0.0000e+00 - dense_1_acc_1: 0.0667 - dense_1_acc_2: 0.1833 - dense_1_acc_3: 0.2833 - dense_1_acc_4: 0.2000 - dense_1_acc_5: 0.2167 - dense_1_acc_6: 0.1333 - dense_1_acc_7: 0.1333 - dense_1_acc_8: 0.1833 - dense_1_acc_9: 0.1833 - dense_1_acc_10: 0.1667 - dense_1_acc_11: 0.1333 - dense_1_acc_12: 0.1167 - dense_1_acc_13: 0.1667 - dense_1_acc_14: 0.2167 - dense_1_acc_15: 0.1667 - dense_1_acc_16: 0.1500 - dense_1_acc_17: 0.1500 - dense_1_acc_18: 0.1500 - dense_1_acc_19: 0.1833 - dense_1_acc_20: 0.0667 - dense_1_acc_21: 0.1333 - dense_1_acc_22: 0.1500 - dense_1_acc_23: 0.1333 - dense_1_acc_24: 0.0833 - dense_1_acc_25: 0.0500 - dense_1_acc_26: 0.1333 - dense_1_acc_27: 0.0833 - dense_1_acc_28: 0.1167 - dense_1_acc_29: 0.0667 - dense_1_acc_30: 0.0000e+00         
Epoch 7/100
60/60 [==============================] - 0s - loss: 107.3023 - dense_1_loss_1: 4.2424 - dense_1_loss_2: 4.1007 - dense_1_loss_3: 3.9147 - dense_1_loss_4: 3.8856 - dense_1_loss_5: 3.7590 - dense_1_loss_6: 3.8187 - dense_1_loss_7: 3.7965 - dense_1_loss_8: 3.5041 - dense_1_loss_9: 3.6111 - dense_1_loss_10: 3.4794 - dense_1_loss_11: 3.5808 - dense_1_loss_12: 3.8399 - dense_1_loss_13: 3.5969 - dense_1_loss_14: 3.6102 - dense_1_loss_15: 3.5887 - dense_1_loss_16: 3.6119 - dense_1_loss_17: 3.7209 - dense_1_loss_18: 3.7047 - dense_1_loss_19: 3.5444 - dense_1_loss_20: 3.7414 - dense_1_loss_21: 3.7579 - dense_1_loss_22: 3.6497 - dense_1_loss_23: 3.6230 - dense_1_loss_24: 3.5452 - dense_1_loss_25: 3.7720 - dense_1_loss_26: 3.4257 - dense_1_loss_27: 3.5317 - dense_1_loss_28: 3.6439 - dense_1_loss_29: 3.7010 - dense_1_loss_30: 0.0000e+00 - dense_1_acc_1: 0.0667 - dense_1_acc_2: 0.1833 - dense_1_acc_3: 0.2833 - dense_1_acc_4: 0.2000 - dense_1_acc_5: 0.2167 - dense_1_acc_6: 0.1333 - dense_1_acc_7: 0.1333 - dense_1_acc_8: 0.1833 - dense_1_acc_9: 0.2000 - dense_1_acc_10: 0.1833 - dense_1_acc_11: 0.1000 - dense_1_acc_12: 0.0667 - dense_1_acc_13: 0.1667 - dense_1_acc_14: 0.1667 - dense_1_acc_15: 0.1833 - dense_1_acc_16: 0.1667 - dense_1_acc_17: 0.2167 - dense_1_acc_18: 0.1167 - dense_1_acc_19: 0.1500 - dense_1_acc_20: 0.1500 - dense_1_acc_21: 0.1333 - dense_1_acc_22: 0.1667 - dense_1_acc_23: 0.1167 - dense_1_acc_24: 0.1333 - dense_1_acc_25: 0.1167 - dense_1_acc_26: 0.3333 - dense_1_acc_27: 0.1667 - dense_1_acc_28: 0.1833 - dense_1_acc_29: 0.1833 - dense_1_acc_30: 0.0000e+00     
Epoch 8/100
60/60 [==============================] - 0s - loss: 104.6500 - dense_1_loss_1: 4.2276 - dense_1_loss_2: 4.0644 - dense_1_loss_3: 3.8561 - dense_1_loss_4: 3.8105 - dense_1_loss_5: 3.6761 - dense_1_loss_6: 3.7465 - dense_1_loss_7: 3.7132 - dense_1_loss_8: 3.3946 - dense_1_loss_9: 3.4924 - dense_1_loss_10: 3.3583 - dense_1_loss_11: 3.4874 - dense_1_loss_12: 3.7197 - dense_1_loss_13: 3.4417 - dense_1_loss_14: 3.5299 - dense_1_loss_15: 3.4583 - dense_1_loss_16: 3.5174 - dense_1_loss_17: 3.5929 - dense_1_loss_18: 3.6000 - dense_1_loss_19: 3.4421 - dense_1_loss_20: 3.6419 - dense_1_loss_21: 3.6837 - dense_1_loss_22: 3.5566 - dense_1_loss_23: 3.5341 - dense_1_loss_24: 3.4536 - dense_1_loss_25: 3.6808 - dense_1_loss_26: 3.3517 - dense_1_loss_27: 3.4568 - dense_1_loss_28: 3.5800 - dense_1_loss_29: 3.5817 - dense_1_loss_30: 0.0000e+00 - dense_1_acc_1: 0.0667 - dense_1_acc_2: 0.1667 - dense_1_acc_3: 0.2833 - dense_1_acc_4: 0.2000 - dense_1_acc_5: 0.2167 - dense_1_acc_6: 0.1333 - dense_1_acc_7: 0.1167 - dense_1_acc_8: 0.1833 - dense_1_acc_9: 0.2167 - dense_1_acc_10: 0.1833 - dense_1_acc_11: 0.1500 - dense_1_acc_12: 0.0833 - dense_1_acc_13: 0.1833 - dense_1_acc_14: 0.1667 - dense_1_acc_15: 0.2000 - dense_1_acc_16: 0.1667 - dense_1_acc_17: 0.2167 - dense_1_acc_18: 0.0833 - dense_1_acc_19: 0.1667 - dense_1_acc_20: 0.1167 - dense_1_acc_21: 0.1167 - dense_1_acc_22: 0.1167 - dense_1_acc_23: 0.1000 - dense_1_acc_24: 0.1333 - dense_1_acc_25: 0.1333 - dense_1_acc_26: 0.2500 - dense_1_acc_27: 0.0833 - dense_1_acc_28: 0.1833 - dense_1_acc_29: 0.1667 - dense_1_acc_30: 0.0000e+00             
Epoch 9/100
60/60 [==============================] - 0s - loss: 101.2896 - dense_1_loss_1: 4.2155 - dense_1_loss_2: 4.0297 - dense_1_loss_3: 3.7876 - dense_1_loss_4: 3.7442 - dense_1_loss_5: 3.5795 - dense_1_loss_6: 3.6516 - dense_1_loss_7: 3.6058 - dense_1_loss_8: 3.2785 - dense_1_loss_9: 3.3846 - dense_1_loss_10: 3.2268 - dense_1_loss_11: 3.3621 - dense_1_loss_12: 3.5547 - dense_1_loss_13: 3.2813 - dense_1_loss_14: 3.3520 - dense_1_loss_15: 3.2967 - dense_1_loss_16: 3.3671 - dense_1_loss_17: 3.3926 - dense_1_loss_18: 3.4556 - dense_1_loss_19: 3.3096 - dense_1_loss_20: 3.4987 - dense_1_loss_21: 3.5697 - dense_1_loss_22: 3.4318 - dense_1_loss_23: 3.4432 - dense_1_loss_24: 3.3420 - dense_1_loss_25: 3.5640 - dense_1_loss_26: 3.2657 - dense_1_loss_27: 3.3867 - dense_1_loss_28: 3.4564 - dense_1_loss_29: 3.4561 - dense_1_loss_30: 0.0000e+00 - dense_1_acc_1: 0.0667 - dense_1_acc_2: 0.2333 - dense_1_acc_3: 0.2667 - dense_1_acc_4: 0.2000 - dense_1_acc_5: 0.2333 - dense_1_acc_6: 0.1500 - dense_1_acc_7: 0.1333 - dense_1_acc_8: 0.2833 - dense_1_acc_9: 0.2000 - dense_1_acc_10: 0.2000 - dense_1_acc_11: 0.2000 - dense_1_acc_12: 0.1333 - dense_1_acc_13: 0.2000 - dense_1_acc_14: 0.2167 - dense_1_acc_15: 0.1833 - dense_1_acc_16: 0.1500 - dense_1_acc_17: 0.2167 - dense_1_acc_18: 0.1500 - dense_1_acc_19: 0.1667 - dense_1_acc_20: 0.1667 - dense_1_acc_21: 0.1167 - dense_1_acc_22: 0.1333 - dense_1_acc_23: 0.1000 - dense_1_acc_24: 0.1000 - dense_1_acc_25: 0.1167 - dense_1_acc_26: 0.2500 - dense_1_acc_27: 0.0500 - dense_1_acc_28: 0.1500 - dense_1_acc_29: 0.1667 - dense_1_acc_30: 0.0000e+00     
Epoch 10/100
60/60 [==============================] - 0s - loss: 97.9375 - dense_1_loss_1: 4.2037 - dense_1_loss_2: 3.9933 - dense_1_loss_3: 3.7176 - dense_1_loss_4: 3.6723 - dense_1_loss_5: 3.4737 - dense_1_loss_6: 3.5390 - dense_1_loss_7: 3.4827 - dense_1_loss_8: 3.1437 - dense_1_loss_9: 3.2725 - dense_1_loss_10: 3.0952 - dense_1_loss_11: 3.2413 - dense_1_loss_12: 3.4290 - dense_1_loss_13: 3.1402 - dense_1_loss_14: 3.1948 - dense_1_loss_15: 3.1609 - dense_1_loss_16: 3.2191 - dense_1_loss_17: 3.1879 - dense_1_loss_18: 3.3069 - dense_1_loss_19: 3.1615 - dense_1_loss_20: 3.3996 - dense_1_loss_21: 3.4276 - dense_1_loss_22: 3.2534 - dense_1_loss_23: 3.3608 - dense_1_loss_24: 3.2516 - dense_1_loss_25: 3.4473 - dense_1_loss_26: 3.1541 - dense_1_loss_27: 3.3240 - dense_1_loss_28: 3.3675 - dense_1_loss_29: 3.3162 - dense_1_loss_30: 0.0000e+00 - dense_1_acc_1: 0.0667 - dense_1_acc_2: 0.2500 - dense_1_acc_3: 0.2667 - dense_1_acc_4: 0.2000 - dense_1_acc_5: 0.2500 - dense_1_acc_6: 0.1500 - dense_1_acc_7: 0.1333 - dense_1_acc_8: 0.3000 - dense_1_acc_9: 0.2333 - dense_1_acc_10: 0.2000 - dense_1_acc_11: 0.2000 - dense_1_acc_12: 0.1333 - dense_1_acc_13: 0.2000 - dense_1_acc_14: 0.2500 - dense_1_acc_15: 0.2167 - dense_1_acc_16: 0.1500 - dense_1_acc_17: 0.2667 - dense_1_acc_18: 0.2167 - dense_1_acc_19: 0.2000 - dense_1_acc_20: 0.2167 - dense_1_acc_21: 0.2333 - dense_1_acc_22: 0.1833 - dense_1_acc_23: 0.1667 - dense_1_acc_24: 0.1333 - dense_1_acc_25: 0.1500 - dense_1_acc_26: 0.3333 - dense_1_acc_27: 0.0667 - dense_1_acc_28: 0.2000 - dense_1_acc_29: 0.2167 - dense_1_acc_30: 0.0000e+00     
Epoch 11/100
60/60 [==============================] - 0s - loss: 93.5902 - dense_1_loss_1: 4.1932 - dense_1_loss_2: 3.9576 - dense_1_loss_3: 3.6471 - dense_1_loss_4: 3.5859 - dense_1_loss_5: 3.3725 - dense_1_loss_6: 3.4212 - dense_1_loss_7: 3.3577 - dense_1_loss_8: 3.0341 - dense_1_loss_9: 3.1538 - dense_1_loss_10: 2.9792 - dense_1_loss_11: 3.1051 - dense_1_loss_12: 3.2805 - dense_1_loss_13: 2.9978 - dense_1_loss_14: 3.0606 - dense_1_loss_15: 2.9879 - dense_1_loss_16: 3.0891 - dense_1_loss_17: 3.0461 - dense_1_loss_18: 3.1174 - dense_1_loss_19: 3.0315 - dense_1_loss_20: 3.2793 - dense_1_loss_21: 3.1823 - dense_1_loss_22: 2.9957 - dense_1_loss_23: 3.1873 - dense_1_loss_24: 3.0521 - dense_1_loss_25: 3.2615 - dense_1_loss_26: 2.8404 - dense_1_loss_27: 3.1055 - dense_1_loss_28: 3.2024 - dense_1_loss_29: 3.0652 - dense_1_loss_30: 0.0000e+00 - dense_1_acc_1: 0.0667 - dense_1_acc_2: 0.2500 - dense_1_acc_3: 0.2667 - dense_1_acc_4: 0.2000 - dense_1_acc_5: 0.2833 - dense_1_acc_6: 0.1500 - dense_1_acc_7: 0.1667 - dense_1_acc_8: 0.3000 - dense_1_acc_9: 0.2500 - dense_1_acc_10: 0.2333 - dense_1_acc_11: 0.2167 - dense_1_acc_12: 0.1333 - dense_1_acc_13: 0.2667 - dense_1_acc_14: 0.3000 - dense_1_acc_15: 0.2500 - dense_1_acc_16: 0.1833 - dense_1_acc_17: 0.2667 - dense_1_acc_18: 0.2167 - dense_1_acc_19: 0.1833 - dense_1_acc_20: 0.2000 - dense_1_acc_21: 0.2000 - dense_1_acc_22: 0.1500 - dense_1_acc_23: 0.1333 - dense_1_acc_24: 0.1500 - dense_1_acc_25: 0.1333 - dense_1_acc_26: 0.3333 - dense_1_acc_27: 0.1000 - dense_1_acc_28: 0.2000 - dense_1_acc_29: 0.2667 - dense_1_acc_30: 0.0000e+00     
Epoch 12/100
60/60 [==============================] - 0s - loss: 90.1641 - dense_1_loss_1: 4.1850 - dense_1_loss_2: 3.9207 - dense_1_loss_3: 3.5791 - dense_1_loss_4: 3.4926 - dense_1_loss_5: 3.2755 - dense_1_loss_6: 3.2748 - dense_1_loss_7: 3.2212 - dense_1_loss_8: 2.9201 - dense_1_loss_9: 3.0121 - dense_1_loss_10: 2.8135 - dense_1_loss_11: 3.0079 - dense_1_loss_12: 3.0453 - dense_1_loss_13: 2.8232 - dense_1_loss_14: 2.9201 - dense_1_loss_15: 2.8904 - dense_1_loss_16: 2.9202 - dense_1_loss_17: 2.9286 - dense_1_loss_18: 2.9505 - dense_1_loss_19: 2.8200 - dense_1_loss_20: 3.1184 - dense_1_loss_21: 3.0365 - dense_1_loss_22: 2.8726 - dense_1_loss_23: 3.1157 - dense_1_loss_24: 2.9342 - dense_1_loss_25: 3.1570 - dense_1_loss_26: 2.7639 - dense_1_loss_27: 3.0080 - dense_1_loss_28: 3.1354 - dense_1_loss_29: 3.0214 - dense_1_loss_30: 0.0000e+00 - dense_1_acc_1: 0.0667 - dense_1_acc_2: 0.2167 - dense_1_acc_3: 0.2833 - dense_1_acc_4: 0.2000 - dense_1_acc_5: 0.3000 - dense_1_acc_6: 0.1333 - dense_1_acc_7: 0.1667 - dense_1_acc_8: 0.2500 - dense_1_acc_9: 0.2000 - dense_1_acc_10: 0.2333 - dense_1_acc_11: 0.2333 - dense_1_acc_12: 0.1500 - dense_1_acc_13: 0.2333 - dense_1_acc_14: 0.2667 - dense_1_acc_15: 0.2667 - dense_1_acc_16: 0.2000 - dense_1_acc_17: 0.2833 - dense_1_acc_18: 0.2667 - dense_1_acc_19: 0.2500 - dense_1_acc_20: 0.2333 - dense_1_acc_21: 0.2333 - dense_1_acc_22: 0.1833 - dense_1_acc_23: 0.1667 - dense_1_acc_24: 0.2167 - dense_1_acc_25: 0.1833 - dense_1_acc_26: 0.3833 - dense_1_acc_27: 0.2167 - dense_1_acc_28: 0.2000 - dense_1_acc_29: 0.2167 - dense_1_acc_30: 0.0000e+00     
Epoch 13/100
60/60 [==============================] - 0s - loss: 85.7784 - dense_1_loss_1: 4.1745 - dense_1_loss_2: 3.8793 - dense_1_loss_3: 3.5064 - dense_1_loss_4: 3.3944 - dense_1_loss_5: 3.1651 - dense_1_loss_6: 3.1333 - dense_1_loss_7: 3.0828 - dense_1_loss_8: 2.7672 - dense_1_loss_9: 2.8759 - dense_1_loss_10: 2.6718 - dense_1_loss_11: 2.8641 - dense_1_loss_12: 2.8983 - dense_1_loss_13: 2.7163 - dense_1_loss_14: 2.8001 - dense_1_loss_15: 2.7154 - dense_1_loss_16: 2.7499 - dense_1_loss_17: 2.8524 - dense_1_loss_18: 2.7827 - dense_1_loss_19: 2.7504 - dense_1_loss_20: 2.9429 - dense_1_loss_21: 2.8688 - dense_1_loss_22: 2.6519 - dense_1_loss_23: 2.9564 - dense_1_loss_24: 2.7004 - dense_1_loss_25: 2.9423 - dense_1_loss_26: 2.4777 - dense_1_loss_27: 2.8061 - dense_1_loss_28: 2.9217 - dense_1_loss_29: 2.7300 - dense_1_loss_30: 0.0000e+00 - dense_1_acc_1: 0.0667 - dense_1_acc_2: 0.1833 - dense_1_acc_3: 0.3167 - dense_1_acc_4: 0.2000 - dense_1_acc_5: 0.3000 - dense_1_acc_6: 0.1333 - dense_1_acc_7: 0.1833 - dense_1_acc_8: 0.2667 - dense_1_acc_9: 0.2667 - dense_1_acc_10: 0.2333 - dense_1_acc_11: 0.2167 - dense_1_acc_12: 0.1667 - dense_1_acc_13: 0.2500 - dense_1_acc_14: 0.2833 - dense_1_acc_15: 0.3000 - dense_1_acc_16: 0.2000 - dense_1_acc_17: 0.2667 - dense_1_acc_18: 0.2833 - dense_1_acc_19: 0.2833 - dense_1_acc_20: 0.2500 - dense_1_acc_21: 0.2500 - dense_1_acc_22: 0.2000 - dense_1_acc_23: 0.1667 - dense_1_acc_24: 0.2167 - dense_1_acc_25: 0.2167 - dense_1_acc_26: 0.3500 - dense_1_acc_27: 0.2333 - dense_1_acc_28: 0.2667 - dense_1_acc_29: 0.3167 - dense_1_acc_30: 0.0000e+00     
Epoch 14/100
60/60 [==============================] - 0s - loss: 81.7104 - dense_1_loss_1: 4.1683 - dense_1_loss_2: 3.8379 - dense_1_loss_3: 3.4312 - dense_1_loss_4: 3.2923 - dense_1_loss_5: 3.0515 - dense_1_loss_6: 2.9900 - dense_1_loss_7: 2.9404 - dense_1_loss_8: 2.6221 - dense_1_loss_9: 2.7825 - dense_1_loss_10: 2.5903 - dense_1_loss_11: 2.6940 - dense_1_loss_12: 2.7628 - dense_1_loss_13: 2.5570 - dense_1_loss_14: 2.5789 - dense_1_loss_15: 2.6005 - dense_1_loss_16: 2.5889 - dense_1_loss_17: 2.6883 - dense_1_loss_18: 2.5888 - dense_1_loss_19: 2.6174 - dense_1_loss_20: 2.7584 - dense_1_loss_21: 2.6759 - dense_1_loss_22: 2.4817 - dense_1_loss_23: 2.7252 - dense_1_loss_24: 2.5722 - dense_1_loss_25: 2.8361 - dense_1_loss_26: 2.3613 - dense_1_loss_27: 2.6024 - dense_1_loss_28: 2.6966 - dense_1_loss_29: 2.6176 - dense_1_loss_30: 0.0000e+00 - dense_1_acc_1: 0.0667 - dense_1_acc_2: 0.2000 - dense_1_acc_3: 0.3500 - dense_1_acc_4: 0.2167 - dense_1_acc_5: 0.3500 - dense_1_acc_6: 0.1667 - dense_1_acc_7: 0.1833 - dense_1_acc_8: 0.3500 - dense_1_acc_9: 0.2167 - dense_1_acc_10: 0.2833 - dense_1_acc_11: 0.2500 - dense_1_acc_12: 0.1833 - dense_1_acc_13: 0.3000 - dense_1_acc_14: 0.3167 - dense_1_acc_15: 0.3333 - dense_1_acc_16: 0.2667 - dense_1_acc_17: 0.2833 - dense_1_acc_18: 0.2833 - dense_1_acc_19: 0.3167 - dense_1_acc_20: 0.3167 - dense_1_acc_21: 0.2333 - dense_1_acc_22: 0.2000 - dense_1_acc_23: 0.2000 - dense_1_acc_24: 0.2500 - dense_1_acc_25: 0.2333 - dense_1_acc_26: 0.3667 - dense_1_acc_27: 0.3167 - dense_1_acc_28: 0.2667 - dense_1_acc_29: 0.2833 - dense_1_acc_30: 0.0000e+00     
Epoch 15/100
60/60 [==============================] - 0s - loss: 77.2926 - dense_1_loss_1: 4.1619 - dense_1_loss_2: 3.7950 - dense_1_loss_3: 3.3570 - dense_1_loss_4: 3.1897 - dense_1_loss_5: 2.9364 - dense_1_loss_6: 2.8239 - dense_1_loss_7: 2.7865 - dense_1_loss_8: 2.4756 - dense_1_loss_9: 2.6199 - dense_1_loss_10: 2.4476 - dense_1_loss_11: 2.5099 - dense_1_loss_12: 2.5124 - dense_1_loss_13: 2.3791 - dense_1_loss_14: 2.4152 - dense_1_loss_15: 2.4585 - dense_1_loss_16: 2.4116 - dense_1_loss_17: 2.4840 - dense_1_loss_18: 2.3911 - dense_1_loss_19: 2.4204 - dense_1_loss_20: 2.5342 - dense_1_loss_21: 2.5163 - dense_1_loss_22: 2.3114 - dense_1_loss_23: 2.4955 - dense_1_loss_24: 2.3813 - dense_1_loss_25: 2.6818 - dense_1_loss_26: 2.3009 - dense_1_loss_27: 2.5048 - dense_1_loss_28: 2.5237 - dense_1_loss_29: 2.4670 - dense_1_loss_30: 0.0000e+00 - dense_1_acc_1: 0.0667 - dense_1_acc_2: 0.2333 - dense_1_acc_3: 0.3500 - dense_1_acc_4: 0.2167 - dense_1_acc_5: 0.3167 - dense_1_acc_6: 0.2167 - dense_1_acc_7: 0.2333 - dense_1_acc_8: 0.3333 - dense_1_acc_9: 0.3500 - dense_1_acc_10: 0.3500 - dense_1_acc_11: 0.2833 - dense_1_acc_12: 0.2000 - dense_1_acc_13: 0.3833 - dense_1_acc_14: 0.3000 - dense_1_acc_15: 0.3000 - dense_1_acc_16: 0.2667 - dense_1_acc_17: 0.3500 - dense_1_acc_18: 0.2667 - dense_1_acc_19: 0.2667 - dense_1_acc_20: 0.3000 - dense_1_acc_21: 0.2667 - dense_1_acc_22: 0.2833 - dense_1_acc_23: 0.2167 - dense_1_acc_24: 0.2500 - dense_1_acc_25: 0.1667 - dense_1_acc_26: 0.3500 - dense_1_acc_27: 0.3500 - dense_1_acc_28: 0.3333 - dense_1_acc_29: 0.3500 - dense_1_acc_30: 0.0000e+00     
Epoch 16/100
60/60 [==============================] - 0s - loss: 72.5810 - dense_1_loss_1: 4.1537 - dense_1_loss_2: 3.7478 - dense_1_loss_3: 3.2710 - dense_1_loss_4: 3.0705 - dense_1_loss_5: 2.8136 - dense_1_loss_6: 2.6698 - dense_1_loss_7: 2.6515 - dense_1_loss_8: 2.3165 - dense_1_loss_9: 2.4429 - dense_1_loss_10: 2.2953 - dense_1_loss_11: 2.4215 - dense_1_loss_12: 2.2820 - dense_1_loss_13: 2.1464 - dense_1_loss_14: 2.2125 - dense_1_loss_15: 2.3166 - dense_1_loss_16: 2.2291 - dense_1_loss_17: 2.2878 - dense_1_loss_18: 2.2650 - dense_1_loss_19: 2.2257 - dense_1_loss_20: 2.3296 - dense_1_loss_21: 2.3006 - dense_1_loss_22: 2.1908 - dense_1_loss_23: 2.3612 - dense_1_loss_24: 2.2084 - dense_1_loss_25: 2.4932 - dense_1_loss_26: 2.0619 - dense_1_loss_27: 2.2204 - dense_1_loss_28: 2.3172 - dense_1_loss_29: 2.2787 - dense_1_loss_30: 0.0000e+00 - dense_1_acc_1: 0.0667 - dense_1_acc_2: 0.2333 - dense_1_acc_3: 0.3500 - dense_1_acc_4: 0.2333 - dense_1_acc_5: 0.3333 - dense_1_acc_6: 0.3000 - dense_1_acc_7: 0.2667 - dense_1_acc_8: 0.3833 - dense_1_acc_9: 0.4167 - dense_1_acc_10: 0.4000 - dense_1_acc_11: 0.3167 - dense_1_acc_12: 0.2833 - dense_1_acc_13: 0.4333 - dense_1_acc_14: 0.3833 - dense_1_acc_15: 0.3000 - dense_1_acc_16: 0.3000 - dense_1_acc_17: 0.4000 - dense_1_acc_18: 0.2833 - dense_1_acc_19: 0.2667 - dense_1_acc_20: 0.3667 - dense_1_acc_21: 0.2667 - dense_1_acc_22: 0.3667 - dense_1_acc_23: 0.2500 - dense_1_acc_24: 0.3167 - dense_1_acc_25: 0.1667 - dense_1_acc_26: 0.4833 - dense_1_acc_27: 0.3667 - dense_1_acc_28: 0.3833 - dense_1_acc_29: 0.4500 - dense_1_acc_30: 0.0000e+00     
Epoch 17/100
60/60 [==============================] - 0s - loss: 68.6906 - dense_1_loss_1: 4.1466 - dense_1_loss_2: 3.6973 - dense_1_loss_3: 3.1807 - dense_1_loss_4: 2.9590 - dense_1_loss_5: 2.6889 - dense_1_loss_6: 2.5411 - dense_1_loss_7: 2.5082 - dense_1_loss_8: 2.1580 - dense_1_loss_9: 2.2972 - dense_1_loss_10: 2.1301 - dense_1_loss_11: 2.2940 - dense_1_loss_12: 2.1266 - dense_1_loss_13: 2.0051 - dense_1_loss_14: 2.0430 - dense_1_loss_15: 2.1575 - dense_1_loss_16: 2.1348 - dense_1_loss_17: 2.1490 - dense_1_loss_18: 2.1616 - dense_1_loss_19: 2.0673 - dense_1_loss_20: 2.1539 - dense_1_loss_21: 2.1388 - dense_1_loss_22: 2.0570 - dense_1_loss_23: 2.1843 - dense_1_loss_24: 2.0929 - dense_1_loss_25: 2.3492 - dense_1_loss_26: 1.9363 - dense_1_loss_27: 2.1018 - dense_1_loss_28: 2.1582 - dense_1_loss_29: 2.0720 - dense_1_loss_30: 0.0000e+00 - dense_1_acc_1: 0.0667 - dense_1_acc_2: 0.2333 - dense_1_acc_3: 0.3833 - dense_1_acc_4: 0.2500 - dense_1_acc_5: 0.3333 - dense_1_acc_6: 0.3333 - dense_1_acc_7: 0.3000 - dense_1_acc_8: 0.4500 - dense_1_acc_9: 0.4167 - dense_1_acc_10: 0.4500 - dense_1_acc_11: 0.3333 - dense_1_acc_12: 0.3500 - dense_1_acc_13: 0.5167 - dense_1_acc_14: 0.4167 - dense_1_acc_15: 0.2833 - dense_1_acc_16: 0.3500 - dense_1_acc_17: 0.4333 - dense_1_acc_18: 0.3000 - dense_1_acc_19: 0.3167 - dense_1_acc_20: 0.4000 - dense_1_acc_21: 0.3667 - dense_1_acc_22: 0.3333 - dense_1_acc_23: 0.3167 - dense_1_acc_24: 0.2833 - dense_1_acc_25: 0.2167 - dense_1_acc_26: 0.5500 - dense_1_acc_27: 0.4167 - dense_1_acc_28: 0.4167 - dense_1_acc_29: 0.5333 - dense_1_acc_30: 0.0000e+00     
Epoch 18/100
60/60 [==============================] - 0s - loss: 65.0986 - dense_1_loss_1: 4.1396 - dense_1_loss_2: 3.6476 - dense_1_loss_3: 3.0941 - dense_1_loss_4: 2.8415 - dense_1_loss_5: 2.5580 - dense_1_loss_6: 2.3889 - dense_1_loss_7: 2.3643 - dense_1_loss_8: 2.0220 - dense_1_loss_9: 2.1870 - dense_1_loss_10: 2.0418 - dense_1_loss_11: 2.1115 - dense_1_loss_12: 1.9612 - dense_1_loss_13: 1.9177 - dense_1_loss_14: 1.8696 - dense_1_loss_15: 2.0521 - dense_1_loss_16: 2.0199 - dense_1_loss_17: 2.0017 - dense_1_loss_18: 1.9839 - dense_1_loss_19: 1.9069 - dense_1_loss_20: 1.9628 - dense_1_loss_21: 2.0172 - dense_1_loss_22: 1.9358 - dense_1_loss_23: 2.0281 - dense_1_loss_24: 1.9504 - dense_1_loss_25: 2.1547 - dense_1_loss_26: 1.8381 - dense_1_loss_27: 2.0946 - dense_1_loss_28: 2.0133 - dense_1_loss_29: 1.9946 - dense_1_loss_30: 0.0000e+00 - dense_1_acc_1: 0.0667 - dense_1_acc_2: 0.2333 - dense_1_acc_3: 0.3833 - dense_1_acc_4: 0.2667 - dense_1_acc_5: 0.3333 - dense_1_acc_6: 0.3167 - dense_1_acc_7: 0.3000 - dense_1_acc_8: 0.4333 - dense_1_acc_9: 0.3167 - dense_1_acc_10: 0.3833 - dense_1_acc_11: 0.3333 - dense_1_acc_12: 0.4167 - dense_1_acc_13: 0.4667 - dense_1_acc_14: 0.4333 - dense_1_acc_15: 0.3333 - dense_1_acc_16: 0.3500 - dense_1_acc_17: 0.4500 - dense_1_acc_18: 0.4000 - dense_1_acc_19: 0.3667 - dense_1_acc_20: 0.4167 - dense_1_acc_21: 0.3833 - dense_1_acc_22: 0.4333 - dense_1_acc_23: 0.4500 - dense_1_acc_24: 0.3667 - dense_1_acc_25: 0.2667 - dense_1_acc_26: 0.5667 - dense_1_acc_27: 0.4000 - dense_1_acc_28: 0.4167 - dense_1_acc_29: 0.5000 - dense_1_acc_30: 0.0000e+00     
Epoch 19/100
60/60 [==============================] - 0s - loss: 62.7303 - dense_1_loss_1: 4.1318 - dense_1_loss_2: 3.5971 - dense_1_loss_3: 3.0085 - dense_1_loss_4: 2.7140 - dense_1_loss_5: 2.4466 - dense_1_loss_6: 2.2523 - dense_1_loss_7: 2.2512 - dense_1_loss_8: 1.9431 - dense_1_loss_9: 2.0556 - dense_1_loss_10: 1.9430 - dense_1_loss_11: 2.0108 - dense_1_loss_12: 1.8675 - dense_1_loss_13: 1.8008 - dense_1_loss_14: 1.8083 - dense_1_loss_15: 1.9251 - dense_1_loss_16: 1.9318 - dense_1_loss_17: 1.9613 - dense_1_loss_18: 1.8810 - dense_1_loss_19: 1.9243 - dense_1_loss_20: 2.0127 - dense_1_loss_21: 1.9527 - dense_1_loss_22: 1.8322 - dense_1_loss_23: 1.9132 - dense_1_loss_24: 1.9189 - dense_1_loss_25: 2.0734 - dense_1_loss_26: 1.8881 - dense_1_loss_27: 1.9613 - dense_1_loss_28: 1.9166 - dense_1_loss_29: 1.8069 - dense_1_loss_30: 0.0000e+00 - dense_1_acc_1: 0.0667 - dense_1_acc_2: 0.2500 - dense_1_acc_3: 0.4000 - dense_1_acc_4: 0.2833 - dense_1_acc_5: 0.3000 - dense_1_acc_6: 0.3667 - dense_1_acc_7: 0.3167 - dense_1_acc_8: 0.4667 - dense_1_acc_9: 0.3667 - dense_1_acc_10: 0.3833 - dense_1_acc_11: 0.4000 - dense_1_acc_12: 0.3667 - dense_1_acc_13: 0.4167 - dense_1_acc_14: 0.4333 - dense_1_acc_15: 0.3667 - dense_1_acc_16: 0.4333 - dense_1_acc_17: 0.4667 - dense_1_acc_18: 0.4667 - dense_1_acc_19: 0.3667 - dense_1_acc_20: 0.4000 - dense_1_acc_21: 0.4167 - dense_1_acc_22: 0.3833 - dense_1_acc_23: 0.5000 - dense_1_acc_24: 0.4167 - dense_1_acc_25: 0.2667 - dense_1_acc_26: 0.5167 - dense_1_acc_27: 0.4500 - dense_1_acc_28: 0.4500 - dense_1_acc_29: 0.5667 - dense_1_acc_30: 0.0000e+00     
Epoch 20/100
60/60 [==============================] - 0s - loss: 60.9176 - dense_1_loss_1: 4.1251 - dense_1_loss_2: 3.5485 - dense_1_loss_3: 2.9141 - dense_1_loss_4: 2.5899 - dense_1_loss_5: 2.3202 - dense_1_loss_6: 2.0884 - dense_1_loss_7: 2.1539 - dense_1_loss_8: 1.8181 - dense_1_loss_9: 2.0019 - dense_1_loss_10: 1.8488 - dense_1_loss_11: 2.0133 - dense_1_loss_12: 1.7543 - dense_1_loss_13: 1.7051 - dense_1_loss_14: 1.7910 - dense_1_loss_15: 1.9213 - dense_1_loss_16: 1.8082 - dense_1_loss_17: 1.7378 - dense_1_loss_18: 1.8060 - dense_1_loss_19: 1.8227 - dense_1_loss_20: 1.7690 - dense_1_loss_21: 1.8484 - dense_1_loss_22: 1.8464 - dense_1_loss_23: 1.9007 - dense_1_loss_24: 1.8146 - dense_1_loss_25: 2.0056 - dense_1_loss_26: 1.7918 - dense_1_loss_27: 2.1176 - dense_1_loss_28: 2.1024 - dense_1_loss_29: 1.9524 - dense_1_loss_30: 0.0000e+00 - dense_1_acc_1: 0.0667 - dense_1_acc_2: 0.3167 - dense_1_acc_3: 0.4167 - dense_1_acc_4: 0.2833 - dense_1_acc_5: 0.4000 - dense_1_acc_6: 0.4333 - dense_1_acc_7: 0.3833 - dense_1_acc_8: 0.5000 - dense_1_acc_9: 0.3667 - dense_1_acc_10: 0.4333 - dense_1_acc_11: 0.4667 - dense_1_acc_12: 0.4667 - dense_1_acc_13: 0.6000 - dense_1_acc_14: 0.4500 - dense_1_acc_15: 0.4000 - dense_1_acc_16: 0.4167 - dense_1_acc_17: 0.5500 - dense_1_acc_18: 0.4667 - dense_1_acc_19: 0.3333 - dense_1_acc_20: 0.4833 - dense_1_acc_21: 0.3667 - dense_1_acc_22: 0.4333 - dense_1_acc_23: 0.5000 - dense_1_acc_24: 0.3667 - dense_1_acc_25: 0.3000 - dense_1_acc_26: 0.4833 - dense_1_acc_27: 0.3000 - dense_1_acc_28: 0.3500 - dense_1_acc_29: 0.4500 - dense_1_acc_30: 0.0000e+00     
Epoch 21/100
60/60 [==============================] - 0s - loss: 56.4990 - dense_1_loss_1: 4.1185 - dense_1_loss_2: 3.5031 - dense_1_loss_3: 2.8327 - dense_1_loss_4: 2.4828 - dense_1_loss_5: 2.2249 - dense_1_loss_6: 1.9838 - dense_1_loss_7: 2.0048 - dense_1_loss_8: 1.7442 - dense_1_loss_9: 1.8130 - dense_1_loss_10: 1.6954 - dense_1_loss_11: 1.8093 - dense_1_loss_12: 1.6313 - dense_1_loss_13: 1.5724 - dense_1_loss_14: 1.6562 - dense_1_loss_15: 1.7628 - dense_1_loss_16: 1.6453 - dense_1_loss_17: 1.6080 - dense_1_loss_18: 1.6028 - dense_1_loss_19: 1.6789 - dense_1_loss_20: 1.6809 - dense_1_loss_21: 1.6576 - dense_1_loss_22: 1.6627 - dense_1_loss_23: 1.7291 - dense_1_loss_24: 1.6245 - dense_1_loss_25: 1.8254 - dense_1_loss_26: 1.5984 - dense_1_loss_27: 1.8879 - dense_1_loss_28: 1.7872 - dense_1_loss_29: 1.6752 - dense_1_loss_30: 0.0000e+00 - dense_1_acc_1: 0.0667 - dense_1_acc_2: 0.3167 - dense_1_acc_3: 0.4333 - dense_1_acc_4: 0.3000 - dense_1_acc_5: 0.3500 - dense_1_acc_6: 0.4500 - dense_1_acc_7: 0.4667 - dense_1_acc_8: 0.5833 - dense_1_acc_9: 0.5167 - dense_1_acc_10: 0.4833 - dense_1_acc_11: 0.4833 - dense_1_acc_12: 0.5000 - dense_1_acc_13: 0.6667 - dense_1_acc_14: 0.5667 - dense_1_acc_15: 0.4500 - dense_1_acc_16: 0.5667 - dense_1_acc_17: 0.5500 - dense_1_acc_18: 0.5500 - dense_1_acc_19: 0.5833 - dense_1_acc_20: 0.5333 - dense_1_acc_21: 0.5333 - dense_1_acc_22: 0.5167 - dense_1_acc_23: 0.5500 - dense_1_acc_24: 0.5000 - dense_1_acc_25: 0.4500 - dense_1_acc_26: 0.5833 - dense_1_acc_27: 0.3833 - dense_1_acc_28: 0.5167 - dense_1_acc_29: 0.6333 - dense_1_acc_30: 0.0000e+00     
Epoch 22/100
60/60 [==============================] - 0s - loss: 53.7836 - dense_1_loss_1: 4.1101 - dense_1_loss_2: 3.4550 - dense_1_loss_3: 2.7507 - dense_1_loss_4: 2.3721 - dense_1_loss_5: 2.1190 - dense_1_loss_6: 1.9021 - dense_1_loss_7: 1.8708 - dense_1_loss_8: 1.6370 - dense_1_loss_9: 1.7579 - dense_1_loss_10: 1.6181 - dense_1_loss_11: 1.6703 - dense_1_loss_12: 1.5966 - dense_1_loss_13: 1.4926 - dense_1_loss_14: 1.5631 - dense_1_loss_15: 1.6921 - dense_1_loss_16: 1.5760 - dense_1_loss_17: 1.6351 - dense_1_loss_18: 1.5628 - dense_1_loss_19: 1.5395 - dense_1_loss_20: 1.6203 - dense_1_loss_21: 1.5979 - dense_1_loss_22: 1.5297 - dense_1_loss_23: 1.6685 - dense_1_loss_24: 1.5232 - dense_1_loss_25: 1.6575 - dense_1_loss_26: 1.5769 - dense_1_loss_27: 1.6078 - dense_1_loss_28: 1.5279 - dense_1_loss_29: 1.5530 - dense_1_loss_30: 0.0000e+00 - dense_1_acc_1: 0.0667 - dense_1_acc_2: 0.3167 - dense_1_acc_3: 0.4500 - dense_1_acc_4: 0.3000 - dense_1_acc_5: 0.4167 - dense_1_acc_6: 0.4167 - dense_1_acc_7: 0.3667 - dense_1_acc_8: 0.6500 - dense_1_acc_9: 0.5167 - dense_1_acc_10: 0.5000 - dense_1_acc_11: 0.4833 - dense_1_acc_12: 0.4667 - dense_1_acc_13: 0.6500 - dense_1_acc_14: 0.5667 - dense_1_acc_15: 0.4500 - dense_1_acc_16: 0.5167 - dense_1_acc_17: 0.4333 - dense_1_acc_18: 0.5500 - dense_1_acc_19: 0.5833 - dense_1_acc_20: 0.5167 - dense_1_acc_21: 0.5500 - dense_1_acc_22: 0.4833 - dense_1_acc_23: 0.5167 - dense_1_acc_24: 0.5500 - dense_1_acc_25: 0.5167 - dense_1_acc_26: 0.6000 - dense_1_acc_27: 0.6333 - dense_1_acc_28: 0.6667 - dense_1_acc_29: 0.6167 - dense_1_acc_30: 0.0000e+00     
Epoch 23/100
60/60 [==============================] - 0s - loss: 50.6225 - dense_1_loss_1: 4.1003 - dense_1_loss_2: 3.4071 - dense_1_loss_3: 2.6620 - dense_1_loss_4: 2.2685 - dense_1_loss_5: 2.0094 - dense_1_loss_6: 1.8026 - dense_1_loss_7: 1.7416 - dense_1_loss_8: 1.5257 - dense_1_loss_9: 1.6464 - dense_1_loss_10: 1.4260 - dense_1_loss_11: 1.5646 - dense_1_loss_12: 1.3783 - dense_1_loss_13: 1.3654 - dense_1_loss_14: 1.4454 - dense_1_loss_15: 1.5567 - dense_1_loss_16: 1.4348 - dense_1_loss_17: 1.4559 - dense_1_loss_18: 1.4110 - dense_1_loss_19: 1.4488 - dense_1_loss_20: 1.4515 - dense_1_loss_21: 1.5550 - dense_1_loss_22: 1.4602 - dense_1_loss_23: 1.5706 - dense_1_loss_24: 1.4518 - dense_1_loss_25: 1.5609 - dense_1_loss_26: 1.4241 - dense_1_loss_27: 1.5008 - dense_1_loss_28: 1.4441 - dense_1_loss_29: 1.5529 - dense_1_loss_30: 0.0000e+00 - dense_1_acc_1: 0.0667 - dense_1_acc_2: 0.3000 - dense_1_acc_3: 0.4333 - dense_1_acc_4: 0.3500 - dense_1_acc_5: 0.4167 - dense_1_acc_6: 0.4833 - dense_1_acc_7: 0.4000 - dense_1_acc_8: 0.6167 - dense_1_acc_9: 0.5833 - dense_1_acc_10: 0.6667 - dense_1_acc_11: 0.5500 - dense_1_acc_12: 0.6667 - dense_1_acc_13: 0.6333 - dense_1_acc_14: 0.5833 - dense_1_acc_15: 0.4500 - dense_1_acc_16: 0.6167 - dense_1_acc_17: 0.5500 - dense_1_acc_18: 0.6000 - dense_1_acc_19: 0.6000 - dense_1_acc_20: 0.5500 - dense_1_acc_21: 0.4500 - dense_1_acc_22: 0.6500 - dense_1_acc_23: 0.5500 - dense_1_acc_24: 0.6000 - dense_1_acc_25: 0.5167 - dense_1_acc_26: 0.5500 - dense_1_acc_27: 0.5667 - dense_1_acc_28: 0.6667 - dense_1_acc_29: 0.5167 - dense_1_acc_30: 0.0000e+00     
Epoch 24/100
60/60 [==============================] - 0s - loss: 48.0577 - dense_1_loss_1: 4.0910 - dense_1_loss_2: 3.3593 - dense_1_loss_3: 2.5755 - dense_1_loss_4: 2.1830 - dense_1_loss_5: 1.9182 - dense_1_loss_6: 1.7073 - dense_1_loss_7: 1.6402 - dense_1_loss_8: 1.4470 - dense_1_loss_9: 1.5186 - dense_1_loss_10: 1.3215 - dense_1_loss_11: 1.5243 - dense_1_loss_12: 1.2905 - dense_1_loss_13: 1.2728 - dense_1_loss_14: 1.3556 - dense_1_loss_15: 1.4638 - dense_1_loss_16: 1.3713 - dense_1_loss_17: 1.3287 - dense_1_loss_18: 1.3480 - dense_1_loss_19: 1.3960 - dense_1_loss_20: 1.3976 - dense_1_loss_21: 1.4302 - dense_1_loss_22: 1.3876 - dense_1_loss_23: 1.4265 - dense_1_loss_24: 1.3431 - dense_1_loss_25: 1.5021 - dense_1_loss_26: 1.3400 - dense_1_loss_27: 1.3832 - dense_1_loss_28: 1.3107 - dense_1_loss_29: 1.4243 - dense_1_loss_30: 0.0000e+00 - dense_1_acc_1: 0.0667 - dense_1_acc_2: 0.3000 - dense_1_acc_3: 0.4333 - dense_1_acc_4: 0.3833 - dense_1_acc_5: 0.4500 - dense_1_acc_6: 0.4833 - dense_1_acc_7: 0.5000 - dense_1_acc_8: 0.6333 - dense_1_acc_9: 0.6000 - dense_1_acc_10: 0.7500 - dense_1_acc_11: 0.6167 - dense_1_acc_12: 0.7667 - dense_1_acc_13: 0.7167 - dense_1_acc_14: 0.6167 - dense_1_acc_15: 0.5500 - dense_1_acc_16: 0.6333 - dense_1_acc_17: 0.7167 - dense_1_acc_18: 0.6167 - dense_1_acc_19: 0.6333 - dense_1_acc_20: 0.6000 - dense_1_acc_21: 0.6333 - dense_1_acc_22: 0.6667 - dense_1_acc_23: 0.5833 - dense_1_acc_24: 0.6500 - dense_1_acc_25: 0.5333 - dense_1_acc_26: 0.6000 - dense_1_acc_27: 0.5833 - dense_1_acc_28: 0.7333 - dense_1_acc_29: 0.6333 - dense_1_acc_30: 0.0000e+00     
Epoch 25/100
60/60 [==============================] - 0s - loss: 45.3652 - dense_1_loss_1: 4.0818 - dense_1_loss_2: 3.3140 - dense_1_loss_3: 2.4933 - dense_1_loss_4: 2.0980 - dense_1_loss_5: 1.8252 - dense_1_loss_6: 1.5935 - dense_1_loss_7: 1.5211 - dense_1_loss_8: 1.3848 - dense_1_loss_9: 1.3998 - dense_1_loss_10: 1.2721 - dense_1_loss_11: 1.4167 - dense_1_loss_12: 1.2454 - dense_1_loss_13: 1.1819 - dense_1_loss_14: 1.2339 - dense_1_loss_15: 1.3039 - dense_1_loss_16: 1.3008 - dense_1_loss_17: 1.2169 - dense_1_loss_18: 1.2887 - dense_1_loss_19: 1.2668 - dense_1_loss_20: 1.3108 - dense_1_loss_21: 1.3070 - dense_1_loss_22: 1.2560 - dense_1_loss_23: 1.2539 - dense_1_loss_24: 1.2932 - dense_1_loss_25: 1.4036 - dense_1_loss_26: 1.2533 - dense_1_loss_27: 1.2686 - dense_1_loss_28: 1.2818 - dense_1_loss_29: 1.2985 - dense_1_loss_30: 0.0000e+00 - dense_1_acc_1: 0.0667 - dense_1_acc_2: 0.3000 - dense_1_acc_3: 0.4667 - dense_1_acc_4: 0.4167 - dense_1_acc_5: 0.4500 - dense_1_acc_6: 0.5167 - dense_1_acc_7: 0.6000 - dense_1_acc_8: 0.6333 - dense_1_acc_9: 0.7000 - dense_1_acc_10: 0.7000 - dense_1_acc_11: 0.6500 - dense_1_acc_12: 0.7667 - dense_1_acc_13: 0.7667 - dense_1_acc_14: 0.6500 - dense_1_acc_15: 0.7167 - dense_1_acc_16: 0.7167 - dense_1_acc_17: 0.7667 - dense_1_acc_18: 0.7333 - dense_1_acc_19: 0.8000 - dense_1_acc_20: 0.7333 - dense_1_acc_21: 0.7667 - dense_1_acc_22: 0.7167 - dense_1_acc_23: 0.7333 - dense_1_acc_24: 0.6500 - dense_1_acc_25: 0.5833 - dense_1_acc_26: 0.7000 - dense_1_acc_27: 0.6667 - dense_1_acc_28: 0.7333 - dense_1_acc_29: 0.7167 - dense_1_acc_30: 0.0000e+00     
Epoch 26/100
60/60 [==============================] - 0s - loss: 42.9199 - dense_1_loss_1: 4.0737 - dense_1_loss_2: 3.2651 - dense_1_loss_3: 2.4120 - dense_1_loss_4: 2.0028 - dense_1_loss_5: 1.7368 - dense_1_loss_6: 1.4803 - dense_1_loss_7: 1.4158 - dense_1_loss_8: 1.3106 - dense_1_loss_9: 1.3160 - dense_1_loss_10: 1.1998 - dense_1_loss_11: 1.3264 - dense_1_loss_12: 1.1718 - dense_1_loss_13: 1.1092 - dense_1_loss_14: 1.1097 - dense_1_loss_15: 1.2319 - dense_1_loss_16: 1.2208 - dense_1_loss_17: 1.1723 - dense_1_loss_18: 1.1781 - dense_1_loss_19: 1.1516 - dense_1_loss_20: 1.2400 - dense_1_loss_21: 1.2088 - dense_1_loss_22: 1.1647 - dense_1_loss_23: 1.1662 - dense_1_loss_24: 1.2017 - dense_1_loss_25: 1.2968 - dense_1_loss_26: 1.1501 - dense_1_loss_27: 1.2036 - dense_1_loss_28: 1.2071 - dense_1_loss_29: 1.1963 - dense_1_loss_30: 0.0000e+00 - dense_1_acc_1: 0.0667 - dense_1_acc_2: 0.3167 - dense_1_acc_3: 0.4833 - dense_1_acc_4: 0.4500 - dense_1_acc_5: 0.4833 - dense_1_acc_6: 0.6000 - dense_1_acc_7: 0.7167 - dense_1_acc_8: 0.7333 - dense_1_acc_9: 0.7333 - dense_1_acc_10: 0.6833 - dense_1_acc_11: 0.7000 - dense_1_acc_12: 0.7667 - dense_1_acc_13: 0.8000 - dense_1_acc_14: 0.8000 - dense_1_acc_15: 0.7667 - dense_1_acc_16: 0.7167 - dense_1_acc_17: 0.8333 - dense_1_acc_18: 0.7667 - dense_1_acc_19: 0.8333 - dense_1_acc_20: 0.7500 - dense_1_acc_21: 0.8167 - dense_1_acc_22: 0.8167 - dense_1_acc_23: 0.7667 - dense_1_acc_24: 0.6833 - dense_1_acc_25: 0.6000 - dense_1_acc_26: 0.7833 - dense_1_acc_27: 0.7000 - dense_1_acc_28: 0.7667 - dense_1_acc_29: 0.7833 - dense_1_acc_30: 0.0000e+00     
Epoch 27/100
60/60 [==============================] - 0s - loss: 40.5100 - dense_1_loss_1: 4.0646 - dense_1_loss_2: 3.2164 - dense_1_loss_3: 2.3336 - dense_1_loss_4: 1.9001 - dense_1_loss_5: 1.6531 - dense_1_loss_6: 1.3880 - dense_1_loss_7: 1.3242 - dense_1_loss_8: 1.2206 - dense_1_loss_9: 1.2223 - dense_1_loss_10: 1.0858 - dense_1_loss_11: 1.2480 - dense_1_loss_12: 1.0922 - dense_1_loss_13: 1.0122 - dense_1_loss_14: 1.0250 - dense_1_loss_15: 1.1472 - dense_1_loss_16: 1.1167 - dense_1_loss_17: 1.0838 - dense_1_loss_18: 1.0517 - dense_1_loss_19: 1.0507 - dense_1_loss_20: 1.1725 - dense_1_loss_21: 1.1292 - dense_1_loss_22: 1.0817 - dense_1_loss_23: 1.1305 - dense_1_loss_24: 1.0918 - dense_1_loss_25: 1.1757 - dense_1_loss_26: 1.0799 - dense_1_loss_27: 1.1667 - dense_1_loss_28: 1.1201 - dense_1_loss_29: 1.1257 - dense_1_loss_30: 0.0000e+00 - dense_1_acc_1: 0.0667 - dense_1_acc_2: 0.3167 - dense_1_acc_3: 0.5000 - dense_1_acc_4: 0.4500 - dense_1_acc_5: 0.5167 - dense_1_acc_6: 0.6167 - dense_1_acc_7: 0.7833 - dense_1_acc_8: 0.8167 - dense_1_acc_9: 0.7333 - dense_1_acc_10: 0.7333 - dense_1_acc_11: 0.6167 - dense_1_acc_12: 0.8500 - dense_1_acc_13: 0.8667 - dense_1_acc_14: 0.8167 - dense_1_acc_15: 0.7333 - dense_1_acc_16: 0.7500 - dense_1_acc_17: 0.8833 - dense_1_acc_18: 0.8833 - dense_1_acc_19: 0.8500 - dense_1_acc_20: 0.7667 - dense_1_acc_21: 0.7833 - dense_1_acc_22: 0.8500 - dense_1_acc_23: 0.7833 - dense_1_acc_24: 0.7000 - dense_1_acc_25: 0.6333 - dense_1_acc_26: 0.8167 - dense_1_acc_27: 0.7167 - dense_1_acc_28: 0.7667 - dense_1_acc_29: 0.8000 - dense_1_acc_30: 0.0000e+00     
Epoch 28/100
60/60 [==============================] - 0s - loss: 38.2583 - dense_1_loss_1: 4.0566 - dense_1_loss_2: 3.1648 - dense_1_loss_3: 2.2542 - dense_1_loss_4: 1.8026 - dense_1_loss_5: 1.5631 - dense_1_loss_6: 1.3124 - dense_1_loss_7: 1.2309 - dense_1_loss_8: 1.1361 - dense_1_loss_9: 1.1507 - dense_1_loss_10: 0.9830 - dense_1_loss_11: 1.1346 - dense_1_loss_12: 1.0100 - dense_1_loss_13: 0.9568 - dense_1_loss_14: 0.9766 - dense_1_loss_15: 1.0557 - dense_1_loss_16: 1.0373 - dense_1_loss_17: 0.9842 - dense_1_loss_18: 0.9733 - dense_1_loss_19: 0.9717 - dense_1_loss_20: 1.0688 - dense_1_loss_21: 1.0497 - dense_1_loss_22: 1.0305 - dense_1_loss_23: 1.0669 - dense_1_loss_24: 1.0110 - dense_1_loss_25: 1.0619 - dense_1_loss_26: 1.0302 - dense_1_loss_27: 1.0861 - dense_1_loss_28: 1.0301 - dense_1_loss_29: 1.0685 - dense_1_loss_30: 0.0000e+00 - dense_1_acc_1: 0.0667 - dense_1_acc_2: 0.3333 - dense_1_acc_3: 0.5000 - dense_1_acc_4: 0.4667 - dense_1_acc_5: 0.5833 - dense_1_acc_6: 0.6500 - dense_1_acc_7: 0.8000 - dense_1_acc_8: 0.8167 - dense_1_acc_9: 0.7500 - dense_1_acc_10: 0.8167 - dense_1_acc_11: 0.6833 - dense_1_acc_12: 0.8333 - dense_1_acc_13: 0.8500 - dense_1_acc_14: 0.8167 - dense_1_acc_15: 0.7667 - dense_1_acc_16: 0.8167 - dense_1_acc_17: 0.9167 - dense_1_acc_18: 0.8667 - dense_1_acc_19: 0.8833 - dense_1_acc_20: 0.8000 - dense_1_acc_21: 0.8500 - dense_1_acc_22: 0.8667 - dense_1_acc_23: 0.8167 - dense_1_acc_24: 0.7667 - dense_1_acc_25: 0.7333 - dense_1_acc_26: 0.7833 - dense_1_acc_27: 0.8167 - dense_1_acc_28: 0.8333 - dense_1_acc_29: 0.8000 - dense_1_acc_30: 0.0000e+00     
Epoch 29/100
60/60 [==============================] - 0s - loss: 36.0964 - dense_1_loss_1: 4.0491 - dense_1_loss_2: 3.1147 - dense_1_loss_3: 2.1747 - dense_1_loss_4: 1.7078 - dense_1_loss_5: 1.4747 - dense_1_loss_6: 1.2118 - dense_1_loss_7: 1.1537 - dense_1_loss_8: 1.0553 - dense_1_loss_9: 1.0776 - dense_1_loss_10: 0.9172 - dense_1_loss_11: 1.0489 - dense_1_loss_12: 0.9323 - dense_1_loss_13: 0.8822 - dense_1_loss_14: 0.9107 - dense_1_loss_15: 0.9822 - dense_1_loss_16: 0.9576 - dense_1_loss_17: 0.9155 - dense_1_loss_18: 0.9141 - dense_1_loss_19: 0.8879 - dense_1_loss_20: 0.9718 - dense_1_loss_21: 0.9846 - dense_1_loss_22: 0.9681 - dense_1_loss_23: 0.9945 - dense_1_loss_24: 0.9352 - dense_1_loss_25: 0.9961 - dense_1_loss_26: 0.9654 - dense_1_loss_27: 0.9780 - dense_1_loss_28: 0.9533 - dense_1_loss_29: 0.9813 - dense_1_loss_30: 0.0000e+00 - dense_1_acc_1: 0.0667 - dense_1_acc_2: 0.3333 - dense_1_acc_3: 0.4833 - dense_1_acc_4: 0.4833 - dense_1_acc_5: 0.6167 - dense_1_acc_6: 0.7333 - dense_1_acc_7: 0.7833 - dense_1_acc_8: 0.8333 - dense_1_acc_9: 0.7500 - dense_1_acc_10: 0.8667 - dense_1_acc_11: 0.6667 - dense_1_acc_12: 0.8667 - dense_1_acc_13: 0.8833 - dense_1_acc_14: 0.8667 - dense_1_acc_15: 0.8000 - dense_1_acc_16: 0.8833 - dense_1_acc_17: 0.9167 - dense_1_acc_18: 0.8667 - dense_1_acc_19: 0.9167 - dense_1_acc_20: 0.8000 - dense_1_acc_21: 0.8500 - dense_1_acc_22: 0.9333 - dense_1_acc_23: 0.8500 - dense_1_acc_24: 0.8500 - dense_1_acc_25: 0.7500 - dense_1_acc_26: 0.8333 - dense_1_acc_27: 0.8667 - dense_1_acc_28: 0.8500 - dense_1_acc_29: 0.8500 - dense_1_acc_30: 0.0000e+00     
Epoch 30/100
60/60 [==============================] - 0s - loss: 34.0272 - dense_1_loss_1: 4.0422 - dense_1_loss_2: 3.0614 - dense_1_loss_3: 2.1008 - dense_1_loss_4: 1.6193 - dense_1_loss_5: 1.3906 - dense_1_loss_6: 1.1180 - dense_1_loss_7: 1.0677 - dense_1_loss_8: 0.9702 - dense_1_loss_9: 1.0103 - dense_1_loss_10: 0.8511 - dense_1_loss_11: 0.9590 - dense_1_loss_12: 0.8530 - dense_1_loss_13: 0.8059 - dense_1_loss_14: 0.8328 - dense_1_loss_15: 0.9090 - dense_1_loss_16: 0.8756 - dense_1_loss_17: 0.8658 - dense_1_loss_18: 0.8259 - dense_1_loss_19: 0.8166 - dense_1_loss_20: 0.8990 - dense_1_loss_21: 0.9283 - dense_1_loss_22: 0.8889 - dense_1_loss_23: 0.9233 - dense_1_loss_24: 0.8685 - dense_1_loss_25: 0.9568 - dense_1_loss_26: 0.8977 - dense_1_loss_27: 0.8909 - dense_1_loss_28: 0.8755 - dense_1_loss_29: 0.9231 - dense_1_loss_30: 0.0000e+00 - dense_1_acc_1: 0.0667 - dense_1_acc_2: 0.3333 - dense_1_acc_3: 0.5167 - dense_1_acc_4: 0.4833 - dense_1_acc_5: 0.6167 - dense_1_acc_6: 0.7333 - dense_1_acc_7: 0.8000 - dense_1_acc_8: 0.8333 - dense_1_acc_9: 0.7833 - dense_1_acc_10: 0.9000 - dense_1_acc_11: 0.7333 - dense_1_acc_12: 0.9000 - dense_1_acc_13: 0.9167 - dense_1_acc_14: 0.9000 - dense_1_acc_15: 0.9000 - dense_1_acc_16: 0.9833 - dense_1_acc_17: 0.9500 - dense_1_acc_18: 0.9500 - dense_1_acc_19: 0.9333 - dense_1_acc_20: 0.9167 - dense_1_acc_21: 0.9000 - dense_1_acc_22: 0.9833 - dense_1_acc_23: 0.8667 - dense_1_acc_24: 0.9667 - dense_1_acc_25: 0.7833 - dense_1_acc_26: 0.8500 - dense_1_acc_27: 0.9500 - dense_1_acc_28: 0.8833 - dense_1_acc_29: 0.9167 - dense_1_acc_30: 0.0000e+00     
Epoch 31/100
60/60 [==============================] - 0s - loss: 32.0975 - dense_1_loss_1: 4.0344 - dense_1_loss_2: 3.0149 - dense_1_loss_3: 2.0304 - dense_1_loss_4: 1.5328 - dense_1_loss_5: 1.3129 - dense_1_loss_6: 1.0231 - dense_1_loss_7: 0.9923 - dense_1_loss_8: 0.9030 - dense_1_loss_9: 0.9407 - dense_1_loss_10: 0.7766 - dense_1_loss_11: 0.8961 - dense_1_loss_12: 0.7834 - dense_1_loss_13: 0.7322 - dense_1_loss_14: 0.7509 - dense_1_loss_15: 0.8374 - dense_1_loss_16: 0.8199 - dense_1_loss_17: 0.8186 - dense_1_loss_18: 0.7537 - dense_1_loss_19: 0.7596 - dense_1_loss_20: 0.8381 - dense_1_loss_21: 0.8684 - dense_1_loss_22: 0.8103 - dense_1_loss_23: 0.8443 - dense_1_loss_24: 0.8028 - dense_1_loss_25: 0.9041 - dense_1_loss_26: 0.8222 - dense_1_loss_27: 0.8294 - dense_1_loss_28: 0.8057 - dense_1_loss_29: 0.8594 - dense_1_loss_30: 0.0000e+00 - dense_1_acc_1: 0.0667 - dense_1_acc_2: 0.3500 - dense_1_acc_3: 0.5167 - dense_1_acc_4: 0.5333 - dense_1_acc_5: 0.6833 - dense_1_acc_6: 0.8333 - dense_1_acc_7: 0.8167 - dense_1_acc_8: 0.8833 - dense_1_acc_9: 0.8500 - dense_1_acc_10: 0.9000 - dense_1_acc_11: 0.7833 - dense_1_acc_12: 0.9167 - dense_1_acc_13: 0.9167 - dense_1_acc_14: 0.9833 - dense_1_acc_15: 0.9000 - dense_1_acc_16: 0.9667 - dense_1_acc_17: 0.9667 - dense_1_acc_18: 0.9667 - dense_1_acc_19: 0.9333 - dense_1_acc_20: 0.8833 - dense_1_acc_21: 0.9500 - dense_1_acc_22: 0.9833 - dense_1_acc_23: 0.8833 - dense_1_acc_24: 0.9167 - dense_1_acc_25: 0.8000 - dense_1_acc_26: 0.9333 - dense_1_acc_27: 0.9333 - dense_1_acc_28: 0.9000 - dense_1_acc_29: 0.9500 - dense_1_acc_30: 0.0000e+00     
Epoch 32/100
60/60 [==============================] - 0s - loss: 30.1982 - dense_1_loss_1: 4.0269 - dense_1_loss_2: 2.9640 - dense_1_loss_3: 1.9603 - dense_1_loss_4: 1.4546 - dense_1_loss_5: 1.2365 - dense_1_loss_6: 0.9545 - dense_1_loss_7: 0.9147 - dense_1_loss_8: 0.8450 - dense_1_loss_9: 0.8773 - dense_1_loss_10: 0.7063 - dense_1_loss_11: 0.8311 - dense_1_loss_12: 0.7283 - dense_1_loss_13: 0.6726 - dense_1_loss_14: 0.6696 - dense_1_loss_15: 0.7779 - dense_1_loss_16: 0.7561 - dense_1_loss_17: 0.7585 - dense_1_loss_18: 0.6819 - dense_1_loss_19: 0.7059 - dense_1_loss_20: 0.7676 - dense_1_loss_21: 0.7954 - dense_1_loss_22: 0.7421 - dense_1_loss_23: 0.7672 - dense_1_loss_24: 0.7326 - dense_1_loss_25: 0.8395 - dense_1_loss_26: 0.7373 - dense_1_loss_27: 0.7862 - dense_1_loss_28: 0.7124 - dense_1_loss_29: 0.7959 - dense_1_loss_30: 0.0000e+00 - dense_1_acc_1: 0.0667 - dense_1_acc_2: 0.3500 - dense_1_acc_3: 0.5500 - dense_1_acc_4: 0.5333 - dense_1_acc_5: 0.7000 - dense_1_acc_6: 0.8333 - dense_1_acc_7: 0.8500 - dense_1_acc_8: 0.9000 - dense_1_acc_9: 0.8667 - dense_1_acc_10: 0.9667 - dense_1_acc_11: 0.8500 - dense_1_acc_12: 0.9333 - dense_1_acc_13: 0.9500 - dense_1_acc_14: 1.0000 - dense_1_acc_15: 0.9333 - dense_1_acc_16: 0.9667 - dense_1_acc_17: 0.9833 - dense_1_acc_18: 0.9667 - dense_1_acc_19: 0.9333 - dense_1_acc_20: 0.9333 - dense_1_acc_21: 0.9667 - dense_1_acc_22: 1.0000 - dense_1_acc_23: 0.9500 - dense_1_acc_24: 0.9500 - dense_1_acc_25: 0.8000 - dense_1_acc_26: 0.9333 - dense_1_acc_27: 0.9333 - dense_1_acc_28: 0.9500 - dense_1_acc_29: 0.9667 - dense_1_acc_30: 0.0000e+00     
Epoch 33/100
60/60 [==============================] - 0s - loss: 28.4711 - dense_1_loss_1: 4.0196 - dense_1_loss_2: 2.9122 - dense_1_loss_3: 1.8932 - dense_1_loss_4: 1.3719 - dense_1_loss_5: 1.1594 - dense_1_loss_6: 0.8872 - dense_1_loss_7: 0.8478 - dense_1_loss_8: 0.7873 - dense_1_loss_9: 0.8169 - dense_1_loss_10: 0.6486 - dense_1_loss_11: 0.7669 - dense_1_loss_12: 0.6698 - dense_1_loss_13: 0.6234 - dense_1_loss_14: 0.6025 - dense_1_loss_15: 0.7111 - dense_1_loss_16: 0.7001 - dense_1_loss_17: 0.6926 - dense_1_loss_18: 0.6326 - dense_1_loss_19: 0.6487 - dense_1_loss_20: 0.7085 - dense_1_loss_21: 0.7261 - dense_1_loss_22: 0.6923 - dense_1_loss_23: 0.7010 - dense_1_loss_24: 0.6702 - dense_1_loss_25: 0.7726 - dense_1_loss_26: 0.6817 - dense_1_loss_27: 0.7466 - dense_1_loss_28: 0.6391 - dense_1_loss_29: 0.7413 - dense_1_loss_30: 0.0000e+00 - dense_1_acc_1: 0.0667 - dense_1_acc_2: 0.3667 - dense_1_acc_3: 0.5500 - dense_1_acc_4: 0.6500 - dense_1_acc_5: 0.7167 - dense_1_acc_6: 0.8500 - dense_1_acc_7: 0.8500 - dense_1_acc_8: 0.9000 - dense_1_acc_9: 0.9167 - dense_1_acc_10: 0.9833 - dense_1_acc_11: 0.8833 - dense_1_acc_12: 0.9500 - dense_1_acc_13: 0.9833 - dense_1_acc_14: 1.0000 - dense_1_acc_15: 0.9500 - dense_1_acc_16: 0.9833 - dense_1_acc_17: 0.9833 - dense_1_acc_18: 0.9833 - dense_1_acc_19: 0.9667 - dense_1_acc_20: 0.9833 - dense_1_acc_21: 0.9833 - dense_1_acc_22: 1.0000 - dense_1_acc_23: 0.9667 - dense_1_acc_24: 0.9667 - dense_1_acc_25: 0.9000 - dense_1_acc_26: 0.9500 - dense_1_acc_27: 0.9500 - dense_1_acc_28: 0.9833 - dense_1_acc_29: 0.9667 - dense_1_acc_30: 0.0000e+00     
Epoch 34/100
60/60 [==============================] - 0s - loss: 26.8342 - dense_1_loss_1: 4.0115 - dense_1_loss_2: 2.8626 - dense_1_loss_3: 1.8288 - dense_1_loss_4: 1.2944 - dense_1_loss_5: 1.0882 - dense_1_loss_6: 0.8198 - dense_1_loss_7: 0.7848 - dense_1_loss_8: 0.7238 - dense_1_loss_9: 0.7566 - dense_1_loss_10: 0.5834 - dense_1_loss_11: 0.7200 - dense_1_loss_12: 0.6079 - dense_1_loss_13: 0.5692 - dense_1_loss_14: 0.5484 - dense_1_loss_15: 0.6363 - dense_1_loss_16: 0.6461 - dense_1_loss_17: 0.6282 - dense_1_loss_18: 0.5839 - dense_1_loss_19: 0.5885 - dense_1_loss_20: 0.6639 - dense_1_loss_21: 0.6703 - dense_1_loss_22: 0.6434 - dense_1_loss_23: 0.6369 - dense_1_loss_24: 0.6130 - dense_1_loss_25: 0.6990 - dense_1_loss_26: 0.6449 - dense_1_loss_27: 0.6905 - dense_1_loss_28: 0.5962 - dense_1_loss_29: 0.6939 - dense_1_loss_30: 0.0000e+00 - dense_1_acc_1: 0.0667 - dense_1_acc_2: 0.3833 - dense_1_acc_3: 0.5667 - dense_1_acc_4: 0.6667 - dense_1_acc_5: 0.7333 - dense_1_acc_6: 0.8833 - dense_1_acc_7: 0.8667 - dense_1_acc_8: 0.9167 - dense_1_acc_9: 0.9000 - dense_1_acc_10: 0.9833 - dense_1_acc_11: 0.9000 - dense_1_acc_12: 0.9667 - dense_1_acc_13: 0.9833 - dense_1_acc_14: 1.0000 - dense_1_acc_15: 0.9667 - dense_1_acc_16: 1.0000 - dense_1_acc_17: 0.9833 - dense_1_acc_18: 1.0000 - dense_1_acc_19: 0.9833 - dense_1_acc_20: 0.9833 - dense_1_acc_21: 0.9833 - dense_1_acc_22: 1.0000 - dense_1_acc_23: 0.9833 - dense_1_acc_24: 1.0000 - dense_1_acc_25: 0.9167 - dense_1_acc_26: 0.9833 - dense_1_acc_27: 1.0000 - dense_1_acc_28: 0.9833 - dense_1_acc_29: 0.9667 - dense_1_acc_30: 0.0000e+00     
Epoch 35/100
60/60 [==============================] - 0s - loss: 25.3282 - dense_1_loss_1: 4.0039 - dense_1_loss_2: 2.8118 - dense_1_loss_3: 1.7637 - dense_1_loss_4: 1.2220 - dense_1_loss_5: 1.0291 - dense_1_loss_6: 0.7642 - dense_1_loss_7: 0.7238 - dense_1_loss_8: 0.6794 - dense_1_loss_9: 0.6982 - dense_1_loss_10: 0.5386 - dense_1_loss_11: 0.6614 - dense_1_loss_12: 0.5582 - dense_1_loss_13: 0.5197 - dense_1_loss_14: 0.5131 - dense_1_loss_15: 0.5789 - dense_1_loss_16: 0.5959 - dense_1_loss_17: 0.5809 - dense_1_loss_18: 0.5408 - dense_1_loss_19: 0.5448 - dense_1_loss_20: 0.6166 - dense_1_loss_21: 0.6178 - dense_1_loss_22: 0.5724 - dense_1_loss_23: 0.5877 - dense_1_loss_24: 0.5751 - dense_1_loss_25: 0.6229 - dense_1_loss_26: 0.5802 - dense_1_loss_27: 0.6307 - dense_1_loss_28: 0.5751 - dense_1_loss_29: 0.6212 - dense_1_loss_30: 0.0000e+00 - dense_1_acc_1: 0.0667 - dense_1_acc_2: 0.3833 - dense_1_acc_3: 0.6500 - dense_1_acc_4: 0.6667 - dense_1_acc_5: 0.8000 - dense_1_acc_6: 0.9000 - dense_1_acc_7: 0.9000 - dense_1_acc_8: 0.9667 - dense_1_acc_9: 0.9000 - dense_1_acc_10: 0.9833 - dense_1_acc_11: 0.9167 - dense_1_acc_12: 0.9667 - dense_1_acc_13: 0.9833 - dense_1_acc_14: 1.0000 - dense_1_acc_15: 0.9833 - dense_1_acc_16: 1.0000 - dense_1_acc_17: 0.9667 - dense_1_acc_18: 1.0000 - dense_1_acc_19: 0.9833 - dense_1_acc_20: 0.9833 - dense_1_acc_21: 1.0000 - dense_1_acc_22: 1.0000 - dense_1_acc_23: 0.9833 - dense_1_acc_24: 0.9833 - dense_1_acc_25: 0.9333 - dense_1_acc_26: 1.0000 - dense_1_acc_27: 1.0000 - dense_1_acc_28: 0.9667 - dense_1_acc_29: 0.9667 - dense_1_acc_30: 0.0000e+00     
Epoch 36/100
60/60 [==============================] - 0s - loss: 23.8906 - dense_1_loss_1: 3.9972 - dense_1_loss_2: 2.7611 - dense_1_loss_3: 1.7013 - dense_1_loss_4: 1.1500 - dense_1_loss_5: 0.9677 - dense_1_loss_6: 0.7019 - dense_1_loss_7: 0.6716 - dense_1_loss_8: 0.6272 - dense_1_loss_9: 0.6393 - dense_1_loss_10: 0.4934 - dense_1_loss_11: 0.6235 - dense_1_loss_12: 0.5097 - dense_1_loss_13: 0.4685 - dense_1_loss_14: 0.4737 - dense_1_loss_15: 0.5348 - dense_1_loss_16: 0.5479 - dense_1_loss_17: 0.5323 - dense_1_loss_18: 0.4841 - dense_1_loss_19: 0.5041 - dense_1_loss_20: 0.5646 - dense_1_loss_21: 0.5637 - dense_1_loss_22: 0.5205 - dense_1_loss_23: 0.5387 - dense_1_loss_24: 0.5339 - dense_1_loss_25: 0.5692 - dense_1_loss_26: 0.5282 - dense_1_loss_27: 0.5804 - dense_1_loss_28: 0.5316 - dense_1_loss_29: 0.5707 - dense_1_loss_30: 0.0000e+00 - dense_1_acc_1: 0.0667 - dense_1_acc_2: 0.3833 - dense_1_acc_3: 0.6667 - dense_1_acc_4: 0.7167 - dense_1_acc_5: 0.8333 - dense_1_acc_6: 0.9167 - dense_1_acc_7: 0.9333 - dense_1_acc_8: 0.9667 - dense_1_acc_9: 0.9167 - dense_1_acc_10: 1.0000 - dense_1_acc_11: 0.9167 - dense_1_acc_12: 0.9667 - dense_1_acc_13: 0.9833 - dense_1_acc_14: 1.0000 - dense_1_acc_15: 0.9833 - dense_1_acc_16: 1.0000 - dense_1_acc_17: 0.9667 - dense_1_acc_18: 1.0000 - dense_1_acc_19: 0.9833 - dense_1_acc_20: 0.9833 - dense_1_acc_21: 1.0000 - dense_1_acc_22: 1.0000 - dense_1_acc_23: 0.9833 - dense_1_acc_24: 0.9833 - dense_1_acc_25: 0.9500 - dense_1_acc_26: 1.0000 - dense_1_acc_27: 0.9833 - dense_1_acc_28: 0.9833 - dense_1_acc_29: 0.9667 - dense_1_acc_30: 0.0000e+00     
Epoch 37/100
60/60 [==============================] - 0s - loss: 22.5327 - dense_1_loss_1: 3.9900 - dense_1_loss_2: 2.7101 - dense_1_loss_3: 1.6411 - dense_1_loss_4: 1.0810 - dense_1_loss_5: 0.9113 - dense_1_loss_6: 0.6497 - dense_1_loss_7: 0.6236 - dense_1_loss_8: 0.5760 - dense_1_loss_9: 0.5908 - dense_1_loss_10: 0.4511 - dense_1_loss_11: 0.5750 - dense_1_loss_12: 0.4628 - dense_1_loss_13: 0.4234 - dense_1_loss_14: 0.4257 - dense_1_loss_15: 0.4921 - dense_1_loss_16: 0.4977 - dense_1_loss_17: 0.4784 - dense_1_loss_18: 0.4401 - dense_1_loss_19: 0.4586 - dense_1_loss_20: 0.5128 - dense_1_loss_21: 0.5184 - dense_1_loss_22: 0.4735 - dense_1_loss_23: 0.5010 - dense_1_loss_24: 0.4881 - dense_1_loss_25: 0.5389 - dense_1_loss_26: 0.4866 - dense_1_loss_27: 0.5165 - dense_1_loss_28: 0.4798 - dense_1_loss_29: 0.5387 - dense_1_loss_30: 0.0000e+00 - dense_1_acc_1: 0.0667 - dense_1_acc_2: 0.3833 - dense_1_acc_3: 0.6667 - dense_1_acc_4: 0.7500 - dense_1_acc_5: 0.8500 - dense_1_acc_6: 0.9167 - dense_1_acc_7: 0.9333 - dense_1_acc_8: 0.9667 - dense_1_acc_9: 0.9333 - dense_1_acc_10: 1.0000 - dense_1_acc_11: 0.9333 - dense_1_acc_12: 0.9833 - dense_1_acc_13: 0.9833 - dense_1_acc_14: 1.0000 - dense_1_acc_15: 0.9833 - dense_1_acc_16: 1.0000 - dense_1_acc_17: 0.9833 - dense_1_acc_18: 1.0000 - dense_1_acc_19: 0.9833 - dense_1_acc_20: 1.0000 - dense_1_acc_21: 1.0000 - dense_1_acc_22: 1.0000 - dense_1_acc_23: 0.9833 - dense_1_acc_24: 1.0000 - dense_1_acc_25: 0.9500 - dense_1_acc_26: 0.9833 - dense_1_acc_27: 1.0000 - dense_1_acc_28: 1.0000 - dense_1_acc_29: 0.9667 - dense_1_acc_30: 0.0000e+00     
Epoch 38/100
60/60 [==============================] - 0s - loss: 21.2850 - dense_1_loss_1: 3.9834 - dense_1_loss_2: 2.6605 - dense_1_loss_3: 1.5821 - dense_1_loss_4: 1.0134 - dense_1_loss_5: 0.8543 - dense_1_loss_6: 0.5998 - dense_1_loss_7: 0.5695 - dense_1_loss_8: 0.5329 - dense_1_loss_9: 0.5385 - dense_1_loss_10: 0.4179 - dense_1_loss_11: 0.5172 - dense_1_loss_12: 0.4258 - dense_1_loss_13: 0.3896 - dense_1_loss_14: 0.3896 - dense_1_loss_15: 0.4466 - dense_1_loss_16: 0.4536 - dense_1_loss_17: 0.4429 - dense_1_loss_18: 0.4035 - dense_1_loss_19: 0.4259 - dense_1_loss_20: 0.4708 - dense_1_loss_21: 0.4748 - dense_1_loss_22: 0.4318 - dense_1_loss_23: 0.4647 - dense_1_loss_24: 0.4373 - dense_1_loss_25: 0.5065 - dense_1_loss_26: 0.4491 - dense_1_loss_27: 0.4622 - dense_1_loss_28: 0.4339 - dense_1_loss_29: 0.5070 - dense_1_loss_30: 0.0000e+00 - dense_1_acc_1: 0.0667 - dense_1_acc_2: 0.3833 - dense_1_acc_3: 0.6667 - dense_1_acc_4: 0.7500 - dense_1_acc_5: 0.8500 - dense_1_acc_6: 0.9500 - dense_1_acc_7: 0.9833 - dense_1_acc_8: 0.9667 - dense_1_acc_9: 0.9333 - dense_1_acc_10: 1.0000 - dense_1_acc_11: 0.9833 - dense_1_acc_12: 0.9833 - dense_1_acc_13: 0.9833 - dense_1_acc_14: 1.0000 - dense_1_acc_15: 1.0000 - dense_1_acc_16: 1.0000 - dense_1_acc_17: 1.0000 - dense_1_acc_18: 1.0000 - dense_1_acc_19: 0.9833 - dense_1_acc_20: 0.9833 - dense_1_acc_21: 1.0000 - dense_1_acc_22: 1.0000 - dense_1_acc_23: 0.9833 - dense_1_acc_24: 1.0000 - dense_1_acc_25: 0.9500 - dense_1_acc_26: 0.9833 - dense_1_acc_27: 1.0000 - dense_1_acc_28: 1.0000 - dense_1_acc_29: 0.9667 - dense_1_acc_30: 0.0000e+00     
Epoch 39/100
60/60 [==============================] - 0s - loss: 20.1202 - dense_1_loss_1: 3.9777 - dense_1_loss_2: 2.6115 - dense_1_loss_3: 1.5235 - dense_1_loss_4: 0.9494 - dense_1_loss_5: 0.7939 - dense_1_loss_6: 0.5528 - dense_1_loss_7: 0.5266 - dense_1_loss_8: 0.4927 - dense_1_loss_9: 0.4986 - dense_1_loss_10: 0.3830 - dense_1_loss_11: 0.4789 - dense_1_loss_12: 0.3859 - dense_1_loss_13: 0.3546 - dense_1_loss_14: 0.3521 - dense_1_loss_15: 0.4075 - dense_1_loss_16: 0.4102 - dense_1_loss_17: 0.4155 - dense_1_loss_18: 0.3621 - dense_1_loss_19: 0.3912 - dense_1_loss_20: 0.4271 - dense_1_loss_21: 0.4314 - dense_1_loss_22: 0.4007 - dense_1_loss_23: 0.4304 - dense_1_loss_24: 0.3942 - dense_1_loss_25: 0.4654 - dense_1_loss_26: 0.4134 - dense_1_loss_27: 0.4205 - dense_1_loss_28: 0.3962 - dense_1_loss_29: 0.4732 - dense_1_loss_30: 0.0000e+00 - dense_1_acc_1: 0.0667 - dense_1_acc_2: 0.3833 - dense_1_acc_3: 0.6667 - dense_1_acc_4: 0.7833 - dense_1_acc_5: 0.9000 - dense_1_acc_6: 0.9500 - dense_1_acc_7: 0.9833 - dense_1_acc_8: 0.9667 - dense_1_acc_9: 0.9667 - dense_1_acc_10: 1.0000 - dense_1_acc_11: 0.9833 - dense_1_acc_12: 0.9833 - dense_1_acc_13: 0.9833 - dense_1_acc_14: 1.0000 - dense_1_acc_15: 1.0000 - dense_1_acc_16: 1.0000 - dense_1_acc_17: 1.0000 - dense_1_acc_18: 1.0000 - dense_1_acc_19: 1.0000 - dense_1_acc_20: 1.0000 - dense_1_acc_21: 1.0000 - dense_1_acc_22: 1.0000 - dense_1_acc_23: 0.9833 - dense_1_acc_24: 1.0000 - dense_1_acc_25: 0.9500 - dense_1_acc_26: 0.9833 - dense_1_acc_27: 1.0000 - dense_1_acc_28: 1.0000 - dense_1_acc_29: 0.9667 - dense_1_acc_30: 0.0000e+00     
Epoch 40/100
60/60 [==============================] - 0s - loss: 19.0401 - dense_1_loss_1: 3.9712 - dense_1_loss_2: 2.5658 - dense_1_loss_3: 1.4690 - dense_1_loss_4: 0.8871 - dense_1_loss_5: 0.7431 - dense_1_loss_6: 0.5057 - dense_1_loss_7: 0.4800 - dense_1_loss_8: 0.4611 - dense_1_loss_9: 0.4490 - dense_1_loss_10: 0.3483 - dense_1_loss_11: 0.4389 - dense_1_loss_12: 0.3508 - dense_1_loss_13: 0.3245 - dense_1_loss_14: 0.3249 - dense_1_loss_15: 0.3698 - dense_1_loss_16: 0.3816 - dense_1_loss_17: 0.3800 - dense_1_loss_18: 0.3348 - dense_1_loss_19: 0.3523 - dense_1_loss_20: 0.3882 - dense_1_loss_21: 0.3971 - dense_1_loss_22: 0.3631 - dense_1_loss_23: 0.3948 - dense_1_loss_24: 0.3620 - dense_1_loss_25: 0.4262 - dense_1_loss_26: 0.3791 - dense_1_loss_27: 0.3948 - dense_1_loss_28: 0.3623 - dense_1_loss_29: 0.4348 - dense_1_loss_30: 0.0000e+00 - dense_1_acc_1: 0.0667 - dense_1_acc_2: 0.4000 - dense_1_acc_3: 0.6833 - dense_1_acc_4: 0.8167 - dense_1_acc_5: 0.9000 - dense_1_acc_6: 0.9667 - dense_1_acc_7: 0.9833 - dense_1_acc_8: 0.9667 - dense_1_acc_9: 0.9667 - dense_1_acc_10: 1.0000 - dense_1_acc_11: 1.0000 - dense_1_acc_12: 0.9833 - dense_1_acc_13: 0.9833 - dense_1_acc_14: 1.0000 - dense_1_acc_15: 1.0000 - dense_1_acc_16: 1.0000 - dense_1_acc_17: 0.9833 - dense_1_acc_18: 1.0000 - dense_1_acc_19: 1.0000 - dense_1_acc_20: 1.0000 - dense_1_acc_21: 1.0000 - dense_1_acc_22: 1.0000 - dense_1_acc_23: 0.9833 - dense_1_acc_24: 1.0000 - dense_1_acc_25: 0.9500 - dense_1_acc_26: 0.9833 - dense_1_acc_27: 1.0000 - dense_1_acc_28: 1.0000 - dense_1_acc_29: 0.9667 - dense_1_acc_30: 0.0000e+00     
Epoch 41/100
60/60 [==============================] - 0s - loss: 18.0302 - dense_1_loss_1: 3.9653 - dense_1_loss_2: 2.5188 - dense_1_loss_3: 1.4136 - dense_1_loss_4: 0.8320 - dense_1_loss_5: 0.6908 - dense_1_loss_6: 0.4640 - dense_1_loss_7: 0.4481 - dense_1_loss_8: 0.4282 - dense_1_loss_9: 0.4175 - dense_1_loss_10: 0.3203 - dense_1_loss_11: 0.4012 - dense_1_loss_12: 0.3200 - dense_1_loss_13: 0.2960 - dense_1_loss_14: 0.2925 - dense_1_loss_15: 0.3433 - dense_1_loss_16: 0.3453 - dense_1_loss_17: 0.3556 - dense_1_loss_18: 0.3051 - dense_1_loss_19: 0.3192 - dense_1_loss_20: 0.3554 - dense_1_loss_21: 0.3608 - dense_1_loss_22: 0.3271 - dense_1_loss_23: 0.3626 - dense_1_loss_24: 0.3332 - dense_1_loss_25: 0.3815 - dense_1_loss_26: 0.3464 - dense_1_loss_27: 0.3530 - dense_1_loss_28: 0.3372 - dense_1_loss_29: 0.3962 - dense_1_loss_30: 0.0000e+00 - dense_1_acc_1: 0.0667 - dense_1_acc_2: 0.4000 - dense_1_acc_3: 0.7167 - dense_1_acc_4: 0.8667 - dense_1_acc_5: 0.9000 - dense_1_acc_6: 0.9667 - dense_1_acc_7: 0.9833 - dense_1_acc_8: 0.9667 - dense_1_acc_9: 0.9833 - dense_1_acc_10: 1.0000 - dense_1_acc_11: 1.0000 - dense_1_acc_12: 0.9833 - dense_1_acc_13: 0.9833 - dense_1_acc_14: 1.0000 - dense_1_acc_15: 1.0000 - dense_1_acc_16: 1.0000 - dense_1_acc_17: 1.0000 - dense_1_acc_18: 1.0000 - dense_1_acc_19: 1.0000 - dense_1_acc_20: 1.0000 - dense_1_acc_21: 1.0000 - dense_1_acc_22: 1.0000 - dense_1_acc_23: 1.0000 - dense_1_acc_24: 1.0000 - dense_1_acc_25: 1.0000 - dense_1_acc_26: 1.0000 - dense_1_acc_27: 1.0000 - dense_1_acc_28: 1.0000 - dense_1_acc_29: 0.9667 - dense_1_acc_30: 0.0000e+00     
Epoch 42/100
60/60 [==============================] - 0s - loss: 17.1115 - dense_1_loss_1: 3.9588 - dense_1_loss_2: 2.4764 - dense_1_loss_3: 1.3627 - dense_1_loss_4: 0.7817 - dense_1_loss_5: 0.6428 - dense_1_loss_6: 0.4290 - dense_1_loss_7: 0.4183 - dense_1_loss_8: 0.3964 - dense_1_loss_9: 0.3881 - dense_1_loss_10: 0.2975 - dense_1_loss_11: 0.3700 - dense_1_loss_12: 0.2953 - dense_1_loss_13: 0.2704 - dense_1_loss_14: 0.2670 - dense_1_loss_15: 0.3128 - dense_1_loss_16: 0.3152 - dense_1_loss_17: 0.3205 - dense_1_loss_18: 0.2810 - dense_1_loss_19: 0.2922 - dense_1_loss_20: 0.3170 - dense_1_loss_21: 0.3268 - dense_1_loss_22: 0.3023 - dense_1_loss_23: 0.3331 - dense_1_loss_24: 0.3014 - dense_1_loss_25: 0.3469 - dense_1_loss_26: 0.3125 - dense_1_loss_27: 0.3309 - dense_1_loss_28: 0.3012 - dense_1_loss_29: 0.3634 - dense_1_loss_30: 0.0000e+00 - dense_1_acc_1: 0.0667 - dense_1_acc_2: 0.4167 - dense_1_acc_3: 0.7167 - dense_1_acc_4: 0.8667 - dense_1_acc_5: 0.9333 - dense_1_acc_6: 0.9667 - dense_1_acc_7: 0.9833 - dense_1_acc_8: 0.9667 - dense_1_acc_9: 0.9833 - dense_1_acc_10: 1.0000 - dense_1_acc_11: 1.0000 - dense_1_acc_12: 0.9833 - dense_1_acc_13: 0.9833 - dense_1_acc_14: 1.0000 - dense_1_acc_15: 1.0000 - dense_1_acc_16: 1.0000 - dense_1_acc_17: 1.0000 - dense_1_acc_18: 1.0000 - dense_1_acc_19: 1.0000 - dense_1_acc_20: 1.0000 - dense_1_acc_21: 1.0000 - dense_1_acc_22: 1.0000 - dense_1_acc_23: 1.0000 - dense_1_acc_24: 1.0000 - dense_1_acc_25: 1.0000 - dense_1_acc_26: 1.0000 - dense_1_acc_27: 1.0000 - dense_1_acc_28: 1.0000 - dense_1_acc_29: 0.9667 - dense_1_acc_30: 0.0000e+00     
Epoch 43/100
60/60 [==============================] - 0s - loss: 16.2706 - dense_1_loss_1: 3.9534 - dense_1_loss_2: 2.4305 - dense_1_loss_3: 1.3124 - dense_1_loss_4: 0.7284 - dense_1_loss_5: 0.5977 - dense_1_loss_6: 0.3972 - dense_1_loss_7: 0.3824 - dense_1_loss_8: 0.3696 - dense_1_loss_9: 0.3524 - dense_1_loss_10: 0.2759 - dense_1_loss_11: 0.3343 - dense_1_loss_12: 0.2723 - dense_1_loss_13: 0.2508 - dense_1_loss_14: 0.2488 - dense_1_loss_15: 0.2799 - dense_1_loss_16: 0.2905 - dense_1_loss_17: 0.2924 - dense_1_loss_18: 0.2644 - dense_1_loss_19: 0.2614 - dense_1_loss_20: 0.2885 - dense_1_loss_21: 0.2997 - dense_1_loss_22: 0.2817 - dense_1_loss_23: 0.3057 - dense_1_loss_24: 0.2722 - dense_1_loss_25: 0.3212 - dense_1_loss_26: 0.2881 - dense_1_loss_27: 0.3071 - dense_1_loss_28: 0.2733 - dense_1_loss_29: 0.3386 - dense_1_loss_30: 0.0000e+00 - dense_1_acc_1: 0.0667 - dense_1_acc_2: 0.4333 - dense_1_acc_3: 0.7167 - dense_1_acc_4: 0.8667 - dense_1_acc_5: 0.9333 - dense_1_acc_6: 0.9667 - dense_1_acc_7: 0.9833 - dense_1_acc_8: 0.9667 - dense_1_acc_9: 0.9833 - dense_1_acc_10: 1.0000 - dense_1_acc_11: 1.0000 - dense_1_acc_12: 0.9833 - dense_1_acc_13: 1.0000 - dense_1_acc_14: 1.0000 - dense_1_acc_15: 1.0000 - dense_1_acc_16: 1.0000 - dense_1_acc_17: 1.0000 - dense_1_acc_18: 1.0000 - dense_1_acc_19: 1.0000 - dense_1_acc_20: 1.0000 - dense_1_acc_21: 1.0000 - dense_1_acc_22: 1.0000 - dense_1_acc_23: 1.0000 - dense_1_acc_24: 1.0000 - dense_1_acc_25: 1.0000 - dense_1_acc_26: 1.0000 - dense_1_acc_27: 1.0000 - dense_1_acc_28: 1.0000 - dense_1_acc_29: 0.9667 - dense_1_acc_30: 0.0000e+00     
Epoch 44/100
60/60 [==============================] - 0s - loss: 15.5034 - dense_1_loss_1: 3.9473 - dense_1_loss_2: 2.3884 - dense_1_loss_3: 1.2659 - dense_1_loss_4: 0.6756 - dense_1_loss_5: 0.5575 - dense_1_loss_6: 0.3680 - dense_1_loss_7: 0.3541 - dense_1_loss_8: 0.3419 - dense_1_loss_9: 0.3239 - dense_1_loss_10: 0.2511 - dense_1_loss_11: 0.3024 - dense_1_loss_12: 0.2484 - dense_1_loss_13: 0.2298 - dense_1_loss_14: 0.2290 - dense_1_loss_15: 0.2548 - dense_1_loss_16: 0.2639 - dense_1_loss_17: 0.2727 - dense_1_loss_18: 0.2410 - dense_1_loss_19: 0.2381 - dense_1_loss_20: 0.2661 - dense_1_loss_21: 0.2766 - dense_1_loss_22: 0.2587 - dense_1_loss_23: 0.2815 - dense_1_loss_24: 0.2487 - dense_1_loss_25: 0.2969 - dense_1_loss_26: 0.2632 - dense_1_loss_27: 0.2869 - dense_1_loss_28: 0.2524 - dense_1_loss_29: 0.3185 - dense_1_loss_30: 0.0000e+00 - dense_1_acc_1: 0.0667 - dense_1_acc_2: 0.4333 - dense_1_acc_3: 0.7167 - dense_1_acc_4: 0.8833 - dense_1_acc_5: 0.9333 - dense_1_acc_6: 0.9667 - dense_1_acc_7: 0.9833 - dense_1_acc_8: 0.9667 - dense_1_acc_9: 0.9833 - dense_1_acc_10: 1.0000 - dense_1_acc_11: 1.0000 - dense_1_acc_12: 0.9833 - dense_1_acc_13: 1.0000 - dense_1_acc_14: 1.0000 - dense_1_acc_15: 1.0000 - dense_1_acc_16: 1.0000 - dense_1_acc_17: 1.0000 - dense_1_acc_18: 1.0000 - dense_1_acc_19: 1.0000 - dense_1_acc_20: 1.0000 - dense_1_acc_21: 1.0000 - dense_1_acc_22: 1.0000 - dense_1_acc_23: 1.0000 - dense_1_acc_24: 1.0000 - dense_1_acc_25: 1.0000 - dense_1_acc_26: 1.0000 - dense_1_acc_27: 1.0000 - dense_1_acc_28: 1.0000 - dense_1_acc_29: 0.9667 - dense_1_acc_30: 0.0000e+00     
Epoch 45/100
60/60 [==============================] - 0s - loss: 14.7811 - dense_1_loss_1: 3.9426 - dense_1_loss_2: 2.3462 - dense_1_loss_3: 1.2206 - dense_1_loss_4: 0.6304 - dense_1_loss_5: 0.5183 - dense_1_loss_6: 0.3380 - dense_1_loss_7: 0.3291 - dense_1_loss_8: 0.3154 - dense_1_loss_9: 0.2982 - dense_1_loss_10: 0.2294 - dense_1_loss_11: 0.2763 - dense_1_loss_12: 0.2268 - dense_1_loss_13: 0.2088 - dense_1_loss_14: 0.2091 - dense_1_loss_15: 0.2346 - dense_1_loss_16: 0.2420 - dense_1_loss_17: 0.2520 - dense_1_loss_18: 0.2198 - dense_1_loss_19: 0.2189 - dense_1_loss_20: 0.2441 - dense_1_loss_21: 0.2538 - dense_1_loss_22: 0.2351 - dense_1_loss_23: 0.2580 - dense_1_loss_24: 0.2305 - dense_1_loss_25: 0.2721 - dense_1_loss_26: 0.2406 - dense_1_loss_27: 0.2614 - dense_1_loss_28: 0.2325 - dense_1_loss_29: 0.2964 - dense_1_loss_30: 0.0000e+00 - dense_1_acc_1: 0.0667 - dense_1_acc_2: 0.4333 - dense_1_acc_3: 0.7167 - dense_1_acc_4: 0.9000 - dense_1_acc_5: 0.9500 - dense_1_acc_6: 0.9833 - dense_1_acc_7: 0.9833 - dense_1_acc_8: 0.9667 - dense_1_acc_9: 0.9833 - dense_1_acc_10: 1.0000 - dense_1_acc_11: 1.0000 - dense_1_acc_12: 0.9833 - dense_1_acc_13: 1.0000 - dense_1_acc_14: 1.0000 - dense_1_acc_15: 1.0000 - dense_1_acc_16: 1.0000 - dense_1_acc_17: 1.0000 - dense_1_acc_18: 1.0000 - dense_1_acc_19: 1.0000 - dense_1_acc_20: 1.0000 - dense_1_acc_21: 1.0000 - dense_1_acc_22: 1.0000 - dense_1_acc_23: 1.0000 - dense_1_acc_24: 1.0000 - dense_1_acc_25: 1.0000 - dense_1_acc_26: 1.0000 - dense_1_acc_27: 1.0000 - dense_1_acc_28: 1.0000 - dense_1_acc_29: 0.9667 - dense_1_acc_30: 0.0000e+00     
Epoch 46/100
60/60 [==============================] - 0s - loss: 14.1360 - dense_1_loss_1: 3.9366 - dense_1_loss_2: 2.3042 - dense_1_loss_3: 1.1800 - dense_1_loss_4: 0.5865 - dense_1_loss_5: 0.4855 - dense_1_loss_6: 0.3154 - dense_1_loss_7: 0.3054 - dense_1_loss_8: 0.2959 - dense_1_loss_9: 0.2742 - dense_1_loss_10: 0.2113 - dense_1_loss_11: 0.2560 - dense_1_loss_12: 0.2108 - dense_1_loss_13: 0.1907 - dense_1_loss_14: 0.1919 - dense_1_loss_15: 0.2182 - dense_1_loss_16: 0.2261 - dense_1_loss_17: 0.2315 - dense_1_loss_18: 0.2047 - dense_1_loss_19: 0.2023 - dense_1_loss_20: 0.2257 - dense_1_loss_21: 0.2313 - dense_1_loss_22: 0.2132 - dense_1_loss_23: 0.2370 - dense_1_loss_24: 0.2123 - dense_1_loss_25: 0.2510 - dense_1_loss_26: 0.2175 - dense_1_loss_27: 0.2371 - dense_1_loss_28: 0.2138 - dense_1_loss_29: 0.2698 - dense_1_loss_30: 0.0000e+00 - dense_1_acc_1: 0.0667 - dense_1_acc_2: 0.4333 - dense_1_acc_3: 0.7167 - dense_1_acc_4: 0.9167 - dense_1_acc_5: 0.9500 - dense_1_acc_6: 0.9833 - dense_1_acc_7: 0.9833 - dense_1_acc_8: 0.9667 - dense_1_acc_9: 0.9833 - dense_1_acc_10: 1.0000 - dense_1_acc_11: 1.0000 - dense_1_acc_12: 1.0000 - dense_1_acc_13: 1.0000 - dense_1_acc_14: 1.0000 - dense_1_acc_15: 1.0000 - dense_1_acc_16: 1.0000 - dense_1_acc_17: 1.0000 - dense_1_acc_18: 1.0000 - dense_1_acc_19: 1.0000 - dense_1_acc_20: 1.0000 - dense_1_acc_21: 1.0000 - dense_1_acc_22: 1.0000 - dense_1_acc_23: 1.0000 - dense_1_acc_24: 1.0000 - dense_1_acc_25: 1.0000 - dense_1_acc_26: 1.0000 - dense_1_acc_27: 1.0000 - dense_1_acc_28: 1.0000 - dense_1_acc_29: 0.9833 - dense_1_acc_30: 0.0000e+00     
Epoch 47/100
60/60 [==============================] - 0s - loss: 13.5482 - dense_1_loss_1: 3.9314 - dense_1_loss_2: 2.2648 - dense_1_loss_3: 1.1410 - dense_1_loss_4: 0.5467 - dense_1_loss_5: 0.4545 - dense_1_loss_6: 0.2927 - dense_1_loss_7: 0.2810 - dense_1_loss_8: 0.2761 - dense_1_loss_9: 0.2538 - dense_1_loss_10: 0.1949 - dense_1_loss_11: 0.2379 - dense_1_loss_12: 0.1926 - dense_1_loss_13: 0.1757 - dense_1_loss_14: 0.1769 - dense_1_loss_15: 0.2011 - dense_1_loss_16: 0.2107 - dense_1_loss_17: 0.2108 - dense_1_loss_18: 0.1886 - dense_1_loss_19: 0.1863 - dense_1_loss_20: 0.2082 - dense_1_loss_21: 0.2150 - dense_1_loss_22: 0.1953 - dense_1_loss_23: 0.2175 - dense_1_loss_24: 0.1960 - dense_1_loss_25: 0.2318 - dense_1_loss_26: 0.2016 - dense_1_loss_27: 0.2169 - dense_1_loss_28: 0.1968 - dense_1_loss_29: 0.2516 - dense_1_loss_30: 0.0000e+00 - dense_1_acc_1: 0.0667 - dense_1_acc_2: 0.4500 - dense_1_acc_3: 0.7333 - dense_1_acc_4: 0.9167 - dense_1_acc_5: 0.9667 - dense_1_acc_6: 0.9833 - dense_1_acc_7: 0.9833 - dense_1_acc_8: 0.9833 - dense_1_acc_9: 0.9833 - dense_1_acc_10: 1.0000 - dense_1_acc_11: 1.0000 - dense_1_acc_12: 1.0000 - dense_1_acc_13: 1.0000 - dense_1_acc_14: 1.0000 - dense_1_acc_15: 1.0000 - dense_1_acc_16: 1.0000 - dense_1_acc_17: 1.0000 - dense_1_acc_18: 1.0000 - dense_1_acc_19: 1.0000 - dense_1_acc_20: 1.0000 - dense_1_acc_21: 1.0000 - dense_1_acc_22: 1.0000 - dense_1_acc_23: 1.0000 - dense_1_acc_24: 1.0000 - dense_1_acc_25: 1.0000 - dense_1_acc_26: 1.0000 - dense_1_acc_27: 1.0000 - dense_1_acc_28: 1.0000 - dense_1_acc_29: 0.9833 - dense_1_acc_30: 0.0000e+00     
Epoch 48/100
60/60 [==============================] - 0s - loss: 13.0014 - dense_1_loss_1: 3.9263 - dense_1_loss_2: 2.2261 - dense_1_loss_3: 1.1054 - dense_1_loss_4: 0.5099 - dense_1_loss_5: 0.4262 - dense_1_loss_6: 0.2722 - dense_1_loss_7: 0.2589 - dense_1_loss_8: 0.2560 - dense_1_loss_9: 0.2347 - dense_1_loss_10: 0.1793 - dense_1_loss_11: 0.2201 - dense_1_loss_12: 0.1751 - dense_1_loss_13: 0.1638 - dense_1_loss_14: 0.1619 - dense_1_loss_15: 0.1854 - dense_1_loss_16: 0.1927 - dense_1_loss_17: 0.1931 - dense_1_loss_18: 0.1732 - dense_1_loss_19: 0.1695 - dense_1_loss_20: 0.1921 - dense_1_loss_21: 0.1997 - dense_1_loss_22: 0.1813 - dense_1_loss_23: 0.1987 - dense_1_loss_24: 0.1801 - dense_1_loss_25: 0.2151 - dense_1_loss_26: 0.1856 - dense_1_loss_27: 0.2013 - dense_1_loss_28: 0.1826 - dense_1_loss_29: 0.2350 - dense_1_loss_30: 0.0000e+00 - dense_1_acc_1: 0.0667 - dense_1_acc_2: 0.4667 - dense_1_acc_3: 0.7333 - dense_1_acc_4: 0.9333 - dense_1_acc_5: 0.9667 - dense_1_acc_6: 0.9833 - dense_1_acc_7: 0.9833 - dense_1_acc_8: 0.9833 - dense_1_acc_9: 0.9833 - dense_1_acc_10: 1.0000 - dense_1_acc_11: 1.0000 - dense_1_acc_12: 1.0000 - dense_1_acc_13: 1.0000 - dense_1_acc_14: 1.0000 - dense_1_acc_15: 1.0000 - dense_1_acc_16: 1.0000 - dense_1_acc_17: 1.0000 - dense_1_acc_18: 1.0000 - dense_1_acc_19: 1.0000 - dense_1_acc_20: 1.0000 - dense_1_acc_21: 1.0000 - dense_1_acc_22: 1.0000 - dense_1_acc_23: 1.0000 - dense_1_acc_24: 1.0000 - dense_1_acc_25: 1.0000 - dense_1_acc_26: 1.0000 - dense_1_acc_27: 1.0000 - dense_1_acc_28: 1.0000 - dense_1_acc_29: 0.9833 - dense_1_acc_30: 0.0000e+00     
Epoch 49/100
60/60 [==============================] - 0s - loss: 12.5106 - dense_1_loss_1: 3.9214 - dense_1_loss_2: 2.1889 - dense_1_loss_3: 1.0676 - dense_1_loss_4: 0.4794 - dense_1_loss_5: 0.3973 - dense_1_loss_6: 0.2544 - dense_1_loss_7: 0.2408 - dense_1_loss_8: 0.2401 - dense_1_loss_9: 0.2183 - dense_1_loss_10: 0.1668 - dense_1_loss_11: 0.2013 - dense_1_loss_12: 0.1623 - dense_1_loss_13: 0.1527 - dense_1_loss_14: 0.1518 - dense_1_loss_15: 0.1707 - dense_1_loss_16: 0.1783 - dense_1_loss_17: 0.1793 - dense_1_loss_18: 0.1622 - dense_1_loss_19: 0.1582 - dense_1_loss_20: 0.1761 - dense_1_loss_21: 0.1831 - dense_1_loss_22: 0.1691 - dense_1_loss_23: 0.1827 - dense_1_loss_24: 0.1662 - dense_1_loss_25: 0.1992 - dense_1_loss_26: 0.1694 - dense_1_loss_27: 0.1860 - dense_1_loss_28: 0.1686 - dense_1_loss_29: 0.2181 - dense_1_loss_30: 0.0000e+00 - dense_1_acc_1: 0.0667 - dense_1_acc_2: 0.4833 - dense_1_acc_3: 0.7333 - dense_1_acc_4: 0.9500 - dense_1_acc_5: 0.9667 - dense_1_acc_6: 0.9833 - dense_1_acc_7: 0.9833 - dense_1_acc_8: 0.9833 - dense_1_acc_9: 0.9833 - dense_1_acc_10: 1.0000 - dense_1_acc_11: 1.0000 - dense_1_acc_12: 1.0000 - dense_1_acc_13: 1.0000 - dense_1_acc_14: 1.0000 - dense_1_acc_15: 1.0000 - dense_1_acc_16: 1.0000 - dense_1_acc_17: 1.0000 - dense_1_acc_18: 1.0000 - dense_1_acc_19: 1.0000 - dense_1_acc_20: 1.0000 - dense_1_acc_21: 1.0000 - dense_1_acc_22: 1.0000 - dense_1_acc_23: 1.0000 - dense_1_acc_24: 1.0000 - dense_1_acc_25: 1.0000 - dense_1_acc_26: 1.0000 - dense_1_acc_27: 1.0000 - dense_1_acc_28: 1.0000 - dense_1_acc_29: 0.9833 - dense_1_acc_30: 0.0000e+00     
Epoch 50/100
60/60 [==============================] - 0s - loss: 12.0582 - dense_1_loss_1: 3.9163 - dense_1_loss_2: 2.1524 - dense_1_loss_3: 1.0323 - dense_1_loss_4: 0.4487 - dense_1_loss_5: 0.3714 - dense_1_loss_6: 0.2377 - dense_1_loss_7: 0.2230 - dense_1_loss_8: 0.2222 - dense_1_loss_9: 0.2019 - dense_1_loss_10: 0.1546 - dense_1_loss_11: 0.1834 - dense_1_loss_12: 0.1503 - dense_1_loss_13: 0.1414 - dense_1_loss_14: 0.1421 - dense_1_loss_15: 0.1588 - dense_1_loss_16: 0.1660 - dense_1_loss_17: 0.1676 - dense_1_loss_18: 0.1510 - dense_1_loss_19: 0.1478 - dense_1_loss_20: 0.1638 - dense_1_loss_21: 0.1699 - dense_1_loss_22: 0.1566 - dense_1_loss_23: 0.1697 - dense_1_loss_24: 0.1536 - dense_1_loss_25: 0.1832 - dense_1_loss_26: 0.1578 - dense_1_loss_27: 0.1731 - dense_1_loss_28: 0.1571 - dense_1_loss_29: 0.2043 - dense_1_loss_30: 0.0000e+00 - dense_1_acc_1: 0.0667 - dense_1_acc_2: 0.4833 - dense_1_acc_3: 0.7667 - dense_1_acc_4: 0.9667 - dense_1_acc_5: 0.9667 - dense_1_acc_6: 0.9833 - dense_1_acc_7: 0.9833 - dense_1_acc_8: 0.9833 - dense_1_acc_9: 0.9833 - dense_1_acc_10: 1.0000 - dense_1_acc_11: 1.0000 - dense_1_acc_12: 1.0000 - dense_1_acc_13: 1.0000 - dense_1_acc_14: 1.0000 - dense_1_acc_15: 1.0000 - dense_1_acc_16: 1.0000 - dense_1_acc_17: 1.0000 - dense_1_acc_18: 1.0000 - dense_1_acc_19: 1.0000 - dense_1_acc_20: 1.0000 - dense_1_acc_21: 1.0000 - dense_1_acc_22: 1.0000 - dense_1_acc_23: 1.0000 - dense_1_acc_24: 1.0000 - dense_1_acc_25: 1.0000 - dense_1_acc_26: 1.0000 - dense_1_acc_27: 1.0000 - dense_1_acc_28: 1.0000 - dense_1_acc_29: 0.9833 - dense_1_acc_30: 0.0000e+00     
Epoch 51/100
60/60 [==============================] - 0s - loss: 11.6415 - dense_1_loss_1: 3.9115 - dense_1_loss_2: 2.1162 - dense_1_loss_3: 1.0007 - dense_1_loss_4: 0.4219 - dense_1_loss_5: 0.3486 - dense_1_loss_6: 0.2218 - dense_1_loss_7: 0.2090 - dense_1_loss_8: 0.2062 - dense_1_loss_9: 0.1879 - dense_1_loss_10: 0.1425 - dense_1_loss_11: 0.1692 - dense_1_loss_12: 0.1396 - dense_1_loss_13: 0.1303 - dense_1_loss_14: 0.1319 - dense_1_loss_15: 0.1487 - dense_1_loss_16: 0.1550 - dense_1_loss_17: 0.1545 - dense_1_loss_18: 0.1384 - dense_1_loss_19: 0.1374 - dense_1_loss_20: 0.1526 - dense_1_loss_21: 0.1578 - dense_1_loss_22: 0.1441 - dense_1_loss_23: 0.1571 - dense_1_loss_24: 0.1425 - dense_1_loss_25: 0.1688 - dense_1_loss_26: 0.1485 - dense_1_loss_27: 0.1609 - dense_1_loss_28: 0.1472 - dense_1_loss_29: 0.1908 - dense_1_loss_30: 0.0000e+00 - dense_1_acc_1: 0.0667 - dense_1_acc_2: 0.5000 - dense_1_acc_3: 0.7833 - dense_1_acc_4: 0.9833 - dense_1_acc_5: 0.9667 - dense_1_acc_6: 0.9833 - dense_1_acc_7: 0.9833 - dense_1_acc_8: 0.9833 - dense_1_acc_9: 1.0000 - dense_1_acc_10: 1.0000 - dense_1_acc_11: 1.0000 - dense_1_acc_12: 1.0000 - dense_1_acc_13: 1.0000 - dense_1_acc_14: 1.0000 - dense_1_acc_15: 1.0000 - dense_1_acc_16: 1.0000 - dense_1_acc_17: 1.0000 - dense_1_acc_18: 1.0000 - dense_1_acc_19: 1.0000 - dense_1_acc_20: 1.0000 - dense_1_acc_21: 1.0000 - dense_1_acc_22: 1.0000 - dense_1_acc_23: 1.0000 - dense_1_acc_24: 1.0000 - dense_1_acc_25: 1.0000 - dense_1_acc_26: 1.0000 - dense_1_acc_27: 1.0000 - dense_1_acc_28: 1.0000 - dense_1_acc_29: 0.9833 - dense_1_acc_30: 0.0000e+00     
Epoch 52/100
60/60 [==============================] - 0s - loss: 11.2679 - dense_1_loss_1: 3.9072 - dense_1_loss_2: 2.0818 - dense_1_loss_3: 0.9706 - dense_1_loss_4: 0.3983 - dense_1_loss_5: 0.3288 - dense_1_loss_6: 0.2082 - dense_1_loss_7: 0.1958 - dense_1_loss_8: 0.1930 - dense_1_loss_9: 0.1758 - dense_1_loss_10: 0.1323 - dense_1_loss_11: 0.1584 - dense_1_loss_12: 0.1296 - dense_1_loss_13: 0.1200 - dense_1_loss_14: 0.1227 - dense_1_loss_15: 0.1396 - dense_1_loss_16: 0.1453 - dense_1_loss_17: 0.1426 - dense_1_loss_18: 0.1283 - dense_1_loss_19: 0.1272 - dense_1_loss_20: 0.1425 - dense_1_loss_21: 0.1477 - dense_1_loss_22: 0.1322 - dense_1_loss_23: 0.1456 - dense_1_loss_24: 0.1336 - dense_1_loss_25: 0.1570 - dense_1_loss_26: 0.1385 - dense_1_loss_27: 0.1498 - dense_1_loss_28: 0.1394 - dense_1_loss_29: 0.1761 - dense_1_loss_30: 0.0000e+00 - dense_1_acc_1: 0.0667 - dense_1_acc_2: 0.5000 - dense_1_acc_3: 0.7833 - dense_1_acc_4: 0.9833 - dense_1_acc_5: 0.9667 - dense_1_acc_6: 0.9833 - dense_1_acc_7: 0.9833 - dense_1_acc_8: 0.9833 - dense_1_acc_9: 1.0000 - dense_1_acc_10: 1.0000 - dense_1_acc_11: 1.0000 - dense_1_acc_12: 1.0000 - dense_1_acc_13: 1.0000 - dense_1_acc_14: 1.0000 - dense_1_acc_15: 1.0000 - dense_1_acc_16: 1.0000 - dense_1_acc_17: 1.0000 - dense_1_acc_18: 1.0000 - dense_1_acc_19: 1.0000 - dense_1_acc_20: 1.0000 - dense_1_acc_21: 1.0000 - dense_1_acc_22: 1.0000 - dense_1_acc_23: 1.0000 - dense_1_acc_24: 1.0000 - dense_1_acc_25: 1.0000 - dense_1_acc_26: 1.0000 - dense_1_acc_27: 1.0000 - dense_1_acc_28: 1.0000 - dense_1_acc_29: 0.9833 - dense_1_acc_30: 0.0000e+00     
Epoch 53/100
60/60 [==============================] - 0s - loss: 10.9282 - dense_1_loss_1: 3.9021 - dense_1_loss_2: 2.0476 - dense_1_loss_3: 0.9413 - dense_1_loss_4: 0.3754 - dense_1_loss_5: 0.3102 - dense_1_loss_6: 0.1964 - dense_1_loss_7: 0.1835 - dense_1_loss_8: 0.1824 - dense_1_loss_9: 0.1637 - dense_1_loss_10: 0.1242 - dense_1_loss_11: 0.1476 - dense_1_loss_12: 0.1213 - dense_1_loss_13: 0.1117 - dense_1_loss_14: 0.1162 - dense_1_loss_15: 0.1308 - dense_1_loss_16: 0.1363 - dense_1_loss_17: 0.1328 - dense_1_loss_18: 0.1202 - dense_1_loss_19: 0.1190 - dense_1_loss_20: 0.1331 - dense_1_loss_21: 0.1371 - dense_1_loss_22: 0.1233 - dense_1_loss_23: 0.1358 - dense_1_loss_24: 0.1256 - dense_1_loss_25: 0.1472 - dense_1_loss_26: 0.1269 - dense_1_loss_27: 0.1405 - dense_1_loss_28: 0.1312 - dense_1_loss_29: 0.1648 - dense_1_loss_30: 0.0000e+00 - dense_1_acc_1: 0.0667 - dense_1_acc_2: 0.5000 - dense_1_acc_3: 0.7833 - dense_1_acc_4: 0.9833 - dense_1_acc_5: 0.9667 - dense_1_acc_6: 0.9833 - dense_1_acc_7: 0.9833 - dense_1_acc_8: 0.9833 - dense_1_acc_9: 1.0000 - dense_1_acc_10: 1.0000 - dense_1_acc_11: 1.0000 - dense_1_acc_12: 1.0000 - dense_1_acc_13: 1.0000 - dense_1_acc_14: 1.0000 - dense_1_acc_15: 1.0000 - dense_1_acc_16: 1.0000 - dense_1_acc_17: 1.0000 - dense_1_acc_18: 1.0000 - dense_1_acc_19: 1.0000 - dense_1_acc_20: 1.0000 - dense_1_acc_21: 1.0000 - dense_1_acc_22: 1.0000 - dense_1_acc_23: 1.0000 - dense_1_acc_24: 1.0000 - dense_1_acc_25: 1.0000 - dense_1_acc_26: 1.0000 - dense_1_acc_27: 1.0000 - dense_1_acc_28: 1.0000 - dense_1_acc_29: 0.9833 - dense_1_acc_30: 0.0000e+00     
Epoch 54/100
60/60 [==============================] - 0s - loss: 10.6113 - dense_1_loss_1: 3.8977 - dense_1_loss_2: 2.0153 - dense_1_loss_3: 0.9137 - dense_1_loss_4: 0.3541 - dense_1_loss_5: 0.2924 - dense_1_loss_6: 0.1869 - dense_1_loss_7: 0.1700 - dense_1_loss_8: 0.1720 - dense_1_loss_9: 0.1532 - dense_1_loss_10: 0.1166 - dense_1_loss_11: 0.1380 - dense_1_loss_12: 0.1126 - dense_1_loss_13: 0.1052 - dense_1_loss_14: 0.1103 - dense_1_loss_15: 0.1210 - dense_1_loss_16: 0.1267 - dense_1_loss_17: 0.1257 - dense_1_loss_18: 0.1132 - dense_1_loss_19: 0.1112 - dense_1_loss_20: 0.1238 - dense_1_loss_21: 0.1276 - dense_1_loss_22: 0.1158 - dense_1_loss_23: 0.1258 - dense_1_loss_24: 0.1174 - dense_1_loss_25: 0.1372 - dense_1_loss_26: 0.1180 - dense_1_loss_27: 0.1330 - dense_1_loss_28: 0.1237 - dense_1_loss_29: 0.1530 - dense_1_loss_30: 0.0000e+00 - dense_1_acc_1: 0.0667 - dense_1_acc_2: 0.5000 - dense_1_acc_3: 0.8000 - dense_1_acc_4: 0.9833 - dense_1_acc_5: 0.9667 - dense_1_acc_6: 0.9833 - dense_1_acc_7: 1.0000 - dense_1_acc_8: 0.9833 - dense_1_acc_9: 1.0000 - dense_1_acc_10: 1.0000 - dense_1_acc_11: 1.0000 - dense_1_acc_12: 1.0000 - dense_1_acc_13: 1.0000 - dense_1_acc_14: 1.0000 - dense_1_acc_15: 1.0000 - dense_1_acc_16: 1.0000 - dense_1_acc_17: 1.0000 - dense_1_acc_18: 1.0000 - dense_1_acc_19: 1.0000 - dense_1_acc_20: 1.0000 - dense_1_acc_21: 1.0000 - dense_1_acc_22: 1.0000 - dense_1_acc_23: 1.0000 - dense_1_acc_24: 1.0000 - dense_1_acc_25: 1.0000 - dense_1_acc_26: 1.0000 - dense_1_acc_27: 1.0000 - dense_1_acc_28: 1.0000 - dense_1_acc_29: 0.9833 - dense_1_acc_30: 0.0000e+00     
Epoch 55/100
60/60 [==============================] - 0s - loss: 10.3221 - dense_1_loss_1: 3.8932 - dense_1_loss_2: 1.9822 - dense_1_loss_3: 0.8878 - dense_1_loss_4: 0.3357 - dense_1_loss_5: 0.2752 - dense_1_loss_6: 0.1771 - dense_1_loss_7: 0.1599 - dense_1_loss_8: 0.1626 - dense_1_loss_9: 0.1453 - dense_1_loss_10: 0.1089 - dense_1_loss_11: 0.1293 - dense_1_loss_12: 0.1059 - dense_1_loss_13: 0.0989 - dense_1_loss_14: 0.1037 - dense_1_loss_15: 0.1122 - dense_1_loss_16: 0.1191 - dense_1_loss_17: 0.1181 - dense_1_loss_18: 0.1062 - dense_1_loss_19: 0.1049 - dense_1_loss_20: 0.1155 - dense_1_loss_21: 0.1198 - dense_1_loss_22: 0.1088 - dense_1_loss_23: 0.1173 - dense_1_loss_24: 0.1096 - dense_1_loss_25: 0.1282 - dense_1_loss_26: 0.1108 - dense_1_loss_27: 0.1259 - dense_1_loss_28: 0.1165 - dense_1_loss_29: 0.1434 - dense_1_loss_30: 0.0000e+00 - dense_1_acc_1: 0.0667 - dense_1_acc_2: 0.5000 - dense_1_acc_3: 0.8000 - dense_1_acc_4: 1.0000 - dense_1_acc_5: 0.9833 - dense_1_acc_6: 0.9833 - dense_1_acc_7: 1.0000 - dense_1_acc_8: 0.9833 - dense_1_acc_9: 1.0000 - dense_1_acc_10: 1.0000 - dense_1_acc_11: 1.0000 - dense_1_acc_12: 1.0000 - dense_1_acc_13: 1.0000 - dense_1_acc_14: 1.0000 - dense_1_acc_15: 1.0000 - dense_1_acc_16: 1.0000 - dense_1_acc_17: 1.0000 - dense_1_acc_18: 1.0000 - dense_1_acc_19: 1.0000 - dense_1_acc_20: 1.0000 - dense_1_acc_21: 1.0000 - dense_1_acc_22: 1.0000 - dense_1_acc_23: 1.0000 - dense_1_acc_24: 1.0000 - dense_1_acc_25: 1.0000 - dense_1_acc_26: 1.0000 - dense_1_acc_27: 1.0000 - dense_1_acc_28: 1.0000 - dense_1_acc_29: 0.9833 - dense_1_acc_30: 0.0000e+00     
Epoch 56/100
60/60 [==============================] - 0s - loss: 10.0495 - dense_1_loss_1: 3.8891 - dense_1_loss_2: 1.9527 - dense_1_loss_3: 0.8620 - dense_1_loss_4: 0.3177 - dense_1_loss_5: 0.2580 - dense_1_loss_6: 0.1678 - dense_1_loss_7: 0.1494 - dense_1_loss_8: 0.1525 - dense_1_loss_9: 0.1366 - dense_1_loss_10: 0.1019 - dense_1_loss_11: 0.1211 - dense_1_loss_12: 0.0996 - dense_1_loss_13: 0.0922 - dense_1_loss_14: 0.0972 - dense_1_loss_15: 0.1051 - dense_1_loss_16: 0.1122 - dense_1_loss_17: 0.1107 - dense_1_loss_18: 0.0996 - dense_1_loss_19: 0.0990 - dense_1_loss_20: 0.1085 - dense_1_loss_21: 0.1127 - dense_1_loss_22: 0.1025 - dense_1_loss_23: 0.1098 - dense_1_loss_24: 0.1024 - dense_1_loss_25: 0.1203 - dense_1_loss_26: 0.1053 - dense_1_loss_27: 0.1177 - dense_1_loss_28: 0.1094 - dense_1_loss_29: 0.1368 - dense_1_loss_30: 0.0000e+00 - dense_1_acc_1: 0.0667 - dense_1_acc_2: 0.5000 - dense_1_acc_3: 0.8167 - dense_1_acc_4: 1.0000 - dense_1_acc_5: 0.9833 - dense_1_acc_6: 1.0000 - dense_1_acc_7: 1.0000 - dense_1_acc_8: 1.0000 - dense_1_acc_9: 1.0000 - dense_1_acc_10: 1.0000 - dense_1_acc_11: 1.0000 - dense_1_acc_12: 1.0000 - dense_1_acc_13: 1.0000 - dense_1_acc_14: 1.0000 - dense_1_acc_15: 1.0000 - dense_1_acc_16: 1.0000 - dense_1_acc_17: 1.0000 - dense_1_acc_18: 1.0000 - dense_1_acc_19: 1.0000 - dense_1_acc_20: 1.0000 - dense_1_acc_21: 1.0000 - dense_1_acc_22: 1.0000 - dense_1_acc_23: 1.0000 - dense_1_acc_24: 1.0000 - dense_1_acc_25: 1.0000 - dense_1_acc_26: 1.0000 - dense_1_acc_27: 1.0000 - dense_1_acc_28: 1.0000 - dense_1_acc_29: 0.9833 - dense_1_acc_30: 0.0000e+00    
Epoch 57/100
60/60 [==============================] - 0s - loss: 9.8058 - dense_1_loss_1: 3.8849 - dense_1_loss_2: 1.9221 - dense_1_loss_3: 0.8385 - dense_1_loss_4: 0.3021 - dense_1_loss_5: 0.2442 - dense_1_loss_6: 0.1601 - dense_1_loss_7: 0.1407 - dense_1_loss_8: 0.1445 - dense_1_loss_9: 0.1281 - dense_1_loss_10: 0.0965 - dense_1_loss_11: 0.1130 - dense_1_loss_12: 0.0938 - dense_1_loss_13: 0.0872 - dense_1_loss_14: 0.0918 - dense_1_loss_15: 0.0992 - dense_1_loss_16: 0.1060 - dense_1_loss_17: 0.1042 - dense_1_loss_18: 0.0944 - dense_1_loss_19: 0.0934 - dense_1_loss_20: 0.1022 - dense_1_loss_21: 0.1056 - dense_1_loss_22: 0.0966 - dense_1_loss_23: 0.1037 - dense_1_loss_24: 0.0962 - dense_1_loss_25: 0.1139 - dense_1_loss_26: 0.0995 - dense_1_loss_27: 0.1105 - dense_1_loss_28: 0.1033 - dense_1_loss_29: 0.1296 - dense_1_loss_30: 0.0000e+00 - dense_1_acc_1: 0.0667 - dense_1_acc_2: 0.5000 - dense_1_acc_3: 0.8167 - dense_1_acc_4: 1.0000 - dense_1_acc_5: 0.9833 - dense_1_acc_6: 1.0000 - dense_1_acc_7: 1.0000 - dense_1_acc_8: 1.0000 - dense_1_acc_9: 1.0000 - dense_1_acc_10: 1.0000 - dense_1_acc_11: 1.0000 - dense_1_acc_12: 1.0000 - dense_1_acc_13: 1.0000 - dense_1_acc_14: 1.0000 - dense_1_acc_15: 1.0000 - dense_1_acc_16: 1.0000 - dense_1_acc_17: 1.0000 - dense_1_acc_18: 1.0000 - dense_1_acc_19: 1.0000 - dense_1_acc_20: 1.0000 - dense_1_acc_21: 1.0000 - dense_1_acc_22: 1.0000 - dense_1_acc_23: 1.0000 - dense_1_acc_24: 1.0000 - dense_1_acc_25: 1.0000 - dense_1_acc_26: 1.0000 - dense_1_acc_27: 1.0000 - dense_1_acc_28: 1.0000 - dense_1_acc_29: 0.9833 - dense_1_acc_30: 0.0000e+00      
Epoch 58/100
60/60 [==============================] - 0s - loss: 9.5782 - dense_1_loss_1: 3.8806 - dense_1_loss_2: 1.8933 - dense_1_loss_3: 0.8175 - dense_1_loss_4: 0.2871 - dense_1_loss_5: 0.2319 - dense_1_loss_6: 0.1527 - dense_1_loss_7: 0.1323 - dense_1_loss_8: 0.1373 - dense_1_loss_9: 0.1192 - dense_1_loss_10: 0.0917 - dense_1_loss_11: 0.1053 - dense_1_loss_12: 0.0884 - dense_1_loss_13: 0.0825 - dense_1_loss_14: 0.0871 - dense_1_loss_15: 0.0942 - dense_1_loss_16: 0.1004 - dense_1_loss_17: 0.0987 - dense_1_loss_18: 0.0891 - dense_1_loss_19: 0.0877 - dense_1_loss_20: 0.0965 - dense_1_loss_21: 0.0996 - dense_1_loss_22: 0.0907 - dense_1_loss_23: 0.0972 - dense_1_loss_24: 0.0912 - dense_1_loss_25: 0.1085 - dense_1_loss_26: 0.0930 - dense_1_loss_27: 0.1047 - dense_1_loss_28: 0.0981 - dense_1_loss_29: 0.1218 - dense_1_loss_30: 0.0000e+00 - dense_1_acc_1: 0.0667 - dense_1_acc_2: 0.5000 - dense_1_acc_3: 0.8167 - dense_1_acc_4: 1.0000 - dense_1_acc_5: 0.9833 - dense_1_acc_6: 1.0000 - dense_1_acc_7: 1.0000 - dense_1_acc_8: 1.0000 - dense_1_acc_9: 1.0000 - dense_1_acc_10: 1.0000 - dense_1_acc_11: 1.0000 - dense_1_acc_12: 1.0000 - dense_1_acc_13: 1.0000 - dense_1_acc_14: 1.0000 - dense_1_acc_15: 1.0000 - dense_1_acc_16: 1.0000 - dense_1_acc_17: 1.0000 - dense_1_acc_18: 1.0000 - dense_1_acc_19: 1.0000 - dense_1_acc_20: 1.0000 - dense_1_acc_21: 1.0000 - dense_1_acc_22: 1.0000 - dense_1_acc_23: 1.0000 - dense_1_acc_24: 1.0000 - dense_1_acc_25: 1.0000 - dense_1_acc_26: 1.0000 - dense_1_acc_27: 1.0000 - dense_1_acc_28: 1.0000 - dense_1_acc_29: 0.9833 - dense_1_acc_30: 0.0000e+00      
Epoch 59/100
60/60 [==============================] - 0s - loss: 9.3652 - dense_1_loss_1: 3.8769 - dense_1_loss_2: 1.8655 - dense_1_loss_3: 0.7949 - dense_1_loss_4: 0.2738 - dense_1_loss_5: 0.2200 - dense_1_loss_6: 0.1452 - dense_1_loss_7: 0.1247 - dense_1_loss_8: 0.1304 - dense_1_loss_9: 0.1119 - dense_1_loss_10: 0.0871 - dense_1_loss_11: 0.0993 - dense_1_loss_12: 0.0836 - dense_1_loss_13: 0.0778 - dense_1_loss_14: 0.0824 - dense_1_loss_15: 0.0898 - dense_1_loss_16: 0.0947 - dense_1_loss_17: 0.0934 - dense_1_loss_18: 0.0844 - dense_1_loss_19: 0.0822 - dense_1_loss_20: 0.0912 - dense_1_loss_21: 0.0943 - dense_1_loss_22: 0.0855 - dense_1_loss_23: 0.0913 - dense_1_loss_24: 0.0867 - dense_1_loss_25: 0.1032 - dense_1_loss_26: 0.0871 - dense_1_loss_27: 0.0992 - dense_1_loss_28: 0.0931 - dense_1_loss_29: 0.1155 - dense_1_loss_30: 0.0000e+00 - dense_1_acc_1: 0.0667 - dense_1_acc_2: 0.5167 - dense_1_acc_3: 0.8167 - dense_1_acc_4: 1.0000 - dense_1_acc_5: 0.9833 - dense_1_acc_6: 1.0000 - dense_1_acc_7: 1.0000 - dense_1_acc_8: 1.0000 - dense_1_acc_9: 1.0000 - dense_1_acc_10: 1.0000 - dense_1_acc_11: 1.0000 - dense_1_acc_12: 1.0000 - dense_1_acc_13: 1.0000 - dense_1_acc_14: 1.0000 - dense_1_acc_15: 1.0000 - dense_1_acc_16: 1.0000 - dense_1_acc_17: 1.0000 - dense_1_acc_18: 1.0000 - dense_1_acc_19: 1.0000 - dense_1_acc_20: 1.0000 - dense_1_acc_21: 1.0000 - dense_1_acc_22: 1.0000 - dense_1_acc_23: 1.0000 - dense_1_acc_24: 1.0000 - dense_1_acc_25: 1.0000 - dense_1_acc_26: 1.0000 - dense_1_acc_27: 1.0000 - dense_1_acc_28: 1.0000 - dense_1_acc_29: 0.9833 - dense_1_acc_30: 0.0000e+00     
Epoch 60/100
60/60 [==============================] - 0s - loss: 9.1682 - dense_1_loss_1: 3.8729 - dense_1_loss_2: 1.8377 - dense_1_loss_3: 0.7752 - dense_1_loss_4: 0.2611 - dense_1_loss_5: 0.2092 - dense_1_loss_6: 0.1386 - dense_1_loss_7: 0.1182 - dense_1_loss_8: 0.1240 - dense_1_loss_9: 0.1056 - dense_1_loss_10: 0.0824 - dense_1_loss_11: 0.0939 - dense_1_loss_12: 0.0791 - dense_1_loss_13: 0.0734 - dense_1_loss_14: 0.0779 - dense_1_loss_15: 0.0854 - dense_1_loss_16: 0.0892 - dense_1_loss_17: 0.0888 - dense_1_loss_18: 0.0800 - dense_1_loss_19: 0.0778 - dense_1_loss_20: 0.0862 - dense_1_loss_21: 0.0896 - dense_1_loss_22: 0.0809 - dense_1_loss_23: 0.0861 - dense_1_loss_24: 0.0823 - dense_1_loss_25: 0.0971 - dense_1_loss_26: 0.0830 - dense_1_loss_27: 0.0942 - dense_1_loss_28: 0.0894 - dense_1_loss_29: 0.1089 - dense_1_loss_30: 0.0000e+00 - dense_1_acc_1: 0.0667 - dense_1_acc_2: 0.5333 - dense_1_acc_3: 0.8167 - dense_1_acc_4: 1.0000 - dense_1_acc_5: 0.9833 - dense_1_acc_6: 1.0000 - dense_1_acc_7: 1.0000 - dense_1_acc_8: 1.0000 - dense_1_acc_9: 1.0000 - dense_1_acc_10: 1.0000 - dense_1_acc_11: 1.0000 - dense_1_acc_12: 1.0000 - dense_1_acc_13: 1.0000 - dense_1_acc_14: 1.0000 - dense_1_acc_15: 1.0000 - dense_1_acc_16: 1.0000 - dense_1_acc_17: 1.0000 - dense_1_acc_18: 1.0000 - dense_1_acc_19: 1.0000 - dense_1_acc_20: 1.0000 - dense_1_acc_21: 1.0000 - dense_1_acc_22: 1.0000 - dense_1_acc_23: 1.0000 - dense_1_acc_24: 1.0000 - dense_1_acc_25: 1.0000 - dense_1_acc_26: 1.0000 - dense_1_acc_27: 1.0000 - dense_1_acc_28: 1.0000 - dense_1_acc_29: 0.9833 - dense_1_acc_30: 0.0000e+00     
Epoch 61/100
60/60 [==============================] - 0s - loss: 8.9866 - dense_1_loss_1: 3.8688 - dense_1_loss_2: 1.8120 - dense_1_loss_3: 0.7560 - dense_1_loss_4: 0.2488 - dense_1_loss_5: 0.1989 - dense_1_loss_6: 0.1331 - dense_1_loss_7: 0.1126 - dense_1_loss_8: 0.1183 - dense_1_loss_9: 0.1005 - dense_1_loss_10: 0.0781 - dense_1_loss_11: 0.0892 - dense_1_loss_12: 0.0751 - dense_1_loss_13: 0.0694 - dense_1_loss_14: 0.0744 - dense_1_loss_15: 0.0806 - dense_1_loss_16: 0.0847 - dense_1_loss_17: 0.0842 - dense_1_loss_18: 0.0761 - dense_1_loss_19: 0.0741 - dense_1_loss_20: 0.0820 - dense_1_loss_21: 0.0845 - dense_1_loss_22: 0.0767 - dense_1_loss_23: 0.0816 - dense_1_loss_24: 0.0778 - dense_1_loss_25: 0.0912 - dense_1_loss_26: 0.0792 - dense_1_loss_27: 0.0894 - dense_1_loss_28: 0.0860 - dense_1_loss_29: 0.1032 - dense_1_loss_30: 0.0000e+00 - dense_1_acc_1: 0.0667 - dense_1_acc_2: 0.5333 - dense_1_acc_3: 0.8167 - dense_1_acc_4: 1.0000 - dense_1_acc_5: 0.9833 - dense_1_acc_6: 1.0000 - dense_1_acc_7: 1.0000 - dense_1_acc_8: 1.0000 - dense_1_acc_9: 1.0000 - dense_1_acc_10: 1.0000 - dense_1_acc_11: 1.0000 - dense_1_acc_12: 1.0000 - dense_1_acc_13: 1.0000 - dense_1_acc_14: 1.0000 - dense_1_acc_15: 1.0000 - dense_1_acc_16: 1.0000 - dense_1_acc_17: 1.0000 - dense_1_acc_18: 1.0000 - dense_1_acc_19: 1.0000 - dense_1_acc_20: 1.0000 - dense_1_acc_21: 1.0000 - dense_1_acc_22: 1.0000 - dense_1_acc_23: 1.0000 - dense_1_acc_24: 1.0000 - dense_1_acc_25: 1.0000 - dense_1_acc_26: 1.0000 - dense_1_acc_27: 1.0000 - dense_1_acc_28: 1.0000 - dense_1_acc_29: 1.0000 - dense_1_acc_30: 0.0000e+00     
Epoch 62/100
60/60 [==============================] - 0s - loss: 8.8198 - dense_1_loss_1: 3.8650 - dense_1_loss_2: 1.7855 - dense_1_loss_3: 0.7373 - dense_1_loss_4: 0.2380 - dense_1_loss_5: 0.1899 - dense_1_loss_6: 0.1274 - dense_1_loss_7: 0.1066 - dense_1_loss_8: 0.1129 - dense_1_loss_9: 0.0953 - dense_1_loss_10: 0.0742 - dense_1_loss_11: 0.0851 - dense_1_loss_12: 0.0716 - dense_1_loss_13: 0.0662 - dense_1_loss_14: 0.0710 - dense_1_loss_15: 0.0768 - dense_1_loss_16: 0.0810 - dense_1_loss_17: 0.0797 - dense_1_loss_18: 0.0729 - dense_1_loss_19: 0.0708 - dense_1_loss_20: 0.0779 - dense_1_loss_21: 0.0807 - dense_1_loss_22: 0.0733 - dense_1_loss_23: 0.0776 - dense_1_loss_24: 0.0740 - dense_1_loss_25: 0.0872 - dense_1_loss_26: 0.0754 - dense_1_loss_27: 0.0854 - dense_1_loss_28: 0.0821 - dense_1_loss_29: 0.0989 - dense_1_loss_30: 0.0000e+00 - dense_1_acc_1: 0.0667 - dense_1_acc_2: 0.5333 - dense_1_acc_3: 0.8167 - dense_1_acc_4: 1.0000 - dense_1_acc_5: 0.9833 - dense_1_acc_6: 1.0000 - dense_1_acc_7: 1.0000 - dense_1_acc_8: 1.0000 - dense_1_acc_9: 1.0000 - dense_1_acc_10: 1.0000 - dense_1_acc_11: 1.0000 - dense_1_acc_12: 1.0000 - dense_1_acc_13: 1.0000 - dense_1_acc_14: 1.0000 - dense_1_acc_15: 1.0000 - dense_1_acc_16: 1.0000 - dense_1_acc_17: 1.0000 - dense_1_acc_18: 1.0000 - dense_1_acc_19: 1.0000 - dense_1_acc_20: 1.0000 - dense_1_acc_21: 1.0000 - dense_1_acc_22: 1.0000 - dense_1_acc_23: 1.0000 - dense_1_acc_24: 1.0000 - dense_1_acc_25: 1.0000 - dense_1_acc_26: 1.0000 - dense_1_acc_27: 1.0000 - dense_1_acc_28: 1.0000 - dense_1_acc_29: 1.0000 - dense_1_acc_30: 0.0000e+00     
Epoch 63/100
60/60 [==============================] - 0s - loss: 8.6601 - dense_1_loss_1: 3.8614 - dense_1_loss_2: 1.7613 - dense_1_loss_3: 0.7190 - dense_1_loss_4: 0.2277 - dense_1_loss_5: 0.1811 - dense_1_loss_6: 0.1226 - dense_1_loss_7: 0.1013 - dense_1_loss_8: 0.1077 - dense_1_loss_9: 0.0902 - dense_1_loss_10: 0.0709 - dense_1_loss_11: 0.0808 - dense_1_loss_12: 0.0682 - dense_1_loss_13: 0.0632 - dense_1_loss_14: 0.0679 - dense_1_loss_15: 0.0731 - dense_1_loss_16: 0.0773 - dense_1_loss_17: 0.0754 - dense_1_loss_18: 0.0697 - dense_1_loss_19: 0.0673 - dense_1_loss_20: 0.0740 - dense_1_loss_21: 0.0769 - dense_1_loss_22: 0.0697 - dense_1_loss_23: 0.0738 - dense_1_loss_24: 0.0703 - dense_1_loss_25: 0.0835 - dense_1_loss_26: 0.0714 - dense_1_loss_27: 0.0816 - dense_1_loss_28: 0.0782 - dense_1_loss_29: 0.0947 - dense_1_loss_30: 0.0000e+00 - dense_1_acc_1: 0.0667 - dense_1_acc_2: 0.5333 - dense_1_acc_3: 0.8333 - dense_1_acc_4: 1.0000 - dense_1_acc_5: 0.9833 - dense_1_acc_6: 1.0000 - dense_1_acc_7: 1.0000 - dense_1_acc_8: 1.0000 - dense_1_acc_9: 1.0000 - dense_1_acc_10: 1.0000 - dense_1_acc_11: 1.0000 - dense_1_acc_12: 1.0000 - dense_1_acc_13: 1.0000 - dense_1_acc_14: 1.0000 - dense_1_acc_15: 1.0000 - dense_1_acc_16: 1.0000 - dense_1_acc_17: 1.0000 - dense_1_acc_18: 1.0000 - dense_1_acc_19: 1.0000 - dense_1_acc_20: 1.0000 - dense_1_acc_21: 1.0000 - dense_1_acc_22: 1.0000 - dense_1_acc_23: 1.0000 - dense_1_acc_24: 1.0000 - dense_1_acc_25: 1.0000 - dense_1_acc_26: 1.0000 - dense_1_acc_27: 1.0000 - dense_1_acc_28: 1.0000 - dense_1_acc_29: 1.0000 - dense_1_acc_30: 0.0000e+00     
Epoch 64/100
60/60 [==============================] - 0s - loss: 8.5091 - dense_1_loss_1: 3.8576 - dense_1_loss_2: 1.7377 - dense_1_loss_3: 0.7013 - dense_1_loss_4: 0.2181 - dense_1_loss_5: 0.1724 - dense_1_loss_6: 0.1177 - dense_1_loss_7: 0.0964 - dense_1_loss_8: 0.1027 - dense_1_loss_9: 0.0853 - dense_1_loss_10: 0.0680 - dense_1_loss_11: 0.0767 - dense_1_loss_12: 0.0649 - dense_1_loss_13: 0.0605 - dense_1_loss_14: 0.0649 - dense_1_loss_15: 0.0699 - dense_1_loss_16: 0.0737 - dense_1_loss_17: 0.0721 - dense_1_loss_18: 0.0667 - dense_1_loss_19: 0.0642 - dense_1_loss_20: 0.0705 - dense_1_loss_21: 0.0733 - dense_1_loss_22: 0.0666 - dense_1_loss_23: 0.0704 - dense_1_loss_24: 0.0672 - dense_1_loss_25: 0.0797 - dense_1_loss_26: 0.0680 - dense_1_loss_27: 0.0776 - dense_1_loss_28: 0.0748 - dense_1_loss_29: 0.0903 - dense_1_loss_30: 0.0000e+00 - dense_1_acc_1: 0.0667 - dense_1_acc_2: 0.5500 - dense_1_acc_3: 0.8333 - dense_1_acc_4: 1.0000 - dense_1_acc_5: 0.9833 - dense_1_acc_6: 1.0000 - dense_1_acc_7: 1.0000 - dense_1_acc_8: 1.0000 - dense_1_acc_9: 1.0000 - dense_1_acc_10: 1.0000 - dense_1_acc_11: 1.0000 - dense_1_acc_12: 1.0000 - dense_1_acc_13: 1.0000 - dense_1_acc_14: 1.0000 - dense_1_acc_15: 1.0000 - dense_1_acc_16: 1.0000 - dense_1_acc_17: 1.0000 - dense_1_acc_18: 1.0000 - dense_1_acc_19: 1.0000 - dense_1_acc_20: 1.0000 - dense_1_acc_21: 1.0000 - dense_1_acc_22: 1.0000 - dense_1_acc_23: 1.0000 - dense_1_acc_24: 1.0000 - dense_1_acc_25: 1.0000 - dense_1_acc_26: 1.0000 - dense_1_acc_27: 1.0000 - dense_1_acc_28: 1.0000 - dense_1_acc_29: 1.0000 - dense_1_acc_30: 0.0000e+00     
Epoch 65/100
60/60 [==============================] - 0s - loss: 8.3724 - dense_1_loss_1: 3.8541 - dense_1_loss_2: 1.7140 - dense_1_loss_3: 0.6855 - dense_1_loss_4: 0.2095 - dense_1_loss_5: 0.1653 - dense_1_loss_6: 0.1132 - dense_1_loss_7: 0.0924 - dense_1_loss_8: 0.0986 - dense_1_loss_9: 0.0816 - dense_1_loss_10: 0.0651 - dense_1_loss_11: 0.0734 - dense_1_loss_12: 0.0620 - dense_1_loss_13: 0.0578 - dense_1_loss_14: 0.0623 - dense_1_loss_15: 0.0672 - dense_1_loss_16: 0.0706 - dense_1_loss_17: 0.0690 - dense_1_loss_18: 0.0640 - dense_1_loss_19: 0.0615 - dense_1_loss_20: 0.0673 - dense_1_loss_21: 0.0701 - dense_1_loss_22: 0.0637 - dense_1_loss_23: 0.0671 - dense_1_loss_24: 0.0643 - dense_1_loss_25: 0.0763 - dense_1_loss_26: 0.0648 - dense_1_loss_27: 0.0741 - dense_1_loss_28: 0.0711 - dense_1_loss_29: 0.0866 - dense_1_loss_30: 0.0000e+00 - dense_1_acc_1: 0.0667 - dense_1_acc_2: 0.5500 - dense_1_acc_3: 0.8500 - dense_1_acc_4: 1.0000 - dense_1_acc_5: 0.9833 - dense_1_acc_6: 1.0000 - dense_1_acc_7: 1.0000 - dense_1_acc_8: 1.0000 - dense_1_acc_9: 1.0000 - dense_1_acc_10: 1.0000 - dense_1_acc_11: 1.0000 - dense_1_acc_12: 1.0000 - dense_1_acc_13: 1.0000 - dense_1_acc_14: 1.0000 - dense_1_acc_15: 1.0000 - dense_1_acc_16: 1.0000 - dense_1_acc_17: 1.0000 - dense_1_acc_18: 1.0000 - dense_1_acc_19: 1.0000 - dense_1_acc_20: 1.0000 - dense_1_acc_21: 1.0000 - dense_1_acc_22: 1.0000 - dense_1_acc_23: 1.0000 - dense_1_acc_24: 1.0000 - dense_1_acc_25: 1.0000 - dense_1_acc_26: 1.0000 - dense_1_acc_27: 1.0000 - dense_1_acc_28: 1.0000 - dense_1_acc_29: 1.0000 - dense_1_acc_30: 0.0000e+00     
Epoch 66/100
60/60 [==============================] - 0s - loss: 8.2399 - dense_1_loss_1: 3.8505 - dense_1_loss_2: 1.6913 - dense_1_loss_3: 0.6694 - dense_1_loss_4: 0.2014 - dense_1_loss_5: 0.1583 - dense_1_loss_6: 0.1090 - dense_1_loss_7: 0.0886 - dense_1_loss_8: 0.0945 - dense_1_loss_9: 0.0780 - dense_1_loss_10: 0.0622 - dense_1_loss_11: 0.0703 - dense_1_loss_12: 0.0593 - dense_1_loss_13: 0.0552 - dense_1_loss_14: 0.0595 - dense_1_loss_15: 0.0643 - dense_1_loss_16: 0.0676 - dense_1_loss_17: 0.0660 - dense_1_loss_18: 0.0611 - dense_1_loss_19: 0.0589 - dense_1_loss_20: 0.0644 - dense_1_loss_21: 0.0672 - dense_1_loss_22: 0.0607 - dense_1_loss_23: 0.0639 - dense_1_loss_24: 0.0616 - dense_1_loss_25: 0.0731 - dense_1_loss_26: 0.0621 - dense_1_loss_27: 0.0707 - dense_1_loss_28: 0.0679 - dense_1_loss_29: 0.0828 - dense_1_loss_30: 0.0000e+00 - dense_1_acc_1: 0.0667 - dense_1_acc_2: 0.5500 - dense_1_acc_3: 0.8500 - dense_1_acc_4: 1.0000 - dense_1_acc_5: 0.9833 - dense_1_acc_6: 1.0000 - dense_1_acc_7: 1.0000 - dense_1_acc_8: 1.0000 - dense_1_acc_9: 1.0000 - dense_1_acc_10: 1.0000 - dense_1_acc_11: 1.0000 - dense_1_acc_12: 1.0000 - dense_1_acc_13: 1.0000 - dense_1_acc_14: 1.0000 - dense_1_acc_15: 1.0000 - dense_1_acc_16: 1.0000 - dense_1_acc_17: 1.0000 - dense_1_acc_18: 1.0000 - dense_1_acc_19: 1.0000 - dense_1_acc_20: 1.0000 - dense_1_acc_21: 1.0000 - dense_1_acc_22: 1.0000 - dense_1_acc_23: 1.0000 - dense_1_acc_24: 1.0000 - dense_1_acc_25: 1.0000 - dense_1_acc_26: 1.0000 - dense_1_acc_27: 1.0000 - dense_1_acc_28: 1.0000 - dense_1_acc_29: 1.0000 - dense_1_acc_30: 0.0000e+00     
Epoch 67/100
60/60 [==============================] - 0s - loss: 8.1185 - dense_1_loss_1: 3.8468 - dense_1_loss_2: 1.6689 - dense_1_loss_3: 0.6546 - dense_1_loss_4: 0.1942 - dense_1_loss_5: 0.1527 - dense_1_loss_6: 0.1054 - dense_1_loss_7: 0.0852 - dense_1_loss_8: 0.0910 - dense_1_loss_9: 0.0751 - dense_1_loss_10: 0.0597 - dense_1_loss_11: 0.0674 - dense_1_loss_12: 0.0570 - dense_1_loss_13: 0.0529 - dense_1_loss_14: 0.0572 - dense_1_loss_15: 0.0616 - dense_1_loss_16: 0.0648 - dense_1_loss_17: 0.0633 - dense_1_loss_18: 0.0586 - dense_1_loss_19: 0.0564 - dense_1_loss_20: 0.0619 - dense_1_loss_21: 0.0644 - dense_1_loss_22: 0.0579 - dense_1_loss_23: 0.0610 - dense_1_loss_24: 0.0590 - dense_1_loss_25: 0.0698 - dense_1_loss_26: 0.0598 - dense_1_loss_27: 0.0678 - dense_1_loss_28: 0.0654 - dense_1_loss_29: 0.0791 - dense_1_loss_30: 0.0000e+00 - dense_1_acc_1: 0.0667 - dense_1_acc_2: 0.5500 - dense_1_acc_3: 0.8500 - dense_1_acc_4: 1.0000 - dense_1_acc_5: 0.9833 - dense_1_acc_6: 1.0000 - dense_1_acc_7: 1.0000 - dense_1_acc_8: 1.0000 - dense_1_acc_9: 1.0000 - dense_1_acc_10: 1.0000 - dense_1_acc_11: 1.0000 - dense_1_acc_12: 1.0000 - dense_1_acc_13: 1.0000 - dense_1_acc_14: 1.0000 - dense_1_acc_15: 1.0000 - dense_1_acc_16: 1.0000 - dense_1_acc_17: 1.0000 - dense_1_acc_18: 1.0000 - dense_1_acc_19: 1.0000 - dense_1_acc_20: 1.0000 - dense_1_acc_21: 1.0000 - dense_1_acc_22: 1.0000 - dense_1_acc_23: 1.0000 - dense_1_acc_24: 1.0000 - dense_1_acc_25: 1.0000 - dense_1_acc_26: 1.0000 - dense_1_acc_27: 1.0000 - dense_1_acc_28: 1.0000 - dense_1_acc_29: 1.0000 - dense_1_acc_30: 0.0000e+00     
Epoch 68/100
60/60 [==============================] - 0s - loss: 8.0030 - dense_1_loss_1: 3.8433 - dense_1_loss_2: 1.6471 - dense_1_loss_3: 0.6396 - dense_1_loss_4: 0.1873 - dense_1_loss_5: 0.1464 - dense_1_loss_6: 0.1018 - dense_1_loss_7: 0.0816 - dense_1_loss_8: 0.0875 - dense_1_loss_9: 0.0719 - dense_1_loss_10: 0.0573 - dense_1_loss_11: 0.0648 - dense_1_loss_12: 0.0549 - dense_1_loss_13: 0.0506 - dense_1_loss_14: 0.0551 - dense_1_loss_15: 0.0590 - dense_1_loss_16: 0.0623 - dense_1_loss_17: 0.0607 - dense_1_loss_18: 0.0563 - dense_1_loss_19: 0.0541 - dense_1_loss_20: 0.0596 - dense_1_loss_21: 0.0618 - dense_1_loss_22: 0.0556 - dense_1_loss_23: 0.0585 - dense_1_loss_24: 0.0567 - dense_1_loss_25: 0.0669 - dense_1_loss_26: 0.0579 - dense_1_loss_27: 0.0650 - dense_1_loss_28: 0.0630 - dense_1_loss_29: 0.0765 - dense_1_loss_30: 0.0000e+00 - dense_1_acc_1: 0.0667 - dense_1_acc_2: 0.5500 - dense_1_acc_3: 0.8500 - dense_1_acc_4: 1.0000 - dense_1_acc_5: 0.9833 - dense_1_acc_6: 1.0000 - dense_1_acc_7: 1.0000 - dense_1_acc_8: 1.0000 - dense_1_acc_9: 1.0000 - dense_1_acc_10: 1.0000 - dense_1_acc_11: 1.0000 - dense_1_acc_12: 1.0000 - dense_1_acc_13: 1.0000 - dense_1_acc_14: 1.0000 - dense_1_acc_15: 1.0000 - dense_1_acc_16: 1.0000 - dense_1_acc_17: 1.0000 - dense_1_acc_18: 1.0000 - dense_1_acc_19: 1.0000 - dense_1_acc_20: 1.0000 - dense_1_acc_21: 1.0000 - dense_1_acc_22: 1.0000 - dense_1_acc_23: 1.0000 - dense_1_acc_24: 1.0000 - dense_1_acc_25: 1.0000 - dense_1_acc_26: 1.0000 - dense_1_acc_27: 1.0000 - dense_1_acc_28: 1.0000 - dense_1_acc_29: 1.0000 - dense_1_acc_30: 0.0000e+00     
Epoch 69/100
60/60 [==============================] - 0s - loss: 7.8925 - dense_1_loss_1: 3.8398 - dense_1_loss_2: 1.6268 - dense_1_loss_3: 0.6263 - dense_1_loss_4: 0.1807 - dense_1_loss_5: 0.1404 - dense_1_loss_6: 0.0980 - dense_1_loss_7: 0.0784 - dense_1_loss_8: 0.0838 - dense_1_loss_9: 0.0688 - dense_1_loss_10: 0.0550 - dense_1_loss_11: 0.0620 - dense_1_loss_12: 0.0528 - dense_1_loss_13: 0.0485 - dense_1_loss_14: 0.0529 - dense_1_loss_15: 0.0567 - dense_1_loss_16: 0.0600 - dense_1_loss_17: 0.0581 - dense_1_loss_18: 0.0542 - dense_1_loss_19: 0.0517 - dense_1_loss_20: 0.0573 - dense_1_loss_21: 0.0595 - dense_1_loss_22: 0.0535 - dense_1_loss_23: 0.0560 - dense_1_loss_24: 0.0546 - dense_1_loss_25: 0.0640 - dense_1_loss_26: 0.0556 - dense_1_loss_27: 0.0626 - dense_1_loss_28: 0.0606 - dense_1_loss_29: 0.0738 - dense_1_loss_30: 0.0000e+00 - dense_1_acc_1: 0.0667 - dense_1_acc_2: 0.5500 - dense_1_acc_3: 0.8500 - dense_1_acc_4: 1.0000 - dense_1_acc_5: 0.9833 - dense_1_acc_6: 1.0000 - dense_1_acc_7: 1.0000 - dense_1_acc_8: 1.0000 - dense_1_acc_9: 1.0000 - dense_1_acc_10: 1.0000 - dense_1_acc_11: 1.0000 - dense_1_acc_12: 1.0000 - dense_1_acc_13: 1.0000 - dense_1_acc_14: 1.0000 - dense_1_acc_15: 1.0000 - dense_1_acc_16: 1.0000 - dense_1_acc_17: 1.0000 - dense_1_acc_18: 1.0000 - dense_1_acc_19: 1.0000 - dense_1_acc_20: 1.0000 - dense_1_acc_21: 1.0000 - dense_1_acc_22: 1.0000 - dense_1_acc_23: 1.0000 - dense_1_acc_24: 1.0000 - dense_1_acc_25: 1.0000 - dense_1_acc_26: 1.0000 - dense_1_acc_27: 1.0000 - dense_1_acc_28: 1.0000 - dense_1_acc_29: 1.0000 - dense_1_acc_30: 0.0000e+00     
Epoch 70/100
60/60 [==============================] - 0s - loss: 7.7879 - dense_1_loss_1: 3.8364 - dense_1_loss_2: 1.6057 - dense_1_loss_3: 0.6123 - dense_1_loss_4: 0.1744 - dense_1_loss_5: 0.1353 - dense_1_loss_6: 0.0945 - dense_1_loss_7: 0.0755 - dense_1_loss_8: 0.0806 - dense_1_loss_9: 0.0660 - dense_1_loss_10: 0.0530 - dense_1_loss_11: 0.0595 - dense_1_loss_12: 0.0510 - dense_1_loss_13: 0.0466 - dense_1_loss_14: 0.0510 - dense_1_loss_15: 0.0546 - dense_1_loss_16: 0.0576 - dense_1_loss_17: 0.0560 - dense_1_loss_18: 0.0522 - dense_1_loss_19: 0.0498 - dense_1_loss_20: 0.0552 - dense_1_loss_21: 0.0572 - dense_1_loss_22: 0.0517 - dense_1_loss_23: 0.0538 - dense_1_loss_24: 0.0527 - dense_1_loss_25: 0.0617 - dense_1_loss_26: 0.0536 - dense_1_loss_27: 0.0603 - dense_1_loss_28: 0.0586 - dense_1_loss_29: 0.0713 - dense_1_loss_30: 0.0000e+00 - dense_1_acc_1: 0.0667 - dense_1_acc_2: 0.5667 - dense_1_acc_3: 0.8500 - dense_1_acc_4: 1.0000 - dense_1_acc_5: 0.9833 - dense_1_acc_6: 1.0000 - dense_1_acc_7: 1.0000 - dense_1_acc_8: 1.0000 - dense_1_acc_9: 1.0000 - dense_1_acc_10: 1.0000 - dense_1_acc_11: 1.0000 - dense_1_acc_12: 1.0000 - dense_1_acc_13: 1.0000 - dense_1_acc_14: 1.0000 - dense_1_acc_15: 1.0000 - dense_1_acc_16: 1.0000 - dense_1_acc_17: 1.0000 - dense_1_acc_18: 1.0000 - dense_1_acc_19: 1.0000 - dense_1_acc_20: 1.0000 - dense_1_acc_21: 1.0000 - dense_1_acc_22: 1.0000 - dense_1_acc_23: 1.0000 - dense_1_acc_24: 1.0000 - dense_1_acc_25: 1.0000 - dense_1_acc_26: 1.0000 - dense_1_acc_27: 1.0000 - dense_1_acc_28: 1.0000 - dense_1_acc_29: 1.0000 - dense_1_acc_30: 0.0000e+00     
Epoch 71/100
60/60 [==============================] - 0s - loss: 7.6904 - dense_1_loss_1: 3.8330 - dense_1_loss_2: 1.5864 - dense_1_loss_3: 0.5998 - dense_1_loss_4: 0.1681 - dense_1_loss_5: 0.1305 - dense_1_loss_6: 0.0915 - dense_1_loss_7: 0.0728 - dense_1_loss_8: 0.0779 - dense_1_loss_9: 0.0635 - dense_1_loss_10: 0.0512 - dense_1_loss_11: 0.0574 - dense_1_loss_12: 0.0493 - dense_1_loss_13: 0.0450 - dense_1_loss_14: 0.0492 - dense_1_loss_15: 0.0526 - dense_1_loss_16: 0.0555 - dense_1_loss_17: 0.0538 - dense_1_loss_18: 0.0503 - dense_1_loss_19: 0.0481 - dense_1_loss_20: 0.0531 - dense_1_loss_21: 0.0550 - dense_1_loss_22: 0.0498 - dense_1_loss_23: 0.0518 - dense_1_loss_24: 0.0508 - dense_1_loss_25: 0.0594 - dense_1_loss_26: 0.0515 - dense_1_loss_27: 0.0581 - dense_1_loss_28: 0.0563 - dense_1_loss_29: 0.0688 - dense_1_loss_30: 0.0000e+00 - dense_1_acc_1: 0.0667 - dense_1_acc_2: 0.5667 - dense_1_acc_3: 0.8500 - dense_1_acc_4: 1.0000 - dense_1_acc_5: 0.9833 - dense_1_acc_6: 1.0000 - dense_1_acc_7: 1.0000 - dense_1_acc_8: 1.0000 - dense_1_acc_9: 1.0000 - dense_1_acc_10: 1.0000 - dense_1_acc_11: 1.0000 - dense_1_acc_12: 1.0000 - dense_1_acc_13: 1.0000 - dense_1_acc_14: 1.0000 - dense_1_acc_15: 1.0000 - dense_1_acc_16: 1.0000 - dense_1_acc_17: 1.0000 - dense_1_acc_18: 1.0000 - dense_1_acc_19: 1.0000 - dense_1_acc_20: 1.0000 - dense_1_acc_21: 1.0000 - dense_1_acc_22: 1.0000 - dense_1_acc_23: 1.0000 - dense_1_acc_24: 1.0000 - dense_1_acc_25: 1.0000 - dense_1_acc_26: 1.0000 - dense_1_acc_27: 1.0000 - dense_1_acc_28: 1.0000 - dense_1_acc_29: 1.0000 - dense_1_acc_30: 0.0000e+00     
Epoch 72/100
60/60 [==============================] - 0s - loss: 7.5958 - dense_1_loss_1: 3.8298 - dense_1_loss_2: 1.5664 - dense_1_loss_3: 0.5871 - dense_1_loss_4: 0.1632 - dense_1_loss_5: 0.1258 - dense_1_loss_6: 0.0886 - dense_1_loss_7: 0.0701 - dense_1_loss_8: 0.0753 - dense_1_loss_9: 0.0610 - dense_1_loss_10: 0.0495 - dense_1_loss_11: 0.0553 - dense_1_loss_12: 0.0476 - dense_1_loss_13: 0.0435 - dense_1_loss_14: 0.0477 - dense_1_loss_15: 0.0508 - dense_1_loss_16: 0.0535 - dense_1_loss_17: 0.0519 - dense_1_loss_18: 0.0486 - dense_1_loss_19: 0.0465 - dense_1_loss_20: 0.0511 - dense_1_loss_21: 0.0528 - dense_1_loss_22: 0.0480 - dense_1_loss_23: 0.0500 - dense_1_loss_24: 0.0490 - dense_1_loss_25: 0.0572 - dense_1_loss_26: 0.0494 - dense_1_loss_27: 0.0559 - dense_1_loss_28: 0.0542 - dense_1_loss_29: 0.0661 - dense_1_loss_30: 0.0000e+00 - dense_1_acc_1: 0.0667 - dense_1_acc_2: 0.5667 - dense_1_acc_3: 0.8500 - dense_1_acc_4: 1.0000 - dense_1_acc_5: 0.9833 - dense_1_acc_6: 1.0000 - dense_1_acc_7: 1.0000 - dense_1_acc_8: 1.0000 - dense_1_acc_9: 1.0000 - dense_1_acc_10: 1.0000 - dense_1_acc_11: 1.0000 - dense_1_acc_12: 1.0000 - dense_1_acc_13: 1.0000 - dense_1_acc_14: 1.0000 - dense_1_acc_15: 1.0000 - dense_1_acc_16: 1.0000 - dense_1_acc_17: 1.0000 - dense_1_acc_18: 1.0000 - dense_1_acc_19: 1.0000 - dense_1_acc_20: 1.0000 - dense_1_acc_21: 1.0000 - dense_1_acc_22: 1.0000 - dense_1_acc_23: 1.0000 - dense_1_acc_24: 1.0000 - dense_1_acc_25: 1.0000 - dense_1_acc_26: 1.0000 - dense_1_acc_27: 1.0000 - dense_1_acc_28: 1.0000 - dense_1_acc_29: 1.0000 - dense_1_acc_30: 0.0000e+00     
Epoch 73/100
60/60 [==============================] - 0s - loss: 7.5088 - dense_1_loss_1: 3.8262 - dense_1_loss_2: 1.5483 - dense_1_loss_3: 0.5755 - dense_1_loss_4: 0.1583 - dense_1_loss_5: 0.1217 - dense_1_loss_6: 0.0860 - dense_1_loss_7: 0.0677 - dense_1_loss_8: 0.0728 - dense_1_loss_9: 0.0589 - dense_1_loss_10: 0.0478 - dense_1_loss_11: 0.0534 - dense_1_loss_12: 0.0459 - dense_1_loss_13: 0.0421 - dense_1_loss_14: 0.0460 - dense_1_loss_15: 0.0491 - dense_1_loss_16: 0.0518 - dense_1_loss_17: 0.0502 - dense_1_loss_18: 0.0469 - dense_1_loss_19: 0.0450 - dense_1_loss_20: 0.0493 - dense_1_loss_21: 0.0508 - dense_1_loss_22: 0.0464 - dense_1_loss_23: 0.0481 - dense_1_loss_24: 0.0472 - dense_1_loss_25: 0.0553 - dense_1_loss_26: 0.0477 - dense_1_loss_27: 0.0540 - dense_1_loss_28: 0.0523 - dense_1_loss_29: 0.0639 - dense_1_loss_30: 0.0000e+00 - dense_1_acc_1: 0.0667 - dense_1_acc_2: 0.6000 - dense_1_acc_3: 0.8500 - dense_1_acc_4: 1.0000 - dense_1_acc_5: 0.9833 - dense_1_acc_6: 1.0000 - dense_1_acc_7: 1.0000 - dense_1_acc_8: 1.0000 - dense_1_acc_9: 1.0000 - dense_1_acc_10: 1.0000 - dense_1_acc_11: 1.0000 - dense_1_acc_12: 1.0000 - dense_1_acc_13: 1.0000 - dense_1_acc_14: 1.0000 - dense_1_acc_15: 1.0000 - dense_1_acc_16: 1.0000 - dense_1_acc_17: 1.0000 - dense_1_acc_18: 1.0000 - dense_1_acc_19: 1.0000 - dense_1_acc_20: 1.0000 - dense_1_acc_21: 1.0000 - dense_1_acc_22: 1.0000 - dense_1_acc_23: 1.0000 - dense_1_acc_24: 1.0000 - dense_1_acc_25: 1.0000 - dense_1_acc_26: 1.0000 - dense_1_acc_27: 1.0000 - dense_1_acc_28: 1.0000 - dense_1_acc_29: 1.0000 - dense_1_acc_30: 0.0000e+00     
Epoch 74/100
60/60 [==============================] - 0s - loss: 7.4230 - dense_1_loss_1: 3.8228 - dense_1_loss_2: 1.5301 - dense_1_loss_3: 0.5639 - dense_1_loss_4: 0.1532 - dense_1_loss_5: 0.1174 - dense_1_loss_6: 0.0833 - dense_1_loss_7: 0.0653 - dense_1_loss_8: 0.0702 - dense_1_loss_9: 0.0567 - dense_1_loss_10: 0.0462 - dense_1_loss_11: 0.0517 - dense_1_loss_12: 0.0443 - dense_1_loss_13: 0.0407 - dense_1_loss_14: 0.0444 - dense_1_loss_15: 0.0475 - dense_1_loss_16: 0.0500 - dense_1_loss_17: 0.0485 - dense_1_loss_18: 0.0453 - dense_1_loss_19: 0.0435 - dense_1_loss_20: 0.0477 - dense_1_loss_21: 0.0492 - dense_1_loss_22: 0.0448 - dense_1_loss_23: 0.0464 - dense_1_loss_24: 0.0456 - dense_1_loss_25: 0.0532 - dense_1_loss_26: 0.0465 - dense_1_loss_27: 0.0523 - dense_1_loss_28: 0.0505 - dense_1_loss_29: 0.0618 - dense_1_loss_30: 0.0000e+00 - dense_1_acc_1: 0.0667 - dense_1_acc_2: 0.6333 - dense_1_acc_3: 0.8667 - dense_1_acc_4: 1.0000 - dense_1_acc_5: 0.9833 - dense_1_acc_6: 1.0000 - dense_1_acc_7: 1.0000 - dense_1_acc_8: 1.0000 - dense_1_acc_9: 1.0000 - dense_1_acc_10: 1.0000 - dense_1_acc_11: 1.0000 - dense_1_acc_12: 1.0000 - dense_1_acc_13: 1.0000 - dense_1_acc_14: 1.0000 - dense_1_acc_15: 1.0000 - dense_1_acc_16: 1.0000 - dense_1_acc_17: 1.0000 - dense_1_acc_18: 1.0000 - dense_1_acc_19: 1.0000 - dense_1_acc_20: 1.0000 - dense_1_acc_21: 1.0000 - dense_1_acc_22: 1.0000 - dense_1_acc_23: 1.0000 - dense_1_acc_24: 1.0000 - dense_1_acc_25: 1.0000 - dense_1_acc_26: 1.0000 - dense_1_acc_27: 1.0000 - dense_1_acc_28: 1.0000 - dense_1_acc_29: 1.0000 - dense_1_acc_30: 0.0000e+00     
Epoch 75/100
60/60 [==============================] - 0s - loss: 7.3431 - dense_1_loss_1: 3.8199 - dense_1_loss_2: 1.5124 - dense_1_loss_3: 0.5523 - dense_1_loss_4: 0.1486 - dense_1_loss_5: 0.1138 - dense_1_loss_6: 0.0807 - dense_1_loss_7: 0.0632 - dense_1_loss_8: 0.0678 - dense_1_loss_9: 0.0548 - dense_1_loss_10: 0.0446 - dense_1_loss_11: 0.0501 - dense_1_loss_12: 0.0428 - dense_1_loss_13: 0.0394 - dense_1_loss_14: 0.0429 - dense_1_loss_15: 0.0460 - dense_1_loss_16: 0.0483 - dense_1_loss_17: 0.0469 - dense_1_loss_18: 0.0438 - dense_1_loss_19: 0.0420 - dense_1_loss_20: 0.0461 - dense_1_loss_21: 0.0479 - dense_1_loss_22: 0.0433 - dense_1_loss_23: 0.0448 - dense_1_loss_24: 0.0442 - dense_1_loss_25: 0.0515 - dense_1_loss_26: 0.0452 - dense_1_loss_27: 0.0508 - dense_1_loss_28: 0.0490 - dense_1_loss_29: 0.0601 - dense_1_loss_30: 0.0000e+00 - dense_1_acc_1: 0.0667 - dense_1_acc_2: 0.6333 - dense_1_acc_3: 0.8833 - dense_1_acc_4: 1.0000 - dense_1_acc_5: 0.9833 - dense_1_acc_6: 1.0000 - dense_1_acc_7: 1.0000 - dense_1_acc_8: 1.0000 - dense_1_acc_9: 1.0000 - dense_1_acc_10: 1.0000 - dense_1_acc_11: 1.0000 - dense_1_acc_12: 1.0000 - dense_1_acc_13: 1.0000 - dense_1_acc_14: 1.0000 - dense_1_acc_15: 1.0000 - dense_1_acc_16: 1.0000 - dense_1_acc_17: 1.0000 - dense_1_acc_18: 1.0000 - dense_1_acc_19: 1.0000 - dense_1_acc_20: 1.0000 - dense_1_acc_21: 1.0000 - dense_1_acc_22: 1.0000 - dense_1_acc_23: 1.0000 - dense_1_acc_24: 1.0000 - dense_1_acc_25: 1.0000 - dense_1_acc_26: 1.0000 - dense_1_acc_27: 1.0000 - dense_1_acc_28: 1.0000 - dense_1_acc_29: 1.0000 - dense_1_acc_30: 0.0000e+00     
Epoch 76/100
60/60 [==============================] - 0s - loss: 7.2662 - dense_1_loss_1: 3.8166 - dense_1_loss_2: 1.4952 - dense_1_loss_3: 0.5415 - dense_1_loss_4: 0.1444 - dense_1_loss_5: 0.1103 - dense_1_loss_6: 0.0783 - dense_1_loss_7: 0.0612 - dense_1_loss_8: 0.0657 - dense_1_loss_9: 0.0530 - dense_1_loss_10: 0.0433 - dense_1_loss_11: 0.0485 - dense_1_loss_12: 0.0415 - dense_1_loss_13: 0.0382 - dense_1_loss_14: 0.0415 - dense_1_loss_15: 0.0446 - dense_1_loss_16: 0.0467 - dense_1_loss_17: 0.0453 - dense_1_loss_18: 0.0425 - dense_1_loss_19: 0.0406 - dense_1_loss_20: 0.0446 - dense_1_loss_21: 0.0464 - dense_1_loss_22: 0.0418 - dense_1_loss_23: 0.0433 - dense_1_loss_24: 0.0428 - dense_1_loss_25: 0.0500 - dense_1_loss_26: 0.0436 - dense_1_loss_27: 0.0491 - dense_1_loss_28: 0.0474 - dense_1_loss_29: 0.0580 - dense_1_loss_30: 0.0000e+00 - dense_1_acc_1: 0.0667 - dense_1_acc_2: 0.6333 - dense_1_acc_3: 0.8833 - dense_1_acc_4: 1.0000 - dense_1_acc_5: 0.9833 - dense_1_acc_6: 1.0000 - dense_1_acc_7: 1.0000 - dense_1_acc_8: 1.0000 - dense_1_acc_9: 1.0000 - dense_1_acc_10: 1.0000 - dense_1_acc_11: 1.0000 - dense_1_acc_12: 1.0000 - dense_1_acc_13: 1.0000 - dense_1_acc_14: 1.0000 - dense_1_acc_15: 1.0000 - dense_1_acc_16: 1.0000 - dense_1_acc_17: 1.0000 - dense_1_acc_18: 1.0000 - dense_1_acc_19: 1.0000 - dense_1_acc_20: 1.0000 - dense_1_acc_21: 1.0000 - dense_1_acc_22: 1.0000 - dense_1_acc_23: 1.0000 - dense_1_acc_24: 1.0000 - dense_1_acc_25: 1.0000 - dense_1_acc_26: 1.0000 - dense_1_acc_27: 1.0000 - dense_1_acc_28: 1.0000 - dense_1_acc_29: 1.0000 - dense_1_acc_30: 0.0000e+00     
Epoch 77/100
60/60 [==============================] - 0s - loss: 7.1947 - dense_1_loss_1: 3.8135 - dense_1_loss_2: 1.4788 - dense_1_loss_3: 0.5312 - dense_1_loss_4: 0.1405 - dense_1_loss_5: 0.1072 - dense_1_loss_6: 0.0762 - dense_1_loss_7: 0.0594 - dense_1_loss_8: 0.0639 - dense_1_loss_9: 0.0514 - dense_1_loss_10: 0.0422 - dense_1_loss_11: 0.0470 - dense_1_loss_12: 0.0403 - dense_1_loss_13: 0.0371 - dense_1_loss_14: 0.0403 - dense_1_loss_15: 0.0433 - dense_1_loss_16: 0.0453 - dense_1_loss_17: 0.0439 - dense_1_loss_18: 0.0413 - dense_1_loss_19: 0.0394 - dense_1_loss_20: 0.0431 - dense_1_loss_21: 0.0449 - dense_1_loss_22: 0.0405 - dense_1_loss_23: 0.0420 - dense_1_loss_24: 0.0415 - dense_1_loss_25: 0.0484 - dense_1_loss_26: 0.0424 - dense_1_loss_27: 0.0476 - dense_1_loss_28: 0.0460 - dense_1_loss_29: 0.0562 - dense_1_loss_30: 0.0000e+00 - dense_1_acc_1: 0.0667 - dense_1_acc_2: 0.6333 - dense_1_acc_3: 0.9000 - dense_1_acc_4: 1.0000 - dense_1_acc_5: 0.9833 - dense_1_acc_6: 1.0000 - dense_1_acc_7: 1.0000 - dense_1_acc_8: 1.0000 - dense_1_acc_9: 1.0000 - dense_1_acc_10: 1.0000 - dense_1_acc_11: 1.0000 - dense_1_acc_12: 1.0000 - dense_1_acc_13: 1.0000 - dense_1_acc_14: 1.0000 - dense_1_acc_15: 1.0000 - dense_1_acc_16: 1.0000 - dense_1_acc_17: 1.0000 - dense_1_acc_18: 1.0000 - dense_1_acc_19: 1.0000 - dense_1_acc_20: 1.0000 - dense_1_acc_21: 1.0000 - dense_1_acc_22: 1.0000 - dense_1_acc_23: 1.0000 - dense_1_acc_24: 1.0000 - dense_1_acc_25: 1.0000 - dense_1_acc_26: 1.0000 - dense_1_acc_27: 1.0000 - dense_1_acc_28: 1.0000 - dense_1_acc_29: 1.0000 - dense_1_acc_30: 0.0000e+00     
Epoch 78/100
60/60 [==============================] - 0s - loss: 7.1239 - dense_1_loss_1: 3.8102 - dense_1_loss_2: 1.4623 - dense_1_loss_3: 0.5211 - dense_1_loss_4: 0.1368 - dense_1_loss_5: 0.1040 - dense_1_loss_6: 0.0741 - dense_1_loss_7: 0.0576 - dense_1_loss_8: 0.0620 - dense_1_loss_9: 0.0497 - dense_1_loss_10: 0.0410 - dense_1_loss_11: 0.0453 - dense_1_loss_12: 0.0390 - dense_1_loss_13: 0.0361 - dense_1_loss_14: 0.0392 - dense_1_loss_15: 0.0418 - dense_1_loss_16: 0.0439 - dense_1_loss_17: 0.0426 - dense_1_loss_18: 0.0401 - dense_1_loss_19: 0.0382 - dense_1_loss_20: 0.0418 - dense_1_loss_21: 0.0435 - dense_1_loss_22: 0.0393 - dense_1_loss_23: 0.0407 - dense_1_loss_24: 0.0403 - dense_1_loss_25: 0.0469 - dense_1_loss_26: 0.0410 - dense_1_loss_27: 0.0462 - dense_1_loss_28: 0.0447 - dense_1_loss_29: 0.0545 - dense_1_loss_30: 0.0000e+00 - dense_1_acc_1: 0.0667 - dense_1_acc_2: 0.6333 - dense_1_acc_3: 0.9000 - dense_1_acc_4: 1.0000 - dense_1_acc_5: 1.0000 - dense_1_acc_6: 1.0000 - dense_1_acc_7: 1.0000 - dense_1_acc_8: 1.0000 - dense_1_acc_9: 1.0000 - dense_1_acc_10: 1.0000 - dense_1_acc_11: 1.0000 - dense_1_acc_12: 1.0000 - dense_1_acc_13: 1.0000 - dense_1_acc_14: 1.0000 - dense_1_acc_15: 1.0000 - dense_1_acc_16: 1.0000 - dense_1_acc_17: 1.0000 - dense_1_acc_18: 1.0000 - dense_1_acc_19: 1.0000 - dense_1_acc_20: 1.0000 - dense_1_acc_21: 1.0000 - dense_1_acc_22: 1.0000 - dense_1_acc_23: 1.0000 - dense_1_acc_24: 1.0000 - dense_1_acc_25: 1.0000 - dense_1_acc_26: 1.0000 - dense_1_acc_27: 1.0000 - dense_1_acc_28: 1.0000 - dense_1_acc_29: 1.0000 - dense_1_acc_30: 0.0000e+00     
Epoch 79/100
60/60 [==============================] - 0s - loss: 7.0546 - dense_1_loss_1: 3.8073 - dense_1_loss_2: 1.4468 - dense_1_loss_3: 0.5099 - dense_1_loss_4: 0.1331 - dense_1_loss_5: 0.1005 - dense_1_loss_6: 0.0720 - dense_1_loss_7: 0.0557 - dense_1_loss_8: 0.0601 - dense_1_loss_9: 0.0480 - dense_1_loss_10: 0.0399 - dense_1_loss_11: 0.0440 - dense_1_loss_12: 0.0379 - dense_1_loss_13: 0.0350 - dense_1_loss_14: 0.0381 - dense_1_loss_15: 0.0406 - dense_1_loss_16: 0.0427 - dense_1_loss_17: 0.0412 - dense_1_loss_18: 0.0389 - dense_1_loss_19: 0.0370 - dense_1_loss_20: 0.0405 - dense_1_loss_21: 0.0423 - dense_1_loss_22: 0.0381 - dense_1_loss_23: 0.0395 - dense_1_loss_24: 0.0391 - dense_1_loss_25: 0.0457 - dense_1_loss_26: 0.0396 - dense_1_loss_27: 0.0450 - dense_1_loss_28: 0.0436 - dense_1_loss_29: 0.0527 - dense_1_loss_30: 0.0000e+00 - dense_1_acc_1: 0.0667 - dense_1_acc_2: 0.6333 - dense_1_acc_3: 0.9000 - dense_1_acc_4: 1.0000 - dense_1_acc_5: 1.0000 - dense_1_acc_6: 1.0000 - dense_1_acc_7: 1.0000 - dense_1_acc_8: 1.0000 - dense_1_acc_9: 1.0000 - dense_1_acc_10: 1.0000 - dense_1_acc_11: 1.0000 - dense_1_acc_12: 1.0000 - dense_1_acc_13: 1.0000 - dense_1_acc_14: 1.0000 - dense_1_acc_15: 1.0000 - dense_1_acc_16: 1.0000 - dense_1_acc_17: 1.0000 - dense_1_acc_18: 1.0000 - dense_1_acc_19: 1.0000 - dense_1_acc_20: 1.0000 - dense_1_acc_21: 1.0000 - dense_1_acc_22: 1.0000 - dense_1_acc_23: 1.0000 - dense_1_acc_24: 1.0000 - dense_1_acc_25: 1.0000 - dense_1_acc_26: 1.0000 - dense_1_acc_27: 1.0000 - dense_1_acc_28: 1.0000 - dense_1_acc_29: 1.0000 - dense_1_acc_30: 0.0000e+00     
Epoch 80/100
60/60 [==============================] - 0s - loss: 6.9909 - dense_1_loss_1: 3.8041 - dense_1_loss_2: 1.4312 - dense_1_loss_3: 0.5008 - dense_1_loss_4: 0.1300 - dense_1_loss_5: 0.0979 - dense_1_loss_6: 0.0703 - dense_1_loss_7: 0.0542 - dense_1_loss_8: 0.0585 - dense_1_loss_9: 0.0468 - dense_1_loss_10: 0.0388 - dense_1_loss_11: 0.0428 - dense_1_loss_12: 0.0369 - dense_1_loss_13: 0.0340 - dense_1_loss_14: 0.0370 - dense_1_loss_15: 0.0394 - dense_1_loss_16: 0.0415 - dense_1_loss_17: 0.0399 - dense_1_loss_18: 0.0379 - dense_1_loss_19: 0.0359 - dense_1_loss_20: 0.0393 - dense_1_loss_21: 0.0410 - dense_1_loss_22: 0.0370 - dense_1_loss_23: 0.0383 - dense_1_loss_24: 0.0380 - dense_1_loss_25: 0.0444 - dense_1_loss_26: 0.0383 - dense_1_loss_27: 0.0438 - dense_1_loss_28: 0.0423 - dense_1_loss_29: 0.0508 - dense_1_loss_30: 0.0000e+00 - dense_1_acc_1: 0.0667 - dense_1_acc_2: 0.6333 - dense_1_acc_3: 0.9000 - dense_1_acc_4: 1.0000 - dense_1_acc_5: 1.0000 - dense_1_acc_6: 1.0000 - dense_1_acc_7: 1.0000 - dense_1_acc_8: 1.0000 - dense_1_acc_9: 1.0000 - dense_1_acc_10: 1.0000 - dense_1_acc_11: 1.0000 - dense_1_acc_12: 1.0000 - dense_1_acc_13: 1.0000 - dense_1_acc_14: 1.0000 - dense_1_acc_15: 1.0000 - dense_1_acc_16: 1.0000 - dense_1_acc_17: 1.0000 - dense_1_acc_18: 1.0000 - dense_1_acc_19: 1.0000 - dense_1_acc_20: 1.0000 - dense_1_acc_21: 1.0000 - dense_1_acc_22: 1.0000 - dense_1_acc_23: 1.0000 - dense_1_acc_24: 1.0000 - dense_1_acc_25: 1.0000 - dense_1_acc_26: 1.0000 - dense_1_acc_27: 1.0000 - dense_1_acc_28: 1.0000 - dense_1_acc_29: 1.0000 - dense_1_acc_30: 0.0000e+00     
Epoch 81/100
60/60 [==============================] - 0s - loss: 6.9283 - dense_1_loss_1: 3.8011 - dense_1_loss_2: 1.4161 - dense_1_loss_3: 0.4911 - dense_1_loss_4: 0.1268 - dense_1_loss_5: 0.0949 - dense_1_loss_6: 0.0684 - dense_1_loss_7: 0.0526 - dense_1_loss_8: 0.0568 - dense_1_loss_9: 0.0454 - dense_1_loss_10: 0.0377 - dense_1_loss_11: 0.0417 - dense_1_loss_12: 0.0358 - dense_1_loss_13: 0.0330 - dense_1_loss_14: 0.0359 - dense_1_loss_15: 0.0382 - dense_1_loss_16: 0.0403 - dense_1_loss_17: 0.0387 - dense_1_loss_18: 0.0368 - dense_1_loss_19: 0.0349 - dense_1_loss_20: 0.0381 - dense_1_loss_21: 0.0399 - dense_1_loss_22: 0.0360 - dense_1_loss_23: 0.0371 - dense_1_loss_24: 0.0369 - dense_1_loss_25: 0.0431 - dense_1_loss_26: 0.0373 - dense_1_loss_27: 0.0427 - dense_1_loss_28: 0.0413 - dense_1_loss_29: 0.0496 - dense_1_loss_30: 0.0000e+00 - dense_1_acc_1: 0.0667 - dense_1_acc_2: 0.6500 - dense_1_acc_3: 0.9000 - dense_1_acc_4: 1.0000 - dense_1_acc_5: 1.0000 - dense_1_acc_6: 1.0000 - dense_1_acc_7: 1.0000 - dense_1_acc_8: 1.0000 - dense_1_acc_9: 1.0000 - dense_1_acc_10: 1.0000 - dense_1_acc_11: 1.0000 - dense_1_acc_12: 1.0000 - dense_1_acc_13: 1.0000 - dense_1_acc_14: 1.0000 - dense_1_acc_15: 1.0000 - dense_1_acc_16: 1.0000 - dense_1_acc_17: 1.0000 - dense_1_acc_18: 1.0000 - dense_1_acc_19: 1.0000 - dense_1_acc_20: 1.0000 - dense_1_acc_21: 1.0000 - dense_1_acc_22: 1.0000 - dense_1_acc_23: 1.0000 - dense_1_acc_24: 1.0000 - dense_1_acc_25: 1.0000 - dense_1_acc_26: 1.0000 - dense_1_acc_27: 1.0000 - dense_1_acc_28: 1.0000 - dense_1_acc_29: 1.0000 - dense_1_acc_30: 0.0000e+00     
Epoch 82/100
60/60 [==============================] - 0s - loss: 6.8700 - dense_1_loss_1: 3.7980 - dense_1_loss_2: 1.4018 - dense_1_loss_3: 0.4825 - dense_1_loss_4: 0.1238 - dense_1_loss_5: 0.0926 - dense_1_loss_6: 0.0668 - dense_1_loss_7: 0.0513 - dense_1_loss_8: 0.0553 - dense_1_loss_9: 0.0441 - dense_1_loss_10: 0.0367 - dense_1_loss_11: 0.0406 - dense_1_loss_12: 0.0349 - dense_1_loss_13: 0.0321 - dense_1_loss_14: 0.0350 - dense_1_loss_15: 0.0371 - dense_1_loss_16: 0.0393 - dense_1_loss_17: 0.0377 - dense_1_loss_18: 0.0358 - dense_1_loss_19: 0.0340 - dense_1_loss_20: 0.0371 - dense_1_loss_21: 0.0387 - dense_1_loss_22: 0.0350 - dense_1_loss_23: 0.0361 - dense_1_loss_24: 0.0359 - dense_1_loss_25: 0.0418 - dense_1_loss_26: 0.0364 - dense_1_loss_27: 0.0414 - dense_1_loss_28: 0.0401 - dense_1_loss_29: 0.0482 - dense_1_loss_30: 0.0000e+00 - dense_1_acc_1: 0.0667 - dense_1_acc_2: 0.6500 - dense_1_acc_3: 0.9000 - dense_1_acc_4: 1.0000 - dense_1_acc_5: 1.0000 - dense_1_acc_6: 1.0000 - dense_1_acc_7: 1.0000 - dense_1_acc_8: 1.0000 - dense_1_acc_9: 1.0000 - dense_1_acc_10: 1.0000 - dense_1_acc_11: 1.0000 - dense_1_acc_12: 1.0000 - dense_1_acc_13: 1.0000 - dense_1_acc_14: 1.0000 - dense_1_acc_15: 1.0000 - dense_1_acc_16: 1.0000 - dense_1_acc_17: 1.0000 - dense_1_acc_18: 1.0000 - dense_1_acc_19: 1.0000 - dense_1_acc_20: 1.0000 - dense_1_acc_21: 1.0000 - dense_1_acc_22: 1.0000 - dense_1_acc_23: 1.0000 - dense_1_acc_24: 1.0000 - dense_1_acc_25: 1.0000 - dense_1_acc_26: 1.0000 - dense_1_acc_27: 1.0000 - dense_1_acc_28: 1.0000 - dense_1_acc_29: 1.0000 - dense_1_acc_30: 0.0000e+00     
Epoch 83/100
60/60 [==============================] - 0s - loss: 6.8108 - dense_1_loss_1: 3.7951 - dense_1_loss_2: 1.3865 - dense_1_loss_3: 0.4735 - dense_1_loss_4: 0.1207 - dense_1_loss_5: 0.0900 - dense_1_loss_6: 0.0651 - dense_1_loss_7: 0.0498 - dense_1_loss_8: 0.0536 - dense_1_loss_9: 0.0429 - dense_1_loss_10: 0.0357 - dense_1_loss_11: 0.0395 - dense_1_loss_12: 0.0340 - dense_1_loss_13: 0.0312 - dense_1_loss_14: 0.0341 - dense_1_loss_15: 0.0362 - dense_1_loss_16: 0.0382 - dense_1_loss_17: 0.0367 - dense_1_loss_18: 0.0349 - dense_1_loss_19: 0.0331 - dense_1_loss_20: 0.0361 - dense_1_loss_21: 0.0376 - dense_1_loss_22: 0.0340 - dense_1_loss_23: 0.0351 - dense_1_loss_24: 0.0349 - dense_1_loss_25: 0.0405 - dense_1_loss_26: 0.0356 - dense_1_loss_27: 0.0402 - dense_1_loss_28: 0.0391 - dense_1_loss_29: 0.0470 - dense_1_loss_30: 0.0000e+00 - dense_1_acc_1: 0.0667 - dense_1_acc_2: 0.6667 - dense_1_acc_3: 0.9000 - dense_1_acc_4: 1.0000 - dense_1_acc_5: 1.0000 - dense_1_acc_6: 1.0000 - dense_1_acc_7: 1.0000 - dense_1_acc_8: 1.0000 - dense_1_acc_9: 1.0000 - dense_1_acc_10: 1.0000 - dense_1_acc_11: 1.0000 - dense_1_acc_12: 1.0000 - dense_1_acc_13: 1.0000 - dense_1_acc_14: 1.0000 - dense_1_acc_15: 1.0000 - dense_1_acc_16: 1.0000 - dense_1_acc_17: 1.0000 - dense_1_acc_18: 1.0000 - dense_1_acc_19: 1.0000 - dense_1_acc_20: 1.0000 - dense_1_acc_21: 1.0000 - dense_1_acc_22: 1.0000 - dense_1_acc_23: 1.0000 - dense_1_acc_24: 1.0000 - dense_1_acc_25: 1.0000 - dense_1_acc_26: 1.0000 - dense_1_acc_27: 1.0000 - dense_1_acc_28: 1.0000 - dense_1_acc_29: 1.0000 - dense_1_acc_30: 0.0000e+00     
Epoch 84/100
60/60 [==============================] - 0s - loss: 6.7556 - dense_1_loss_1: 3.7921 - dense_1_loss_2: 1.3720 - dense_1_loss_3: 0.4651 - dense_1_loss_4: 0.1180 - dense_1_loss_5: 0.0878 - dense_1_loss_6: 0.0635 - dense_1_loss_7: 0.0485 - dense_1_loss_8: 0.0523 - dense_1_loss_9: 0.0417 - dense_1_loss_10: 0.0348 - dense_1_loss_11: 0.0384 - dense_1_loss_12: 0.0331 - dense_1_loss_13: 0.0304 - dense_1_loss_14: 0.0332 - dense_1_loss_15: 0.0352 - dense_1_loss_16: 0.0372 - dense_1_loss_17: 0.0358 - dense_1_loss_18: 0.0340 - dense_1_loss_19: 0.0322 - dense_1_loss_20: 0.0351 - dense_1_loss_21: 0.0367 - dense_1_loss_22: 0.0331 - dense_1_loss_23: 0.0342 - dense_1_loss_24: 0.0340 - dense_1_loss_25: 0.0395 - dense_1_loss_26: 0.0347 - dense_1_loss_27: 0.0392 - dense_1_loss_28: 0.0380 - dense_1_loss_29: 0.0460 - dense_1_loss_30: 0.0000e+00 - dense_1_acc_1: 0.0667 - dense_1_acc_2: 0.6667 - dense_1_acc_3: 0.9000 - dense_1_acc_4: 1.0000 - dense_1_acc_5: 1.0000 - dense_1_acc_6: 1.0000 - dense_1_acc_7: 1.0000 - dense_1_acc_8: 1.0000 - dense_1_acc_9: 1.0000 - dense_1_acc_10: 1.0000 - dense_1_acc_11: 1.0000 - dense_1_acc_12: 1.0000 - dense_1_acc_13: 1.0000 - dense_1_acc_14: 1.0000 - dense_1_acc_15: 1.0000 - dense_1_acc_16: 1.0000 - dense_1_acc_17: 1.0000 - dense_1_acc_18: 1.0000 - dense_1_acc_19: 1.0000 - dense_1_acc_20: 1.0000 - dense_1_acc_21: 1.0000 - dense_1_acc_22: 1.0000 - dense_1_acc_23: 1.0000 - dense_1_acc_24: 1.0000 - dense_1_acc_25: 1.0000 - dense_1_acc_26: 1.0000 - dense_1_acc_27: 1.0000 - dense_1_acc_28: 1.0000 - dense_1_acc_29: 1.0000 - dense_1_acc_30: 0.0000e+00     
Epoch 85/100
60/60 [==============================] - 0s - loss: 6.7022 - dense_1_loss_1: 3.7891 - dense_1_loss_2: 1.3590 - dense_1_loss_3: 0.4562 - dense_1_loss_4: 0.1153 - dense_1_loss_5: 0.0854 - dense_1_loss_6: 0.0621 - dense_1_loss_7: 0.0472 - dense_1_loss_8: 0.0509 - dense_1_loss_9: 0.0406 - dense_1_loss_10: 0.0340 - dense_1_loss_11: 0.0374 - dense_1_loss_12: 0.0323 - dense_1_loss_13: 0.0298 - dense_1_loss_14: 0.0323 - dense_1_loss_15: 0.0342 - dense_1_loss_16: 0.0362 - dense_1_loss_17: 0.0348 - dense_1_loss_18: 0.0332 - dense_1_loss_19: 0.0314 - dense_1_loss_20: 0.0341 - dense_1_loss_21: 0.0357 - dense_1_loss_22: 0.0323 - dense_1_loss_23: 0.0333 - dense_1_loss_24: 0.0331 - dense_1_loss_25: 0.0386 - dense_1_loss_26: 0.0338 - dense_1_loss_27: 0.0383 - dense_1_loss_28: 0.0370 - dense_1_loss_29: 0.0448 - dense_1_loss_30: 0.0000e+00 - dense_1_acc_1: 0.0667 - dense_1_acc_2: 0.6667 - dense_1_acc_3: 0.9167 - dense_1_acc_4: 1.0000 - dense_1_acc_5: 1.0000 - dense_1_acc_6: 1.0000 - dense_1_acc_7: 1.0000 - dense_1_acc_8: 1.0000 - dense_1_acc_9: 1.0000 - dense_1_acc_10: 1.0000 - dense_1_acc_11: 1.0000 - dense_1_acc_12: 1.0000 - dense_1_acc_13: 1.0000 - dense_1_acc_14: 1.0000 - dense_1_acc_15: 1.0000 - dense_1_acc_16: 1.0000 - dense_1_acc_17: 1.0000 - dense_1_acc_18: 1.0000 - dense_1_acc_19: 1.0000 - dense_1_acc_20: 1.0000 - dense_1_acc_21: 1.0000 - dense_1_acc_22: 1.0000 - dense_1_acc_23: 1.0000 - dense_1_acc_24: 1.0000 - dense_1_acc_25: 1.0000 - dense_1_acc_26: 1.0000 - dense_1_acc_27: 1.0000 - dense_1_acc_28: 1.0000 - dense_1_acc_29: 1.0000 - dense_1_acc_30: 0.0000e+00     
Epoch 86/100
60/60 [==============================] - 0s - loss: 6.6511 - dense_1_loss_1: 3.7864 - dense_1_loss_2: 1.3450 - dense_1_loss_3: 0.4485 - dense_1_loss_4: 0.1129 - dense_1_loss_5: 0.0833 - dense_1_loss_6: 0.0607 - dense_1_loss_7: 0.0460 - dense_1_loss_8: 0.0497 - dense_1_loss_9: 0.0395 - dense_1_loss_10: 0.0332 - dense_1_loss_11: 0.0365 - dense_1_loss_12: 0.0315 - dense_1_loss_13: 0.0290 - dense_1_loss_14: 0.0315 - dense_1_loss_15: 0.0334 - dense_1_loss_16: 0.0353 - dense_1_loss_17: 0.0339 - dense_1_loss_18: 0.0324 - dense_1_loss_19: 0.0306 - dense_1_loss_20: 0.0332 - dense_1_loss_21: 0.0348 - dense_1_loss_22: 0.0316 - dense_1_loss_23: 0.0324 - dense_1_loss_24: 0.0323 - dense_1_loss_25: 0.0377 - dense_1_loss_26: 0.0329 - dense_1_loss_27: 0.0373 - dense_1_loss_28: 0.0359 - dense_1_loss_29: 0.0436 - dense_1_loss_30: 0.0000e+00 - dense_1_acc_1: 0.0667 - dense_1_acc_2: 0.6667 - dense_1_acc_3: 0.9167 - dense_1_acc_4: 1.0000 - dense_1_acc_5: 1.0000 - dense_1_acc_6: 1.0000 - dense_1_acc_7: 1.0000 - dense_1_acc_8: 1.0000 - dense_1_acc_9: 1.0000 - dense_1_acc_10: 1.0000 - dense_1_acc_11: 1.0000 - dense_1_acc_12: 1.0000 - dense_1_acc_13: 1.0000 - dense_1_acc_14: 1.0000 - dense_1_acc_15: 1.0000 - dense_1_acc_16: 1.0000 - dense_1_acc_17: 1.0000 - dense_1_acc_18: 1.0000 - dense_1_acc_19: 1.0000 - dense_1_acc_20: 1.0000 - dense_1_acc_21: 1.0000 - dense_1_acc_22: 1.0000 - dense_1_acc_23: 1.0000 - dense_1_acc_24: 1.0000 - dense_1_acc_25: 1.0000 - dense_1_acc_26: 1.0000 - dense_1_acc_27: 1.0000 - dense_1_acc_28: 1.0000 - dense_1_acc_29: 1.0000 - dense_1_acc_30: 0.0000e+00     
Epoch 87/100
60/60 [==============================] - 0s - loss: 6.6024 - dense_1_loss_1: 3.7832 - dense_1_loss_2: 1.3327 - dense_1_loss_3: 0.4409 - dense_1_loss_4: 0.1106 - dense_1_loss_5: 0.0815 - dense_1_loss_6: 0.0594 - dense_1_loss_7: 0.0450 - dense_1_loss_8: 0.0485 - dense_1_loss_9: 0.0386 - dense_1_loss_10: 0.0324 - dense_1_loss_11: 0.0355 - dense_1_loss_12: 0.0307 - dense_1_loss_13: 0.0283 - dense_1_loss_14: 0.0307 - dense_1_loss_15: 0.0325 - dense_1_loss_16: 0.0344 - dense_1_loss_17: 0.0331 - dense_1_loss_18: 0.0316 - dense_1_loss_19: 0.0299 - dense_1_loss_20: 0.0323 - dense_1_loss_21: 0.0339 - dense_1_loss_22: 0.0308 - dense_1_loss_23: 0.0316 - dense_1_loss_24: 0.0315 - dense_1_loss_25: 0.0367 - dense_1_loss_26: 0.0322 - dense_1_loss_27: 0.0363 - dense_1_loss_28: 0.0350 - dense_1_loss_29: 0.0426 - dense_1_loss_30: 0.0000e+00 - dense_1_acc_1: 0.0667 - dense_1_acc_2: 0.6667 - dense_1_acc_3: 0.9167 - dense_1_acc_4: 1.0000 - dense_1_acc_5: 1.0000 - dense_1_acc_6: 1.0000 - dense_1_acc_7: 1.0000 - dense_1_acc_8: 1.0000 - dense_1_acc_9: 1.0000 - dense_1_acc_10: 1.0000 - dense_1_acc_11: 1.0000 - dense_1_acc_12: 1.0000 - dense_1_acc_13: 1.0000 - dense_1_acc_14: 1.0000 - dense_1_acc_15: 1.0000 - dense_1_acc_16: 1.0000 - dense_1_acc_17: 1.0000 - dense_1_acc_18: 1.0000 - dense_1_acc_19: 1.0000 - dense_1_acc_20: 1.0000 - dense_1_acc_21: 1.0000 - dense_1_acc_22: 1.0000 - dense_1_acc_23: 1.0000 - dense_1_acc_24: 1.0000 - dense_1_acc_25: 1.0000 - dense_1_acc_26: 1.0000 - dense_1_acc_27: 1.0000 - dense_1_acc_28: 1.0000 - dense_1_acc_29: 1.0000 - dense_1_acc_30: 0.0000e+00     
Epoch 88/100
60/60 [==============================] - 0s - loss: 6.5533 - dense_1_loss_1: 3.7802 - dense_1_loss_2: 1.3196 - dense_1_loss_3: 0.4328 - dense_1_loss_4: 0.1083 - dense_1_loss_5: 0.0794 - dense_1_loss_6: 0.0581 - dense_1_loss_7: 0.0438 - dense_1_loss_8: 0.0474 - dense_1_loss_9: 0.0377 - dense_1_loss_10: 0.0317 - dense_1_loss_11: 0.0347 - dense_1_loss_12: 0.0300 - dense_1_loss_13: 0.0276 - dense_1_loss_14: 0.0300 - dense_1_loss_15: 0.0318 - dense_1_loss_16: 0.0336 - dense_1_loss_17: 0.0322 - dense_1_loss_18: 0.0309 - dense_1_loss_19: 0.0291 - dense_1_loss_20: 0.0315 - dense_1_loss_21: 0.0330 - dense_1_loss_22: 0.0299 - dense_1_loss_23: 0.0308 - dense_1_loss_24: 0.0308 - dense_1_loss_25: 0.0357 - dense_1_loss_26: 0.0314 - dense_1_loss_27: 0.0355 - dense_1_loss_28: 0.0342 - dense_1_loss_29: 0.0415 - dense_1_loss_30: 0.0000e+00 - dense_1_acc_1: 0.0667 - dense_1_acc_2: 0.6667 - dense_1_acc_3: 0.9167 - dense_1_acc_4: 1.0000 - dense_1_acc_5: 1.0000 - dense_1_acc_6: 1.0000 - dense_1_acc_7: 1.0000 - dense_1_acc_8: 1.0000 - dense_1_acc_9: 1.0000 - dense_1_acc_10: 1.0000 - dense_1_acc_11: 1.0000 - dense_1_acc_12: 1.0000 - dense_1_acc_13: 1.0000 - dense_1_acc_14: 1.0000 - dense_1_acc_15: 1.0000 - dense_1_acc_16: 1.0000 - dense_1_acc_17: 1.0000 - dense_1_acc_18: 1.0000 - dense_1_acc_19: 1.0000 - dense_1_acc_20: 1.0000 - dense_1_acc_21: 1.0000 - dense_1_acc_22: 1.0000 - dense_1_acc_23: 1.0000 - dense_1_acc_24: 1.0000 - dense_1_acc_25: 1.0000 - dense_1_acc_26: 1.0000 - dense_1_acc_27: 1.0000 - dense_1_acc_28: 1.0000 - dense_1_acc_29: 1.0000 - dense_1_acc_30: 0.0000e+00     
Epoch 89/100
60/60 [==============================] - 0s - loss: 6.5065 - dense_1_loss_1: 3.7774 - dense_1_loss_2: 1.3068 - dense_1_loss_3: 0.4255 - dense_1_loss_4: 0.1060 - dense_1_loss_5: 0.0775 - dense_1_loss_6: 0.0566 - dense_1_loss_7: 0.0427 - dense_1_loss_8: 0.0462 - dense_1_loss_9: 0.0367 - dense_1_loss_10: 0.0309 - dense_1_loss_11: 0.0340 - dense_1_loss_12: 0.0293 - dense_1_loss_13: 0.0270 - dense_1_loss_14: 0.0293 - dense_1_loss_15: 0.0310 - dense_1_loss_16: 0.0328 - dense_1_loss_17: 0.0314 - dense_1_loss_18: 0.0302 - dense_1_loss_19: 0.0284 - dense_1_loss_20: 0.0307 - dense_1_loss_21: 0.0323 - dense_1_loss_22: 0.0293 - dense_1_loss_23: 0.0300 - dense_1_loss_24: 0.0301 - dense_1_loss_25: 0.0349 - dense_1_loss_26: 0.0306 - dense_1_loss_27: 0.0347 - dense_1_loss_28: 0.0334 - dense_1_loss_29: 0.0406 - dense_1_loss_30: 0.0000e+00 - dense_1_acc_1: 0.0667 - dense_1_acc_2: 0.6667 - dense_1_acc_3: 0.9167 - dense_1_acc_4: 1.0000 - dense_1_acc_5: 1.0000 - dense_1_acc_6: 1.0000 - dense_1_acc_7: 1.0000 - dense_1_acc_8: 1.0000 - dense_1_acc_9: 1.0000 - dense_1_acc_10: 1.0000 - dense_1_acc_11: 1.0000 - dense_1_acc_12: 1.0000 - dense_1_acc_13: 1.0000 - dense_1_acc_14: 1.0000 - dense_1_acc_15: 1.0000 - dense_1_acc_16: 1.0000 - dense_1_acc_17: 1.0000 - dense_1_acc_18: 1.0000 - dense_1_acc_19: 1.0000 - dense_1_acc_20: 1.0000 - dense_1_acc_21: 1.0000 - dense_1_acc_22: 1.0000 - dense_1_acc_23: 1.0000 - dense_1_acc_24: 1.0000 - dense_1_acc_25: 1.0000 - dense_1_acc_26: 1.0000 - dense_1_acc_27: 1.0000 - dense_1_acc_28: 1.0000 - dense_1_acc_29: 1.0000 - dense_1_acc_30: 0.0000e+00     
Epoch 90/100
60/60 [==============================] - 0s - loss: 6.4630 - dense_1_loss_1: 3.7745 - dense_1_loss_2: 1.2952 - dense_1_loss_3: 0.4186 - dense_1_loss_4: 0.1038 - dense_1_loss_5: 0.0759 - dense_1_loss_6: 0.0555 - dense_1_loss_7: 0.0418 - dense_1_loss_8: 0.0453 - dense_1_loss_9: 0.0359 - dense_1_loss_10: 0.0302 - dense_1_loss_11: 0.0333 - dense_1_loss_12: 0.0286 - dense_1_loss_13: 0.0264 - dense_1_loss_14: 0.0286 - dense_1_loss_15: 0.0303 - dense_1_loss_16: 0.0321 - dense_1_loss_17: 0.0306 - dense_1_loss_18: 0.0294 - dense_1_loss_19: 0.0277 - dense_1_loss_20: 0.0300 - dense_1_loss_21: 0.0316 - dense_1_loss_22: 0.0286 - dense_1_loss_23: 0.0293 - dense_1_loss_24: 0.0294 - dense_1_loss_25: 0.0342 - dense_1_loss_26: 0.0299 - dense_1_loss_27: 0.0340 - dense_1_loss_28: 0.0327 - dense_1_loss_29: 0.0395 - dense_1_loss_30: 0.0000e+00 - dense_1_acc_1: 0.0667 - dense_1_acc_2: 0.6833 - dense_1_acc_3: 0.9167 - dense_1_acc_4: 1.0000 - dense_1_acc_5: 1.0000 - dense_1_acc_6: 1.0000 - dense_1_acc_7: 1.0000 - dense_1_acc_8: 1.0000 - dense_1_acc_9: 1.0000 - dense_1_acc_10: 1.0000 - dense_1_acc_11: 1.0000 - dense_1_acc_12: 1.0000 - dense_1_acc_13: 1.0000 - dense_1_acc_14: 1.0000 - dense_1_acc_15: 1.0000 - dense_1_acc_16: 1.0000 - dense_1_acc_17: 1.0000 - dense_1_acc_18: 1.0000 - dense_1_acc_19: 1.0000 - dense_1_acc_20: 1.0000 - dense_1_acc_21: 1.0000 - dense_1_acc_22: 1.0000 - dense_1_acc_23: 1.0000 - dense_1_acc_24: 1.0000 - dense_1_acc_25: 1.0000 - dense_1_acc_26: 1.0000 - dense_1_acc_27: 1.0000 - dense_1_acc_28: 1.0000 - dense_1_acc_29: 1.0000 - dense_1_acc_30: 0.0000e+00     
Epoch 91/100
60/60 [==============================] - 0s - loss: 6.4198 - dense_1_loss_1: 3.7718 - dense_1_loss_2: 1.2833 - dense_1_loss_3: 0.4120 - dense_1_loss_4: 0.1017 - dense_1_loss_5: 0.0742 - dense_1_loss_6: 0.0542 - dense_1_loss_7: 0.0409 - dense_1_loss_8: 0.0442 - dense_1_loss_9: 0.0350 - dense_1_loss_10: 0.0296 - dense_1_loss_11: 0.0326 - dense_1_loss_12: 0.0280 - dense_1_loss_13: 0.0257 - dense_1_loss_14: 0.0279 - dense_1_loss_15: 0.0296 - dense_1_loss_16: 0.0313 - dense_1_loss_17: 0.0299 - dense_1_loss_18: 0.0288 - dense_1_loss_19: 0.0271 - dense_1_loss_20: 0.0294 - dense_1_loss_21: 0.0309 - dense_1_loss_22: 0.0279 - dense_1_loss_23: 0.0286 - dense_1_loss_24: 0.0287 - dense_1_loss_25: 0.0334 - dense_1_loss_26: 0.0292 - dense_1_loss_27: 0.0332 - dense_1_loss_28: 0.0320 - dense_1_loss_29: 0.0386 - dense_1_loss_30: 0.0000e+00 - dense_1_acc_1: 0.0667 - dense_1_acc_2: 0.6833 - dense_1_acc_3: 0.9167 - dense_1_acc_4: 1.0000 - dense_1_acc_5: 1.0000 - dense_1_acc_6: 1.0000 - dense_1_acc_7: 1.0000 - dense_1_acc_8: 1.0000 - dense_1_acc_9: 1.0000 - dense_1_acc_10: 1.0000 - dense_1_acc_11: 1.0000 - dense_1_acc_12: 1.0000 - dense_1_acc_13: 1.0000 - dense_1_acc_14: 1.0000 - dense_1_acc_15: 1.0000 - dense_1_acc_16: 1.0000 - dense_1_acc_17: 1.0000 - dense_1_acc_18: 1.0000 - dense_1_acc_19: 1.0000 - dense_1_acc_20: 1.0000 - dense_1_acc_21: 1.0000 - dense_1_acc_22: 1.0000 - dense_1_acc_23: 1.0000 - dense_1_acc_24: 1.0000 - dense_1_acc_25: 1.0000 - dense_1_acc_26: 1.0000 - dense_1_acc_27: 1.0000 - dense_1_acc_28: 1.0000 - dense_1_acc_29: 1.0000 - dense_1_acc_30: 0.0000e+00     
Epoch 92/100
60/60 [==============================] - 0s - loss: 6.3768 - dense_1_loss_1: 3.7688 - dense_1_loss_2: 1.2716 - dense_1_loss_3: 0.4049 - dense_1_loss_4: 0.0996 - dense_1_loss_5: 0.0727 - dense_1_loss_6: 0.0529 - dense_1_loss_7: 0.0400 - dense_1_loss_8: 0.0433 - dense_1_loss_9: 0.0342 - dense_1_loss_10: 0.0290 - dense_1_loss_11: 0.0318 - dense_1_loss_12: 0.0273 - dense_1_loss_13: 0.0252 - dense_1_loss_14: 0.0273 - dense_1_loss_15: 0.0290 - dense_1_loss_16: 0.0307 - dense_1_loss_17: 0.0292 - dense_1_loss_18: 0.0282 - dense_1_loss_19: 0.0265 - dense_1_loss_20: 0.0286 - dense_1_loss_21: 0.0301 - dense_1_loss_22: 0.0273 - dense_1_loss_23: 0.0280 - dense_1_loss_24: 0.0281 - dense_1_loss_25: 0.0325 - dense_1_loss_26: 0.0286 - dense_1_loss_27: 0.0325 - dense_1_loss_28: 0.0313 - dense_1_loss_29: 0.0376 - dense_1_loss_30: 0.0000e+00 - dense_1_acc_1: 0.0667 - dense_1_acc_2: 0.6833 - dense_1_acc_3: 0.9167 - dense_1_acc_4: 1.0000 - dense_1_acc_5: 1.0000 - dense_1_acc_6: 1.0000 - dense_1_acc_7: 1.0000 - dense_1_acc_8: 1.0000 - dense_1_acc_9: 1.0000 - dense_1_acc_10: 1.0000 - dense_1_acc_11: 1.0000 - dense_1_acc_12: 1.0000 - dense_1_acc_13: 1.0000 - dense_1_acc_14: 1.0000 - dense_1_acc_15: 1.0000 - dense_1_acc_16: 1.0000 - dense_1_acc_17: 1.0000 - dense_1_acc_18: 1.0000 - dense_1_acc_19: 1.0000 - dense_1_acc_20: 1.0000 - dense_1_acc_21: 1.0000 - dense_1_acc_22: 1.0000 - dense_1_acc_23: 1.0000 - dense_1_acc_24: 1.0000 - dense_1_acc_25: 1.0000 - dense_1_acc_26: 1.0000 - dense_1_acc_27: 1.0000 - dense_1_acc_28: 1.0000 - dense_1_acc_29: 1.0000 - dense_1_acc_30: 0.0000e+00     
Epoch 93/100
60/60 [==============================] - 0s - loss: 6.3369 - dense_1_loss_1: 3.7660 - dense_1_loss_2: 1.2604 - dense_1_loss_3: 0.3987 - dense_1_loss_4: 0.0979 - dense_1_loss_5: 0.0713 - dense_1_loss_6: 0.0518 - dense_1_loss_7: 0.0392 - dense_1_loss_8: 0.0423 - dense_1_loss_9: 0.0334 - dense_1_loss_10: 0.0284 - dense_1_loss_11: 0.0311 - dense_1_loss_12: 0.0267 - dense_1_loss_13: 0.0246 - dense_1_loss_14: 0.0268 - dense_1_loss_15: 0.0283 - dense_1_loss_16: 0.0300 - dense_1_loss_17: 0.0286 - dense_1_loss_18: 0.0276 - dense_1_loss_19: 0.0260 - dense_1_loss_20: 0.0280 - dense_1_loss_21: 0.0295 - dense_1_loss_22: 0.0267 - dense_1_loss_23: 0.0273 - dense_1_loss_24: 0.0275 - dense_1_loss_25: 0.0317 - dense_1_loss_26: 0.0280 - dense_1_loss_27: 0.0318 - dense_1_loss_28: 0.0306 - dense_1_loss_29: 0.0368 - dense_1_loss_30: 0.0000e+00 - dense_1_acc_1: 0.0667 - dense_1_acc_2: 0.6833 - dense_1_acc_3: 0.9167 - dense_1_acc_4: 1.0000 - dense_1_acc_5: 1.0000 - dense_1_acc_6: 1.0000 - dense_1_acc_7: 1.0000 - dense_1_acc_8: 1.0000 - dense_1_acc_9: 1.0000 - dense_1_acc_10: 1.0000 - dense_1_acc_11: 1.0000 - dense_1_acc_12: 1.0000 - dense_1_acc_13: 1.0000 - dense_1_acc_14: 1.0000 - dense_1_acc_15: 1.0000 - dense_1_acc_16: 1.0000 - dense_1_acc_17: 1.0000 - dense_1_acc_18: 1.0000 - dense_1_acc_19: 1.0000 - dense_1_acc_20: 1.0000 - dense_1_acc_21: 1.0000 - dense_1_acc_22: 1.0000 - dense_1_acc_23: 1.0000 - dense_1_acc_24: 1.0000 - dense_1_acc_25: 1.0000 - dense_1_acc_26: 1.0000 - dense_1_acc_27: 1.0000 - dense_1_acc_28: 1.0000 - dense_1_acc_29: 1.0000 - dense_1_acc_30: 0.0000e+00     
Epoch 94/100
60/60 [==============================] - 0s - loss: 6.2976 - dense_1_loss_1: 3.7635 - dense_1_loss_2: 1.2491 - dense_1_loss_3: 0.3919 - dense_1_loss_4: 0.0961 - dense_1_loss_5: 0.0699 - dense_1_loss_6: 0.0508 - dense_1_loss_7: 0.0384 - dense_1_loss_8: 0.0414 - dense_1_loss_9: 0.0326 - dense_1_loss_10: 0.0278 - dense_1_loss_11: 0.0304 - dense_1_loss_12: 0.0262 - dense_1_loss_13: 0.0241 - dense_1_loss_14: 0.0261 - dense_1_loss_15: 0.0278 - dense_1_loss_16: 0.0293 - dense_1_loss_17: 0.0280 - dense_1_loss_18: 0.0270 - dense_1_loss_19: 0.0254 - dense_1_loss_20: 0.0274 - dense_1_loss_21: 0.0288 - dense_1_loss_22: 0.0261 - dense_1_loss_23: 0.0267 - dense_1_loss_24: 0.0269 - dense_1_loss_25: 0.0310 - dense_1_loss_26: 0.0274 - dense_1_loss_27: 0.0312 - dense_1_loss_28: 0.0300 - dense_1_loss_29: 0.0360 - dense_1_loss_30: 0.0000e+00 - dense_1_acc_1: 0.0667 - dense_1_acc_2: 0.6833 - dense_1_acc_3: 0.9167 - dense_1_acc_4: 1.0000 - dense_1_acc_5: 1.0000 - dense_1_acc_6: 1.0000 - dense_1_acc_7: 1.0000 - dense_1_acc_8: 1.0000 - dense_1_acc_9: 1.0000 - dense_1_acc_10: 1.0000 - dense_1_acc_11: 1.0000 - dense_1_acc_12: 1.0000 - dense_1_acc_13: 1.0000 - dense_1_acc_14: 1.0000 - dense_1_acc_15: 1.0000 - dense_1_acc_16: 1.0000 - dense_1_acc_17: 1.0000 - dense_1_acc_18: 1.0000 - dense_1_acc_19: 1.0000 - dense_1_acc_20: 1.0000 - dense_1_acc_21: 1.0000 - dense_1_acc_22: 1.0000 - dense_1_acc_23: 1.0000 - dense_1_acc_24: 1.0000 - dense_1_acc_25: 1.0000 - dense_1_acc_26: 1.0000 - dense_1_acc_27: 1.0000 - dense_1_acc_28: 1.0000 - dense_1_acc_29: 1.0000 - dense_1_acc_30: 0.0000e+00     
Epoch 95/100
60/60 [==============================] - 0s - loss: 6.2588 - dense_1_loss_1: 3.7607 - dense_1_loss_2: 1.2383 - dense_1_loss_3: 0.3851 - dense_1_loss_4: 0.0944 - dense_1_loss_5: 0.0684 - dense_1_loss_6: 0.0496 - dense_1_loss_7: 0.0377 - dense_1_loss_8: 0.0405 - dense_1_loss_9: 0.0319 - dense_1_loss_10: 0.0273 - dense_1_loss_11: 0.0297 - dense_1_loss_12: 0.0256 - dense_1_loss_13: 0.0236 - dense_1_loss_14: 0.0256 - dense_1_loss_15: 0.0272 - dense_1_loss_16: 0.0287 - dense_1_loss_17: 0.0274 - dense_1_loss_18: 0.0265 - dense_1_loss_19: 0.0248 - dense_1_loss_20: 0.0268 - dense_1_loss_21: 0.0282 - dense_1_loss_22: 0.0256 - dense_1_loss_23: 0.0261 - dense_1_loss_24: 0.0264 - dense_1_loss_25: 0.0304 - dense_1_loss_26: 0.0269 - dense_1_loss_27: 0.0306 - dense_1_loss_28: 0.0294 - dense_1_loss_29: 0.0353 - dense_1_loss_30: 0.0000e+00 - dense_1_acc_1: 0.0667 - dense_1_acc_2: 0.6833 - dense_1_acc_3: 0.9167 - dense_1_acc_4: 1.0000 - dense_1_acc_5: 1.0000 - dense_1_acc_6: 1.0000 - dense_1_acc_7: 1.0000 - dense_1_acc_8: 1.0000 - dense_1_acc_9: 1.0000 - dense_1_acc_10: 1.0000 - dense_1_acc_11: 1.0000 - dense_1_acc_12: 1.0000 - dense_1_acc_13: 1.0000 - dense_1_acc_14: 1.0000 - dense_1_acc_15: 1.0000 - dense_1_acc_16: 1.0000 - dense_1_acc_17: 1.0000 - dense_1_acc_18: 1.0000 - dense_1_acc_19: 1.0000 - dense_1_acc_20: 1.0000 - dense_1_acc_21: 1.0000 - dense_1_acc_22: 1.0000 - dense_1_acc_23: 1.0000 - dense_1_acc_24: 1.0000 - dense_1_acc_25: 1.0000 - dense_1_acc_26: 1.0000 - dense_1_acc_27: 1.0000 - dense_1_acc_28: 1.0000 - dense_1_acc_29: 1.0000 - dense_1_acc_30: 0.0000e+00     
Epoch 96/100
60/60 [==============================] - 0s - loss: 6.2221 - dense_1_loss_1: 3.7579 - dense_1_loss_2: 1.2274 - dense_1_loss_3: 0.3794 - dense_1_loss_4: 0.0927 - dense_1_loss_5: 0.0672 - dense_1_loss_6: 0.0488 - dense_1_loss_7: 0.0369 - dense_1_loss_8: 0.0398 - dense_1_loss_9: 0.0313 - dense_1_loss_10: 0.0267 - dense_1_loss_11: 0.0291 - dense_1_loss_12: 0.0251 - dense_1_loss_13: 0.0231 - dense_1_loss_14: 0.0251 - dense_1_loss_15: 0.0266 - dense_1_loss_16: 0.0281 - dense_1_loss_17: 0.0269 - dense_1_loss_18: 0.0259 - dense_1_loss_19: 0.0242 - dense_1_loss_20: 0.0262 - dense_1_loss_21: 0.0277 - dense_1_loss_22: 0.0250 - dense_1_loss_23: 0.0255 - dense_1_loss_24: 0.0259 - dense_1_loss_25: 0.0299 - dense_1_loss_26: 0.0263 - dense_1_loss_27: 0.0300 - dense_1_loss_28: 0.0288 - dense_1_loss_29: 0.0346 - dense_1_loss_30: 0.0000e+00 - dense_1_acc_1: 0.0667 - dense_1_acc_2: 0.6833 - dense_1_acc_3: 0.9167 - dense_1_acc_4: 1.0000 - dense_1_acc_5: 1.0000 - dense_1_acc_6: 1.0000 - dense_1_acc_7: 1.0000 - dense_1_acc_8: 1.0000 - dense_1_acc_9: 1.0000 - dense_1_acc_10: 1.0000 - dense_1_acc_11: 1.0000 - dense_1_acc_12: 1.0000 - dense_1_acc_13: 1.0000 - dense_1_acc_14: 1.0000 - dense_1_acc_15: 1.0000 - dense_1_acc_16: 1.0000 - dense_1_acc_17: 1.0000 - dense_1_acc_18: 1.0000 - dense_1_acc_19: 1.0000 - dense_1_acc_20: 1.0000 - dense_1_acc_21: 1.0000 - dense_1_acc_22: 1.0000 - dense_1_acc_23: 1.0000 - dense_1_acc_24: 1.0000 - dense_1_acc_25: 1.0000 - dense_1_acc_26: 1.0000 - dense_1_acc_27: 1.0000 - dense_1_acc_28: 1.0000 - dense_1_acc_29: 1.0000 - dense_1_acc_30: 0.0000e+00     
Epoch 97/100
60/60 [==============================] - 0s - loss: 6.1848 - dense_1_loss_1: 3.7552 - dense_1_loss_2: 1.2165 - dense_1_loss_3: 0.3732 - dense_1_loss_4: 0.0911 - dense_1_loss_5: 0.0656 - dense_1_loss_6: 0.0478 - dense_1_loss_7: 0.0361 - dense_1_loss_8: 0.0390 - dense_1_loss_9: 0.0306 - dense_1_loss_10: 0.0262 - dense_1_loss_11: 0.0285 - dense_1_loss_12: 0.0246 - dense_1_loss_13: 0.0226 - dense_1_loss_14: 0.0246 - dense_1_loss_15: 0.0260 - dense_1_loss_16: 0.0275 - dense_1_loss_17: 0.0262 - dense_1_loss_18: 0.0254 - dense_1_loss_19: 0.0237 - dense_1_loss_20: 0.0257 - dense_1_loss_21: 0.0271 - dense_1_loss_22: 0.0245 - dense_1_loss_23: 0.0249 - dense_1_loss_24: 0.0254 - dense_1_loss_25: 0.0293 - dense_1_loss_26: 0.0258 - dense_1_loss_27: 0.0294 - dense_1_loss_28: 0.0282 - dense_1_loss_29: 0.0339 - dense_1_loss_30: 0.0000e+00 - dense_1_acc_1: 0.0667 - dense_1_acc_2: 0.6833 - dense_1_acc_3: 0.9167 - dense_1_acc_4: 1.0000 - dense_1_acc_5: 1.0000 - dense_1_acc_6: 1.0000 - dense_1_acc_7: 1.0000 - dense_1_acc_8: 1.0000 - dense_1_acc_9: 1.0000 - dense_1_acc_10: 1.0000 - dense_1_acc_11: 1.0000 - dense_1_acc_12: 1.0000 - dense_1_acc_13: 1.0000 - dense_1_acc_14: 1.0000 - dense_1_acc_15: 1.0000 - dense_1_acc_16: 1.0000 - dense_1_acc_17: 1.0000 - dense_1_acc_18: 1.0000 - dense_1_acc_19: 1.0000 - dense_1_acc_20: 1.0000 - dense_1_acc_21: 1.0000 - dense_1_acc_22: 1.0000 - dense_1_acc_23: 1.0000 - dense_1_acc_24: 1.0000 - dense_1_acc_25: 1.0000 - dense_1_acc_26: 1.0000 - dense_1_acc_27: 1.0000 - dense_1_acc_28: 1.0000 - dense_1_acc_29: 1.0000 - dense_1_acc_30: 0.0000e+00     
Epoch 98/100
60/60 [==============================] - 0s - loss: 6.1512 - dense_1_loss_1: 3.7524 - dense_1_loss_2: 1.2071 - dense_1_loss_3: 0.3677 - dense_1_loss_4: 0.0896 - dense_1_loss_5: 0.0643 - dense_1_loss_6: 0.0470 - dense_1_loss_7: 0.0354 - dense_1_loss_8: 0.0382 - dense_1_loss_9: 0.0301 - dense_1_loss_10: 0.0256 - dense_1_loss_11: 0.0280 - dense_1_loss_12: 0.0241 - dense_1_loss_13: 0.0222 - dense_1_loss_14: 0.0241 - dense_1_loss_15: 0.0255 - dense_1_loss_16: 0.0270 - dense_1_loss_17: 0.0257 - dense_1_loss_18: 0.0250 - dense_1_loss_19: 0.0233 - dense_1_loss_20: 0.0251 - dense_1_loss_21: 0.0266 - dense_1_loss_22: 0.0240 - dense_1_loss_23: 0.0245 - dense_1_loss_24: 0.0249 - dense_1_loss_25: 0.0287 - dense_1_loss_26: 0.0253 - dense_1_loss_27: 0.0288 - dense_1_loss_28: 0.0275 - dense_1_loss_29: 0.0334 - dense_1_loss_30: 0.0000e+00 - dense_1_acc_1: 0.0667 - dense_1_acc_2: 0.6833 - dense_1_acc_3: 0.9167 - dense_1_acc_4: 1.0000 - dense_1_acc_5: 1.0000 - dense_1_acc_6: 1.0000 - dense_1_acc_7: 1.0000 - dense_1_acc_8: 1.0000 - dense_1_acc_9: 1.0000 - dense_1_acc_10: 1.0000 - dense_1_acc_11: 1.0000 - dense_1_acc_12: 1.0000 - dense_1_acc_13: 1.0000 - dense_1_acc_14: 1.0000 - dense_1_acc_15: 1.0000 - dense_1_acc_16: 1.0000 - dense_1_acc_17: 1.0000 - dense_1_acc_18: 1.0000 - dense_1_acc_19: 1.0000 - dense_1_acc_20: 1.0000 - dense_1_acc_21: 1.0000 - dense_1_acc_22: 1.0000 - dense_1_acc_23: 1.0000 - dense_1_acc_24: 1.0000 - dense_1_acc_25: 1.0000 - dense_1_acc_26: 1.0000 - dense_1_acc_27: 1.0000 - dense_1_acc_28: 1.0000 - dense_1_acc_29: 1.0000 - dense_1_acc_30: 0.0000e+00     
Epoch 99/100
60/60 [==============================] - 0s - loss: 6.1169 - dense_1_loss_1: 3.7497 - dense_1_loss_2: 1.1966 - dense_1_loss_3: 0.3622 - dense_1_loss_4: 0.0882 - dense_1_loss_5: 0.0631 - dense_1_loss_6: 0.0462 - dense_1_loss_7: 0.0347 - dense_1_loss_8: 0.0375 - dense_1_loss_9: 0.0294 - dense_1_loss_10: 0.0252 - dense_1_loss_11: 0.0274 - dense_1_loss_12: 0.0237 - dense_1_loss_13: 0.0218 - dense_1_loss_14: 0.0237 - dense_1_loss_15: 0.0250 - dense_1_loss_16: 0.0265 - dense_1_loss_17: 0.0252 - dense_1_loss_18: 0.0245 - dense_1_loss_19: 0.0229 - dense_1_loss_20: 0.0247 - dense_1_loss_21: 0.0260 - dense_1_loss_22: 0.0236 - dense_1_loss_23: 0.0240 - dense_1_loss_24: 0.0244 - dense_1_loss_25: 0.0281 - dense_1_loss_26: 0.0249 - dense_1_loss_27: 0.0282 - dense_1_loss_28: 0.0269 - dense_1_loss_29: 0.0328 - dense_1_loss_30: 0.0000e+00 - dense_1_acc_1: 0.0667 - dense_1_acc_2: 0.6833 - dense_1_acc_3: 0.9167 - dense_1_acc_4: 1.0000 - dense_1_acc_5: 1.0000 - dense_1_acc_6: 1.0000 - dense_1_acc_7: 1.0000 - dense_1_acc_8: 1.0000 - dense_1_acc_9: 1.0000 - dense_1_acc_10: 1.0000 - dense_1_acc_11: 1.0000 - dense_1_acc_12: 1.0000 - dense_1_acc_13: 1.0000 - dense_1_acc_14: 1.0000 - dense_1_acc_15: 1.0000 - dense_1_acc_16: 1.0000 - dense_1_acc_17: 1.0000 - dense_1_acc_18: 1.0000 - dense_1_acc_19: 1.0000 - dense_1_acc_20: 1.0000 - dense_1_acc_21: 1.0000 - dense_1_acc_22: 1.0000 - dense_1_acc_23: 1.0000 - dense_1_acc_24: 1.0000 - dense_1_acc_25: 1.0000 - dense_1_acc_26: 1.0000 - dense_1_acc_27: 1.0000 - dense_1_acc_28: 1.0000 - dense_1_acc_29: 1.0000 - dense_1_acc_30: 0.0000e+00     
Epoch 100/100
60/60 [==============================] - 0s - loss: 6.0837 - dense_1_loss_1: 3.7471 - dense_1_loss_2: 1.1869 - dense_1_loss_3: 0.3565 - dense_1_loss_4: 0.0868 - dense_1_loss_5: 0.0619 - dense_1_loss_6: 0.0453 - dense_1_loss_7: 0.0341 - dense_1_loss_8: 0.0368 - dense_1_loss_9: 0.0288 - dense_1_loss_10: 0.0247 - dense_1_loss_11: 0.0269 - dense_1_loss_12: 0.0233 - dense_1_loss_13: 0.0213 - dense_1_loss_14: 0.0232 - dense_1_loss_15: 0.0245 - dense_1_loss_16: 0.0260 - dense_1_loss_17: 0.0247 - dense_1_loss_18: 0.0240 - dense_1_loss_19: 0.0225 - dense_1_loss_20: 0.0242 - dense_1_loss_21: 0.0255 - dense_1_loss_22: 0.0231 - dense_1_loss_23: 0.0235 - dense_1_loss_24: 0.0239 - dense_1_loss_25: 0.0275 - dense_1_loss_26: 0.0245 - dense_1_loss_27: 0.0276 - dense_1_loss_28: 0.0264 - dense_1_loss_29: 0.0322 - dense_1_loss_30: 0.0000e+00 - dense_1_acc_1: 0.0667 - dense_1_acc_2: 0.6833 - dense_1_acc_3: 0.9167 - dense_1_acc_4: 1.0000 - dense_1_acc_5: 1.0000 - dense_1_acc_6: 1.0000 - dense_1_acc_7: 1.0000 - dense_1_acc_8: 1.0000 - dense_1_acc_9: 1.0000 - dense_1_acc_10: 1.0000 - dense_1_acc_11: 1.0000 - dense_1_acc_12: 1.0000 - dense_1_acc_13: 1.0000 - dense_1_acc_14: 1.0000 - dense_1_acc_15: 1.0000 - dense_1_acc_16: 1.0000 - dense_1_acc_17: 1.0000 - dense_1_acc_18: 1.0000 - dense_1_acc_19: 1.0000 - dense_1_acc_20: 1.0000 - dense_1_acc_21: 1.0000 - dense_1_acc_22: 1.0000 - dense_1_acc_23: 1.0000 - dense_1_acc_24: 1.0000 - dense_1_acc_25: 1.0000 - dense_1_acc_26: 1.0000 - dense_1_acc_27: 1.0000 - dense_1_acc_28: 1.0000 - dense_1_acc_29: 1.0000 - dense_1_acc_30: 0.0000e+00  

3.生成音乐

3.1预测和采样

　　在每个采样步骤中，我们将从LSTM的前一个状态输入激活a和单元状态c，向前传播一步，获得一个新的输出激活和单元状态。然后可以使用新的激活a来生成输出，就像以前一样使用densor来生成。

     首先，我们将初始化x₀以及LSTM激活，并将单元值a₀和c₀初始化为0。实现下面的函数来采样一个序列的音乐值，以下是在生成T_y输出字符的for循环中需要实现的一些关键步骤:

• 步骤2.A：使用LSTM_Cell，输入上一步的c和a，生成当前时间步的c和a。
• 步骤2.B：使用densor(前面定义的)来计算softmax，以获得当前步骤的输出a。
• 步骤2.C：将刚刚生成的输出附加到outputs中。
• 步骤2.D：样本x到“out”的预测的一个独热向量，你可以把它传递给下一个LSTM时间步，我们已经提供了这一行代码，它使用Lambda函数：x = Lambda(one_hot)(out) 

def music_inference_model(LSTM_cell, densor, n_values = 78, n_a = 64, Ty = 100):
    """
    Uses the trained "LSTM_cell" and "densor" from model() to generate a sequence of values.
    
    Arguments:
    LSTM_cell -- the trained "LSTM_cell" from model(), Keras layer object
    densor -- the trained "densor" from model(), Keras layer object
    n_values -- integer, umber of unique values
    n_a -- number of units in the LSTM_cell
    Ty -- integer, number of time steps to generate
    
    Returns:
    inference_model -- Keras model instance
    """
    
    # Define the input of your model with a shape 
    x0 = Input(shape=(1, n_values))
    
    # Define s0, initial hidden state for the decoder LSTM
    a0 = Input(shape=(n_a,), name='a0')
    c0 = Input(shape=(n_a,), name='c0')
    a = a0
    c = c0
    x = x0

    ### START CODE HERE ###
    # Step 1: Create an empty list of "outputs" to later store your predicted values (≈1 line)
    outputs = []
    
    # Step 2: Loop over Ty and generate a value at every time step
    for t in range(Ty):
        
        # Step 2.A: Perform one step of LSTM_cell (≈1 line)
        a, _, c = LSTM_cell(x, initial_state=[a, c])
        
        # Step 2.B: Apply Dense layer to the hidden state output of the LSTM_cell (≈1 line)
        out = densor(a)

        # Step 2.C: Append the prediction "out" to "outputs". out.shape = (None, 78) (≈1 line)
        outputs.append(out)
        
        # Step 2.D: Select the next value according to "out", and set "x" to be the one-hot representation of the
        #           selected value, which will be passed as the input to LSTM_cell on the next step. We have provided 
        #           the line of code you need to do this. 
        x = Lambda(one_hot)(out)
        
    # Step 3: Create model instance with the correct "inputs" and "outputs" (≈1 line)
    inference_model = Model([x0, a0, c0], outputs) 
    ### END CODE HERE ###
    
    return inference_model

inference_model = music_inference_model(LSTM_cell, densor, n_values = 78, n_a = 64, Ty = 50)

#创建用于初始化x和LSTM状态变量a和c的零向量
x_initializer = np.zeros((1, 1, 78))
a_initializer = np.zeros((1, n_a))
c_initializer = np.zeros((1, n_a))

实现predict_and_sample()函数，它会接受很多的参数 [x_initializer, a_initializer, c_initializer] ，为了预测该输入对应的输出，需要进行3个步骤:

1. 用你的模型来预测给定输入集的输出，输出pred应该是长度为20的列表，其中每个元素都是一个维度为(T_y, n_values)的numpy数组。
2. 将pred转换为一个数字的T_y索引数组，每个索引都通过获取pred列表中的元素的argmax进行计算。
3. 将索引转换为它们的一个独热编码。

def predict_and_sample(inference_model, x_initializer = x_initializer, a_initializer = a_initializer, 
                       c_initializer = c_initializer):
    """
    Predicts the next value of values using the inference model.
    
    Arguments:
    inference_model -- Keras model instance for inference time
    x_initializer -- numpy array of shape (1, 1, 78), one-hot vector initializing the values generation
    a_initializer -- numpy array of shape (1, n_a), initializing the hidden state of the LSTM_cell
    c_initializer -- numpy array of shape (1, n_a), initializing the cell state of the LSTM_cel
    
    Returns:
    results -- numpy-array of shape (Ty, 78), matrix of one-hot vectors representing the values generated
    indices -- numpy-array of shape (Ty, 1), matrix of indices representing the values generated
    """
    
    ### START CODE HERE ###
    # Step 1: Use your inference model to predict an output sequence given x_initializer, a_initializer and c_initializer.
    pred = inference_model.predict([x_initializer, a_initializer, c_initializer])
    # Step 2: Convert "pred" into an np.array() of indices with the maximum probabilities
    indices = np.argmax(pred, 2)
    # Step 3: Convert indices to one-hot vectors, the shape of the results should be (1, )
    results = to_categorical(indices, num_classes=None)
    ### END CODE HERE ###
    
    return results, indices

执行

results, indices = predict_and_sample(inference_model, x_initializer, a_initializer, c_initializer)
print("np.argmax(results[12]) =", np.argmax(results[12]))
print("np.argmax(results[17]) =", np.argmax(results[17]))
print("list(indices[12:18]) =", list(indices[12:18]))

np.argmax(results[12]) = 54
np.argmax(results[17]) = 39
list(indices[12:18]) = [array([54], dtype=int64), array([36], dtype=int64), array([16], dtype=int64), array([63], dtype=int64), array([74], dtype=int64), array([39], dtype=int64)]

3.2生成音乐

RNN生成一个值序列。下面的代码通过首先调用predict_and_sample()函数来生成音乐，然后这些值被后期处理成音乐和弦(意味着可以同时演奏多个值或音符)。大多数计算音乐算法使用一些后期处理，因为很难在没有这种后期处理的情况下生成听起来不错的音乐。后期处理的工作包括清理生成的音频，确保相同的声音不会重复太多次，两个连续的音符在音高上的距离不会太远，等等。有人可能会说，这些后期处理步骤中有很多都是很困难的;另外，很多的音乐创作都集中在手工制作后期处理软件上，很多的输出质量取决于后期处理的质量，而不仅仅是RNN的质量。

 运行下面的代码来生成音乐并将其记录到out_stream中，这可能需要几分钟。

out_stream = generate_music(inference_model)

Predicting new values for different set of chords.
Generated 51 sounds using the predicted values for the set of chords ("1") and after pruning
Generated 50 sounds using the predicted values for the set of chords ("2") and after pruning
Generated 51 sounds using the predicted values for the set of chords ("3") and after pruning
Generated 51 sounds using the predicted values for the set of chords ("4") and after pruning
Generated 51 sounds using the predicted values for the set of chords ("5") and after pruning
Your generated music is saved in output/my_music.midi

此时音乐已经生成到了out/my_music.mid下，可以直接打开。