作战规划预测

import tensorflow as tf import pandas as pd import numpy as np import matplotlib.pyplot as plt %matplotlib inline date = pd.read_csv('C:\\Users\\huawei\\.ipynb_checkpoints\\dateset\\sample.csv') print(date) Unnamed: 0 x1 x2 x3 x4 x5 x6 evaluate 0 1 0.75 0.69 0.87 0.91 0.58 0.79 0.88 1 2 0.65 0.73 0.85 0.88 0.79 0.60 0.79 2 3 0.85 0.69 0.71 0.86 0.73 0.81 0.78 3 4 0.83 0.79 0.81 0.93 0.71 0.79 0.82 4 5 0.72 0.71 0.83 0.77 0.68 0.73 0.77 5 6 0.85 0.84 0.79 0.79 0.71 0.69 0.79 6 7 0.79 0.83 0.77 0.89 0.84 0.77 0.83 7 8 0.77 0.81 0.68 0.89 0.87 0.74 0.78 8 9 0.88 0.79 0.72 0.83 0.82 0.87 0.74 9 10 0.68 0.85 0.79 0.76 0.78 0.93 0.71 10 11 0.67 0.72 0.87 0.69 0.69 0.85 0.69 11 12 0.79 0.74 0.83 0.71 0.88 0.81 0.80 12 13 0.70 0.73 0.85 0.81 0.78 0.71 0.78 13 14 0.68 0.75 0.71 0.83 0.86 0.79 0.75 14 15 0.81 0.89 0.77 0.84 0.63 0.71 0.71 plt.scatter(date.x1,date.evaluate)

plt.scatter(date.x2,date.evaluate)

x = date.iloc[:,1:-1] y = date.iloc[:,-1] model = tf.keras.Sequential([tf.keras.layers.Dense(10, input_shape=(6,), activation='relu'), tf.keras.layers.Dense(10), tf.keras.layers.Dense(1)] ) model.summary() Model: "sequential" _________________________________________________________________ Layer (type) Output Shape Param # ================================================================= dense (Dense) (None, 10) 70 _________________________________________________________________ dense_1 (Dense) (None, 10) 110 _________________________________________________________________ dense_2 (Dense) (None, 1) 11 ================================================================= Total params: 191 Trainable params: 191 Non-trainable params: 0 _________________________________________________________________ model.compile(optimizer='adam', loss='mse') model.fit(x,y, epochs=1000) Epoch 1/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0026 Epoch 2/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0026 Epoch 3/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0026 Epoch 4/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0026 Epoch 5/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0026 Epoch 6/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0026 Epoch 7/1000 1/1 [==============================] - 0s 4ms/step - loss: 0.0026 Epoch 8/1000 1/1 [==============================] - 0s 4ms/step - loss: 0.0026 Epoch 9/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0026 Epoch 10/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0026 Epoch 11/1000 1/1 [==============================] - 0s 4ms/step - loss: 0.0026 Epoch 12/1000 1/1 [==============================] - 0s 4ms/step - loss: 0.0026 Epoch 13/1000 1/1 [==============================] - 0s 4ms/step - loss: 0.0026 Epoch 14/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0026 Epoch 15/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0026 Epoch 16/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0026 Epoch 17/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0026 Epoch 18/1000 1/1 [==============================] - 0s 4ms/step - loss: 0.0026 Epoch 19/1000 1/1 [==============================] - 0s 4ms/step - loss: 0.0026 Epoch 20/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0026 Epoch 21/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0026 Epoch 22/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0026 Epoch 23/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0026 Epoch 24/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0026 Epoch 25/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0026 Epoch 26/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0026 Epoch 27/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0026 Epoch 28/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0026 Epoch 29/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0026 Epoch 30/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0026 Epoch 31/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0026 Epoch 32/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0026 Epoch 33/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0026 Epoch 34/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0026 Epoch 35/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0026 Epoch 36/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0026 Epoch 37/1000 1/1 [==============================] - 0s 4ms/step - loss: 0.0025 Epoch 38/1000 1/1 [==============================] - 0s 4ms/step - loss: 0.0025 Epoch 39/1000 1/1 [==============================] - 0s 4ms/step - loss: 0.0025 Epoch 40/1000 1/1 [==============================] - 0s 4ms/step - loss: 0.0025 Epoch 41/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0025 Epoch 42/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0025 Epoch 43/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0025 Epoch 44/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0025 Epoch 45/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0025 Epoch 46/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0025 Epoch 47/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0025 Epoch 48/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0025 Epoch 49/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0025 Epoch 50/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0025 Epoch 51/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0025 Epoch 52/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0025 Epoch 53/1000 1/1 [==============================] - 0s 4ms/step - loss: 0.0025 Epoch 54/1000 1/1 [==============================] - 0s 4ms/step - loss: 0.0025 Epoch 55/1000 1/1 [==============================] - 0s 4ms/step - loss: 0.0025 Epoch 56/1000 1/1 [==============================] - 0s 4ms/step - loss: 0.0025 Epoch 57/1000 1/1 [==============================] - 0s 4ms/step - loss: 0.0025 Epoch 58/1000 1/1 [==============================] - 0s 4ms/step - loss: 0.0025 Epoch 59/1000 1/1 [==============================] - 0s 4ms/step - loss: 0.0025 Epoch 60/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0025 Epoch 61/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0025 Epoch 62/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0025 Epoch 63/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0025 Epoch 64/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0025 Epoch 65/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0025 Epoch 66/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0025 Epoch 67/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0025 Epoch 68/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0025 Epoch 69/1000 1/1 [==============================] - 0s 4ms/step - loss: 0.0025 Epoch 70/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0025 Epoch 71/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0025 Epoch 72/1000 1/1 [==============================] - 0s 4ms/step - loss: 0.0025 Epoch 73/1000 1/1 [==============================] - 0s 4ms/step - loss: 0.0025 Epoch 74/1000 1/1 [==============================] - 0s 4ms/step - loss: 0.0025 Epoch 75/1000 1/1 [==============================] - 0s 4ms/step - loss: 0.0025 Epoch 76/1000 1/1 [==============================] - 0s 4ms/step - loss: 0.0025 Epoch 77/1000 1/1 [==============================] - 0s 4ms/step - loss: 0.0025 Epoch 78/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0025 Epoch 79/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0024 Epoch 80/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0024 Epoch 81/1000 1/1 [==============================] - 0s 4ms/step - loss: 0.0024 Epoch 82/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0024 Epoch 83/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0024 Epoch 84/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0024 Epoch 85/1000 1/1 [==============================] - 0s 4ms/step - loss: 0.0024 Epoch 86/1000 1/1 [==============================] - 0s 4ms/step - loss: 0.0024 Epoch 87/1000 1/1 [==============================] - 0s 4ms/step - loss: 0.0024 Epoch 88/1000 1/1 [==============================] - 0s 4ms/step - loss: 0.0024 Epoch 89/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0024 Epoch 90/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0024 Epoch 91/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0024 Epoch 92/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0024 Epoch 93/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0024 Epoch 94/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0024 Epoch 95/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0024 Epoch 96/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0024 Epoch 97/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0024 Epoch 98/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0024 Epoch 99/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0024 Epoch 100/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0024 Epoch 101/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0024 Epoch 102/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0024 Epoch 103/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0024 Epoch 104/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0024 Epoch 105/1000 1/1 [==============================] - 0s 4ms/step - loss: 0.0024 Epoch 106/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0024 Epoch 107/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0024 Epoch 108/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0024 Epoch 109/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0024 Epoch 110/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0024 Epoch 111/1000 1/1 [==============================] - 0s 4ms/step - loss: 0.0024 Epoch 112/1000 1/1 [==============================] - 0s 4ms/step - loss: 0.0024 Epoch 113/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0024 Epoch 114/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0024 Epoch 115/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0024 Epoch 116/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0024 Epoch 117/1000 1/1 [==============================] - 0s 4ms/step - loss: 0.0024 Epoch 118/1000 1/1 [==============================] - 0s 4ms/step - loss: 0.0024 Epoch 119/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0024 Epoch 120/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0024 Epoch 121/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0024 Epoch 122/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0024 Epoch 123/1000 1/1 [==============================] - 0s 4ms/step - loss: 0.0024 Epoch 124/1000 1/1 [==============================] - 0s 4ms/step - loss: 0.0024 Epoch 125/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0024 Epoch 126/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0023 Epoch 127/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0023 Epoch 128/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0023 Epoch 129/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0023 Epoch 130/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0023 Epoch 131/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0023 Epoch 132/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0023 Epoch 133/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0023 Epoch 134/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0023 Epoch 135/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0023 Epoch 136/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0023 Epoch 137/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0023 Epoch 138/1000 1/1 [==============================] - 0s 4ms/step - loss: 0.0023 Epoch 139/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0023 Epoch 140/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0023 Epoch 141/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0023 Epoch 142/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0023 Epoch 143/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0023 Epoch 144/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0023 Epoch 145/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0023 Epoch 146/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0023 Epoch 147/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0023 Epoch 148/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0023 Epoch 149/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0023 Epoch 150/1000 1/1 [==============================] - 0s 4ms/step - loss: 0.0023 Epoch 151/1000 1/1 [==============================] - 0s 4ms/step - loss: 0.0023 Epoch 152/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0023 Epoch 153/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0023 Epoch 154/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0023 Epoch 155/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0023 Epoch 156/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0023 Epoch 157/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0023 Epoch 158/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0023 Epoch 159/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0023 Epoch 160/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0023 Epoch 161/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0023 Epoch 162/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0023 Epoch 163/1000 1/1 [==============================] - 0s 4ms/step - loss: 0.0023 Epoch 164/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0023 Epoch 165/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0023 Epoch 166/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0023 Epoch 167/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0023 Epoch 168/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0023 Epoch 169/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0023 Epoch 170/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0023 Epoch 171/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0023 Epoch 172/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0023 Epoch 173/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0023 Epoch 174/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0023 Epoch 175/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0023 Epoch 176/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0023 Epoch 177/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0023 Epoch 178/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0023 Epoch 179/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0023 Epoch 180/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0023 Epoch 181/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0022 Epoch 182/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0022 Epoch 183/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0022 Epoch 184/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0022 Epoch 185/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0022 Epoch 186/1000 1/1 [==============================] - 0s 3ms/step - loss: 0.0022 Epoch 187/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0022 Epoch 188/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0022 Epoch 189/1000 1/1 [==============================] - ETA: 0s - loss: 0.002 - 0s 0s/step - loss: 0.0022 Epoch 190/1000 1/1 [==============================] - 0s 4ms/step - loss: 0.0022 Epoch 191/1000 1/1 [==============================] - 0s 4ms/step - loss: 0.0022 Epoch 192/1000 1/1 [==============================] - 0s 4ms/step - loss: 0.0022 Epoch 193/1000 1/1 [==============================] - 0s 4ms/step - loss: 0.0022 Epoch 194/1000 1/1 [==============================] - 0s 4ms/step - loss: 0.0022 Epoch 195/1000 1/1 [==============================] - 0s 4ms/step - loss: 0.0022 Epoch 196/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0022 Epoch 197/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0022 Epoch 198/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0022 Epoch 199/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0022 Epoch 200/1000 1/1 [==============================] - 0s 2ms/step - loss: 0.0022 Epoch 201/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0022 Epoch 202/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0022 Epoch 203/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0022 Epoch 204/1000 1/1 [==============================] - 0s 4ms/step - loss: 0.0022 Epoch 205/1000 1/1 [==============================] - 0s 4ms/step - loss: 0.0022 Epoch 206/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0022 Epoch 207/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0022 Epoch 208/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0022 Epoch 209/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0022 Epoch 210/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0022 Epoch 211/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0022 Epoch 212/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0022 Epoch 213/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0022 Epoch 214/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0022 Epoch 215/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0022 Epoch 216/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0022 Epoch 217/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0022 Epoch 218/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0022 Epoch 219/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0022 Epoch 220/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0022 Epoch 221/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0022 Epoch 222/1000 1/1 [==============================] - 0s 1ms/step - loss: 0.0022 Epoch 223/1000 1/1 [==============================] - 0s 1ms/step - loss: 0.0022 Epoch 224/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0022 Epoch 225/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0022 Epoch 226/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0022 Epoch 227/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0022 Epoch 228/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0022 Epoch 229/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0022 Epoch 230/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0022 Epoch 231/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0022 Epoch 232/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0022 Epoch 233/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0022 Epoch 234/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0022 Epoch 235/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0022 Epoch 236/1000 1/1 [==============================] - 0s 4ms/step - loss: 0.0022 Epoch 237/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0022 Epoch 238/1000 1/1 [==============================] - 0s 4ms/step - loss: 0.0022 Epoch 239/1000 1/1 [==============================] - 0s 4ms/step - loss: 0.0022 Epoch 240/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0022 Epoch 241/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0022 Epoch 242/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0022 Epoch 243/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0022 Epoch 244/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0021 Epoch 245/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0021 Epoch 246/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0021 Epoch 247/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0021 Epoch 248/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0021 Epoch 249/1000 1/1 [==============================] - 0s 4ms/step - loss: 0.0021 Epoch 250/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0021 Epoch 251/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0021 Epoch 252/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0021 Epoch 253/1000 1/1 [==============================] - 0s 4ms/step - loss: 0.0021 Epoch 254/1000 1/1 [==============================] - 0s 4ms/step - loss: 0.0021 Epoch 255/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0021 Epoch 256/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0021 Epoch 257/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0021 Epoch 258/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0021 Epoch 259/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0021 Epoch 260/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0021 Epoch 261/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0021 Epoch 262/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0021 Epoch 263/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0021 Epoch 264/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0021 Epoch 265/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0021 Epoch 266/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0021 Epoch 267/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0021 Epoch 268/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0021 Epoch 269/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0021 Epoch 270/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0021 Epoch 271/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0021 Epoch 272/1000 1/1 [==============================] - 0s 1ms/step - loss: 0.0021 Epoch 273/1000 1/1 [==============================] - 0s 4ms/step - loss: 0.0021 Epoch 274/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0021 Epoch 275/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0021 Epoch 276/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0021 Epoch 277/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0021 Epoch 278/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0021 Epoch 279/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0021 Epoch 280/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0021 Epoch 281/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0021 Epoch 282/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0021 Epoch 283/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0021 Epoch 284/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0021 Epoch 285/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0021 Epoch 286/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0021 Epoch 287/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0021 Epoch 288/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0021 Epoch 289/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0021 Epoch 290/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0021 Epoch 291/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0021 Epoch 292/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0021 Epoch 293/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0021 Epoch 294/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0021 Epoch 295/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0021 Epoch 296/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0021 Epoch 297/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0021 Epoch 298/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0021 Epoch 299/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0021 Epoch 300/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0021 Epoch 301/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0021 Epoch 302/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0021 Epoch 303/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0021 Epoch 304/1000 1/1 [==============================] - 0s 4ms/step - loss: 0.0021 Epoch 305/1000 1/1 [==============================] - 0s 4ms/step - loss: 0.0021 Epoch 306/1000 1/1 [==============================] - 0s 4ms/step - loss: 0.0021 Epoch 307/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0021 Epoch 308/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0021 Epoch 309/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0021 Epoch 310/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0021 Epoch 311/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0021 Epoch 312/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0021 Epoch 313/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0021 Epoch 314/1000 1/1 [==============================] - 0s 4ms/step - loss: 0.0021 Epoch 315/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0020 Epoch 316/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0020 Epoch 317/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0020 Epoch 318/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0020 Epoch 319/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0020 Epoch 320/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0020 Epoch 321/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0020 Epoch 322/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0020 Epoch 323/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0020 Epoch 324/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0020 Epoch 325/1000 1/1 [==============================] - 0s 4ms/step - loss: 0.0020 Epoch 326/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0020 Epoch 327/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0020 Epoch 328/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0020 Epoch 329/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0020 Epoch 330/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0020 Epoch 331/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0020 Epoch 332/1000 1/1 [==============================] - 0s 4ms/step - loss: 0.0020 Epoch 333/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0020 Epoch 334/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0020 Epoch 335/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0020 Epoch 336/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0020 Epoch 337/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0020 Epoch 338/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0020 Epoch 339/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0020 Epoch 340/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0020 Epoch 341/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0020 Epoch 342/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0020 Epoch 343/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0020 Epoch 344/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0020 Epoch 345/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0020 Epoch 346/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0020 Epoch 347/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0020 Epoch 348/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0020 Epoch 349/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0020 Epoch 350/1000 1/1 [==============================] - 0s 4ms/step - loss: 0.0020 Epoch 351/1000 1/1 [==============================] - 0s 4ms/step - loss: 0.0020 Epoch 352/1000 1/1 [==============================] - 0s 4ms/step - loss: 0.0020 Epoch 353/1000 1/1 [==============================] - 0s 4ms/step - loss: 0.0020 Epoch 354/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0020 Epoch 355/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0020 Epoch 356/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0020 Epoch 357/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0020 Epoch 358/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0020 Epoch 359/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0020 Epoch 360/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0020 Epoch 361/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0020 Epoch 362/1000 1/1 [==============================] - 0s 4ms/step - loss: 0.0020 Epoch 363/1000 1/1 [==============================] - 0s 4ms/step - loss: 0.0020 Epoch 364/1000 1/1 [==============================] - 0s 4ms/step - loss: 0.0020 Epoch 365/1000 1/1 [==============================] - 0s 4ms/step - loss: 0.0020 Epoch 366/1000 1/1 [==============================] - 0s 4ms/step - loss: 0.0020 Epoch 367/1000 1/1 [==============================] - 0s 4ms/step - loss: 0.0020 Epoch 368/1000 1/1 [==============================] - 0s 4ms/step - loss: 0.0020 Epoch 369/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0020 Epoch 370/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0020 Epoch 371/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0020 Epoch 372/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0020 Epoch 373/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0020 Epoch 374/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0020 Epoch 375/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0020 Epoch 376/1000 1/1 [==============================] - 0s 4ms/step - loss: 0.0020 Epoch 377/1000 1/1 [==============================] - 0s 4ms/step - loss: 0.0020 Epoch 378/1000 1/1 [==============================] - 0s 4ms/step - loss: 0.0020 Epoch 379/1000 1/1 [==============================] - 0s 4ms/step - loss: 0.0020 Epoch 380/1000 1/1 [==============================] - 0s 4ms/step - loss: 0.0020 Epoch 381/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0020 Epoch 382/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0020 Epoch 383/1000 1/1 [==============================] - 0s 4ms/step - loss: 0.0020 Epoch 384/1000 1/1 [==============================] - 0s 4ms/step - loss: 0.0020 Epoch 385/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0020 Epoch 386/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0020 Epoch 387/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0020 Epoch 388/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0020 Epoch 389/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0020 Epoch 390/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0020 Epoch 391/1000 1/1 [==============================] - 0s 4ms/step - loss: 0.0020 Epoch 392/1000 1/1 [==============================] - 0s 4ms/step - loss: 0.0020 Epoch 393/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0020 Epoch 394/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0019 Epoch 395/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0019 Epoch 396/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0019 Epoch 397/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0019 Epoch 398/1000 1/1 [==============================] - 0s 4ms/step - loss: 0.0019 Epoch 399/1000 1/1 [==============================] - 0s 4ms/step - loss: 0.0019 Epoch 400/1000 1/1 [==============================] - 0s 4ms/step - loss: 0.0019 Epoch 401/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0019 Epoch 402/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0019 Epoch 403/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0019 Epoch 404/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0019 Epoch 405/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0019 Epoch 406/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0019 Epoch 407/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0019 Epoch 408/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0019 Epoch 409/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0019 Epoch 410/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0019 Epoch 411/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0019 Epoch 412/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0019 Epoch 413/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0019 Epoch 414/1000 1/1 [==============================] - 0s 4ms/step - loss: 0.0019 Epoch 415/1000 1/1 [==============================] - 0s 4ms/step - loss: 0.0019 Epoch 416/1000 1/1 [==============================] - 0s 4ms/step - loss: 0.0019 Epoch 417/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0019 Epoch 418/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0019 Epoch 419/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0019 Epoch 420/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0019 Epoch 421/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0019 Epoch 422/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0019 Epoch 423/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0019 Epoch 424/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0019 Epoch 425/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0019 Epoch 426/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0019 Epoch 427/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0019 Epoch 428/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0019 Epoch 429/1000 1/1 [==============================] - 0s 3ms/step - loss: 0.0019 Epoch 430/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0019 Epoch 431/1000 1/1 [==============================] - 0s 4ms/step - loss: 0.0019 Epoch 432/1000 1/1 [==============================] - 0s 4ms/step - loss: 0.0019 Epoch 433/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0019 Epoch 434/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0019 Epoch 435/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0019 Epoch 436/1000 1/1 [==============================] - 0s 2ms/step - loss: 0.0019 Epoch 437/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0019 Epoch 438/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0019 Epoch 439/1000 1/1 [==============================] - 0s 3ms/step - loss: 0.0019 Epoch 440/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0019 Epoch 441/1000 1/1 [==============================] - 0s 4ms/step - loss: 0.0019 Epoch 442/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0019 Epoch 443/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0019 Epoch 444/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0019 Epoch 445/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0019 Epoch 446/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0019 Epoch 447/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0019 Epoch 448/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0019 Epoch 449/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0019 Epoch 450/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0019 Epoch 451/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0019 Epoch 452/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0019 Epoch 453/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0019 Epoch 454/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0019 Epoch 455/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0019 Epoch 456/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0019 Epoch 457/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0019 Epoch 458/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0019 Epoch 459/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0019 Epoch 460/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0019 Epoch 461/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0019 Epoch 462/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0019 Epoch 463/1000 1/1 [==============================] - 0s 4ms/step - loss: 0.0019 Epoch 464/1000 1/1 [==============================] - 0s 4ms/step - loss: 0.0019 Epoch 465/1000 1/1 [==============================] - 0s 4ms/step - loss: 0.0019 Epoch 466/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0019 Epoch 467/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0019 Epoch 468/1000 1/1 [==============================] - 0s 4ms/step - loss: 0.0019 Epoch 469/1000 1/1 [==============================] - 0s 4ms/step - loss: 0.0019 Epoch 470/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0019 Epoch 471/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0019 Epoch 472/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0019 Epoch 473/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0019 Epoch 474/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0019 Epoch 475/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0019 Epoch 476/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0019 Epoch 477/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0019 Epoch 478/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0018 Epoch 479/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0018 Epoch 480/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0018 Epoch 481/1000 1/1 [==============================] - 0s 1ms/step - loss: 0.0018 Epoch 482/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0018 Epoch 483/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0018 Epoch 484/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0018 Epoch 485/1000 1/1 [==============================] - 0s 4ms/step - loss: 0.0018 Epoch 486/1000 1/1 [==============================] - 0s 4ms/step - loss: 0.0018 Epoch 487/1000 1/1 [==============================] - 0s 4ms/step - loss: 0.0018 Epoch 488/1000 1/1 [==============================] - 0s 4ms/step - loss: 0.0018 Epoch 489/1000 1/1 [==============================] - 0s 4ms/step - loss: 0.0018 Epoch 490/1000 1/1 [==============================] - 0s 4ms/step - loss: 0.0018 Epoch 491/1000 1/1 [==============================] - 0s 4ms/step - loss: 0.0018 Epoch 492/1000 1/1 [==============================] - 0s 4ms/step - loss: 0.0018 Epoch 493/1000 1/1 [==============================] - 0s 4ms/step - loss: 0.0018 Epoch 494/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0018 Epoch 495/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0018 Epoch 496/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0018 Epoch 497/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0018 Epoch 498/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0018 Epoch 499/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0018 Epoch 500/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0018 Epoch 501/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0018 Epoch 502/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0018 Epoch 503/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0018 Epoch 504/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0018 Epoch 505/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0018 Epoch 506/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0018 Epoch 507/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0018 Epoch 508/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0018 Epoch 509/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0018 Epoch 510/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0018 Epoch 511/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0018 Epoch 512/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0018 Epoch 513/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0018 Epoch 514/1000 1/1 [==============================] - 0s 4ms/step - loss: 0.0018 Epoch 515/1000 1/1 [==============================] - 0s 4ms/step - loss: 0.0018 Epoch 516/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0018 Epoch 517/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0018 Epoch 518/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0018 Epoch 519/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0018 Epoch 520/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0018 Epoch 521/1000 1/1 [==============================] - 0s 4ms/step - loss: 0.0018 Epoch 522/1000 1/1 [==============================] - 0s 4ms/step - loss: 0.0018 Epoch 523/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0018 Epoch 524/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0018 Epoch 525/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0018 Epoch 526/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0018 Epoch 527/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0018 Epoch 528/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0018 Epoch 529/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0018 Epoch 530/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0018 Epoch 531/1000 1/1 [==============================] - 0s 4ms/step - loss: 0.0018 Epoch 532/1000 1/1 [==============================] - 0s 4ms/step - loss: 0.0018 Epoch 533/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0018 Epoch 534/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0018 Epoch 535/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0018 Epoch 536/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0018 Epoch 537/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0018 Epoch 538/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0018 Epoch 539/1000 1/1 [==============================] - 0s 4ms/step - loss: 0.0018 Epoch 540/1000 1/1 [==============================] - 0s 4ms/step - loss: 0.0018 Epoch 541/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0018 Epoch 542/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0018 Epoch 543/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0018 Epoch 544/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0018 Epoch 545/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0018 Epoch 546/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0018 Epoch 547/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0018 Epoch 548/1000 1/1 [==============================] - 0s 4ms/step - loss: 0.0018 Epoch 549/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0018 Epoch 550/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0018 Epoch 551/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0018 Epoch 552/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0018 Epoch 553/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0018 Epoch 554/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0018 Epoch 555/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0018 Epoch 556/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0018 Epoch 557/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0018 Epoch 558/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0018 Epoch 559/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0018 Epoch 560/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0018 Epoch 561/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0018 Epoch 562/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0018 Epoch 563/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0018 Epoch 564/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0018 Epoch 565/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0017 Epoch 566/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0017 Epoch 567/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0017 Epoch 568/1000 1/1 [==============================] - 0s 4ms/step - loss: 0.0017 Epoch 569/1000 1/1 [==============================] - 0s 4ms/step - loss: 0.0017 Epoch 570/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0017 Epoch 571/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0017 Epoch 572/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0017 Epoch 573/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0017 Epoch 574/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0017 Epoch 575/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0017 Epoch 576/1000 1/1 [==============================] - 0s 4ms/step - loss: 0.0017 Epoch 577/1000 1/1 [==============================] - 0s 4ms/step - loss: 0.0017 Epoch 578/1000 1/1 [==============================] - 0s 4ms/step - loss: 0.0017 Epoch 579/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0017 Epoch 580/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0017 Epoch 581/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0017 Epoch 582/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0017 Epoch 583/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0017 Epoch 584/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0017 Epoch 585/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0017 Epoch 586/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0017 Epoch 587/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0017 Epoch 588/1000 1/1 [==============================] - 0s 4ms/step - loss: 0.0017 Epoch 589/1000 1/1 [==============================] - 0s 4ms/step - loss: 0.0017 Epoch 590/1000 1/1 [==============================] - 0s 4ms/step - loss: 0.0017 Epoch 591/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0017 Epoch 592/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0017 Epoch 593/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0017 Epoch 594/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0017 Epoch 595/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0017 Epoch 596/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0017 Epoch 597/1000 1/1 [==============================] - 0s 4ms/step - loss: 0.0017 Epoch 598/1000 1/1 [==============================] - 0s 4ms/step - loss: 0.0017 Epoch 599/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0017 Epoch 600/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0017 Epoch 601/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0017 Epoch 602/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0017 Epoch 603/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0017 Epoch 604/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0017 Epoch 605/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0017 Epoch 606/1000 1/1 [==============================] - 0s 4ms/step - loss: 0.0017 Epoch 607/1000 1/1 [==============================] - 0s 4ms/step - loss: 0.0017 Epoch 608/1000 1/1 [==============================] - 0s 4ms/step - loss: 0.0017 Epoch 609/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0017 Epoch 610/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0017 Epoch 611/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0017 Epoch 612/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0017 Epoch 613/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0017 Epoch 614/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0017 Epoch 615/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0017 Epoch 616/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0017 Epoch 617/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0017 Epoch 618/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0017 Epoch 619/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0017 Epoch 620/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0017 Epoch 621/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0017 Epoch 622/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0017 Epoch 623/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0017 Epoch 624/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0017 Epoch 625/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0017 Epoch 626/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0017 Epoch 627/1000 1/1 [==============================] - 0s 4ms/step - loss: 0.0017 Epoch 628/1000 1/1 [==============================] - 0s 4ms/step - loss: 0.0017 Epoch 629/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0017 Epoch 630/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0017 Epoch 631/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0017 Epoch 632/1000 1/1 [==============================] - 0s 4ms/step - loss: 0.0017 Epoch 633/1000 1/1 [==============================] - 0s 4ms/step - loss: 0.0017 Epoch 634/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0017 Epoch 635/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0017 Epoch 636/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0017 Epoch 637/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0017 Epoch 638/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0017 Epoch 639/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0017 Epoch 640/1000 1/1 [==============================] - 0s 4ms/step - loss: 0.0017 Epoch 641/1000 1/1 [==============================] - 0s 4ms/step - loss: 0.0017 Epoch 642/1000 1/1 [==============================] - 0s 4ms/step - loss: 0.0017 Epoch 643/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0017 Epoch 644/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0017 Epoch 645/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0017 Epoch 646/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0017 Epoch 647/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0017 Epoch 648/1000 1/1 [==============================] - 0s 4ms/step - loss: 0.0017 Epoch 649/1000 1/1 [==============================] - 0s 4ms/step - loss: 0.0017 Epoch 650/1000 1/1 [==============================] - 0s 4ms/step - loss: 0.0017 Epoch 651/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0017 Epoch 652/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0017 Epoch 653/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0016 Epoch 654/1000 1/1 [==============================] - 0s 4ms/step - loss: 0.0016 Epoch 655/1000 1/1 [==============================] - 0s 4ms/step - loss: 0.0016 Epoch 656/1000 1/1 [==============================] - 0s 4ms/step - loss: 0.0016 Epoch 657/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0016 Epoch 658/1000 1/1 [==============================] - 0s 4ms/step - loss: 0.0016 Epoch 659/1000 1/1 [==============================] - 0s 4ms/step - loss: 0.0016 Epoch 660/1000 1/1 [==============================] - 0s 4ms/step - loss: 0.0016 Epoch 661/1000 1/1 [==============================] - 0s 4ms/step - loss: 0.0016 Epoch 662/1000 1/1 [==============================] - 0s 4ms/step - loss: 0.0016 Epoch 663/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0016 Epoch 664/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0016 Epoch 665/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0016 Epoch 666/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0016 Epoch 667/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0016 Epoch 668/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0016 Epoch 669/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0016 Epoch 670/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0016 Epoch 671/1000 1/1 [==============================] - 0s 4ms/step - loss: 0.0016 Epoch 672/1000 1/1 [==============================] - 0s 4ms/step - loss: 0.0016 Epoch 673/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0016 Epoch 674/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0016 Epoch 675/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0016 Epoch 676/1000 1/1 [==============================] - 0s 4ms/step - loss: 0.0016 Epoch 677/1000 1/1 [==============================] - 0s 4ms/step - loss: 0.0016 Epoch 678/1000 1/1 [==============================] - 0s 4ms/step - loss: 0.0016 Epoch 679/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0016 Epoch 680/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0016 Epoch 681/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0016 Epoch 682/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0016 Epoch 683/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0016 Epoch 684/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0016 Epoch 685/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0016 Epoch 686/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0016 Epoch 687/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0016 Epoch 688/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0016 Epoch 689/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0016 Epoch 690/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0016 Epoch 691/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0016 Epoch 692/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0016 Epoch 693/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0016 Epoch 694/1000 1/1 [==============================] - 0s 4ms/step - loss: 0.0016 Epoch 695/1000 1/1 [==============================] - 0s 4ms/step - loss: 0.0016 Epoch 696/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0016 Epoch 697/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0016 Epoch 698/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0016 Epoch 699/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0016 Epoch 700/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0016 Epoch 701/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0016 Epoch 702/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0016 Epoch 703/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0016 Epoch 704/1000 1/1 [==============================] - 0s 4ms/step - loss: 0.0016 Epoch 705/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0016 Epoch 706/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0016 Epoch 707/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0016 Epoch 708/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0016 Epoch 709/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0016 Epoch 710/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0016 Epoch 711/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0016 Epoch 712/1000 1/1 [==============================] - 0s 4ms/step - loss: 0.0016 Epoch 713/1000 1/1 [==============================] - 0s 4ms/step - loss: 0.0016 Epoch 714/1000 1/1 [==============================] - 0s 4ms/step - loss: 0.0016 Epoch 715/1000 1/1 [==============================] - 0s 4ms/step - loss: 0.0016 Epoch 716/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0016 Epoch 717/1000 1/1 [==============================] - 0s 1ms/step - loss: 0.0016 Epoch 718/1000 1/1 [==============================] - 0s 4ms/step - loss: 0.0016 Epoch 719/1000 1/1 [==============================] - 0s 4ms/step - loss: 0.0016 Epoch 720/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0016 Epoch 721/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0016 Epoch 722/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0016 Epoch 723/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0016 Epoch 724/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0016 Epoch 725/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0016 Epoch 726/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0016 Epoch 727/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0016 Epoch 728/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0016 Epoch 729/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0016 Epoch 730/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0016 Epoch 731/1000 1/1 [==============================] - 0s 4ms/step - loss: 0.0016 Epoch 732/1000 1/1 [==============================] - 0s 4ms/step - loss: 0.0016 Epoch 733/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0016 Epoch 734/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0016 Epoch 735/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0016 Epoch 736/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0016 Epoch 737/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0016 Epoch 738/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0015 Epoch 739/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0015 Epoch 740/1000 1/1 [==============================] - 0s 4ms/step - loss: 0.0015 Epoch 741/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0015 Epoch 742/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0015 Epoch 743/1000 1/1 [==============================] - 0s 4ms/step - loss: 0.0015 Epoch 744/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0015 Epoch 745/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0015 Epoch 746/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0015 Epoch 747/1000 1/1 [==============================] - 0s 1ms/step - loss: 0.0015 Epoch 748/1000 1/1 [==============================] - 0s 4ms/step - loss: 0.0015 Epoch 749/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0015 Epoch 750/1000 1/1 [==============================] - 0s 4ms/step - loss: 0.0015 Epoch 751/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0015 Epoch 752/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0015 Epoch 753/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0015 Epoch 754/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0015 Epoch 755/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0015 Epoch 756/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0015 Epoch 757/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0015 Epoch 758/1000 1/1 [==============================] - 0s 4ms/step - loss: 0.0015 Epoch 759/1000 1/1 [==============================] - 0s 4ms/step - loss: 0.0015 Epoch 760/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0015 Epoch 761/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0015 Epoch 762/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0015 Epoch 763/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0015 Epoch 764/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0015 Epoch 765/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0015 Epoch 766/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0015 Epoch 767/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0015 Epoch 768/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0015 Epoch 769/1000 1/1 [==============================] - 0s 4ms/step - loss: 0.0015 Epoch 770/1000 1/1 [==============================] - 0s 4ms/step - loss: 0.0015 Epoch 771/1000 1/1 [==============================] - 0s 4ms/step - loss: 0.0015 Epoch 772/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0015 Epoch 773/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0015 Epoch 774/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0015 Epoch 775/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0015 Epoch 776/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0015 Epoch 777/1000 1/1 [==============================] - 0s 4ms/step - loss: 0.0015 Epoch 778/1000 1/1 [==============================] - 0s 4ms/step - loss: 0.0015 Epoch 779/1000 1/1 [==============================] - 0s 4ms/step - loss: 0.0015 Epoch 780/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0015 Epoch 781/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0015 Epoch 782/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0015 Epoch 783/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0015 Epoch 784/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0015 Epoch 785/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0015 Epoch 786/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0015 Epoch 787/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0015 Epoch 788/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0015 Epoch 789/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0015 Epoch 790/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0015 Epoch 791/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0015 Epoch 792/1000 1/1 [==============================] - 0s 4ms/step - loss: 0.0015 Epoch 793/1000 1/1 [==============================] - 0s 4ms/step - loss: 0.0015 Epoch 794/1000 1/1 [==============================] - 0s 4ms/step - loss: 0.0015 Epoch 795/1000 1/1 [==============================] - 0s 4ms/step - loss: 0.0015 Epoch 796/1000 1/1 [==============================] - 0s 4ms/step - loss: 0.0015 Epoch 797/1000 1/1 [==============================] - 0s 4ms/step - loss: 0.0015 Epoch 798/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0015 Epoch 799/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0015 Epoch 800/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0015 Epoch 801/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0015 Epoch 802/1000 1/1 [==============================] - 0s 4ms/step - loss: 0.0015 Epoch 803/1000 1/1 [==============================] - 0s 4ms/step - loss: 0.0015 Epoch 804/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0015 Epoch 805/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0015 Epoch 806/1000 1/1 [==============================] - 0s 4ms/step - loss: 0.0015 Epoch 807/1000 1/1 [==============================] - 0s 4ms/step - loss: 0.0015 Epoch 808/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0015 Epoch 809/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0015 Epoch 810/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0015 Epoch 811/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0015 Epoch 812/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0015 Epoch 813/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0015 Epoch 814/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0015 Epoch 815/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0015 Epoch 816/1000 1/1 [==============================] - 0s 4ms/step - loss: 0.0015 Epoch 817/1000 1/1 [==============================] - 0s 4ms/step - loss: 0.0015 Epoch 818/1000 1/1 [==============================] - 0s 4ms/step - loss: 0.0015 Epoch 819/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0015 Epoch 820/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0015 Epoch 821/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0015 Epoch 822/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0014 Epoch 823/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0014 Epoch 824/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0014 Epoch 825/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0014 Epoch 826/1000 1/1 [==============================] - 0s 4ms/step - loss: 0.0014 Epoch 827/1000 1/1 [==============================] - 0s 4ms/step - loss: 0.0014 Epoch 828/1000 1/1 [==============================] - 0s 4ms/step - loss: 0.0014 Epoch 829/1000 1/1 [==============================] - 0s 4ms/step - loss: 0.0014 Epoch 830/1000 1/1 [==============================] - 0s 4ms/step - loss: 0.0014 Epoch 831/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0014 Epoch 832/1000 1/1 [==============================] - 0s 4ms/step - loss: 0.0014 Epoch 833/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0014 Epoch 834/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0014 Epoch 835/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0014 Epoch 836/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0014 Epoch 837/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0014 Epoch 838/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0014 Epoch 839/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0014 Epoch 840/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0014 Epoch 841/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0014 Epoch 842/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0014 Epoch 843/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0014 Epoch 844/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0014 Epoch 845/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0014 Epoch 846/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0014 Epoch 847/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0014 Epoch 848/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0014 Epoch 849/1000 1/1 [==============================] - 0s 4ms/step - loss: 0.0014 Epoch 850/1000 1/1 [==============================] - 0s 4ms/step - loss: 0.0014 Epoch 851/1000 1/1 [==============================] - 0s 4ms/step - loss: 0.0014 Epoch 852/1000 1/1 [==============================] - 0s 4ms/step - loss: 0.0014 Epoch 853/1000 1/1 [==============================] - 0s 4ms/step - loss: 0.0014 Epoch 854/1000 1/1 [==============================] - 0s 4ms/step - loss: 0.0014 Epoch 855/1000 1/1 [==============================] - 0s 4ms/step - loss: 0.0014 Epoch 856/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0014 Epoch 857/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0014 Epoch 858/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0014 Epoch 859/1000 1/1 [==============================] - 0s 4ms/step - loss: 0.0014 Epoch 860/1000 1/1 [==============================] - 0s 4ms/step - loss: 0.0014 Epoch 861/1000 1/1 [==============================] - 0s 4ms/step - loss: 0.0014 Epoch 862/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0014 Epoch 863/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0014 Epoch 864/1000 1/1 [==============================] - 0s 4ms/step - loss: 0.0014 Epoch 865/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0014 Epoch 866/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0014 Epoch 867/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0014 Epoch 868/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0014 Epoch 869/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0014 Epoch 870/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0014 Epoch 871/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0014 Epoch 872/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0014 Epoch 873/1000 1/1 [==============================] - 0s 4ms/step - loss: 0.0014 Epoch 874/1000 1/1 [==============================] - 0s 4ms/step - loss: 0.0014 Epoch 875/1000 1/1 [==============================] - 0s 4ms/step - loss: 0.0014 Epoch 876/1000 1/1 [==============================] - 0s 4ms/step - loss: 0.0014 Epoch 877/1000 1/1 [==============================] - 0s 4ms/step - loss: 0.0014 Epoch 878/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0014 Epoch 879/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0014 Epoch 880/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0014 Epoch 881/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0014 Epoch 882/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0014 Epoch 883/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0014 Epoch 884/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0014 Epoch 885/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0014 Epoch 886/1000 1/1 [==============================] - 0s 4ms/step - loss: 0.0014 Epoch 887/1000 1/1 [==============================] - 0s 4ms/step - loss: 0.0014 Epoch 888/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0014 Epoch 889/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0014 Epoch 890/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0014 Epoch 891/1000 1/1 [==============================] - 0s 4ms/step - loss: 0.0014 Epoch 892/1000 1/1 [==============================] - 0s 4ms/step - loss: 0.0014 Epoch 893/1000 1/1 [==============================] - 0s 4ms/step - loss: 0.0014 Epoch 894/1000 1/1 [==============================] - 0s 4ms/step - loss: 0.0014 Epoch 895/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0014 Epoch 896/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0014 Epoch 897/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0014 Epoch 898/1000 1/1 [==============================] - 0s 4ms/step - loss: 0.0014 Epoch 899/1000 1/1 [==============================] - 0s 4ms/step - loss: 0.0014 Epoch 900/1000 1/1 [==============================] - 0s 4ms/step - loss: 0.0014 Epoch 901/1000 1/1 [==============================] - 0s 4ms/step - loss: 0.0014 Epoch 902/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0014 Epoch 903/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0013 Epoch 904/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0013 Epoch 905/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0013 Epoch 906/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0013 Epoch 907/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0013 Epoch 908/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0013 Epoch 909/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0013 Epoch 910/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0013 Epoch 911/1000 1/1 [==============================] - 0s 4ms/step - loss: 0.0013 Epoch 912/1000 1/1 [==============================] - 0s 4ms/step - loss: 0.0013 Epoch 913/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0013 Epoch 914/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0013 Epoch 915/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0013 Epoch 916/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0013 Epoch 917/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0013 Epoch 918/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0013 Epoch 919/1000 1/1 [==============================] - 0s 4ms/step - loss: 0.0013 Epoch 920/1000 1/1 [==============================] - 0s 4ms/step - loss: 0.0013 Epoch 921/1000 1/1 [==============================] - 0s 4ms/step - loss: 0.0013 Epoch 922/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0013 Epoch 923/1000 1/1 [==============================] - 0s 4ms/step - loss: 0.0013 Epoch 924/1000 1/1 [==============================] - 0s 4ms/step - loss: 0.0013 Epoch 925/1000 1/1 [==============================] - 0s 4ms/step - loss: 0.0013 Epoch 926/1000 1/1 [==============================] - 0s 4ms/step - loss: 0.0013 Epoch 927/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0013 Epoch 928/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0013 Epoch 929/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0013 Epoch 930/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0013 Epoch 931/1000 1/1 [==============================] - 0s 4ms/step - loss: 0.0013 Epoch 932/1000 1/1 [==============================] - 0s 4ms/step - loss: 0.0013 Epoch 933/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0013 Epoch 934/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0013 Epoch 935/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0013 Epoch 936/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0013 Epoch 937/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0013 Epoch 938/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0013 Epoch 939/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0013 Epoch 940/1000 1/1 [==============================] - 0s 4ms/step - loss: 0.0013 Epoch 941/1000 1/1 [==============================] - 0s 4ms/step - loss: 0.0013 Epoch 942/1000 1/1 [==============================] - 0s 4ms/step - loss: 0.0013 Epoch 943/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0013 Epoch 944/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0013 Epoch 945/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0013 Epoch 946/1000 1/1 [==============================] - 0s 1ms/step - loss: 0.0013 Epoch 947/1000 1/1 [==============================] - 0s 1ms/step - loss: 0.0013 Epoch 948/1000 1/1 [==============================] - 0s 348us/step - loss: 0.0013 Epoch 949/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0013 Epoch 950/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0013 Epoch 951/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0013 Epoch 952/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0013 Epoch 953/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0013 Epoch 954/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0013 Epoch 955/1000 1/1 [==============================] - 0s 4ms/step - loss: 0.0013 Epoch 956/1000 1/1 [==============================] - 0s 4ms/step - loss: 0.0013 Epoch 957/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0013 Epoch 958/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0013 Epoch 959/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0013 Epoch 960/1000 1/1 [==============================] - 0s 4ms/step - loss: 0.0013 Epoch 961/1000 1/1 [==============================] - 0s 4ms/step - loss: 0.0013 Epoch 962/1000 1/1 [==============================] - 0s 4ms/step - loss: 0.0013 Epoch 963/1000 1/1 [==============================] - 0s 4ms/step - loss: 0.0013 Epoch 964/1000 1/1 [==============================] - 0s 4ms/step - loss: 0.0013 Epoch 965/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0013 Epoch 966/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0013 Epoch 967/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0013 Epoch 968/1000 1/1 [==============================] - 0s 4ms/step - loss: 0.0013 Epoch 969/1000 1/1 [==============================] - 0s 4ms/step - loss: 0.0013 Epoch 970/1000 1/1 [==============================] - 0s 4ms/step - loss: 0.0013 Epoch 971/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0013 Epoch 972/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0013 Epoch 973/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0013 Epoch 974/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0013 Epoch 975/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0013 Epoch 976/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0013 Epoch 977/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0013 Epoch 978/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0013 Epoch 979/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0013 Epoch 980/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0013 Epoch 981/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0013 Epoch 982/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0013 Epoch 983/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0012 Epoch 984/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0012 Epoch 985/1000 1/1 [==============================] - 0s 4ms/step - loss: 0.0012 Epoch 986/1000 1/1 [==============================] - 0s 4ms/step - loss: 0.0012 Epoch 987/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0012 Epoch 988/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0012 Epoch 989/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0012 Epoch 990/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0012 Epoch 991/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0012 Epoch 992/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0012 Epoch 993/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0012 Epoch 994/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0012 Epoch 995/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0012 Epoch 996/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0012 Epoch 997/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0012 Epoch 998/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0012 Epoch 999/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0012 Epoch 1000/1000 1/1 [==============================] - 0s 0s/step - loss: 0.0012 <tensorflow.python.keras.callbacks.History at 0x1ecd78bc760> test = date.iloc[0:10,1:-1] model.predict(test) array([[0.80441105], [0.8187225 ], [0.76261634], [0.8171903 ], [0.75374824], [0.76738673], [0.80646825], [0.78868747], [0.7635224 ], [0.7432883 ]], dtype=float32) test = date.iloc[0:10,-1] test 0 0.88 1 0.79 2 0.78 3 0.82 4 0.77 5 0.79 6 0.83 7 0.78 8 0.74 9 0.71 Name: evaluate, dtype: float64 a = [[0.80441105],[0.8187225 ],[0.76261634],[0.8171903 ],[0.75374824],[0.76738673],[0.80646825],[0.78868747],[0.7635224 ],[0.7432883 ]] b= test plt.plot(a) plt.plot(b) plt.scatter(range(10),a) plt.scatter(range(10),b)

date1 = pd.read_csv('C:\\Users\\huawei\\.ipynb_checkpoints\\dateset\\test.csv') print(date1) Unnamed: 0 x1 x2 x3 x4 x5 x6 evaluate 0 1 0.67 0.72 0.87 0.69 0.69 0.85 0.69 1 2 0.79 0.74 0.83 0.71 0.88 0.81 0.80 2 3 0.70 0.73 0.85 0.81 0.78 0.71 0.78 3 4 0.68 0.75 0.71 0.83 0.86 0.79 0.75 4 5 0.81 0.89 0.77 0.84 0.63 0.71 0.71 test = date1.iloc[0:5,1:-1] model.predict(test) array([[0.7245015 ], [0.74673057], [0.78483915], [0.7629207 ], [0.7753123 ]], dtype=float32) #c = model.predict(test) d = date1.iloc[:5,-1] c = (0.7245015,0.74673057,0.78483915,0.7629207,0.7753123) np.sqrt(sum((c-d)**2)/5) 0.04119233925689923