mirror of
https://github.com/NanjingForestryUniversity/SCNet.git
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13253 lines
941 KiB
Plaintext
13253 lines
941 KiB
Plaintext
{
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"cells": [
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{
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"cell_type": "markdown",
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"metadata": {
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"pycharm": {
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"name": "#%% md\n"
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}
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},
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"source": [
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"# Model training Experiment"
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]
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},
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{
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"cell_type": "markdown",
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"metadata": {
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"pycharm": {
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"name": "#%% md\n"
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}
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},
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"source": [
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"In order to provide the experimental evidence to back up the statement in the section 2.3.2 that our shortcut block can prevent degration problem.\n",
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"\n",
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"Plain Networks. We first evaluate 5-layer and 11-layer plain nets. Comparing to the 5-layer one, the 11-layer one has three times convolutional layers."
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]
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},
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{
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"cell_type": "code",
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"execution_count": 25,
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"metadata": {
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"pycharm": {
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"name": "#%%\n"
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}
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},
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"outputs": [],
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"source": [
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"import pickle\n",
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"import time\n",
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"\n",
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"import numpy as np\n",
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"from matplotlib import ticker\n",
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"from scipy.io import loadmat\n",
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"from models import Plain5, Plain11, ShortCut5, ShortCut11\n",
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"from sklearn.model_selection import train_test_split\n",
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"import matplotlib.pyplot as plt\n",
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"%matplotlib notebook"
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]
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},
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{
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"cell_type": "markdown",
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"metadata": {
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"pycharm": {
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"name": "#%% md\n"
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}
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},
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"source": [
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"## Load data\n",
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"load data and split them into train, val, test"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 26,
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"metadata": {
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"pycharm": {
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"name": "#%%\n"
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}
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},
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"outputs": [
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{
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"name": "stdout",
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"output_type": "stream",
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"text": [
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"shape of data:\n",
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"x_train: (5728, 1, 102), y_train: (5728, 1),\n",
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"x_val: (2455, 1, 102), y_val: (2455, 1)\n",
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"x_test: (3508, 1, 102), y_test: (3508, 1)\n"
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]
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}
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],
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"source": [
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"import random\n",
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"from numpy.random import seed\n",
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"import tensorflow\n",
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"import time\n",
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"seed(2718)\n",
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"tensorflow.random.set_seed(2718)\n",
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"time1 = time.time()\n",
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"data = loadmat('dataset/mango/mango_dm_split.mat')\n",
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"training_method = \"sgd\"\n",
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"x_train, y_train, x_test, y_test = data['x_train'], data['y_train'], data['x_test'], data['y_test']\n",
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"x_train, x_val, y_train, y_val = train_test_split(x_train, y_train, test_size=0.3, random_state=12, shuffle=True)\n",
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"x_train, x_val, x_test = x_train[:, np.newaxis, :], x_val[:, np.newaxis, :], x_test[:, np.newaxis, :]\n",
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"print(f\"shape of data:\\n\"\n",
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" f\"x_train: {x_train.shape}, y_train: {y_train.shape},\\n\"\n",
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" f\"x_val: {x_val.shape}, y_val: {y_val.shape}\\n\"\n",
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" f\"x_test: {x_test.shape}, y_test: {y_test.shape}\")"
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]
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},
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{
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"cell_type": "markdown",
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"metadata": {
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"pycharm": {
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"name": "#%% md\n"
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}
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},
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"source": [
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"## Build Plain networks and Training"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 27,
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"metadata": {
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"pycharm": {
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"name": "#%%\n"
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}
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},
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"outputs": [],
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"source": [
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"plain_5, plain_11 = Plain5(input_shape=(1, 102)), Plain11(input_shape=(1, 102))"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 28,
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"metadata": {
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"pycharm": {
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"name": "#%%\n"
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}
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},
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"outputs": [
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{
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"name": "stdout",
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"output_type": "stream",
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"text": [
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"Epoch 1/2000\n",
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"90/90 [==============================] - 3s 10ms/step - loss: 0.0285 - val_loss: 0.0286 - lr: 0.0025\n",
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"Epoch 2/2000\n",
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"90/90 [==============================] - 0s 5ms/step - loss: 0.0273 - val_loss: 0.0287 - lr: 0.0025\n",
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"Epoch 3/2000\n",
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"90/90 [==============================] - 1s 7ms/step - loss: 0.0266 - val_loss: 0.0292 - lr: 0.0025\n",
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"Epoch 4/2000\n",
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"90/90 [==============================] - 0s 4ms/step - loss: 0.0264 - val_loss: 0.0292 - lr: 0.0025\n",
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"Epoch 5/2000\n",
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"90/90 [==============================] - 0s 4ms/step - loss: 0.0258 - val_loss: 0.0289 - lr: 0.0025\n",
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"Epoch 6/2000\n",
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"90/90 [==============================] - 0s 5ms/step - loss: 0.0253 - val_loss: 0.0283 - lr: 0.0025\n",
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"Epoch 7/2000\n",
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"90/90 [==============================] - 0s 5ms/step - loss: 0.0251 - val_loss: 0.0269 - lr: 0.0025\n",
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"Epoch 8/2000\n",
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"90/90 [==============================] - 0s 5ms/step - loss: 0.0249 - val_loss: 0.0263 - lr: 0.0025\n",
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"Epoch 9/2000\n",
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"90/90 [==============================] - 0s 5ms/step - loss: 0.0247 - val_loss: 0.0263 - lr: 0.0025\n",
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"Epoch 10/2000\n",
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"90/90 [==============================] - 0s 5ms/step - loss: 0.0244 - val_loss: 0.0254 - lr: 0.0025\n",
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"Epoch 11/2000\n",
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"90/90 [==============================] - 1s 7ms/step - loss: 0.0243 - val_loss: 0.0253 - lr: 0.0025\n",
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"Epoch 12/2000\n",
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"90/90 [==============================] - 1s 6ms/step - loss: 0.0243 - val_loss: 0.0250 - lr: 0.0025\n",
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"Epoch 13/2000\n",
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"90/90 [==============================] - 0s 5ms/step - loss: 0.0240 - val_loss: 0.0259 - lr: 0.0025\n",
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"Epoch 14/2000\n",
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"90/90 [==============================] - 0s 5ms/step - loss: 0.0239 - val_loss: 0.0246 - lr: 0.0025\n",
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"Epoch 15/2000\n",
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"90/90 [==============================] - 0s 4ms/step - loss: 0.0237 - val_loss: 0.0251 - lr: 0.0025\n",
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"Epoch 16/2000\n",
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"90/90 [==============================] - 0s 5ms/step - loss: 0.0236 - val_loss: 0.0241 - lr: 0.0025\n",
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"Epoch 17/2000\n",
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"90/90 [==============================] - 0s 4ms/step - loss: 0.0234 - val_loss: 0.0241 - lr: 0.0025\n",
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"Epoch 18/2000\n",
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"90/90 [==============================] - 0s 4ms/step - loss: 0.0236 - val_loss: 0.0241 - lr: 0.0025\n",
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"Epoch 19/2000\n",
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"90/90 [==============================] - 1s 7ms/step - loss: 0.0235 - val_loss: 0.0237 - lr: 0.0025\n",
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"Epoch 20/2000\n",
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"90/90 [==============================] - 0s 5ms/step - loss: 0.0234 - val_loss: 0.0235 - lr: 0.0025\n",
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"Epoch 21/2000\n",
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"90/90 [==============================] - 0s 5ms/step - loss: 0.0233 - val_loss: 0.0238 - lr: 0.0025\n",
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"Epoch 22/2000\n",
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"90/90 [==============================] - 0s 5ms/step - loss: 0.0233 - val_loss: 0.0238 - lr: 0.0025\n",
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"Epoch 23/2000\n",
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"90/90 [==============================] - 0s 5ms/step - loss: 0.0233 - val_loss: 0.0243 - lr: 0.0025\n",
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"Epoch 24/2000\n",
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"90/90 [==============================] - 0s 5ms/step - loss: 0.0231 - val_loss: 0.0233 - lr: 0.0025\n",
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"Epoch 25/2000\n",
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"90/90 [==============================] - 0s 4ms/step - loss: 0.0230 - val_loss: 0.0238 - lr: 0.0025\n",
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"Epoch 26/2000\n",
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"90/90 [==============================] - 0s 4ms/step - loss: 0.0229 - val_loss: 0.0241 - lr: 0.0025\n",
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"Epoch 27/2000\n",
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"90/90 [==============================] - 0s 5ms/step - loss: 0.0228 - val_loss: 0.0231 - lr: 0.0025\n",
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"Epoch 28/2000\n",
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"90/90 [==============================] - 0s 4ms/step - loss: 0.0228 - val_loss: 0.0246 - lr: 0.0025\n",
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"Epoch 29/2000\n",
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"90/90 [==============================] - 0s 4ms/step - loss: 0.0230 - val_loss: 0.0229 - lr: 0.0025\n",
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"Epoch 30/2000\n",
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"90/90 [==============================] - 0s 4ms/step - loss: 0.0230 - val_loss: 0.0232 - lr: 0.0025\n",
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"Epoch 31/2000\n",
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"90/90 [==============================] - 0s 5ms/step - loss: 0.0229 - val_loss: 0.0230 - lr: 0.0025\n",
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"Epoch 32/2000\n",
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"90/90 [==============================] - 0s 4ms/step - loss: 0.0227 - val_loss: 0.0230 - lr: 0.0025\n",
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"Epoch 33/2000\n",
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"90/90 [==============================] - 0s 5ms/step - loss: 0.0228 - val_loss: 0.0231 - lr: 0.0025\n",
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"Epoch 34/2000\n",
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"90/90 [==============================] - 0s 5ms/step - loss: 0.0225 - val_loss: 0.0234 - lr: 0.0025\n",
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"Epoch 35/2000\n",
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"90/90 [==============================] - 0s 5ms/step - loss: 0.0224 - val_loss: 0.0232 - lr: 0.0025\n",
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"Epoch 36/2000\n",
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"90/90 [==============================] - 0s 5ms/step - loss: 0.0225 - val_loss: 0.0232 - lr: 0.0025\n",
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"Epoch 37/2000\n",
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"90/90 [==============================] - 0s 4ms/step - loss: 0.0225 - val_loss: 0.0231 - lr: 0.0025\n",
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"Epoch 38/2000\n",
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"90/90 [==============================] - 0s 5ms/step - loss: 0.0226 - val_loss: 0.0234 - lr: 0.0025\n",
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"Epoch 39/2000\n",
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"90/90 [==============================] - 0s 5ms/step - loss: 0.0224 - val_loss: 0.0226 - lr: 0.0025\n",
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"Epoch 40/2000\n",
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"90/90 [==============================] - 0s 4ms/step - loss: 0.0224 - val_loss: 0.0243 - lr: 0.0025\n",
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"Epoch 41/2000\n",
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"90/90 [==============================] - 0s 4ms/step - loss: 0.0225 - val_loss: 0.0232 - lr: 0.0025\n",
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"Epoch 42/2000\n",
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"90/90 [==============================] - 0s 4ms/step - loss: 0.0220 - val_loss: 0.0230 - lr: 0.0025\n",
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"Epoch 43/2000\n",
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"90/90 [==============================] - 0s 4ms/step - loss: 0.0224 - val_loss: 0.0231 - lr: 0.0025\n",
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"Epoch 44/2000\n",
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"90/90 [==============================] - 0s 4ms/step - loss: 0.0224 - val_loss: 0.0237 - lr: 0.0025\n",
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"Epoch 45/2000\n",
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"90/90 [==============================] - 0s 4ms/step - loss: 0.0224 - val_loss: 0.0242 - lr: 0.0025\n",
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"Epoch 46/2000\n",
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"90/90 [==============================] - 0s 4ms/step - loss: 0.0223 - val_loss: 0.0241 - lr: 0.0025\n",
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"Epoch 47/2000\n",
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"90/90 [==============================] - 0s 4ms/step - loss: 0.0219 - val_loss: 0.0237 - lr: 0.0025\n",
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"Epoch 48/2000\n",
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"90/90 [==============================] - 0s 4ms/step - loss: 0.0220 - val_loss: 0.0236 - lr: 0.0025\n",
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"Epoch 49/2000\n",
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"90/90 [==============================] - 0s 4ms/step - loss: 0.0220 - val_loss: 0.0240 - lr: 0.0025\n",
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"Epoch 50/2000\n",
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"90/90 [==============================] - 0s 5ms/step - loss: 0.0220 - val_loss: 0.0218 - lr: 0.0025\n",
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"Epoch 51/2000\n",
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"90/90 [==============================] - 0s 4ms/step - loss: 0.0221 - val_loss: 0.0228 - lr: 0.0025\n",
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"Epoch 52/2000\n",
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"90/90 [==============================] - 0s 4ms/step - loss: 0.0222 - val_loss: 0.0224 - lr: 0.0025\n",
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"Epoch 53/2000\n",
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"90/90 [==============================] - 0s 4ms/step - loss: 0.0221 - val_loss: 0.0228 - lr: 0.0025\n",
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"Epoch 54/2000\n",
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"90/90 [==============================] - 0s 4ms/step - loss: 0.0222 - val_loss: 0.0223 - lr: 0.0025\n",
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"Epoch 55/2000\n",
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"90/90 [==============================] - 0s 4ms/step - loss: 0.0220 - val_loss: 0.0230 - lr: 0.0025\n",
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"Epoch 56/2000\n",
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"90/90 [==============================] - 0s 4ms/step - loss: 0.0221 - val_loss: 0.0225 - lr: 0.0025\n",
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"Epoch 57/2000\n",
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"90/90 [==============================] - 0s 4ms/step - loss: 0.0220 - val_loss: 0.0228 - lr: 0.0025\n",
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"Epoch 58/2000\n",
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"90/90 [==============================] - 0s 4ms/step - loss: 0.0219 - val_loss: 0.0220 - lr: 0.0025\n",
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"Epoch 59/2000\n",
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"90/90 [==============================] - 0s 4ms/step - loss: 0.0219 - val_loss: 0.0227 - lr: 0.0025\n",
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"Epoch 60/2000\n",
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"90/90 [==============================] - 0s 4ms/step - loss: 0.0220 - val_loss: 0.0230 - lr: 0.0025\n",
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"Epoch 61/2000\n",
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"90/90 [==============================] - 0s 4ms/step - loss: 0.0220 - val_loss: 0.0238 - lr: 0.0025\n",
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"Epoch 62/2000\n",
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"90/90 [==============================] - 0s 4ms/step - loss: 0.0217 - val_loss: 0.0236 - lr: 0.0025\n",
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"Epoch 63/2000\n",
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"90/90 [==============================] - 0s 4ms/step - loss: 0.0218 - val_loss: 0.0239 - lr: 0.0025\n",
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"Epoch 64/2000\n",
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"90/90 [==============================] - 0s 4ms/step - loss: 0.0220 - val_loss: 0.0250 - lr: 0.0025\n",
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"Epoch 65/2000\n",
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"90/90 [==============================] - 0s 4ms/step - loss: 0.0218 - val_loss: 0.0224 - lr: 0.0025\n",
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"Epoch 66/2000\n",
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"90/90 [==============================] - 0s 4ms/step - loss: 0.0219 - val_loss: 0.0222 - lr: 0.0025\n",
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"Epoch 67/2000\n",
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"90/90 [==============================] - 0s 4ms/step - loss: 0.0219 - val_loss: 0.0231 - lr: 0.0025\n",
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"Epoch 68/2000\n",
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"90/90 [==============================] - 0s 4ms/step - loss: 0.0219 - val_loss: 0.0225 - lr: 0.0025\n",
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"Epoch 69/2000\n",
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"90/90 [==============================] - 0s 4ms/step - loss: 0.0218 - val_loss: 0.0234 - lr: 0.0025\n",
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"Epoch 70/2000\n",
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"90/90 [==============================] - 0s 4ms/step - loss: 0.0217 - val_loss: 0.0219 - lr: 0.0025\n",
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"Epoch 71/2000\n",
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"90/90 [==============================] - 0s 4ms/step - loss: 0.0217 - val_loss: 0.0219 - lr: 0.0025\n",
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"Epoch 72/2000\n",
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"90/90 [==============================] - 0s 5ms/step - loss: 0.0219 - val_loss: 0.0223 - lr: 0.0025\n",
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"Epoch 73/2000\n",
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"90/90 [==============================] - 0s 5ms/step - loss: 0.0217 - val_loss: 0.0220 - lr: 0.0025\n",
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"Epoch 74/2000\n",
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"90/90 [==============================] - 0s 4ms/step - loss: 0.0215 - val_loss: 0.0244 - lr: 0.0025\n",
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"Epoch 75/2000\n",
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"90/90 [==============================] - 0s 5ms/step - loss: 0.0216 - val_loss: 0.0217 - lr: 0.0025\n",
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"Epoch 76/2000\n",
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"90/90 [==============================] - 0s 4ms/step - loss: 0.0218 - val_loss: 0.0226 - lr: 0.0025\n",
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"Epoch 77/2000\n",
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"90/90 [==============================] - 0s 4ms/step - loss: 0.0215 - val_loss: 0.0264 - lr: 0.0025\n",
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"Epoch 78/2000\n",
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"90/90 [==============================] - 0s 4ms/step - loss: 0.0216 - val_loss: 0.0221 - lr: 0.0025\n",
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"Epoch 79/2000\n",
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"90/90 [==============================] - 0s 4ms/step - loss: 0.0216 - val_loss: 0.0227 - lr: 0.0025\n",
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"Epoch 80/2000\n",
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"90/90 [==============================] - 0s 4ms/step - loss: 0.0213 - val_loss: 0.0223 - lr: 0.0025\n",
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"Epoch 81/2000\n",
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"90/90 [==============================] - 0s 4ms/step - loss: 0.0217 - val_loss: 0.0246 - lr: 0.0025\n",
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"Epoch 82/2000\n",
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"90/90 [==============================] - 0s 5ms/step - loss: 0.0213 - val_loss: 0.0224 - lr: 0.0025\n",
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"Epoch 83/2000\n",
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"90/90 [==============================] - 0s 5ms/step - loss: 0.0214 - val_loss: 0.0217 - lr: 0.0025\n",
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"Epoch 84/2000\n",
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"90/90 [==============================] - 0s 4ms/step - loss: 0.0214 - val_loss: 0.0237 - lr: 0.0025\n",
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"Epoch 85/2000\n",
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"90/90 [==============================] - 0s 4ms/step - loss: 0.0212 - val_loss: 0.0220 - lr: 0.0025\n",
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"Epoch 86/2000\n",
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"90/90 [==============================] - 0s 5ms/step - loss: 0.0215 - val_loss: 0.0233 - lr: 0.0025\n",
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"Epoch 87/2000\n",
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"90/90 [==============================] - 0s 4ms/step - loss: 0.0213 - val_loss: 0.0245 - lr: 0.0025\n",
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"Epoch 88/2000\n",
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"90/90 [==============================] - 0s 4ms/step - loss: 0.0214 - val_loss: 0.0258 - lr: 0.0025\n",
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"Epoch 89/2000\n",
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"90/90 [==============================] - 0s 4ms/step - loss: 0.0213 - val_loss: 0.0226 - lr: 0.0025\n",
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"Epoch 90/2000\n",
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"90/90 [==============================] - 0s 4ms/step - loss: 0.0210 - val_loss: 0.0219 - lr: 0.0025\n",
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"Epoch 91/2000\n",
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"90/90 [==============================] - 0s 5ms/step - loss: 0.0214 - val_loss: 0.0216 - lr: 0.0025\n",
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"Epoch 92/2000\n",
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"90/90 [==============================] - 0s 4ms/step - loss: 0.0214 - val_loss: 0.0232 - lr: 0.0025\n",
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"Epoch 93/2000\n",
|
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"90/90 [==============================] - 0s 4ms/step - loss: 0.0213 - val_loss: 0.0225 - lr: 0.0025\n",
|
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"Epoch 94/2000\n",
|
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"90/90 [==============================] - 0s 4ms/step - loss: 0.0212 - val_loss: 0.0226 - lr: 0.0025\n",
|
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"Epoch 95/2000\n",
|
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"90/90 [==============================] - 0s 4ms/step - loss: 0.0212 - val_loss: 0.0213 - lr: 0.0025\n",
|
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"Epoch 96/2000\n",
|
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"90/90 [==============================] - 0s 4ms/step - loss: 0.0210 - val_loss: 0.0220 - lr: 0.0025\n",
|
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"Epoch 97/2000\n",
|
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"90/90 [==============================] - 0s 4ms/step - loss: 0.0211 - val_loss: 0.0216 - lr: 0.0025\n",
|
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"Epoch 98/2000\n",
|
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"90/90 [==============================] - 0s 4ms/step - loss: 0.0210 - val_loss: 0.0231 - lr: 0.0025\n",
|
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"Epoch 99/2000\n",
|
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"90/90 [==============================] - 0s 4ms/step - loss: 0.0213 - val_loss: 0.0241 - lr: 0.0025\n",
|
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"Epoch 100/2000\n",
|
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"90/90 [==============================] - 0s 4ms/step - loss: 0.0212 - val_loss: 0.0239 - lr: 0.0025\n",
|
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"Epoch 101/2000\n",
|
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"90/90 [==============================] - 0s 4ms/step - loss: 0.0210 - val_loss: 0.0242 - lr: 0.0025\n",
|
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"Epoch 102/2000\n",
|
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"90/90 [==============================] - 0s 5ms/step - loss: 0.0211 - val_loss: 0.0249 - lr: 0.0025\n",
|
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"Epoch 103/2000\n",
|
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"90/90 [==============================] - 0s 4ms/step - loss: 0.0211 - val_loss: 0.0252 - lr: 0.0025\n",
|
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"Epoch 104/2000\n",
|
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"90/90 [==============================] - 0s 4ms/step - loss: 0.0211 - val_loss: 0.0221 - lr: 0.0025\n",
|
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"Epoch 105/2000\n",
|
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"90/90 [==============================] - 0s 4ms/step - loss: 0.0210 - val_loss: 0.0216 - lr: 0.0025\n",
|
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"Epoch 106/2000\n",
|
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"90/90 [==============================] - 0s 4ms/step - loss: 0.0210 - val_loss: 0.0222 - lr: 0.0025\n",
|
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"Epoch 107/2000\n",
|
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"90/90 [==============================] - 0s 5ms/step - loss: 0.0210 - val_loss: 0.0263 - lr: 0.0025\n",
|
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"Epoch 108/2000\n",
|
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"90/90 [==============================] - 0s 4ms/step - loss: 0.0210 - val_loss: 0.0275 - lr: 0.0025\n",
|
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"Epoch 109/2000\n",
|
|
"90/90 [==============================] - 0s 4ms/step - loss: 0.0212 - val_loss: 0.0218 - lr: 0.0025\n",
|
|
"Epoch 110/2000\n",
|
|
"90/90 [==============================] - 0s 4ms/step - loss: 0.0209 - val_loss: 0.0217 - lr: 0.0025\n",
|
|
"Epoch 111/2000\n",
|
|
"90/90 [==============================] - 0s 4ms/step - loss: 0.0208 - val_loss: 0.0226 - lr: 0.0025\n",
|
|
"Epoch 112/2000\n",
|
|
"90/90 [==============================] - 0s 4ms/step - loss: 0.0211 - val_loss: 0.0213 - lr: 0.0025\n",
|
|
"Epoch 113/2000\n",
|
|
"90/90 [==============================] - 0s 4ms/step - loss: 0.0210 - val_loss: 0.0221 - lr: 0.0025\n",
|
|
"Epoch 114/2000\n",
|
|
"90/90 [==============================] - 0s 4ms/step - loss: 0.0209 - val_loss: 0.0220 - lr: 0.0025\n",
|
|
"Epoch 115/2000\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0208 - val_loss: 0.0235 - lr: 0.0025\n",
|
|
"Epoch 116/2000\n",
|
|
"90/90 [==============================] - 0s 4ms/step - loss: 0.0204 - val_loss: 0.0234 - lr: 0.0025\n",
|
|
"Epoch 117/2000\n",
|
|
"90/90 [==============================] - 0s 4ms/step - loss: 0.0209 - val_loss: 0.0213 - lr: 0.0025\n",
|
|
"Epoch 118/2000\n",
|
|
"90/90 [==============================] - 0s 4ms/step - loss: 0.0208 - val_loss: 0.0264 - lr: 0.0025\n",
|
|
"Epoch 119/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0208 - val_loss: 0.0216 - lr: 0.0025\n",
|
|
"Epoch 120/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0205 - val_loss: 0.0218 - lr: 0.0025\n",
|
|
"Epoch 121/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0208 - val_loss: 0.0221 - lr: 0.0025\n",
|
|
"Epoch 122/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0207 - val_loss: 0.0216 - lr: 0.0025\n",
|
|
"Epoch 123/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0208 - val_loss: 0.0224 - lr: 0.0025\n",
|
|
"Epoch 124/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0206 - val_loss: 0.0227 - lr: 0.0025\n",
|
|
"Epoch 125/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0210 - val_loss: 0.0290 - lr: 0.0025\n",
|
|
"Epoch 126/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0210 - val_loss: 0.0236 - lr: 0.0025\n",
|
|
"Epoch 127/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0209 - val_loss: 0.0230 - lr: 0.0025\n",
|
|
"Epoch 128/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0206 - val_loss: 0.0231 - lr: 0.0025\n",
|
|
"Epoch 129/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0206 - val_loss: 0.0233 - lr: 0.0025\n",
|
|
"Epoch 130/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0206 - val_loss: 0.0220 - lr: 0.0025\n",
|
|
"Epoch 131/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0207 - val_loss: 0.0218 - lr: 0.0025\n",
|
|
"Epoch 132/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0205 - val_loss: 0.0233 - lr: 0.0025\n",
|
|
"Epoch 133/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0207 - val_loss: 0.0225 - lr: 0.0025\n",
|
|
"Epoch 134/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0206 - val_loss: 0.0264 - lr: 0.0025\n",
|
|
"Epoch 135/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0204 - val_loss: 0.0227 - lr: 0.0025\n",
|
|
"Epoch 136/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0204 - val_loss: 0.0222 - lr: 0.0025\n",
|
|
"Epoch 137/2000\n",
|
|
"90/90 [==============================] - 0s 4ms/step - loss: 0.0204 - val_loss: 0.0215 - lr: 0.0025\n",
|
|
"Epoch 138/2000\n",
|
|
"90/90 [==============================] - 0s 4ms/step - loss: 0.0205 - val_loss: 0.0214 - lr: 0.0012\n",
|
|
"Epoch 139/2000\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0205 - val_loss: 0.0212 - lr: 0.0012\n",
|
|
"Epoch 140/2000\n",
|
|
"90/90 [==============================] - 0s 4ms/step - loss: 0.0207 - val_loss: 0.0210 - lr: 0.0012\n",
|
|
"Epoch 141/2000\n",
|
|
"90/90 [==============================] - 0s 4ms/step - loss: 0.0206 - val_loss: 0.0230 - lr: 0.0012\n",
|
|
"Epoch 142/2000\n",
|
|
"90/90 [==============================] - 0s 4ms/step - loss: 0.0204 - val_loss: 0.0213 - lr: 0.0012\n",
|
|
"Epoch 143/2000\n",
|
|
"90/90 [==============================] - 0s 4ms/step - loss: 0.0204 - val_loss: 0.0213 - lr: 0.0012\n",
|
|
"Epoch 144/2000\n",
|
|
"90/90 [==============================] - 0s 4ms/step - loss: 0.0202 - val_loss: 0.0216 - lr: 0.0012\n",
|
|
"Epoch 145/2000\n",
|
|
"90/90 [==============================] - 1s 6ms/step - loss: 0.0203 - val_loss: 0.0209 - lr: 0.0012\n",
|
|
"Epoch 146/2000\n",
|
|
"90/90 [==============================] - 1s 6ms/step - loss: 0.0202 - val_loss: 0.0219 - lr: 0.0012\n",
|
|
"Epoch 147/2000\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0205 - val_loss: 0.0258 - lr: 0.0012\n",
|
|
"Epoch 148/2000\n",
|
|
"90/90 [==============================] - 0s 4ms/step - loss: 0.0204 - val_loss: 0.0222 - lr: 0.0012\n",
|
|
"Epoch 149/2000\n",
|
|
"90/90 [==============================] - 0s 4ms/step - loss: 0.0205 - val_loss: 0.0216 - lr: 0.0012\n",
|
|
"Epoch 150/2000\n",
|
|
"90/90 [==============================] - 0s 4ms/step - loss: 0.0205 - val_loss: 0.0213 - lr: 0.0012\n",
|
|
"Epoch 151/2000\n",
|
|
"90/90 [==============================] - 0s 4ms/step - loss: 0.0206 - val_loss: 0.0210 - lr: 0.0012\n",
|
|
"Epoch 152/2000\n",
|
|
"90/90 [==============================] - 0s 4ms/step - loss: 0.0205 - val_loss: 0.0210 - lr: 0.0012\n",
|
|
"Epoch 153/2000\n",
|
|
"90/90 [==============================] - 0s 4ms/step - loss: 0.0203 - val_loss: 0.0226 - lr: 0.0012\n",
|
|
"Epoch 154/2000\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0204 - val_loss: 0.0209 - lr: 0.0012\n",
|
|
"Epoch 155/2000\n",
|
|
"90/90 [==============================] - 0s 4ms/step - loss: 0.0204 - val_loss: 0.0262 - lr: 0.0012\n",
|
|
"Epoch 156/2000\n",
|
|
"90/90 [==============================] - 0s 4ms/step - loss: 0.0203 - val_loss: 0.0215 - lr: 0.0012\n",
|
|
"Epoch 157/2000\n",
|
|
"90/90 [==============================] - 0s 4ms/step - loss: 0.0203 - val_loss: 0.0208 - lr: 0.0012\n",
|
|
"Epoch 158/2000\n",
|
|
"90/90 [==============================] - 1s 7ms/step - loss: 0.0202 - val_loss: 0.0205 - lr: 0.0012\n",
|
|
"Epoch 159/2000\n",
|
|
"90/90 [==============================] - 1s 10ms/step - loss: 0.0206 - val_loss: 0.0215 - lr: 0.0012\n",
|
|
"Epoch 160/2000\n",
|
|
"90/90 [==============================] - 1s 13ms/step - loss: 0.0202 - val_loss: 0.0215 - lr: 0.0012\n",
|
|
"Epoch 161/2000\n",
|
|
"90/90 [==============================] - 1s 8ms/step - loss: 0.0204 - val_loss: 0.0211 - lr: 0.0012\n",
|
|
"Epoch 162/2000\n",
|
|
"90/90 [==============================] - 1s 7ms/step - loss: 0.0203 - val_loss: 0.0217 - lr: 0.0012\n",
|
|
"Epoch 163/2000\n",
|
|
"90/90 [==============================] - 0s 4ms/step - loss: 0.0202 - val_loss: 0.0217 - lr: 0.0012\n",
|
|
"Epoch 164/2000\n",
|
|
"90/90 [==============================] - 0s 4ms/step - loss: 0.0204 - val_loss: 0.0214 - lr: 0.0012\n",
|
|
"Epoch 165/2000\n",
|
|
"90/90 [==============================] - 0s 6ms/step - loss: 0.0201 - val_loss: 0.0212 - lr: 0.0012\n",
|
|
"Epoch 166/2000\n",
|
|
"90/90 [==============================] - 0s 4ms/step - loss: 0.0202 - val_loss: 0.0206 - lr: 0.0012\n",
|
|
"Epoch 167/2000\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0200 - val_loss: 0.0208 - lr: 0.0012\n",
|
|
"Epoch 168/2000\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0202 - val_loss: 0.0225 - lr: 0.0012\n",
|
|
"Epoch 169/2000\n",
|
|
"90/90 [==============================] - 0s 4ms/step - loss: 0.0202 - val_loss: 0.0216 - lr: 0.0012\n",
|
|
"Epoch 170/2000\n",
|
|
"90/90 [==============================] - 0s 4ms/step - loss: 0.0201 - val_loss: 0.0213 - lr: 0.0012\n",
|
|
"Epoch 171/2000\n",
|
|
"90/90 [==============================] - 0s 4ms/step - loss: 0.0202 - val_loss: 0.0220 - lr: 0.0012\n",
|
|
"Epoch 172/2000\n",
|
|
"90/90 [==============================] - 0s 4ms/step - loss: 0.0203 - val_loss: 0.0203 - lr: 0.0012\n",
|
|
"Epoch 173/2000\n",
|
|
"90/90 [==============================] - 0s 4ms/step - loss: 0.0201 - val_loss: 0.0220 - lr: 0.0012\n",
|
|
"Epoch 174/2000\n",
|
|
"90/90 [==============================] - 0s 4ms/step - loss: 0.0202 - val_loss: 0.0217 - lr: 0.0012\n",
|
|
"Epoch 175/2000\n",
|
|
"90/90 [==============================] - 0s 4ms/step - loss: 0.0203 - val_loss: 0.0232 - lr: 0.0012\n",
|
|
"Epoch 176/2000\n",
|
|
"90/90 [==============================] - 0s 4ms/step - loss: 0.0201 - val_loss: 0.0211 - lr: 0.0012\n",
|
|
"Epoch 177/2000\n",
|
|
"90/90 [==============================] - 0s 4ms/step - loss: 0.0201 - val_loss: 0.0206 - lr: 0.0012\n",
|
|
"Epoch 178/2000\n",
|
|
"90/90 [==============================] - 0s 4ms/step - loss: 0.0204 - val_loss: 0.0267 - lr: 0.0012\n",
|
|
"Epoch 179/2000\n",
|
|
"90/90 [==============================] - 0s 4ms/step - loss: 0.0202 - val_loss: 0.0207 - lr: 0.0012\n",
|
|
"Epoch 180/2000\n",
|
|
"90/90 [==============================] - 0s 4ms/step - loss: 0.0201 - val_loss: 0.0207 - lr: 0.0012\n",
|
|
"Epoch 181/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0200 - val_loss: 0.0212 - lr: 0.0012\n",
|
|
"Epoch 182/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0202 - val_loss: 0.0227 - lr: 0.0012\n",
|
|
"Epoch 183/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0202 - val_loss: 0.0216 - lr: 0.0012\n",
|
|
"Epoch 184/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0201 - val_loss: 0.0218 - lr: 0.0012\n",
|
|
"Epoch 185/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0202 - val_loss: 0.0225 - lr: 0.0012\n",
|
|
"Epoch 186/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0200 - val_loss: 0.0210 - lr: 0.0012\n",
|
|
"Epoch 187/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0200 - val_loss: 0.0218 - lr: 0.0012\n",
|
|
"Epoch 188/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0201 - val_loss: 0.0228 - lr: 0.0012\n",
|
|
"Epoch 189/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0203 - val_loss: 0.0209 - lr: 0.0012\n",
|
|
"Epoch 190/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0201 - val_loss: 0.0220 - lr: 0.0012\n",
|
|
"Epoch 191/2000\n",
|
|
"90/90 [==============================] - 0s 4ms/step - loss: 0.0200 - val_loss: 0.0200 - lr: 0.0012\n",
|
|
"Epoch 192/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0200 - val_loss: 0.0203 - lr: 0.0012\n",
|
|
"Epoch 193/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0200 - val_loss: 0.0208 - lr: 0.0012\n",
|
|
"Epoch 194/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0200 - val_loss: 0.0220 - lr: 0.0012\n",
|
|
"Epoch 195/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0198 - val_loss: 0.0213 - lr: 0.0012\n",
|
|
"Epoch 196/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0201 - val_loss: 0.0249 - lr: 0.0012\n",
|
|
"Epoch 197/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0199 - val_loss: 0.0224 - lr: 0.0012\n",
|
|
"Epoch 198/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0200 - val_loss: 0.0208 - lr: 0.0012\n",
|
|
"Epoch 199/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0201 - val_loss: 0.0203 - lr: 0.0012\n",
|
|
"Epoch 200/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0195 - val_loss: 0.0220 - lr: 0.0012\n",
|
|
"Epoch 201/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0200 - val_loss: 0.0223 - lr: 0.0012\n",
|
|
"Epoch 202/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0200 - val_loss: 0.0200 - lr: 0.0012\n",
|
|
"Epoch 203/2000\n",
|
|
"90/90 [==============================] - 0s 4ms/step - loss: 0.0200 - val_loss: 0.0211 - lr: 0.0012\n",
|
|
"Epoch 204/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0200 - val_loss: 0.0211 - lr: 0.0012\n",
|
|
"Epoch 205/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0199 - val_loss: 0.0207 - lr: 0.0012\n",
|
|
"Epoch 206/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0197 - val_loss: 0.0206 - lr: 0.0012\n",
|
|
"Epoch 207/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0196 - val_loss: 0.0204 - lr: 0.0012\n",
|
|
"Epoch 208/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0198 - val_loss: 0.0208 - lr: 0.0012\n",
|
|
"Epoch 209/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0198 - val_loss: 0.0216 - lr: 0.0012\n",
|
|
"Epoch 210/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0197 - val_loss: 0.0207 - lr: 0.0012\n",
|
|
"Epoch 211/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0195 - val_loss: 0.0204 - lr: 0.0012\n",
|
|
"Epoch 212/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0196 - val_loss: 0.0207 - lr: 0.0012\n",
|
|
"Epoch 213/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0198 - val_loss: 0.0216 - lr: 0.0012\n",
|
|
"Epoch 214/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0196 - val_loss: 0.0215 - lr: 0.0012\n",
|
|
"Epoch 215/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0197 - val_loss: 0.0215 - lr: 0.0012\n",
|
|
"Epoch 216/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0197 - val_loss: 0.0229 - lr: 0.0012\n",
|
|
"Epoch 217/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0197 - val_loss: 0.0205 - lr: 6.2500e-04\n",
|
|
"Epoch 218/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0195 - val_loss: 0.0216 - lr: 6.2500e-04\n",
|
|
"Epoch 219/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0197 - val_loss: 0.0204 - lr: 6.2500e-04\n",
|
|
"Epoch 220/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0197 - val_loss: 0.0210 - lr: 6.2500e-04\n",
|
|
"Epoch 221/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0197 - val_loss: 0.0212 - lr: 6.2500e-04\n",
|
|
"Epoch 222/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0197 - val_loss: 0.0208 - lr: 6.2500e-04\n",
|
|
"Epoch 223/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0195 - val_loss: 0.0218 - lr: 6.2500e-04\n",
|
|
"Epoch 224/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0195 - val_loss: 0.0211 - lr: 6.2500e-04\n",
|
|
"Epoch 225/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0196 - val_loss: 0.0205 - lr: 6.2500e-04\n",
|
|
"Epoch 226/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0195 - val_loss: 0.0203 - lr: 6.2500e-04\n",
|
|
"Epoch 227/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0196 - val_loss: 0.0205 - lr: 6.2500e-04\n",
|
|
"Epoch 228/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0198 - val_loss: 0.0212 - lr: 6.2500e-04\n",
|
|
"Epoch 229/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0195 - val_loss: 0.0200 - lr: 6.2500e-04\n",
|
|
"Epoch 230/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0195 - val_loss: 0.0195 - lr: 6.2500e-04\n",
|
|
"Epoch 231/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0194 - val_loss: 0.0204 - lr: 6.2500e-04\n",
|
|
"Epoch 232/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0197 - val_loss: 0.0203 - lr: 6.2500e-04\n",
|
|
"Epoch 233/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0195 - val_loss: 0.0207 - lr: 6.2500e-04\n",
|
|
"Epoch 234/2000\n",
|
|
"90/90 [==============================] - 0s 4ms/step - loss: 0.0196 - val_loss: 0.0198 - lr: 6.2500e-04\n",
|
|
"Epoch 235/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0195 - val_loss: 0.0203 - lr: 6.2500e-04\n",
|
|
"Epoch 236/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0196 - val_loss: 0.0200 - lr: 6.2500e-04\n",
|
|
"Epoch 237/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0196 - val_loss: 0.0200 - lr: 6.2500e-04\n",
|
|
"Epoch 238/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0194 - val_loss: 0.0198 - lr: 6.2500e-04\n",
|
|
"Epoch 239/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0194 - val_loss: 0.0207 - lr: 6.2500e-04\n",
|
|
"Epoch 240/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0194 - val_loss: 0.0200 - lr: 6.2500e-04\n",
|
|
"Epoch 241/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0193 - val_loss: 0.0196 - lr: 6.2500e-04\n",
|
|
"Epoch 242/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0194 - val_loss: 0.0196 - lr: 6.2500e-04\n",
|
|
"Epoch 243/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0195 - val_loss: 0.0206 - lr: 6.2500e-04\n",
|
|
"Epoch 244/2000\n",
|
|
"90/90 [==============================] - 0s 4ms/step - loss: 0.0195 - val_loss: 0.0197 - lr: 6.2500e-04\n",
|
|
"Epoch 245/2000\n",
|
|
"90/90 [==============================] - 0s 4ms/step - loss: 0.0195 - val_loss: 0.0202 - lr: 6.2500e-04\n",
|
|
"Epoch 246/2000\n",
|
|
"90/90 [==============================] - 0s 4ms/step - loss: 0.0193 - val_loss: 0.0200 - lr: 6.2500e-04\n",
|
|
"Epoch 247/2000\n",
|
|
"90/90 [==============================] - 0s 4ms/step - loss: 0.0196 - val_loss: 0.0207 - lr: 6.2500e-04\n",
|
|
"Epoch 248/2000\n",
|
|
"90/90 [==============================] - 0s 4ms/step - loss: 0.0195 - val_loss: 0.0208 - lr: 6.2500e-04\n",
|
|
"Epoch 249/2000\n",
|
|
"90/90 [==============================] - 0s 4ms/step - loss: 0.0197 - val_loss: 0.0206 - lr: 6.2500e-04\n",
|
|
"Epoch 250/2000\n",
|
|
"90/90 [==============================] - 0s 4ms/step - loss: 0.0193 - val_loss: 0.0206 - lr: 6.2500e-04\n",
|
|
"Epoch 251/2000\n",
|
|
"90/90 [==============================] - 0s 4ms/step - loss: 0.0195 - val_loss: 0.0198 - lr: 6.2500e-04\n",
|
|
"Epoch 252/2000\n",
|
|
"90/90 [==============================] - 0s 4ms/step - loss: 0.0194 - val_loss: 0.0196 - lr: 6.2500e-04\n",
|
|
"Epoch 253/2000\n",
|
|
"90/90 [==============================] - 0s 4ms/step - loss: 0.0192 - val_loss: 0.0207 - lr: 6.2500e-04\n",
|
|
"Epoch 254/2000\n",
|
|
"90/90 [==============================] - 0s 4ms/step - loss: 0.0192 - val_loss: 0.0200 - lr: 6.2500e-04\n",
|
|
"Epoch 255/2000\n",
|
|
"90/90 [==============================] - 0s 4ms/step - loss: 0.0193 - val_loss: 0.0199 - lr: 6.2500e-04\n",
|
|
"Epoch 256/2000\n",
|
|
"90/90 [==============================] - 0s 4ms/step - loss: 0.0193 - val_loss: 0.0194 - lr: 3.1250e-04\n",
|
|
"Epoch 257/2000\n",
|
|
"90/90 [==============================] - 0s 4ms/step - loss: 0.0195 - val_loss: 0.0193 - lr: 3.1250e-04\n",
|
|
"Epoch 258/2000\n",
|
|
"90/90 [==============================] - 0s 4ms/step - loss: 0.0194 - val_loss: 0.0192 - lr: 3.1250e-04\n",
|
|
"Epoch 259/2000\n",
|
|
"90/90 [==============================] - 0s 4ms/step - loss: 0.0193 - val_loss: 0.0194 - lr: 3.1250e-04\n",
|
|
"Epoch 260/2000\n",
|
|
"90/90 [==============================] - 0s 4ms/step - loss: 0.0193 - val_loss: 0.0198 - lr: 3.1250e-04\n",
|
|
"Epoch 261/2000\n",
|
|
"90/90 [==============================] - 0s 4ms/step - loss: 0.0195 - val_loss: 0.0196 - lr: 3.1250e-04\n",
|
|
"Epoch 262/2000\n",
|
|
"90/90 [==============================] - 0s 4ms/step - loss: 0.0193 - val_loss: 0.0196 - lr: 3.1250e-04\n",
|
|
"Epoch 263/2000\n",
|
|
"90/90 [==============================] - 0s 4ms/step - loss: 0.0194 - val_loss: 0.0202 - lr: 3.1250e-04\n",
|
|
"Epoch 264/2000\n",
|
|
"90/90 [==============================] - 0s 4ms/step - loss: 0.0193 - val_loss: 0.0192 - lr: 3.1250e-04\n",
|
|
"Epoch 265/2000\n",
|
|
"90/90 [==============================] - 0s 4ms/step - loss: 0.0191 - val_loss: 0.0194 - lr: 3.1250e-04\n",
|
|
"Epoch 266/2000\n",
|
|
"90/90 [==============================] - 0s 4ms/step - loss: 0.0193 - val_loss: 0.0193 - lr: 3.1250e-04\n",
|
|
"Epoch 267/2000\n",
|
|
"90/90 [==============================] - 0s 4ms/step - loss: 0.0192 - val_loss: 0.0193 - lr: 3.1250e-04\n",
|
|
"Epoch 268/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0195 - val_loss: 0.0195 - lr: 3.1250e-04\n",
|
|
"Epoch 269/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0195 - val_loss: 0.0194 - lr: 3.1250e-04\n",
|
|
"Epoch 270/2000\n",
|
|
"90/90 [==============================] - 0s 4ms/step - loss: 0.0192 - val_loss: 0.0191 - lr: 3.1250e-04\n",
|
|
"Epoch 271/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0193 - val_loss: 0.0193 - lr: 3.1250e-04\n",
|
|
"Epoch 272/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0193 - val_loss: 0.0197 - lr: 3.1250e-04\n",
|
|
"Epoch 273/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0194 - val_loss: 0.0203 - lr: 3.1250e-04\n",
|
|
"Epoch 274/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0191 - val_loss: 0.0202 - lr: 3.1250e-04\n",
|
|
"Epoch 275/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0191 - val_loss: 0.0197 - lr: 3.1250e-04\n",
|
|
"Epoch 276/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0192 - val_loss: 0.0193 - lr: 3.1250e-04\n",
|
|
"Epoch 277/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0193 - val_loss: 0.0199 - lr: 3.1250e-04\n",
|
|
"Epoch 278/2000\n",
|
|
"90/90 [==============================] - 0s 4ms/step - loss: 0.0192 - val_loss: 0.0196 - lr: 3.1250e-04\n",
|
|
"Epoch 279/2000\n",
|
|
"90/90 [==============================] - 0s 4ms/step - loss: 0.0192 - val_loss: 0.0197 - lr: 3.1250e-04\n",
|
|
"Epoch 280/2000\n",
|
|
"90/90 [==============================] - 0s 4ms/step - loss: 0.0193 - val_loss: 0.0196 - lr: 3.1250e-04\n",
|
|
"Epoch 281/2000\n",
|
|
"90/90 [==============================] - 0s 4ms/step - loss: 0.0191 - val_loss: 0.0196 - lr: 3.1250e-04\n",
|
|
"Epoch 282/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0192 - val_loss: 0.0199 - lr: 3.1250e-04\n",
|
|
"Epoch 283/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0194 - val_loss: 0.0195 - lr: 3.1250e-04\n",
|
|
"Epoch 284/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0195 - val_loss: 0.0200 - lr: 3.1250e-04\n",
|
|
"Epoch 285/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0191 - val_loss: 0.0192 - lr: 3.1250e-04\n",
|
|
"Epoch 286/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0193 - val_loss: 0.0193 - lr: 3.1250e-04\n",
|
|
"Epoch 287/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0194 - val_loss: 0.0196 - lr: 3.1250e-04\n",
|
|
"Epoch 288/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0194 - val_loss: 0.0194 - lr: 3.1250e-04\n",
|
|
"Epoch 289/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0190 - val_loss: 0.0194 - lr: 3.1250e-04\n",
|
|
"Epoch 290/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0191 - val_loss: 0.0195 - lr: 3.1250e-04\n",
|
|
"Epoch 291/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0189 - val_loss: 0.0193 - lr: 3.1250e-04\n",
|
|
"Epoch 292/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0192 - val_loss: 0.0192 - lr: 3.1250e-04\n",
|
|
"Epoch 293/2000\n",
|
|
"90/90 [==============================] - 0s 4ms/step - loss: 0.0190 - val_loss: 0.0191 - lr: 3.1250e-04\n",
|
|
"Epoch 294/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0192 - val_loss: 0.0191 - lr: 3.1250e-04\n",
|
|
"Epoch 295/2000\n",
|
|
"90/90 [==============================] - 0s 4ms/step - loss: 0.0192 - val_loss: 0.0191 - lr: 3.1250e-04\n",
|
|
"Epoch 296/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0191 - val_loss: 0.0193 - lr: 3.1250e-04\n",
|
|
"Epoch 297/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0192 - val_loss: 0.0194 - lr: 3.1250e-04\n",
|
|
"Epoch 298/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0191 - val_loss: 0.0195 - lr: 3.1250e-04\n",
|
|
"Epoch 299/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0192 - val_loss: 0.0196 - lr: 3.1250e-04\n",
|
|
"Epoch 300/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0191 - val_loss: 0.0193 - lr: 3.1250e-04\n",
|
|
"Epoch 301/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0190 - val_loss: 0.0192 - lr: 3.1250e-04\n",
|
|
"Epoch 302/2000\n",
|
|
"90/90 [==============================] - 0s 4ms/step - loss: 0.0189 - val_loss: 0.0189 - lr: 3.1250e-04\n",
|
|
"Epoch 303/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0189 - val_loss: 0.0195 - lr: 3.1250e-04\n",
|
|
"Epoch 304/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0192 - val_loss: 0.0194 - lr: 3.1250e-04\n",
|
|
"Epoch 305/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0190 - val_loss: 0.0191 - lr: 3.1250e-04\n",
|
|
"Epoch 306/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0192 - val_loss: 0.0189 - lr: 3.1250e-04\n",
|
|
"Epoch 307/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0192 - val_loss: 0.0196 - lr: 3.1250e-04\n",
|
|
"Epoch 308/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0192 - val_loss: 0.0195 - lr: 3.1250e-04\n",
|
|
"Epoch 309/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0189 - val_loss: 0.0191 - lr: 3.1250e-04\n",
|
|
"Epoch 310/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0190 - val_loss: 0.0195 - lr: 3.1250e-04\n",
|
|
"Epoch 311/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0191 - val_loss: 0.0192 - lr: 3.1250e-04\n",
|
|
"Epoch 312/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0191 - val_loss: 0.0199 - lr: 3.1250e-04\n",
|
|
"Epoch 313/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0190 - val_loss: 0.0189 - lr: 3.1250e-04\n",
|
|
"Epoch 314/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0190 - val_loss: 0.0193 - lr: 3.1250e-04\n",
|
|
"Epoch 315/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0191 - val_loss: 0.0197 - lr: 3.1250e-04\n",
|
|
"Epoch 316/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0192 - val_loss: 0.0195 - lr: 3.1250e-04\n",
|
|
"Epoch 317/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0190 - val_loss: 0.0195 - lr: 3.1250e-04\n",
|
|
"Epoch 318/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0193 - val_loss: 0.0196 - lr: 3.1250e-04\n",
|
|
"Epoch 319/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0191 - val_loss: 0.0191 - lr: 3.1250e-04\n",
|
|
"Epoch 320/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0192 - val_loss: 0.0188 - lr: 3.1250e-04\n",
|
|
"Epoch 321/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0190 - val_loss: 0.0193 - lr: 3.1250e-04\n",
|
|
"Epoch 322/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0192 - val_loss: 0.0189 - lr: 3.1250e-04\n",
|
|
"Epoch 323/2000\n",
|
|
"90/90 [==============================] - 0s 4ms/step - loss: 0.0191 - val_loss: 0.0188 - lr: 3.1250e-04\n",
|
|
"Epoch 324/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0189 - val_loss: 0.0198 - lr: 3.1250e-04\n",
|
|
"Epoch 325/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0191 - val_loss: 0.0196 - lr: 3.1250e-04\n",
|
|
"Epoch 326/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0190 - val_loss: 0.0209 - lr: 3.1250e-04\n",
|
|
"Epoch 327/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0187 - val_loss: 0.0203 - lr: 3.1250e-04\n",
|
|
"Epoch 328/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0192 - val_loss: 0.0197 - lr: 3.1250e-04\n",
|
|
"Epoch 329/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0188 - val_loss: 0.0196 - lr: 3.1250e-04\n",
|
|
"Epoch 330/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0189 - val_loss: 0.0204 - lr: 3.1250e-04\n",
|
|
"Epoch 331/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0191 - val_loss: 0.0193 - lr: 3.1250e-04\n",
|
|
"Epoch 332/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0188 - val_loss: 0.0199 - lr: 3.1250e-04\n",
|
|
"Epoch 333/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0190 - val_loss: 0.0198 - lr: 3.1250e-04\n",
|
|
"Epoch 334/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0190 - val_loss: 0.0188 - lr: 3.1250e-04\n",
|
|
"Epoch 335/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0189 - val_loss: 0.0196 - lr: 3.1250e-04\n",
|
|
"Epoch 336/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0190 - val_loss: 0.0196 - lr: 3.1250e-04\n",
|
|
"Epoch 337/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0189 - val_loss: 0.0191 - lr: 3.1250e-04\n",
|
|
"Epoch 338/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0189 - val_loss: 0.0194 - lr: 3.1250e-04\n",
|
|
"Epoch 339/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0190 - val_loss: 0.0191 - lr: 3.1250e-04\n",
|
|
"Epoch 340/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0191 - val_loss: 0.0195 - lr: 3.1250e-04\n",
|
|
"Epoch 341/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0190 - val_loss: 0.0193 - lr: 3.1250e-04\n",
|
|
"Epoch 342/2000\n",
|
|
"90/90 [==============================] - 0s 4ms/step - loss: 0.0189 - val_loss: 0.0188 - lr: 3.1250e-04\n",
|
|
"Epoch 343/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0189 - val_loss: 0.0195 - lr: 3.1250e-04\n",
|
|
"Epoch 344/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0189 - val_loss: 0.0193 - lr: 3.1250e-04\n",
|
|
"Epoch 345/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0191 - val_loss: 0.0192 - lr: 3.1250e-04\n",
|
|
"Epoch 346/2000\n",
|
|
"90/90 [==============================] - 0s 4ms/step - loss: 0.0188 - val_loss: 0.0187 - lr: 3.1250e-04\n",
|
|
"Epoch 347/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0190 - val_loss: 0.0189 - lr: 3.1250e-04\n",
|
|
"Epoch 348/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0189 - val_loss: 0.0195 - lr: 3.1250e-04\n",
|
|
"Epoch 349/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0190 - val_loss: 0.0196 - lr: 3.1250e-04\n",
|
|
"Epoch 350/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0188 - val_loss: 0.0189 - lr: 3.1250e-04\n",
|
|
"Epoch 351/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0188 - val_loss: 0.0193 - lr: 3.1250e-04\n",
|
|
"Epoch 352/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0189 - val_loss: 0.0195 - lr: 3.1250e-04\n",
|
|
"Epoch 353/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0189 - val_loss: 0.0194 - lr: 3.1250e-04\n",
|
|
"Epoch 354/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0190 - val_loss: 0.0189 - lr: 3.1250e-04\n",
|
|
"Epoch 355/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0187 - val_loss: 0.0193 - lr: 3.1250e-04\n",
|
|
"Epoch 356/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0190 - val_loss: 0.0189 - lr: 3.1250e-04\n",
|
|
"Epoch 357/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0188 - val_loss: 0.0194 - lr: 3.1250e-04\n",
|
|
"Epoch 358/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0187 - val_loss: 0.0191 - lr: 3.1250e-04\n",
|
|
"Epoch 359/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0186 - val_loss: 0.0192 - lr: 3.1250e-04\n",
|
|
"Epoch 360/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0188 - val_loss: 0.0196 - lr: 3.1250e-04\n",
|
|
"Epoch 361/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0188 - val_loss: 0.0194 - lr: 3.1250e-04\n",
|
|
"Epoch 362/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0187 - val_loss: 0.0191 - lr: 3.1250e-04\n",
|
|
"Epoch 363/2000\n",
|
|
"90/90 [==============================] - 0s 4ms/step - loss: 0.0187 - val_loss: 0.0185 - lr: 3.1250e-04\n",
|
|
"Epoch 364/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0188 - val_loss: 0.0188 - lr: 3.1250e-04\n",
|
|
"Epoch 365/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0186 - val_loss: 0.0187 - lr: 3.1250e-04\n",
|
|
"Epoch 366/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0189 - val_loss: 0.0190 - lr: 3.1250e-04\n",
|
|
"Epoch 367/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0187 - val_loss: 0.0195 - lr: 3.1250e-04\n",
|
|
"Epoch 368/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0185 - val_loss: 0.0197 - lr: 3.1250e-04\n",
|
|
"Epoch 369/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0186 - val_loss: 0.0193 - lr: 3.1250e-04\n",
|
|
"Epoch 370/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0188 - val_loss: 0.0199 - lr: 3.1250e-04\n",
|
|
"Epoch 371/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0187 - val_loss: 0.0201 - lr: 3.1250e-04\n",
|
|
"Epoch 372/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0186 - val_loss: 0.0208 - lr: 3.1250e-04\n",
|
|
"Epoch 373/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0185 - val_loss: 0.0191 - lr: 3.1250e-04\n",
|
|
"Epoch 374/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0188 - val_loss: 0.0191 - lr: 3.1250e-04\n",
|
|
"Epoch 375/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0187 - val_loss: 0.0193 - lr: 3.1250e-04\n",
|
|
"Epoch 376/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0187 - val_loss: 0.0202 - lr: 3.1250e-04\n",
|
|
"Epoch 377/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0185 - val_loss: 0.0193 - lr: 3.1250e-04\n",
|
|
"Epoch 378/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0186 - val_loss: 0.0190 - lr: 3.1250e-04\n",
|
|
"Epoch 379/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0185 - val_loss: 0.0186 - lr: 3.1250e-04\n",
|
|
"Epoch 380/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0186 - val_loss: 0.0189 - lr: 3.1250e-04\n",
|
|
"Epoch 381/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0185 - val_loss: 0.0196 - lr: 3.1250e-04\n",
|
|
"Epoch 382/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0186 - val_loss: 0.0196 - lr: 3.1250e-04\n",
|
|
"Epoch 383/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0186 - val_loss: 0.0188 - lr: 3.1250e-04\n",
|
|
"Epoch 384/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0186 - val_loss: 0.0193 - lr: 3.1250e-04\n",
|
|
"Epoch 385/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0189 - val_loss: 0.0190 - lr: 3.1250e-04\n",
|
|
"Epoch 386/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0187 - val_loss: 0.0198 - lr: 3.1250e-04\n",
|
|
"Epoch 387/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0185 - val_loss: 0.0184 - lr: 3.1250e-04\n",
|
|
"Epoch 388/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0184 - val_loss: 0.0186 - lr: 3.1250e-04\n",
|
|
"Epoch 389/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0187 - val_loss: 0.0191 - lr: 3.1250e-04\n",
|
|
"Epoch 390/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0186 - val_loss: 0.0192 - lr: 3.1250e-04\n",
|
|
"Epoch 391/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0186 - val_loss: 0.0191 - lr: 3.1250e-04\n",
|
|
"Epoch 392/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0185 - val_loss: 0.0195 - lr: 3.1250e-04\n",
|
|
"Epoch 393/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0188 - val_loss: 0.0197 - lr: 3.1250e-04\n",
|
|
"Epoch 394/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0185 - val_loss: 0.0191 - lr: 3.1250e-04\n",
|
|
"Epoch 395/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0187 - val_loss: 0.0190 - lr: 3.1250e-04\n",
|
|
"Epoch 396/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0185 - val_loss: 0.0198 - lr: 3.1250e-04\n",
|
|
"Epoch 397/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0185 - val_loss: 0.0188 - lr: 3.1250e-04\n",
|
|
"Epoch 398/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0183 - val_loss: 0.0189 - lr: 3.1250e-04\n",
|
|
"Epoch 399/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0186 - val_loss: 0.0194 - lr: 3.1250e-04\n",
|
|
"Epoch 400/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0185 - val_loss: 0.0192 - lr: 3.1250e-04\n",
|
|
"Epoch 401/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0185 - val_loss: 0.0189 - lr: 3.1250e-04\n",
|
|
"Epoch 402/2000\n",
|
|
"90/90 [==============================] - 0s 4ms/step - loss: 0.0186 - val_loss: 0.0183 - lr: 3.1250e-04\n",
|
|
"Epoch 403/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0186 - val_loss: 0.0186 - lr: 3.1250e-04\n",
|
|
"Epoch 404/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0185 - val_loss: 0.0197 - lr: 3.1250e-04\n",
|
|
"Epoch 405/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0184 - val_loss: 0.0194 - lr: 3.1250e-04\n",
|
|
"Epoch 406/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0186 - val_loss: 0.0199 - lr: 3.1250e-04\n",
|
|
"Epoch 407/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0183 - val_loss: 0.0212 - lr: 3.1250e-04\n",
|
|
"Epoch 408/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0186 - val_loss: 0.0190 - lr: 3.1250e-04\n",
|
|
"Epoch 409/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0186 - val_loss: 0.0197 - lr: 3.1250e-04\n",
|
|
"Epoch 410/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0186 - val_loss: 0.0199 - lr: 3.1250e-04\n",
|
|
"Epoch 411/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0186 - val_loss: 0.0183 - lr: 3.1250e-04\n",
|
|
"Epoch 412/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0184 - val_loss: 0.0189 - lr: 3.1250e-04\n",
|
|
"Epoch 413/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0186 - val_loss: 0.0189 - lr: 3.1250e-04\n",
|
|
"Epoch 414/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0183 - val_loss: 0.0200 - lr: 3.1250e-04\n",
|
|
"Epoch 415/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0184 - val_loss: 0.0192 - lr: 3.1250e-04\n",
|
|
"Epoch 416/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0183 - val_loss: 0.0202 - lr: 3.1250e-04\n",
|
|
"Epoch 417/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0185 - val_loss: 0.0198 - lr: 3.1250e-04\n",
|
|
"Epoch 418/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0184 - val_loss: 0.0199 - lr: 3.1250e-04\n",
|
|
"Epoch 419/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0182 - val_loss: 0.0201 - lr: 3.1250e-04\n",
|
|
"Epoch 420/2000\n",
|
|
"90/90 [==============================] - 0s 4ms/step - loss: 0.0184 - val_loss: 0.0181 - lr: 3.1250e-04\n",
|
|
"Epoch 421/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0183 - val_loss: 0.0185 - lr: 3.1250e-04\n",
|
|
"Epoch 422/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0183 - val_loss: 0.0194 - lr: 3.1250e-04\n",
|
|
"Epoch 423/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0184 - val_loss: 0.0187 - lr: 3.1250e-04\n",
|
|
"Epoch 424/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0185 - val_loss: 0.0187 - lr: 3.1250e-04\n",
|
|
"Epoch 425/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0184 - val_loss: 0.0183 - lr: 3.1250e-04\n",
|
|
"Epoch 426/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0184 - val_loss: 0.0185 - lr: 3.1250e-04\n",
|
|
"Epoch 427/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0186 - val_loss: 0.0189 - lr: 3.1250e-04\n",
|
|
"Epoch 428/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0182 - val_loss: 0.0191 - lr: 3.1250e-04\n",
|
|
"Epoch 429/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0183 - val_loss: 0.0188 - lr: 3.1250e-04\n",
|
|
"Epoch 430/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0184 - val_loss: 0.0198 - lr: 3.1250e-04\n",
|
|
"Epoch 431/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0183 - val_loss: 0.0183 - lr: 3.1250e-04\n",
|
|
"Epoch 432/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0186 - val_loss: 0.0185 - lr: 3.1250e-04\n",
|
|
"Epoch 433/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0183 - val_loss: 0.0186 - lr: 3.1250e-04\n",
|
|
"Epoch 434/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0183 - val_loss: 0.0185 - lr: 3.1250e-04\n",
|
|
"Epoch 435/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0181 - val_loss: 0.0190 - lr: 3.1250e-04\n",
|
|
"Epoch 436/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0182 - val_loss: 0.0185 - lr: 3.1250e-04\n",
|
|
"Epoch 437/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0182 - val_loss: 0.0183 - lr: 3.1250e-04\n",
|
|
"Epoch 438/2000\n",
|
|
"90/90 [==============================] - 0s 4ms/step - loss: 0.0182 - val_loss: 0.0179 - lr: 3.1250e-04\n",
|
|
"Epoch 439/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0181 - val_loss: 0.0190 - lr: 3.1250e-04\n",
|
|
"Epoch 440/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0183 - val_loss: 0.0189 - lr: 3.1250e-04\n",
|
|
"Epoch 441/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0182 - val_loss: 0.0187 - lr: 3.1250e-04\n",
|
|
"Epoch 442/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0180 - val_loss: 0.0189 - lr: 3.1250e-04\n",
|
|
"Epoch 443/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0183 - val_loss: 0.0193 - lr: 3.1250e-04\n",
|
|
"Epoch 444/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0184 - val_loss: 0.0210 - lr: 3.1250e-04\n",
|
|
"Epoch 445/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0183 - val_loss: 0.0196 - lr: 3.1250e-04\n",
|
|
"Epoch 446/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0183 - val_loss: 0.0183 - lr: 3.1250e-04\n",
|
|
"Epoch 447/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0181 - val_loss: 0.0180 - lr: 3.1250e-04\n",
|
|
"Epoch 448/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0184 - val_loss: 0.0195 - lr: 3.1250e-04\n",
|
|
"Epoch 449/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0181 - val_loss: 0.0195 - lr: 3.1250e-04\n",
|
|
"Epoch 450/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0181 - val_loss: 0.0200 - lr: 3.1250e-04\n",
|
|
"Epoch 451/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0182 - val_loss: 0.0186 - lr: 3.1250e-04\n",
|
|
"Epoch 452/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0185 - val_loss: 0.0186 - lr: 3.1250e-04\n",
|
|
"Epoch 453/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0181 - val_loss: 0.0188 - lr: 3.1250e-04\n",
|
|
"Epoch 454/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0181 - val_loss: 0.0183 - lr: 3.1250e-04\n",
|
|
"Epoch 455/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0184 - val_loss: 0.0189 - lr: 3.1250e-04\n",
|
|
"Epoch 456/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0184 - val_loss: 0.0190 - lr: 3.1250e-04\n",
|
|
"Epoch 457/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0182 - val_loss: 0.0199 - lr: 3.1250e-04\n",
|
|
"Epoch 458/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0184 - val_loss: 0.0198 - lr: 3.1250e-04\n",
|
|
"Epoch 459/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0179 - val_loss: 0.0186 - lr: 3.1250e-04\n",
|
|
"Epoch 460/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0180 - val_loss: 0.0182 - lr: 3.1250e-04\n",
|
|
"Epoch 461/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0181 - val_loss: 0.0198 - lr: 3.1250e-04\n",
|
|
"Epoch 462/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0179 - val_loss: 0.0185 - lr: 3.1250e-04\n",
|
|
"Epoch 463/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0183 - val_loss: 0.0184 - lr: 3.1250e-04\n",
|
|
"Epoch 464/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0181 - val_loss: 0.0185 - lr: 1.5625e-04\n",
|
|
"Epoch 465/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0179 - val_loss: 0.0179 - lr: 1.5625e-04\n",
|
|
"Epoch 466/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0181 - val_loss: 0.0182 - lr: 1.5625e-04\n",
|
|
"Epoch 467/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0182 - val_loss: 0.0195 - lr: 1.5625e-04\n",
|
|
"Epoch 468/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0179 - val_loss: 0.0189 - lr: 1.5625e-04\n",
|
|
"Epoch 469/2000\n",
|
|
"90/90 [==============================] - 0s 4ms/step - loss: 0.0180 - val_loss: 0.0179 - lr: 1.5625e-04\n",
|
|
"Epoch 470/2000\n",
|
|
"90/90 [==============================] - 0s 4ms/step - loss: 0.0182 - val_loss: 0.0178 - lr: 1.5625e-04\n",
|
|
"Epoch 471/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0179 - val_loss: 0.0179 - lr: 1.5625e-04\n",
|
|
"Epoch 472/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0180 - val_loss: 0.0183 - lr: 1.5625e-04\n",
|
|
"Epoch 473/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0178 - val_loss: 0.0182 - lr: 1.5625e-04\n",
|
|
"Epoch 474/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0180 - val_loss: 0.0180 - lr: 1.5625e-04\n",
|
|
"Epoch 475/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0182 - val_loss: 0.0179 - lr: 1.5625e-04\n",
|
|
"Epoch 476/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0182 - val_loss: 0.0178 - lr: 1.5625e-04\n",
|
|
"Epoch 477/2000\n",
|
|
"90/90 [==============================] - 0s 4ms/step - loss: 0.0180 - val_loss: 0.0178 - lr: 1.5625e-04\n",
|
|
"Epoch 478/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0179 - val_loss: 0.0189 - lr: 1.5625e-04\n",
|
|
"Epoch 479/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0180 - val_loss: 0.0183 - lr: 1.5625e-04\n",
|
|
"Epoch 480/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0180 - val_loss: 0.0179 - lr: 1.5625e-04\n",
|
|
"Epoch 481/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0180 - val_loss: 0.0182 - lr: 1.5625e-04\n",
|
|
"Epoch 482/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0180 - val_loss: 0.0185 - lr: 1.5625e-04\n",
|
|
"Epoch 483/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0178 - val_loss: 0.0184 - lr: 1.5625e-04\n",
|
|
"Epoch 484/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0182 - val_loss: 0.0180 - lr: 1.5625e-04\n",
|
|
"Epoch 485/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0181 - val_loss: 0.0180 - lr: 1.5625e-04\n",
|
|
"Epoch 486/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0182 - val_loss: 0.0181 - lr: 1.5625e-04\n",
|
|
"Epoch 487/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0181 - val_loss: 0.0190 - lr: 1.5625e-04\n",
|
|
"Epoch 488/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0179 - val_loss: 0.0182 - lr: 1.5625e-04\n",
|
|
"Epoch 489/2000\n",
|
|
"90/90 [==============================] - 0s 4ms/step - loss: 0.0179 - val_loss: 0.0177 - lr: 1.5625e-04\n",
|
|
"Epoch 490/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0180 - val_loss: 0.0185 - lr: 1.5625e-04\n",
|
|
"Epoch 491/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0178 - val_loss: 0.0181 - lr: 1.5625e-04\n",
|
|
"Epoch 492/2000\n",
|
|
"90/90 [==============================] - 0s 4ms/step - loss: 0.0179 - val_loss: 0.0176 - lr: 1.5625e-04\n",
|
|
"Epoch 493/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0183 - val_loss: 0.0176 - lr: 1.5625e-04\n",
|
|
"Epoch 494/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0178 - val_loss: 0.0182 - lr: 1.5625e-04\n",
|
|
"Epoch 495/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0181 - val_loss: 0.0177 - lr: 1.5625e-04\n",
|
|
"Epoch 496/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0179 - val_loss: 0.0180 - lr: 1.5625e-04\n",
|
|
"Epoch 497/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0183 - val_loss: 0.0179 - lr: 1.5625e-04\n",
|
|
"Epoch 498/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0180 - val_loss: 0.0176 - lr: 1.5625e-04\n",
|
|
"Epoch 499/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0179 - val_loss: 0.0179 - lr: 1.5625e-04\n",
|
|
"Epoch 500/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0180 - val_loss: 0.0176 - lr: 1.5625e-04\n",
|
|
"Epoch 501/2000\n",
|
|
"90/90 [==============================] - 0s 4ms/step - loss: 0.0179 - val_loss: 0.0175 - lr: 1.5625e-04\n",
|
|
"Epoch 502/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0178 - val_loss: 0.0178 - lr: 1.5625e-04\n",
|
|
"Epoch 503/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0177 - val_loss: 0.0177 - lr: 1.5625e-04\n",
|
|
"Epoch 504/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0179 - val_loss: 0.0180 - lr: 1.5625e-04\n",
|
|
"Epoch 505/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0179 - val_loss: 0.0180 - lr: 1.5625e-04\n",
|
|
"Epoch 506/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0178 - val_loss: 0.0183 - lr: 1.5625e-04\n",
|
|
"Epoch 507/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0178 - val_loss: 0.0180 - lr: 1.5625e-04\n",
|
|
"Epoch 508/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0177 - val_loss: 0.0180 - lr: 1.5625e-04\n",
|
|
"Epoch 509/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0178 - val_loss: 0.0183 - lr: 1.5625e-04\n",
|
|
"Epoch 510/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0178 - val_loss: 0.0178 - lr: 1.5625e-04\n",
|
|
"Epoch 511/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0179 - val_loss: 0.0176 - lr: 1.5625e-04\n",
|
|
"Epoch 512/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0178 - val_loss: 0.0175 - lr: 1.5625e-04\n",
|
|
"Epoch 513/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0176 - val_loss: 0.0182 - lr: 1.5625e-04\n",
|
|
"Epoch 514/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0180 - val_loss: 0.0176 - lr: 1.5625e-04\n",
|
|
"Epoch 515/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0180 - val_loss: 0.0176 - lr: 1.5625e-04\n",
|
|
"Epoch 516/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0179 - val_loss: 0.0178 - lr: 1.5625e-04\n",
|
|
"Epoch 517/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0179 - val_loss: 0.0183 - lr: 1.5625e-04\n",
|
|
"Epoch 518/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0178 - val_loss: 0.0185 - lr: 1.5625e-04\n",
|
|
"Epoch 519/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0179 - val_loss: 0.0189 - lr: 1.5625e-04\n",
|
|
"Epoch 520/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0179 - val_loss: 0.0192 - lr: 1.5625e-04\n",
|
|
"Epoch 521/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0177 - val_loss: 0.0186 - lr: 1.5625e-04\n",
|
|
"Epoch 522/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0176 - val_loss: 0.0182 - lr: 1.5625e-04\n",
|
|
"Epoch 523/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0178 - val_loss: 0.0187 - lr: 1.5625e-04\n",
|
|
"Epoch 524/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0174 - val_loss: 0.0180 - lr: 1.5625e-04\n",
|
|
"Epoch 525/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0176 - val_loss: 0.0177 - lr: 1.5625e-04\n",
|
|
"Epoch 526/2000\n",
|
|
"90/90 [==============================] - 0s 4ms/step - loss: 0.0178 - val_loss: 0.0175 - lr: 1.5625e-04\n",
|
|
"Epoch 527/2000\n",
|
|
"90/90 [==============================] - 0s 4ms/step - loss: 0.0178 - val_loss: 0.0174 - lr: 1.5625e-04\n",
|
|
"Epoch 528/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0179 - val_loss: 0.0179 - lr: 1.5625e-04\n",
|
|
"Epoch 529/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0179 - val_loss: 0.0182 - lr: 1.5625e-04\n",
|
|
"Epoch 530/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0177 - val_loss: 0.0180 - lr: 1.5625e-04\n",
|
|
"Epoch 531/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0177 - val_loss: 0.0178 - lr: 1.5625e-04\n",
|
|
"Epoch 532/2000\n",
|
|
"90/90 [==============================] - 0s 4ms/step - loss: 0.0177 - val_loss: 0.0174 - lr: 1.5625e-04\n",
|
|
"Epoch 533/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0181 - val_loss: 0.0175 - lr: 1.5625e-04\n",
|
|
"Epoch 534/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0179 - val_loss: 0.0175 - lr: 1.5625e-04\n",
|
|
"Epoch 535/2000\n",
|
|
"90/90 [==============================] - 0s 4ms/step - loss: 0.0179 - val_loss: 0.0173 - lr: 1.5625e-04\n",
|
|
"Epoch 536/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0175 - val_loss: 0.0180 - lr: 1.5625e-04\n",
|
|
"Epoch 537/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0178 - val_loss: 0.0183 - lr: 1.5625e-04\n",
|
|
"Epoch 538/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0176 - val_loss: 0.0182 - lr: 1.5625e-04\n",
|
|
"Epoch 539/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0175 - val_loss: 0.0181 - lr: 1.5625e-04\n",
|
|
"Epoch 540/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0180 - val_loss: 0.0175 - lr: 1.5625e-04\n",
|
|
"Epoch 541/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0178 - val_loss: 0.0181 - lr: 1.5625e-04\n",
|
|
"Epoch 542/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0178 - val_loss: 0.0179 - lr: 1.5625e-04\n",
|
|
"Epoch 543/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0177 - val_loss: 0.0176 - lr: 1.5625e-04\n",
|
|
"Epoch 544/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0175 - val_loss: 0.0176 - lr: 1.5625e-04\n",
|
|
"Epoch 545/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0178 - val_loss: 0.0191 - lr: 1.5625e-04\n",
|
|
"Epoch 546/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0177 - val_loss: 0.0186 - lr: 1.5625e-04\n",
|
|
"Epoch 547/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0179 - val_loss: 0.0184 - lr: 1.5625e-04\n",
|
|
"Epoch 548/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0178 - val_loss: 0.0180 - lr: 1.5625e-04\n",
|
|
"Epoch 549/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0175 - val_loss: 0.0183 - lr: 1.5625e-04\n",
|
|
"Epoch 550/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0175 - val_loss: 0.0177 - lr: 1.5625e-04\n",
|
|
"Epoch 551/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0179 - val_loss: 0.0182 - lr: 1.5625e-04\n",
|
|
"Epoch 552/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0176 - val_loss: 0.0175 - lr: 1.5625e-04\n",
|
|
"Epoch 553/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0175 - val_loss: 0.0178 - lr: 1.5625e-04\n",
|
|
"Epoch 554/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0178 - val_loss: 0.0174 - lr: 1.5625e-04\n",
|
|
"Epoch 555/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0176 - val_loss: 0.0180 - lr: 1.5625e-04\n",
|
|
"Epoch 556/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0176 - val_loss: 0.0175 - lr: 1.5625e-04\n",
|
|
"Epoch 557/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0179 - val_loss: 0.0176 - lr: 1.5625e-04\n",
|
|
"Epoch 558/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0176 - val_loss: 0.0175 - lr: 1.5625e-04\n",
|
|
"Epoch 559/2000\n",
|
|
"90/90 [==============================] - 0s 4ms/step - loss: 0.0176 - val_loss: 0.0172 - lr: 1.5625e-04\n",
|
|
"Epoch 560/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0175 - val_loss: 0.0173 - lr: 1.5625e-04\n",
|
|
"Epoch 561/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0176 - val_loss: 0.0178 - lr: 1.5625e-04\n",
|
|
"Epoch 562/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0178 - val_loss: 0.0186 - lr: 1.5625e-04\n",
|
|
"Epoch 563/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0177 - val_loss: 0.0183 - lr: 1.5625e-04\n",
|
|
"Epoch 564/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0175 - val_loss: 0.0193 - lr: 1.5625e-04\n",
|
|
"Epoch 565/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0176 - val_loss: 0.0176 - lr: 1.5625e-04\n",
|
|
"Epoch 566/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0177 - val_loss: 0.0188 - lr: 1.5625e-04\n",
|
|
"Epoch 567/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0175 - val_loss: 0.0183 - lr: 1.5625e-04\n",
|
|
"Epoch 568/2000\n",
|
|
"90/90 [==============================] - 0s 4ms/step - loss: 0.0174 - val_loss: 0.0172 - lr: 1.5625e-04\n",
|
|
"Epoch 569/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0176 - val_loss: 0.0178 - lr: 1.5625e-04\n",
|
|
"Epoch 570/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0177 - val_loss: 0.0174 - lr: 1.5625e-04\n",
|
|
"Epoch 571/2000\n",
|
|
"90/90 [==============================] - 0s 4ms/step - loss: 0.0174 - val_loss: 0.0171 - lr: 1.5625e-04\n",
|
|
"Epoch 572/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0178 - val_loss: 0.0174 - lr: 1.5625e-04\n",
|
|
"Epoch 573/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0177 - val_loss: 0.0183 - lr: 1.5625e-04\n",
|
|
"Epoch 574/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0177 - val_loss: 0.0171 - lr: 1.5625e-04\n",
|
|
"Epoch 575/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0175 - val_loss: 0.0173 - lr: 1.5625e-04\n",
|
|
"Epoch 576/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0175 - val_loss: 0.0181 - lr: 1.5625e-04\n",
|
|
"Epoch 577/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0178 - val_loss: 0.0180 - lr: 1.5625e-04\n",
|
|
"Epoch 578/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0174 - val_loss: 0.0172 - lr: 1.5625e-04\n",
|
|
"Epoch 579/2000\n",
|
|
"90/90 [==============================] - 0s 4ms/step - loss: 0.0175 - val_loss: 0.0170 - lr: 1.5625e-04\n",
|
|
"Epoch 580/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0174 - val_loss: 0.0173 - lr: 1.5625e-04\n",
|
|
"Epoch 581/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0173 - val_loss: 0.0178 - lr: 1.5625e-04\n",
|
|
"Epoch 582/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0176 - val_loss: 0.0172 - lr: 1.5625e-04\n",
|
|
"Epoch 583/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0176 - val_loss: 0.0177 - lr: 1.5625e-04\n",
|
|
"Epoch 584/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0174 - val_loss: 0.0177 - lr: 1.5625e-04\n",
|
|
"Epoch 585/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0176 - val_loss: 0.0172 - lr: 1.5625e-04\n",
|
|
"Epoch 586/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0173 - val_loss: 0.0171 - lr: 1.5625e-04\n",
|
|
"Epoch 587/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0175 - val_loss: 0.0173 - lr: 1.5625e-04\n",
|
|
"Epoch 588/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0177 - val_loss: 0.0176 - lr: 1.5625e-04\n",
|
|
"Epoch 589/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0175 - val_loss: 0.0186 - lr: 1.5625e-04\n",
|
|
"Epoch 590/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0173 - val_loss: 0.0191 - lr: 1.5625e-04\n",
|
|
"Epoch 591/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0175 - val_loss: 0.0179 - lr: 1.5625e-04\n",
|
|
"Epoch 592/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0178 - val_loss: 0.0178 - lr: 1.5625e-04\n",
|
|
"Epoch 593/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0176 - val_loss: 0.0177 - lr: 1.5625e-04\n",
|
|
"Epoch 594/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0175 - val_loss: 0.0174 - lr: 1.5625e-04\n",
|
|
"Epoch 595/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0175 - val_loss: 0.0174 - lr: 1.5625e-04\n",
|
|
"Epoch 596/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0176 - val_loss: 0.0173 - lr: 1.5625e-04\n",
|
|
"Epoch 597/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0175 - val_loss: 0.0171 - lr: 1.5625e-04\n",
|
|
"Epoch 598/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0175 - val_loss: 0.0177 - lr: 1.5625e-04\n",
|
|
"Epoch 599/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0176 - val_loss: 0.0181 - lr: 1.5625e-04\n",
|
|
"Epoch 600/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0174 - val_loss: 0.0175 - lr: 1.5625e-04\n",
|
|
"Epoch 601/2000\n",
|
|
"90/90 [==============================] - 0s 4ms/step - loss: 0.0174 - val_loss: 0.0170 - lr: 1.5625e-04\n",
|
|
"Epoch 602/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0174 - val_loss: 0.0170 - lr: 1.5625e-04\n",
|
|
"Epoch 603/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0175 - val_loss: 0.0179 - lr: 1.5625e-04\n",
|
|
"Epoch 604/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0177 - val_loss: 0.0177 - lr: 1.5625e-04\n",
|
|
"Epoch 605/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0174 - val_loss: 0.0178 - lr: 1.5625e-04\n",
|
|
"Epoch 606/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0173 - val_loss: 0.0184 - lr: 1.5625e-04\n",
|
|
"Epoch 607/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0175 - val_loss: 0.0172 - lr: 1.5625e-04\n",
|
|
"Epoch 608/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0174 - val_loss: 0.0176 - lr: 1.5625e-04\n",
|
|
"Epoch 609/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0175 - val_loss: 0.0184 - lr: 1.5625e-04\n",
|
|
"Epoch 610/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0174 - val_loss: 0.0176 - lr: 1.5625e-04\n",
|
|
"Epoch 611/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0174 - val_loss: 0.0171 - lr: 1.5625e-04\n",
|
|
"Epoch 612/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0174 - val_loss: 0.0185 - lr: 1.5625e-04\n",
|
|
"Epoch 613/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0175 - val_loss: 0.0173 - lr: 1.5625e-04\n",
|
|
"Epoch 614/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0174 - val_loss: 0.0174 - lr: 1.5625e-04\n",
|
|
"Epoch 615/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0172 - val_loss: 0.0181 - lr: 1.5625e-04\n",
|
|
"Epoch 616/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0174 - val_loss: 0.0175 - lr: 1.5625e-04\n",
|
|
"Epoch 617/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0173 - val_loss: 0.0172 - lr: 1.5625e-04\n",
|
|
"Epoch 618/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0174 - val_loss: 0.0172 - lr: 1.5625e-04\n",
|
|
"Epoch 619/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0171 - val_loss: 0.0175 - lr: 1.5625e-04\n",
|
|
"Epoch 620/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0174 - val_loss: 0.0170 - lr: 1.5625e-04\n",
|
|
"Epoch 621/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0175 - val_loss: 0.0177 - lr: 1.5625e-04\n",
|
|
"Epoch 622/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0171 - val_loss: 0.0191 - lr: 1.5625e-04\n",
|
|
"Epoch 623/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0172 - val_loss: 0.0176 - lr: 1.5625e-04\n",
|
|
"Epoch 624/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0171 - val_loss: 0.0173 - lr: 1.5625e-04\n",
|
|
"Epoch 625/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0171 - val_loss: 0.0168 - lr: 1.5625e-04\n",
|
|
"Epoch 626/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0172 - val_loss: 0.0171 - lr: 1.5625e-04\n",
|
|
"Epoch 627/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0174 - val_loss: 0.0177 - lr: 1.5625e-04\n",
|
|
"Epoch 628/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0171 - val_loss: 0.0171 - lr: 1.5625e-04\n",
|
|
"Epoch 629/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0173 - val_loss: 0.0172 - lr: 1.5625e-04\n",
|
|
"Epoch 630/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0172 - val_loss: 0.0169 - lr: 1.5625e-04\n",
|
|
"Epoch 631/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0173 - val_loss: 0.0173 - lr: 1.5625e-04\n",
|
|
"Epoch 632/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0174 - val_loss: 0.0169 - lr: 1.5625e-04\n",
|
|
"Epoch 633/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0175 - val_loss: 0.0170 - lr: 1.5625e-04\n",
|
|
"Epoch 634/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0170 - val_loss: 0.0168 - lr: 1.5625e-04\n",
|
|
"Epoch 635/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0175 - val_loss: 0.0174 - lr: 1.5625e-04\n",
|
|
"Epoch 636/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0174 - val_loss: 0.0179 - lr: 1.5625e-04\n",
|
|
"Epoch 637/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0172 - val_loss: 0.0177 - lr: 1.5625e-04\n",
|
|
"Epoch 638/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0169 - val_loss: 0.0178 - lr: 1.5625e-04\n",
|
|
"Epoch 639/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0174 - val_loss: 0.0179 - lr: 1.5625e-04\n",
|
|
"Epoch 640/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0174 - val_loss: 0.0176 - lr: 1.5625e-04\n",
|
|
"Epoch 641/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0173 - val_loss: 0.0171 - lr: 1.5625e-04\n",
|
|
"Epoch 642/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0175 - val_loss: 0.0168 - lr: 1.5625e-04\n",
|
|
"Epoch 643/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0173 - val_loss: 0.0167 - lr: 1.5625e-04\n",
|
|
"Epoch 644/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0174 - val_loss: 0.0177 - lr: 1.5625e-04\n",
|
|
"Epoch 645/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0172 - val_loss: 0.0186 - lr: 1.5625e-04\n",
|
|
"Epoch 646/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0173 - val_loss: 0.0198 - lr: 1.5625e-04\n",
|
|
"Epoch 647/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0171 - val_loss: 0.0169 - lr: 1.5625e-04\n",
|
|
"Epoch 648/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0171 - val_loss: 0.0176 - lr: 1.5625e-04\n",
|
|
"Epoch 649/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0173 - val_loss: 0.0177 - lr: 1.5625e-04\n",
|
|
"Epoch 650/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0174 - val_loss: 0.0173 - lr: 1.5625e-04\n",
|
|
"Epoch 651/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0171 - val_loss: 0.0172 - lr: 1.5625e-04\n",
|
|
"Epoch 652/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0175 - val_loss: 0.0167 - lr: 1.5625e-04\n",
|
|
"Epoch 653/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0175 - val_loss: 0.0167 - lr: 1.5625e-04\n",
|
|
"Epoch 654/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0172 - val_loss: 0.0185 - lr: 1.5625e-04\n",
|
|
"Epoch 655/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0169 - val_loss: 0.0169 - lr: 1.5625e-04\n",
|
|
"Epoch 656/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0171 - val_loss: 0.0171 - lr: 1.5625e-04\n",
|
|
"Epoch 657/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0173 - val_loss: 0.0171 - lr: 1.5625e-04\n",
|
|
"Epoch 658/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0171 - val_loss: 0.0180 - lr: 1.5625e-04\n",
|
|
"Epoch 659/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0168 - val_loss: 0.0173 - lr: 1.5625e-04\n",
|
|
"Epoch 660/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0175 - val_loss: 0.0168 - lr: 1.5625e-04\n",
|
|
"Epoch 661/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0171 - val_loss: 0.0169 - lr: 1.5625e-04\n",
|
|
"Epoch 662/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0169 - val_loss: 0.0180 - lr: 1.5625e-04\n",
|
|
"Epoch 663/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0173 - val_loss: 0.0176 - lr: 1.5625e-04\n",
|
|
"Epoch 664/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0172 - val_loss: 0.0177 - lr: 1.5625e-04\n",
|
|
"Epoch 665/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0171 - val_loss: 0.0175 - lr: 1.5625e-04\n",
|
|
"Epoch 666/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0169 - val_loss: 0.0169 - lr: 1.5625e-04\n",
|
|
"Epoch 667/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0170 - val_loss: 0.0170 - lr: 1.5625e-04\n",
|
|
"Epoch 668/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0172 - val_loss: 0.0166 - lr: 1.5625e-04\n",
|
|
"Epoch 669/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0171 - val_loss: 0.0167 - lr: 1.5625e-04\n",
|
|
"Epoch 670/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0171 - val_loss: 0.0174 - lr: 1.5625e-04\n",
|
|
"Epoch 671/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0172 - val_loss: 0.0175 - lr: 1.5625e-04\n",
|
|
"Epoch 672/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0173 - val_loss: 0.0169 - lr: 1.5625e-04\n",
|
|
"Epoch 673/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0170 - val_loss: 0.0177 - lr: 1.5625e-04\n",
|
|
"Epoch 674/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0172 - val_loss: 0.0186 - lr: 1.5625e-04\n",
|
|
"Epoch 675/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0171 - val_loss: 0.0174 - lr: 1.5625e-04\n",
|
|
"Epoch 676/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0171 - val_loss: 0.0172 - lr: 1.5625e-04\n",
|
|
"Epoch 677/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0172 - val_loss: 0.0183 - lr: 1.5625e-04\n",
|
|
"Epoch 678/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0171 - val_loss: 0.0192 - lr: 1.5625e-04\n",
|
|
"Epoch 679/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0173 - val_loss: 0.0169 - lr: 1.5625e-04\n",
|
|
"Epoch 680/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0171 - val_loss: 0.0187 - lr: 1.5625e-04\n",
|
|
"Epoch 681/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0171 - val_loss: 0.0175 - lr: 1.5625e-04\n",
|
|
"Epoch 682/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0172 - val_loss: 0.0165 - lr: 1.5625e-04\n",
|
|
"Epoch 683/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0170 - val_loss: 0.0168 - lr: 1.5625e-04\n",
|
|
"Epoch 684/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0172 - val_loss: 0.0170 - lr: 1.5625e-04\n",
|
|
"Epoch 685/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0169 - val_loss: 0.0176 - lr: 1.5625e-04\n",
|
|
"Epoch 686/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0171 - val_loss: 0.0179 - lr: 1.5625e-04\n",
|
|
"Epoch 687/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0172 - val_loss: 0.0181 - lr: 1.5625e-04\n",
|
|
"Epoch 688/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0170 - val_loss: 0.0184 - lr: 1.5625e-04\n",
|
|
"Epoch 689/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0170 - val_loss: 0.0170 - lr: 1.5625e-04\n",
|
|
"Epoch 690/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0170 - val_loss: 0.0166 - lr: 1.5625e-04\n",
|
|
"Epoch 691/2000\n",
|
|
"90/90 [==============================] - 0s 4ms/step - loss: 0.0168 - val_loss: 0.0171 - lr: 1.5625e-04\n",
|
|
"Epoch 692/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0171 - val_loss: 0.0169 - lr: 1.5625e-04\n",
|
|
"Epoch 693/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0171 - val_loss: 0.0177 - lr: 1.5625e-04\n",
|
|
"Epoch 694/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0171 - val_loss: 0.0169 - lr: 1.5625e-04\n",
|
|
"Epoch 695/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0170 - val_loss: 0.0165 - lr: 1.5625e-04\n",
|
|
"Epoch 696/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0171 - val_loss: 0.0164 - lr: 1.5625e-04\n",
|
|
"Epoch 697/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0170 - val_loss: 0.0166 - lr: 1.5625e-04\n",
|
|
"Epoch 698/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0169 - val_loss: 0.0172 - lr: 1.5625e-04\n",
|
|
"Epoch 699/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0170 - val_loss: 0.0171 - lr: 1.5625e-04\n",
|
|
"Epoch 700/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0168 - val_loss: 0.0166 - lr: 1.5625e-04\n",
|
|
"Epoch 701/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0168 - val_loss: 0.0164 - lr: 1.5625e-04\n",
|
|
"Epoch 702/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0170 - val_loss: 0.0178 - lr: 1.5625e-04\n",
|
|
"Epoch 703/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0166 - val_loss: 0.0166 - lr: 1.5625e-04\n",
|
|
"Epoch 704/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0170 - val_loss: 0.0165 - lr: 1.5625e-04\n",
|
|
"Epoch 705/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0168 - val_loss: 0.0166 - lr: 1.5625e-04\n",
|
|
"Epoch 706/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0168 - val_loss: 0.0175 - lr: 1.5625e-04\n",
|
|
"Epoch 707/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0169 - val_loss: 0.0188 - lr: 1.5625e-04\n",
|
|
"Epoch 708/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0170 - val_loss: 0.0177 - lr: 1.5625e-04\n",
|
|
"Epoch 709/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0171 - val_loss: 0.0187 - lr: 1.5625e-04\n",
|
|
"Epoch 710/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0170 - val_loss: 0.0172 - lr: 1.5625e-04\n",
|
|
"Epoch 711/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0172 - val_loss: 0.0166 - lr: 1.5625e-04\n",
|
|
"Epoch 712/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0170 - val_loss: 0.0167 - lr: 1.5625e-04\n",
|
|
"Epoch 713/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0171 - val_loss: 0.0169 - lr: 1.5625e-04\n",
|
|
"Epoch 714/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0169 - val_loss: 0.0172 - lr: 1.5625e-04\n",
|
|
"Epoch 715/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0168 - val_loss: 0.0164 - lr: 1.5625e-04\n",
|
|
"Epoch 716/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0166 - val_loss: 0.0178 - lr: 1.5625e-04\n",
|
|
"Epoch 717/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0169 - val_loss: 0.0168 - lr: 1.5625e-04\n",
|
|
"Epoch 718/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0168 - val_loss: 0.0165 - lr: 1.5625e-04\n",
|
|
"Epoch 719/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0170 - val_loss: 0.0169 - lr: 1.5625e-04\n",
|
|
"Epoch 720/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0169 - val_loss: 0.0165 - lr: 1.5625e-04\n",
|
|
"Epoch 721/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0170 - val_loss: 0.0165 - lr: 1.5625e-04\n",
|
|
"Epoch 722/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0169 - val_loss: 0.0165 - lr: 1.5625e-04\n",
|
|
"Epoch 723/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0167 - val_loss: 0.0176 - lr: 1.5625e-04\n",
|
|
"Epoch 724/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0169 - val_loss: 0.0164 - lr: 1.5625e-04\n",
|
|
"Epoch 725/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0169 - val_loss: 0.0168 - lr: 1.5625e-04\n",
|
|
"Epoch 726/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0167 - val_loss: 0.0164 - lr: 1.5625e-04\n",
|
|
"Epoch 727/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0170 - val_loss: 0.0166 - lr: 1.5625e-04\n",
|
|
"Epoch 728/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0167 - val_loss: 0.0177 - lr: 1.5625e-04\n",
|
|
"Epoch 729/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0169 - val_loss: 0.0170 - lr: 1.5625e-04\n",
|
|
"Epoch 730/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0168 - val_loss: 0.0170 - lr: 1.5625e-04\n",
|
|
"Epoch 731/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0168 - val_loss: 0.0180 - lr: 1.5625e-04\n",
|
|
"Epoch 732/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0168 - val_loss: 0.0166 - lr: 1.5625e-04\n",
|
|
"Epoch 733/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0170 - val_loss: 0.0165 - lr: 1.5625e-04\n",
|
|
"Epoch 734/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0170 - val_loss: 0.0164 - lr: 1.5625e-04\n",
|
|
"Epoch 735/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0170 - val_loss: 0.0166 - lr: 1.5625e-04\n",
|
|
"Epoch 736/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0166 - val_loss: 0.0163 - lr: 1.5625e-04\n",
|
|
"Epoch 737/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0169 - val_loss: 0.0172 - lr: 1.5625e-04\n",
|
|
"Epoch 738/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0168 - val_loss: 0.0162 - lr: 1.5625e-04\n",
|
|
"Epoch 739/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0166 - val_loss: 0.0164 - lr: 1.5625e-04\n",
|
|
"Epoch 740/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0169 - val_loss: 0.0163 - lr: 1.5625e-04\n",
|
|
"Epoch 741/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0169 - val_loss: 0.0170 - lr: 1.5625e-04\n",
|
|
"Epoch 742/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0169 - val_loss: 0.0171 - lr: 1.5625e-04\n",
|
|
"Epoch 743/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0168 - val_loss: 0.0168 - lr: 1.5625e-04\n",
|
|
"Epoch 744/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0166 - val_loss: 0.0171 - lr: 1.5625e-04\n",
|
|
"Epoch 745/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0167 - val_loss: 0.0162 - lr: 1.5625e-04\n",
|
|
"Epoch 746/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0169 - val_loss: 0.0176 - lr: 1.5625e-04\n",
|
|
"Epoch 747/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0168 - val_loss: 0.0177 - lr: 1.5625e-04\n",
|
|
"Epoch 748/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0168 - val_loss: 0.0168 - lr: 1.5625e-04\n",
|
|
"Epoch 749/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0166 - val_loss: 0.0164 - lr: 1.5625e-04\n",
|
|
"Epoch 750/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0166 - val_loss: 0.0165 - lr: 1.5625e-04\n",
|
|
"Epoch 751/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0169 - val_loss: 0.0163 - lr: 1.5625e-04\n",
|
|
"Epoch 752/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0171 - val_loss: 0.0165 - lr: 1.5625e-04\n",
|
|
"Epoch 753/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0168 - val_loss: 0.0167 - lr: 1.5625e-04\n",
|
|
"Epoch 754/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0166 - val_loss: 0.0169 - lr: 1.5625e-04\n",
|
|
"Epoch 755/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0168 - val_loss: 0.0175 - lr: 1.5625e-04\n",
|
|
"Epoch 756/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0167 - val_loss: 0.0167 - lr: 1.5625e-04\n",
|
|
"Epoch 757/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0169 - val_loss: 0.0190 - lr: 1.5625e-04\n",
|
|
"Epoch 758/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0169 - val_loss: 0.0174 - lr: 1.5625e-04\n",
|
|
"Epoch 759/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0167 - val_loss: 0.0166 - lr: 1.5625e-04\n",
|
|
"Epoch 760/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0168 - val_loss: 0.0173 - lr: 1.5625e-04\n",
|
|
"Epoch 761/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0167 - val_loss: 0.0180 - lr: 1.5625e-04\n",
|
|
"Epoch 762/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0167 - val_loss: 0.0168 - lr: 1.5625e-04\n",
|
|
"Epoch 763/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0167 - val_loss: 0.0169 - lr: 1.5625e-04\n",
|
|
"Epoch 764/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0165 - val_loss: 0.0164 - lr: 7.8125e-05\n",
|
|
"Epoch 765/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0168 - val_loss: 0.0166 - lr: 7.8125e-05\n",
|
|
"Epoch 766/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0166 - val_loss: 0.0164 - lr: 7.8125e-05\n",
|
|
"Epoch 767/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0167 - val_loss: 0.0161 - lr: 7.8125e-05\n",
|
|
"Epoch 768/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0167 - val_loss: 0.0161 - lr: 7.8125e-05\n",
|
|
"Epoch 769/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0165 - val_loss: 0.0161 - lr: 7.8125e-05\n",
|
|
"Epoch 770/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0166 - val_loss: 0.0161 - lr: 7.8125e-05\n",
|
|
"Epoch 771/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0168 - val_loss: 0.0162 - lr: 7.8125e-05\n",
|
|
"Epoch 772/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0168 - val_loss: 0.0161 - lr: 7.8125e-05\n",
|
|
"Epoch 773/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0166 - val_loss: 0.0165 - lr: 7.8125e-05\n",
|
|
"Epoch 774/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0163 - val_loss: 0.0169 - lr: 7.8125e-05\n",
|
|
"Epoch 775/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0167 - val_loss: 0.0164 - lr: 7.8125e-05\n",
|
|
"Epoch 776/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0169 - val_loss: 0.0161 - lr: 7.8125e-05\n",
|
|
"Epoch 777/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0166 - val_loss: 0.0161 - lr: 7.8125e-05\n",
|
|
"Epoch 778/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0167 - val_loss: 0.0161 - lr: 7.8125e-05\n",
|
|
"Epoch 779/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0167 - val_loss: 0.0162 - lr: 7.8125e-05\n",
|
|
"Epoch 780/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0168 - val_loss: 0.0166 - lr: 7.8125e-05\n",
|
|
"Epoch 781/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0167 - val_loss: 0.0164 - lr: 7.8125e-05\n",
|
|
"Epoch 782/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0170 - val_loss: 0.0163 - lr: 7.8125e-05\n",
|
|
"Epoch 783/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0166 - val_loss: 0.0164 - lr: 7.8125e-05\n",
|
|
"Epoch 784/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0169 - val_loss: 0.0161 - lr: 7.8125e-05\n",
|
|
"Epoch 785/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0167 - val_loss: 0.0164 - lr: 7.8125e-05\n",
|
|
"Epoch 786/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0167 - val_loss: 0.0163 - lr: 7.8125e-05\n",
|
|
"Epoch 787/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0167 - val_loss: 0.0161 - lr: 7.8125e-05\n",
|
|
"Epoch 788/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0168 - val_loss: 0.0162 - lr: 7.8125e-05\n",
|
|
"Epoch 789/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0166 - val_loss: 0.0161 - lr: 7.8125e-05\n",
|
|
"Epoch 790/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0168 - val_loss: 0.0161 - lr: 7.8125e-05\n",
|
|
"Epoch 791/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0165 - val_loss: 0.0161 - lr: 7.8125e-05\n",
|
|
"Epoch 792/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0165 - val_loss: 0.0165 - lr: 7.8125e-05\n",
|
|
"Epoch 793/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0166 - val_loss: 0.0163 - lr: 7.8125e-05\n",
|
|
"Epoch 794/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0167 - val_loss: 0.0164 - lr: 7.8125e-05\n",
|
|
"Epoch 795/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0167 - val_loss: 0.0162 - lr: 7.8125e-05\n",
|
|
"Epoch 796/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0166 - val_loss: 0.0169 - lr: 7.8125e-05\n",
|
|
"Epoch 797/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0166 - val_loss: 0.0170 - lr: 7.8125e-05\n",
|
|
"Epoch 798/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0164 - val_loss: 0.0171 - lr: 7.8125e-05\n",
|
|
"Epoch 799/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0168 - val_loss: 0.0165 - lr: 7.8125e-05\n",
|
|
"Epoch 800/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0167 - val_loss: 0.0169 - lr: 7.8125e-05\n",
|
|
"Epoch 801/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0166 - val_loss: 0.0162 - lr: 7.8125e-05\n",
|
|
"Epoch 802/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0166 - val_loss: 0.0161 - lr: 3.9062e-05\n",
|
|
"Epoch 803/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0166 - val_loss: 0.0160 - lr: 3.9062e-05\n",
|
|
"Epoch 804/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0169 - val_loss: 0.0161 - lr: 3.9062e-05\n",
|
|
"Epoch 805/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0166 - val_loss: 0.0160 - lr: 3.9062e-05\n",
|
|
"Epoch 806/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0167 - val_loss: 0.0160 - lr: 3.9062e-05\n",
|
|
"Epoch 807/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0169 - val_loss: 0.0160 - lr: 3.9062e-05\n",
|
|
"Epoch 808/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0166 - val_loss: 0.0160 - lr: 3.9062e-05\n",
|
|
"Epoch 809/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0165 - val_loss: 0.0161 - lr: 3.9062e-05\n",
|
|
"Epoch 810/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0168 - val_loss: 0.0161 - lr: 3.9062e-05\n",
|
|
"Epoch 811/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0168 - val_loss: 0.0161 - lr: 3.9062e-05\n",
|
|
"Epoch 812/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0166 - val_loss: 0.0160 - lr: 3.9062e-05\n",
|
|
"Epoch 813/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0168 - val_loss: 0.0160 - lr: 3.9062e-05\n",
|
|
"Epoch 814/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0166 - val_loss: 0.0160 - lr: 3.9062e-05\n",
|
|
"Epoch 815/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0165 - val_loss: 0.0162 - lr: 3.9062e-05\n",
|
|
"Epoch 816/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0166 - val_loss: 0.0161 - lr: 3.9062e-05\n",
|
|
"Epoch 817/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0167 - val_loss: 0.0160 - lr: 3.9062e-05\n",
|
|
"Epoch 818/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0166 - val_loss: 0.0160 - lr: 3.9062e-05\n",
|
|
"Epoch 819/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0166 - val_loss: 0.0160 - lr: 3.9062e-05\n",
|
|
"Epoch 820/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0167 - val_loss: 0.0160 - lr: 3.9062e-05\n",
|
|
"Epoch 821/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0167 - val_loss: 0.0160 - lr: 3.9062e-05\n",
|
|
"Epoch 822/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0167 - val_loss: 0.0161 - lr: 3.9062e-05\n",
|
|
"Epoch 823/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0166 - val_loss: 0.0162 - lr: 3.9062e-05\n",
|
|
"Epoch 824/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0167 - val_loss: 0.0161 - lr: 3.9062e-05\n",
|
|
"Epoch 825/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0165 - val_loss: 0.0162 - lr: 3.9062e-05\n",
|
|
"Epoch 826/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0166 - val_loss: 0.0161 - lr: 3.9062e-05\n",
|
|
"Epoch 827/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0164 - val_loss: 0.0160 - lr: 3.9062e-05\n",
|
|
"Epoch 828/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0165 - val_loss: 0.0160 - lr: 3.9062e-05\n",
|
|
"Epoch 829/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0166 - val_loss: 0.0163 - lr: 3.9062e-05\n",
|
|
"Epoch 830/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0165 - val_loss: 0.0162 - lr: 3.9062e-05\n",
|
|
"Epoch 831/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0168 - val_loss: 0.0160 - lr: 3.9062e-05\n",
|
|
"Epoch 832/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0166 - val_loss: 0.0161 - lr: 3.9062e-05\n",
|
|
"Epoch 833/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0166 - val_loss: 0.0160 - lr: 3.9062e-05\n",
|
|
"Epoch 834/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0167 - val_loss: 0.0160 - lr: 3.9062e-05\n",
|
|
"Epoch 835/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0166 - val_loss: 0.0160 - lr: 3.9062e-05\n",
|
|
"Epoch 836/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0165 - val_loss: 0.0160 - lr: 3.9062e-05\n",
|
|
"Epoch 837/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0166 - val_loss: 0.0160 - lr: 3.9062e-05\n",
|
|
"Epoch 838/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0163 - val_loss: 0.0160 - lr: 3.9062e-05\n",
|
|
"Epoch 839/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0168 - val_loss: 0.0161 - lr: 3.9062e-05\n",
|
|
"Epoch 840/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0164 - val_loss: 0.0161 - lr: 3.9062e-05\n",
|
|
"Epoch 841/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0164 - val_loss: 0.0160 - lr: 3.9062e-05\n",
|
|
"Epoch 842/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0165 - val_loss: 0.0161 - lr: 3.9062e-05\n",
|
|
"Epoch 843/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0165 - val_loss: 0.0162 - lr: 3.9062e-05\n",
|
|
"Epoch 844/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0168 - val_loss: 0.0162 - lr: 3.9062e-05\n",
|
|
"Epoch 845/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0166 - val_loss: 0.0160 - lr: 3.9062e-05\n",
|
|
"Epoch 846/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0165 - val_loss: 0.0160 - lr: 3.9062e-05\n",
|
|
"Epoch 847/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0167 - val_loss: 0.0160 - lr: 3.9062e-05\n",
|
|
"Epoch 848/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0168 - val_loss: 0.0160 - lr: 3.9062e-05\n",
|
|
"Epoch 849/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0166 - val_loss: 0.0160 - lr: 3.9062e-05\n",
|
|
"Epoch 850/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0165 - val_loss: 0.0159 - lr: 3.9062e-05\n",
|
|
"Epoch 851/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0165 - val_loss: 0.0160 - lr: 3.9062e-05\n",
|
|
"Epoch 852/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0167 - val_loss: 0.0160 - lr: 3.9062e-05\n",
|
|
"Epoch 853/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0165 - val_loss: 0.0160 - lr: 3.9062e-05\n",
|
|
"Epoch 854/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0167 - val_loss: 0.0160 - lr: 3.9062e-05\n",
|
|
"Epoch 855/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0166 - val_loss: 0.0161 - lr: 3.9062e-05\n",
|
|
"Epoch 856/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0163 - val_loss: 0.0161 - lr: 3.9062e-05\n",
|
|
"Epoch 857/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0168 - val_loss: 0.0160 - lr: 3.9062e-05\n",
|
|
"Epoch 858/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0167 - val_loss: 0.0159 - lr: 3.9062e-05\n",
|
|
"Epoch 859/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0168 - val_loss: 0.0160 - lr: 3.9062e-05\n",
|
|
"Epoch 860/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0163 - val_loss: 0.0160 - lr: 3.9062e-05\n",
|
|
"Epoch 861/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0165 - val_loss: 0.0160 - lr: 3.9062e-05\n",
|
|
"Epoch 862/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0164 - val_loss: 0.0160 - lr: 3.9062e-05\n",
|
|
"Epoch 863/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0166 - val_loss: 0.0162 - lr: 3.9062e-05\n",
|
|
"Epoch 864/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0166 - val_loss: 0.0160 - lr: 3.9062e-05\n",
|
|
"Epoch 865/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0167 - val_loss: 0.0160 - lr: 3.9062e-05\n",
|
|
"Epoch 866/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0168 - val_loss: 0.0159 - lr: 3.9062e-05\n",
|
|
"Epoch 867/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0165 - val_loss: 0.0160 - lr: 3.9062e-05\n",
|
|
"Epoch 868/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0165 - val_loss: 0.0159 - lr: 3.9062e-05\n",
|
|
"Epoch 869/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0168 - val_loss: 0.0160 - lr: 3.9062e-05\n",
|
|
"Epoch 870/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0169 - val_loss: 0.0161 - lr: 3.9062e-05\n",
|
|
"Epoch 871/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0166 - val_loss: 0.0160 - lr: 3.9062e-05\n",
|
|
"Epoch 872/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0169 - val_loss: 0.0160 - lr: 3.9062e-05\n",
|
|
"Epoch 873/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0168 - val_loss: 0.0162 - lr: 3.9062e-05\n",
|
|
"Epoch 874/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0166 - val_loss: 0.0161 - lr: 3.9062e-05\n",
|
|
"Epoch 875/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0163 - val_loss: 0.0160 - lr: 3.9062e-05\n",
|
|
"Epoch 876/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0166 - val_loss: 0.0160 - lr: 3.9062e-05\n",
|
|
"Epoch 877/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0167 - val_loss: 0.0161 - lr: 3.9062e-05\n",
|
|
"Epoch 878/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0165 - val_loss: 0.0162 - lr: 3.9062e-05\n",
|
|
"Epoch 879/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0166 - val_loss: 0.0161 - lr: 3.9062e-05\n",
|
|
"Epoch 880/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0164 - val_loss: 0.0160 - lr: 3.9062e-05\n",
|
|
"Epoch 881/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0165 - val_loss: 0.0160 - lr: 3.9062e-05\n",
|
|
"Epoch 882/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0167 - val_loss: 0.0159 - lr: 3.9062e-05\n",
|
|
"Epoch 883/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0169 - val_loss: 0.0160 - lr: 3.9062e-05\n",
|
|
"Epoch 884/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0165 - val_loss: 0.0161 - lr: 3.9062e-05\n",
|
|
"Epoch 885/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0167 - val_loss: 0.0161 - lr: 3.9062e-05\n",
|
|
"Epoch 886/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0165 - val_loss: 0.0160 - lr: 3.9062e-05\n",
|
|
"Epoch 887/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0167 - val_loss: 0.0159 - lr: 3.9062e-05\n",
|
|
"Epoch 888/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0165 - val_loss: 0.0159 - lr: 3.9062e-05\n",
|
|
"Epoch 889/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0167 - val_loss: 0.0160 - lr: 3.9062e-05\n",
|
|
"Epoch 890/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0164 - val_loss: 0.0159 - lr: 3.9062e-05\n",
|
|
"Epoch 891/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0168 - val_loss: 0.0159 - lr: 3.9062e-05\n",
|
|
"Epoch 892/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0163 - val_loss: 0.0159 - lr: 3.9062e-05\n",
|
|
"Epoch 893/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0164 - val_loss: 0.0162 - lr: 3.9062e-05\n",
|
|
"Epoch 894/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0166 - val_loss: 0.0159 - lr: 3.9062e-05\n",
|
|
"Epoch 895/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0167 - val_loss: 0.0160 - lr: 3.9062e-05\n",
|
|
"Epoch 896/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0165 - val_loss: 0.0161 - lr: 3.9062e-05\n",
|
|
"Epoch 897/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0166 - val_loss: 0.0160 - lr: 3.9062e-05\n",
|
|
"Epoch 898/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0166 - val_loss: 0.0160 - lr: 3.9062e-05\n",
|
|
"Epoch 899/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0167 - val_loss: 0.0160 - lr: 3.9062e-05\n",
|
|
"Epoch 900/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0165 - val_loss: 0.0161 - lr: 3.9062e-05\n",
|
|
"Epoch 901/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0165 - val_loss: 0.0159 - lr: 3.9062e-05\n",
|
|
"Epoch 902/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0166 - val_loss: 0.0162 - lr: 3.9062e-05\n",
|
|
"Epoch 903/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0165 - val_loss: 0.0160 - lr: 3.9062e-05\n",
|
|
"Epoch 904/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0163 - val_loss: 0.0159 - lr: 3.9062e-05\n",
|
|
"Epoch 905/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0163 - val_loss: 0.0161 - lr: 3.9062e-05\n",
|
|
"Epoch 906/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0166 - val_loss: 0.0160 - lr: 3.9062e-05\n",
|
|
"Epoch 907/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0166 - val_loss: 0.0159 - lr: 3.9062e-05\n",
|
|
"Epoch 908/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0165 - val_loss: 0.0159 - lr: 3.9062e-05\n",
|
|
"Epoch 909/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0164 - val_loss: 0.0159 - lr: 3.9062e-05\n",
|
|
"Epoch 910/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0165 - val_loss: 0.0159 - lr: 3.9062e-05\n",
|
|
"Epoch 911/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0166 - val_loss: 0.0161 - lr: 3.9062e-05\n",
|
|
"Epoch 912/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0167 - val_loss: 0.0160 - lr: 3.9062e-05\n",
|
|
"Epoch 913/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0165 - val_loss: 0.0159 - lr: 1.9531e-05\n",
|
|
"Epoch 914/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0166 - val_loss: 0.0159 - lr: 1.9531e-05\n",
|
|
"Epoch 915/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0163 - val_loss: 0.0159 - lr: 1.9531e-05\n",
|
|
"Epoch 916/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0165 - val_loss: 0.0159 - lr: 1.9531e-05\n",
|
|
"Epoch 917/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0163 - val_loss: 0.0159 - lr: 1.9531e-05\n",
|
|
"Epoch 918/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0168 - val_loss: 0.0159 - lr: 1.9531e-05\n",
|
|
"Epoch 919/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0164 - val_loss: 0.0159 - lr: 1.9531e-05\n",
|
|
"Epoch 920/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0167 - val_loss: 0.0159 - lr: 1.9531e-05\n",
|
|
"Epoch 921/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0163 - val_loss: 0.0159 - lr: 1.9531e-05\n",
|
|
"Epoch 922/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0164 - val_loss: 0.0159 - lr: 1.9531e-05\n",
|
|
"Epoch 923/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0164 - val_loss: 0.0159 - lr: 1.9531e-05\n",
|
|
"Epoch 924/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0164 - val_loss: 0.0159 - lr: 1.9531e-05\n",
|
|
"Epoch 925/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0166 - val_loss: 0.0159 - lr: 1.9531e-05\n",
|
|
"Epoch 926/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0166 - val_loss: 0.0159 - lr: 1.9531e-05\n",
|
|
"Epoch 927/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0165 - val_loss: 0.0160 - lr: 1.9531e-05\n",
|
|
"Epoch 928/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0165 - val_loss: 0.0159 - lr: 1.9531e-05\n",
|
|
"Epoch 929/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0164 - val_loss: 0.0159 - lr: 1.9531e-05\n",
|
|
"Epoch 930/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0168 - val_loss: 0.0159 - lr: 1.9531e-05\n",
|
|
"Epoch 931/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0165 - val_loss: 0.0159 - lr: 1.9531e-05\n",
|
|
"Epoch 932/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0167 - val_loss: 0.0159 - lr: 1.9531e-05\n",
|
|
"Epoch 933/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0164 - val_loss: 0.0159 - lr: 1.9531e-05\n",
|
|
"Epoch 934/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0165 - val_loss: 0.0159 - lr: 1.9531e-05\n",
|
|
"Epoch 935/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0164 - val_loss: 0.0159 - lr: 1.9531e-05\n",
|
|
"Epoch 936/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0164 - val_loss: 0.0159 - lr: 1.9531e-05\n",
|
|
"Epoch 937/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0166 - val_loss: 0.0159 - lr: 1.9531e-05\n",
|
|
"Epoch 938/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0164 - val_loss: 0.0158 - lr: 1.9531e-05\n",
|
|
"Epoch 939/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0166 - val_loss: 0.0158 - lr: 1.9531e-05\n",
|
|
"Epoch 940/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0167 - val_loss: 0.0160 - lr: 1.9531e-05\n",
|
|
"Epoch 941/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0166 - val_loss: 0.0159 - lr: 1.9531e-05\n",
|
|
"Epoch 942/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0162 - val_loss: 0.0159 - lr: 1.9531e-05\n",
|
|
"Epoch 943/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0164 - val_loss: 0.0160 - lr: 1.9531e-05\n",
|
|
"Epoch 944/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0164 - val_loss: 0.0160 - lr: 1.9531e-05\n",
|
|
"Epoch 945/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0164 - val_loss: 0.0159 - lr: 1.9531e-05\n",
|
|
"Epoch 946/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0169 - val_loss: 0.0159 - lr: 1.9531e-05\n",
|
|
"Epoch 947/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0164 - val_loss: 0.0158 - lr: 1.9531e-05\n",
|
|
"Epoch 948/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0166 - val_loss: 0.0159 - lr: 1.9531e-05\n",
|
|
"Epoch 949/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0165 - val_loss: 0.0159 - lr: 1.9531e-05\n",
|
|
"Epoch 950/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0166 - val_loss: 0.0158 - lr: 1.9531e-05\n",
|
|
"Epoch 951/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0163 - val_loss: 0.0159 - lr: 1.9531e-05\n",
|
|
"Epoch 952/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0167 - val_loss: 0.0159 - lr: 1.9531e-05\n",
|
|
"Epoch 953/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0165 - val_loss: 0.0159 - lr: 1.9531e-05\n",
|
|
"Epoch 954/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0164 - val_loss: 0.0159 - lr: 1.9531e-05\n",
|
|
"Epoch 955/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0168 - val_loss: 0.0159 - lr: 1.9531e-05\n",
|
|
"Epoch 956/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0165 - val_loss: 0.0159 - lr: 1.9531e-05\n",
|
|
"Epoch 957/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0166 - val_loss: 0.0159 - lr: 1.9531e-05\n",
|
|
"Epoch 958/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0164 - val_loss: 0.0159 - lr: 1.9531e-05\n",
|
|
"Epoch 959/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0164 - val_loss: 0.0159 - lr: 1.9531e-05\n",
|
|
"Epoch 960/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0164 - val_loss: 0.0159 - lr: 1.9531e-05\n",
|
|
"Epoch 961/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0167 - val_loss: 0.0159 - lr: 1.9531e-05\n",
|
|
"Epoch 962/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0166 - val_loss: 0.0159 - lr: 1.9531e-05\n",
|
|
"Epoch 963/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0166 - val_loss: 0.0158 - lr: 1.9531e-05\n",
|
|
"Epoch 964/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0165 - val_loss: 0.0158 - lr: 1.9531e-05\n",
|
|
"Epoch 965/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0163 - val_loss: 0.0159 - lr: 9.7656e-06\n",
|
|
"Epoch 966/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0164 - val_loss: 0.0159 - lr: 9.7656e-06\n",
|
|
"Epoch 967/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0167 - val_loss: 0.0159 - lr: 9.7656e-06\n",
|
|
"Epoch 968/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0167 - val_loss: 0.0159 - lr: 9.7656e-06\n",
|
|
"Epoch 969/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0164 - val_loss: 0.0159 - lr: 9.7656e-06\n",
|
|
"Epoch 970/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0163 - val_loss: 0.0159 - lr: 9.7656e-06\n",
|
|
"Epoch 971/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0164 - val_loss: 0.0158 - lr: 9.7656e-06\n",
|
|
"Epoch 972/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0164 - val_loss: 0.0159 - lr: 9.7656e-06\n",
|
|
"Epoch 973/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0165 - val_loss: 0.0159 - lr: 9.7656e-06\n",
|
|
"Epoch 974/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0164 - val_loss: 0.0158 - lr: 9.7656e-06\n",
|
|
"Epoch 975/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0165 - val_loss: 0.0159 - lr: 9.7656e-06\n",
|
|
"Epoch 976/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0167 - val_loss: 0.0159 - lr: 9.7656e-06\n",
|
|
"Epoch 977/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0167 - val_loss: 0.0159 - lr: 9.7656e-06\n",
|
|
"Epoch 978/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0166 - val_loss: 0.0159 - lr: 9.7656e-06\n",
|
|
"Epoch 979/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0166 - val_loss: 0.0158 - lr: 9.7656e-06\n",
|
|
"Epoch 980/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0167 - val_loss: 0.0159 - lr: 9.7656e-06\n",
|
|
"Epoch 981/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0168 - val_loss: 0.0159 - lr: 9.7656e-06\n",
|
|
"Epoch 982/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0164 - val_loss: 0.0158 - lr: 9.7656e-06\n",
|
|
"Epoch 983/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0166 - val_loss: 0.0158 - lr: 9.7656e-06\n",
|
|
"Epoch 984/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0163 - val_loss: 0.0158 - lr: 9.7656e-06\n",
|
|
"Epoch 985/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0167 - val_loss: 0.0159 - lr: 9.7656e-06\n",
|
|
"Epoch 986/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0165 - val_loss: 0.0159 - lr: 9.7656e-06\n",
|
|
"Epoch 987/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0166 - val_loss: 0.0159 - lr: 9.7656e-06\n",
|
|
"Epoch 988/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0165 - val_loss: 0.0158 - lr: 9.7656e-06\n",
|
|
"Epoch 989/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0162 - val_loss: 0.0158 - lr: 9.7656e-06\n",
|
|
"Epoch 990/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0163 - val_loss: 0.0159 - lr: 9.7656e-06\n",
|
|
"Epoch 991/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0165 - val_loss: 0.0159 - lr: 9.7656e-06\n",
|
|
"Epoch 992/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0165 - val_loss: 0.0158 - lr: 9.7656e-06\n",
|
|
"Epoch 993/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0164 - val_loss: 0.0159 - lr: 9.7656e-06\n",
|
|
"Epoch 994/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0162 - val_loss: 0.0159 - lr: 9.7656e-06\n",
|
|
"Epoch 995/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0166 - val_loss: 0.0159 - lr: 9.7656e-06\n",
|
|
"Epoch 996/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0163 - val_loss: 0.0158 - lr: 9.7656e-06\n",
|
|
"Epoch 997/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0163 - val_loss: 0.0158 - lr: 9.7656e-06\n",
|
|
"Epoch 998/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0165 - val_loss: 0.0158 - lr: 9.7656e-06\n",
|
|
"Epoch 999/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0167 - val_loss: 0.0159 - lr: 9.7656e-06\n",
|
|
"Epoch 1000/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0167 - val_loss: 0.0159 - lr: 9.7656e-06\n",
|
|
"Epoch 1001/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0165 - val_loss: 0.0159 - lr: 9.7656e-06\n",
|
|
"Epoch 1002/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0167 - val_loss: 0.0159 - lr: 9.7656e-06\n",
|
|
"Epoch 1003/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0165 - val_loss: 0.0159 - lr: 9.7656e-06\n",
|
|
"Epoch 1004/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0167 - val_loss: 0.0159 - lr: 9.7656e-06\n",
|
|
"Epoch 1005/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0166 - val_loss: 0.0159 - lr: 9.7656e-06\n",
|
|
"Epoch 1006/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0168 - val_loss: 0.0158 - lr: 9.7656e-06\n",
|
|
"Epoch 1007/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0165 - val_loss: 0.0159 - lr: 9.7656e-06\n",
|
|
"Epoch 1008/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0165 - val_loss: 0.0158 - lr: 4.8828e-06\n",
|
|
"Epoch 1009/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0164 - val_loss: 0.0158 - lr: 4.8828e-06\n",
|
|
"Epoch 1010/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0163 - val_loss: 0.0158 - lr: 4.8828e-06\n",
|
|
"Epoch 1011/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0166 - val_loss: 0.0159 - lr: 4.8828e-06\n",
|
|
"Epoch 1012/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0164 - val_loss: 0.0159 - lr: 4.8828e-06\n",
|
|
"Epoch 1013/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0164 - val_loss: 0.0159 - lr: 4.8828e-06\n",
|
|
"Epoch 1014/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0164 - val_loss: 0.0158 - lr: 4.8828e-06\n",
|
|
"Epoch 1015/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0165 - val_loss: 0.0158 - lr: 4.8828e-06\n",
|
|
"Epoch 1016/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0164 - val_loss: 0.0158 - lr: 4.8828e-06\n",
|
|
"Epoch 1017/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0164 - val_loss: 0.0158 - lr: 4.8828e-06\n",
|
|
"Epoch 1018/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0164 - val_loss: 0.0158 - lr: 4.8828e-06\n",
|
|
"Epoch 1019/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0165 - val_loss: 0.0158 - lr: 4.8828e-06\n",
|
|
"Epoch 1020/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0163 - val_loss: 0.0158 - lr: 4.8828e-06\n",
|
|
"Epoch 1021/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0164 - val_loss: 0.0158 - lr: 4.8828e-06\n",
|
|
"Epoch 1022/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0166 - val_loss: 0.0158 - lr: 4.8828e-06\n",
|
|
"Epoch 1023/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0164 - val_loss: 0.0159 - lr: 4.8828e-06\n",
|
|
"Epoch 1024/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0167 - val_loss: 0.0159 - lr: 4.8828e-06\n",
|
|
"Epoch 1025/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0166 - val_loss: 0.0158 - lr: 4.8828e-06\n",
|
|
"Epoch 1026/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0165 - val_loss: 0.0158 - lr: 4.8828e-06\n",
|
|
"Epoch 1027/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0166 - val_loss: 0.0158 - lr: 4.8828e-06\n",
|
|
"Epoch 1028/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0166 - val_loss: 0.0158 - lr: 4.8828e-06\n",
|
|
"Epoch 1029/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0164 - val_loss: 0.0158 - lr: 4.8828e-06\n",
|
|
"Epoch 1030/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0165 - val_loss: 0.0158 - lr: 4.8828e-06\n",
|
|
"Epoch 1031/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0164 - val_loss: 0.0158 - lr: 4.8828e-06\n",
|
|
"Epoch 1032/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0165 - val_loss: 0.0158 - lr: 4.8828e-06\n",
|
|
"Epoch 1033/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0167 - val_loss: 0.0158 - lr: 4.8828e-06\n",
|
|
"Epoch 1034/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0168 - val_loss: 0.0158 - lr: 4.8828e-06\n",
|
|
"Epoch 1035/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0165 - val_loss: 0.0158 - lr: 4.8828e-06\n",
|
|
"Epoch 1036/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0165 - val_loss: 0.0158 - lr: 4.8828e-06\n",
|
|
"Epoch 1037/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0165 - val_loss: 0.0159 - lr: 4.8828e-06\n",
|
|
"Epoch 1038/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0164 - val_loss: 0.0158 - lr: 4.8828e-06\n",
|
|
"Epoch 1039/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0166 - val_loss: 0.0158 - lr: 4.8828e-06\n",
|
|
"Epoch 1040/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0163 - val_loss: 0.0158 - lr: 4.8828e-06\n",
|
|
"Epoch 1041/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0163 - val_loss: 0.0158 - lr: 4.8828e-06\n",
|
|
"Epoch 1042/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0164 - val_loss: 0.0159 - lr: 2.4414e-06\n",
|
|
"Epoch 1043/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0166 - val_loss: 0.0159 - lr: 2.4414e-06\n",
|
|
"Epoch 1044/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0165 - val_loss: 0.0159 - lr: 2.4414e-06\n",
|
|
"Epoch 1045/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0164 - val_loss: 0.0159 - lr: 2.4414e-06\n",
|
|
"Epoch 1046/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0164 - val_loss: 0.0158 - lr: 2.4414e-06\n",
|
|
"Epoch 1047/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0167 - val_loss: 0.0158 - lr: 2.4414e-06\n",
|
|
"Epoch 1048/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0166 - val_loss: 0.0158 - lr: 2.4414e-06\n",
|
|
"Epoch 1049/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0164 - val_loss: 0.0158 - lr: 2.4414e-06\n",
|
|
"Epoch 1050/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0164 - val_loss: 0.0158 - lr: 2.4414e-06\n",
|
|
"Epoch 1051/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0162 - val_loss: 0.0158 - lr: 2.4414e-06\n",
|
|
"Epoch 1052/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0165 - val_loss: 0.0159 - lr: 2.4414e-06\n",
|
|
"Epoch 1053/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0164 - val_loss: 0.0159 - lr: 2.4414e-06\n",
|
|
"Epoch 1054/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0164 - val_loss: 0.0159 - lr: 2.4414e-06\n",
|
|
"Epoch 1055/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0166 - val_loss: 0.0159 - lr: 2.4414e-06\n",
|
|
"Epoch 1056/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0167 - val_loss: 0.0158 - lr: 2.4414e-06\n",
|
|
"Epoch 1057/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0167 - val_loss: 0.0159 - lr: 2.4414e-06\n",
|
|
"Epoch 1058/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0164 - val_loss: 0.0158 - lr: 2.4414e-06\n",
|
|
"Epoch 1059/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0161 - val_loss: 0.0158 - lr: 2.4414e-06\n",
|
|
"Epoch 1060/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0166 - val_loss: 0.0158 - lr: 2.4414e-06\n",
|
|
"Epoch 1061/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0166 - val_loss: 0.0158 - lr: 2.4414e-06\n",
|
|
"Epoch 1062/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0166 - val_loss: 0.0158 - lr: 2.4414e-06\n",
|
|
"Epoch 1063/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0162 - val_loss: 0.0159 - lr: 2.4414e-06\n",
|
|
"Epoch 1064/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0163 - val_loss: 0.0158 - lr: 2.4414e-06\n",
|
|
"Epoch 1065/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0165 - val_loss: 0.0158 - lr: 2.4414e-06\n",
|
|
"Epoch 1066/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0162 - val_loss: 0.0158 - lr: 2.4414e-06\n",
|
|
"Epoch 1067/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0164 - val_loss: 0.0159 - lr: 1.2207e-06\n",
|
|
"Epoch 1068/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0164 - val_loss: 0.0159 - lr: 1.2207e-06\n",
|
|
"Epoch 1069/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0162 - val_loss: 0.0158 - lr: 1.2207e-06\n",
|
|
"Epoch 1070/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0163 - val_loss: 0.0158 - lr: 1.2207e-06\n",
|
|
"Epoch 1071/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0163 - val_loss: 0.0158 - lr: 1.2207e-06\n",
|
|
"Epoch 1072/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0165 - val_loss: 0.0158 - lr: 1.2207e-06\n",
|
|
"Epoch 1073/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0164 - val_loss: 0.0158 - lr: 1.2207e-06\n",
|
|
"Epoch 1074/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0164 - val_loss: 0.0158 - lr: 1.2207e-06\n",
|
|
"Epoch 1075/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0163 - val_loss: 0.0158 - lr: 1.2207e-06\n",
|
|
"Epoch 1076/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0165 - val_loss: 0.0159 - lr: 1.2207e-06\n",
|
|
"Epoch 1077/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0163 - val_loss: 0.0158 - lr: 1.2207e-06\n",
|
|
"Epoch 1078/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0166 - val_loss: 0.0158 - lr: 1.2207e-06\n",
|
|
"Epoch 1079/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0166 - val_loss: 0.0158 - lr: 1.2207e-06\n",
|
|
"Epoch 1080/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0165 - val_loss: 0.0158 - lr: 1.2207e-06\n",
|
|
"Epoch 1081/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0166 - val_loss: 0.0158 - lr: 1.2207e-06\n",
|
|
"Epoch 1082/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0167 - val_loss: 0.0159 - lr: 1.2207e-06\n",
|
|
"Epoch 1083/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0165 - val_loss: 0.0158 - lr: 1.2207e-06\n",
|
|
"Epoch 1084/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0166 - val_loss: 0.0159 - lr: 1.2207e-06\n",
|
|
"Epoch 1085/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0163 - val_loss: 0.0159 - lr: 1.2207e-06\n",
|
|
"Epoch 1086/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0162 - val_loss: 0.0158 - lr: 1.2207e-06\n",
|
|
"Epoch 1087/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0163 - val_loss: 0.0158 - lr: 1.2207e-06\n",
|
|
"Epoch 1088/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0165 - val_loss: 0.0158 - lr: 1.2207e-06\n",
|
|
"Epoch 1089/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0164 - val_loss: 0.0158 - lr: 1.2207e-06\n",
|
|
"Epoch 1090/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0163 - val_loss: 0.0159 - lr: 1.2207e-06\n",
|
|
"Epoch 1091/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0164 - val_loss: 0.0158 - lr: 1.2207e-06\n",
|
|
"Epoch 1092/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0164 - val_loss: 0.0158 - lr: 6.1035e-07\n",
|
|
"Epoch 1093/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0164 - val_loss: 0.0158 - lr: 6.1035e-07\n",
|
|
"Epoch 1094/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0164 - val_loss: 0.0159 - lr: 6.1035e-07\n",
|
|
"Epoch 1095/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0166 - val_loss: 0.0159 - lr: 6.1035e-07\n",
|
|
"Epoch 1096/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0166 - val_loss: 0.0159 - lr: 6.1035e-07\n",
|
|
"Epoch 1097/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0165 - val_loss: 0.0158 - lr: 6.1035e-07\n",
|
|
"Epoch 1098/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0165 - val_loss: 0.0158 - lr: 6.1035e-07\n",
|
|
"Epoch 1099/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0162 - val_loss: 0.0158 - lr: 6.1035e-07\n",
|
|
"Epoch 1100/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0164 - val_loss: 0.0158 - lr: 6.1035e-07\n",
|
|
"Epoch 1101/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0163 - val_loss: 0.0158 - lr: 6.1035e-07\n",
|
|
"Epoch 1102/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0164 - val_loss: 0.0158 - lr: 6.1035e-07\n",
|
|
"Epoch 1103/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0165 - val_loss: 0.0158 - lr: 6.1035e-07\n",
|
|
"Epoch 1104/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0168 - val_loss: 0.0158 - lr: 6.1035e-07\n",
|
|
"Epoch 1105/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0167 - val_loss: 0.0158 - lr: 6.1035e-07\n",
|
|
"Epoch 1106/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0163 - val_loss: 0.0158 - lr: 6.1035e-07\n",
|
|
"Epoch 1107/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0166 - val_loss: 0.0158 - lr: 6.1035e-07\n",
|
|
"Epoch 1108/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0165 - val_loss: 0.0158 - lr: 6.1035e-07\n",
|
|
"Epoch 1109/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0163 - val_loss: 0.0159 - lr: 6.1035e-07\n",
|
|
"Epoch 1110/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0166 - val_loss: 0.0158 - lr: 6.1035e-07\n",
|
|
"Epoch 1111/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0164 - val_loss: 0.0158 - lr: 6.1035e-07\n",
|
|
"Epoch 1112/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0165 - val_loss: 0.0158 - lr: 6.1035e-07\n",
|
|
"Epoch 1113/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0163 - val_loss: 0.0158 - lr: 6.1035e-07\n",
|
|
"Epoch 1114/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0163 - val_loss: 0.0158 - lr: 6.1035e-07\n",
|
|
"Epoch 1115/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0164 - val_loss: 0.0158 - lr: 6.1035e-07\n",
|
|
"Epoch 1116/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0163 - val_loss: 0.0158 - lr: 6.1035e-07\n",
|
|
"Epoch 1117/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0163 - val_loss: 0.0158 - lr: 3.0518e-07\n",
|
|
"Epoch 1118/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0166 - val_loss: 0.0158 - lr: 3.0518e-07\n",
|
|
"Epoch 1119/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0164 - val_loss: 0.0158 - lr: 3.0518e-07\n",
|
|
"Epoch 1120/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0165 - val_loss: 0.0158 - lr: 3.0518e-07\n",
|
|
"Epoch 1121/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0165 - val_loss: 0.0158 - lr: 3.0518e-07\n",
|
|
"Epoch 1122/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0163 - val_loss: 0.0158 - lr: 3.0518e-07\n",
|
|
"Epoch 1123/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0162 - val_loss: 0.0158 - lr: 3.0518e-07\n",
|
|
"Epoch 1124/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0166 - val_loss: 0.0158 - lr: 3.0518e-07\n",
|
|
"Epoch 1125/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0166 - val_loss: 0.0158 - lr: 3.0518e-07\n",
|
|
"Epoch 1126/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0167 - val_loss: 0.0158 - lr: 3.0518e-07\n",
|
|
"Epoch 1127/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0165 - val_loss: 0.0158 - lr: 3.0518e-07\n",
|
|
"Epoch 1128/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0164 - val_loss: 0.0158 - lr: 3.0518e-07\n",
|
|
"Epoch 1129/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0165 - val_loss: 0.0159 - lr: 3.0518e-07\n",
|
|
"Epoch 1130/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0165 - val_loss: 0.0158 - lr: 3.0518e-07\n",
|
|
"Epoch 1131/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0167 - val_loss: 0.0158 - lr: 3.0518e-07\n",
|
|
"Epoch 1132/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0163 - val_loss: 0.0158 - lr: 3.0518e-07\n",
|
|
"Epoch 1133/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0163 - val_loss: 0.0158 - lr: 3.0518e-07\n",
|
|
"Epoch 1134/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0165 - val_loss: 0.0158 - lr: 3.0518e-07\n",
|
|
"Epoch 1135/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0166 - val_loss: 0.0158 - lr: 3.0518e-07\n",
|
|
"Epoch 1136/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0165 - val_loss: 0.0158 - lr: 3.0518e-07\n",
|
|
"Epoch 1137/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0166 - val_loss: 0.0158 - lr: 3.0518e-07\n",
|
|
"Epoch 1138/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0166 - val_loss: 0.0158 - lr: 3.0518e-07\n",
|
|
"Epoch 1139/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0166 - val_loss: 0.0158 - lr: 3.0518e-07\n",
|
|
"Epoch 1140/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0165 - val_loss: 0.0158 - lr: 3.0518e-07\n",
|
|
"Epoch 1141/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0163 - val_loss: 0.0158 - lr: 3.0518e-07\n",
|
|
"Epoch 1142/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0162 - val_loss: 0.0158 - lr: 1.5259e-07\n",
|
|
"Epoch 1143/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0166 - val_loss: 0.0158 - lr: 1.5259e-07\n",
|
|
"Epoch 1144/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0165 - val_loss: 0.0158 - lr: 1.5259e-07\n",
|
|
"Epoch 1145/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0164 - val_loss: 0.0158 - lr: 1.5259e-07\n",
|
|
"Epoch 1146/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0167 - val_loss: 0.0158 - lr: 1.5259e-07\n",
|
|
"Epoch 1147/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0167 - val_loss: 0.0158 - lr: 1.5259e-07\n",
|
|
"Epoch 1148/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0165 - val_loss: 0.0158 - lr: 1.5259e-07\n",
|
|
"Epoch 1149/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0163 - val_loss: 0.0158 - lr: 1.5259e-07\n",
|
|
"Epoch 1150/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0164 - val_loss: 0.0158 - lr: 1.5259e-07\n",
|
|
"Epoch 1151/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0164 - val_loss: 0.0158 - lr: 1.5259e-07\n",
|
|
"Epoch 1152/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0166 - val_loss: 0.0158 - lr: 1.5259e-07\n",
|
|
"Epoch 1153/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0164 - val_loss: 0.0158 - lr: 1.5259e-07\n",
|
|
"Epoch 1154/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0166 - val_loss: 0.0158 - lr: 1.5259e-07\n",
|
|
"Epoch 1155/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0166 - val_loss: 0.0158 - lr: 1.5259e-07\n",
|
|
"Epoch 1156/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0163 - val_loss: 0.0158 - lr: 1.5259e-07\n",
|
|
"Epoch 1157/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0165 - val_loss: 0.0158 - lr: 1.5259e-07\n",
|
|
"Epoch 1158/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0166 - val_loss: 0.0159 - lr: 1.5259e-07\n",
|
|
"Epoch 1159/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0167 - val_loss: 0.0158 - lr: 1.5259e-07\n",
|
|
"Epoch 1160/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0164 - val_loss: 0.0158 - lr: 1.5259e-07\n",
|
|
"Epoch 1161/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0165 - val_loss: 0.0158 - lr: 1.5259e-07\n",
|
|
"Epoch 1162/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0166 - val_loss: 0.0158 - lr: 1.5259e-07\n",
|
|
"Epoch 1163/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0164 - val_loss: 0.0158 - lr: 1.5259e-07\n",
|
|
"Epoch 1164/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0163 - val_loss: 0.0158 - lr: 1.5259e-07\n",
|
|
"Epoch 1165/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0164 - val_loss: 0.0158 - lr: 1.5259e-07\n",
|
|
"Epoch 1166/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0164 - val_loss: 0.0158 - lr: 1.5259e-07\n",
|
|
"Epoch 1167/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0165 - val_loss: 0.0158 - lr: 7.6294e-08\n",
|
|
"Epoch 1168/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0163 - val_loss: 0.0158 - lr: 7.6294e-08\n",
|
|
"Epoch 1169/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0165 - val_loss: 0.0158 - lr: 7.6294e-08\n",
|
|
"Epoch 1170/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0163 - val_loss: 0.0158 - lr: 7.6294e-08\n",
|
|
"Epoch 1171/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0164 - val_loss: 0.0158 - lr: 7.6294e-08\n",
|
|
"Epoch 1172/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0165 - val_loss: 0.0158 - lr: 7.6294e-08\n",
|
|
"Epoch 1173/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0165 - val_loss: 0.0158 - lr: 7.6294e-08\n",
|
|
"Epoch 1174/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0164 - val_loss: 0.0158 - lr: 7.6294e-08\n",
|
|
"Epoch 1175/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0164 - val_loss: 0.0158 - lr: 7.6294e-08\n",
|
|
"Epoch 1176/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0165 - val_loss: 0.0158 - lr: 7.6294e-08\n",
|
|
"Epoch 1177/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0164 - val_loss: 0.0158 - lr: 7.6294e-08\n",
|
|
"Epoch 1178/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0165 - val_loss: 0.0158 - lr: 7.6294e-08\n",
|
|
"Epoch 1179/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0166 - val_loss: 0.0158 - lr: 7.6294e-08\n",
|
|
"Epoch 1180/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0164 - val_loss: 0.0158 - lr: 7.6294e-08\n",
|
|
"Epoch 1181/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0163 - val_loss: 0.0158 - lr: 7.6294e-08\n",
|
|
"Epoch 1182/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0163 - val_loss: 0.0158 - lr: 7.6294e-08\n",
|
|
"Epoch 1183/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0165 - val_loss: 0.0158 - lr: 7.6294e-08\n",
|
|
"Epoch 1184/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0166 - val_loss: 0.0158 - lr: 7.6294e-08\n",
|
|
"Epoch 1185/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0164 - val_loss: 0.0158 - lr: 7.6294e-08\n",
|
|
"Epoch 1186/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0165 - val_loss: 0.0158 - lr: 7.6294e-08\n",
|
|
"Epoch 1187/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0164 - val_loss: 0.0158 - lr: 7.6294e-08\n",
|
|
"Epoch 1188/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0167 - val_loss: 0.0158 - lr: 7.6294e-08\n",
|
|
"Epoch 1189/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0165 - val_loss: 0.0158 - lr: 7.6294e-08\n",
|
|
"Epoch 1190/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0166 - val_loss: 0.0158 - lr: 7.6294e-08\n",
|
|
"Epoch 1191/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0166 - val_loss: 0.0158 - lr: 7.6294e-08\n",
|
|
"Epoch 1192/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0164 - val_loss: 0.0159 - lr: 3.8147e-08\n",
|
|
"Epoch 1193/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0166 - val_loss: 0.0158 - lr: 3.8147e-08\n",
|
|
"Epoch 1194/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0167 - val_loss: 0.0158 - lr: 3.8147e-08\n",
|
|
"Epoch 1195/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0163 - val_loss: 0.0158 - lr: 3.8147e-08\n",
|
|
"Epoch 1196/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0164 - val_loss: 0.0158 - lr: 3.8147e-08\n",
|
|
"Epoch 1197/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0167 - val_loss: 0.0158 - lr: 3.8147e-08\n",
|
|
"Epoch 1198/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0164 - val_loss: 0.0158 - lr: 3.8147e-08\n",
|
|
"Epoch 1199/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0164 - val_loss: 0.0158 - lr: 3.8147e-08\n",
|
|
"Epoch 1200/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0164 - val_loss: 0.0158 - lr: 3.8147e-08\n",
|
|
"Epoch 1201/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0163 - val_loss: 0.0158 - lr: 3.8147e-08\n",
|
|
"Epoch 1202/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0164 - val_loss: 0.0159 - lr: 3.8147e-08\n",
|
|
"Epoch 1203/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0164 - val_loss: 0.0158 - lr: 3.8147e-08\n",
|
|
"Epoch 1204/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0163 - val_loss: 0.0158 - lr: 3.8147e-08\n",
|
|
"Epoch 1205/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0164 - val_loss: 0.0158 - lr: 3.8147e-08\n",
|
|
"Epoch 1206/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0165 - val_loss: 0.0158 - lr: 3.8147e-08\n",
|
|
"Epoch 1207/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0162 - val_loss: 0.0158 - lr: 3.8147e-08\n",
|
|
"Epoch 1208/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0164 - val_loss: 0.0158 - lr: 3.8147e-08\n",
|
|
"Epoch 1209/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0166 - val_loss: 0.0158 - lr: 3.8147e-08\n",
|
|
"Epoch 1210/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0164 - val_loss: 0.0158 - lr: 3.8147e-08\n",
|
|
"Epoch 1211/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0164 - val_loss: 0.0158 - lr: 3.8147e-08\n",
|
|
"Epoch 1212/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0164 - val_loss: 0.0158 - lr: 3.8147e-08\n",
|
|
"Epoch 1213/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0166 - val_loss: 0.0158 - lr: 3.8147e-08\n",
|
|
"Epoch 1214/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0166 - val_loss: 0.0158 - lr: 3.8147e-08\n",
|
|
"Epoch 1215/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0164 - val_loss: 0.0158 - lr: 3.8147e-08\n",
|
|
"Epoch 1216/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0163 - val_loss: 0.0158 - lr: 3.8147e-08\n",
|
|
"Epoch 1217/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0163 - val_loss: 0.0158 - lr: 3.8147e-08\n",
|
|
"Epoch 1218/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0163 - val_loss: 0.0158 - lr: 3.8147e-08\n",
|
|
"Epoch 1219/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0168 - val_loss: 0.0158 - lr: 3.8147e-08\n",
|
|
"Epoch 1220/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0165 - val_loss: 0.0158 - lr: 3.8147e-08\n",
|
|
"Epoch 1221/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0166 - val_loss: 0.0158 - lr: 3.8147e-08\n",
|
|
"Epoch 1222/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0164 - val_loss: 0.0158 - lr: 3.8147e-08\n",
|
|
"Epoch 1223/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0166 - val_loss: 0.0158 - lr: 1.9073e-08\n",
|
|
"Epoch 1224/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0164 - val_loss: 0.0159 - lr: 1.9073e-08\n",
|
|
"Epoch 1225/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0164 - val_loss: 0.0158 - lr: 1.9073e-08\n",
|
|
"Epoch 1226/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0163 - val_loss: 0.0158 - lr: 1.9073e-08\n",
|
|
"Epoch 1227/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0164 - val_loss: 0.0158 - lr: 1.9073e-08\n",
|
|
"Epoch 1228/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0165 - val_loss: 0.0158 - lr: 1.9073e-08\n",
|
|
"Epoch 1229/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0166 - val_loss: 0.0158 - lr: 1.9073e-08\n",
|
|
"Epoch 1230/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0165 - val_loss: 0.0158 - lr: 1.9073e-08\n",
|
|
"Epoch 1231/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0162 - val_loss: 0.0158 - lr: 1.9073e-08\n",
|
|
"Epoch 1232/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0164 - val_loss: 0.0158 - lr: 1.9073e-08\n",
|
|
"Epoch 1233/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0165 - val_loss: 0.0158 - lr: 1.9073e-08\n",
|
|
"Epoch 1234/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0167 - val_loss: 0.0158 - lr: 1.9073e-08\n",
|
|
"Epoch 1235/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0166 - val_loss: 0.0158 - lr: 1.9073e-08\n",
|
|
"Epoch 1236/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0163 - val_loss: 0.0158 - lr: 1.9073e-08\n",
|
|
"Epoch 1237/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0165 - val_loss: 0.0158 - lr: 1.9073e-08\n",
|
|
"Epoch 1238/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0165 - val_loss: 0.0158 - lr: 1.9073e-08\n",
|
|
"Epoch 1239/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0166 - val_loss: 0.0158 - lr: 1.9073e-08\n",
|
|
"Epoch 1240/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0164 - val_loss: 0.0158 - lr: 1.9073e-08\n",
|
|
"Epoch 1241/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0167 - val_loss: 0.0159 - lr: 1.9073e-08\n",
|
|
"Epoch 1242/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0165 - val_loss: 0.0158 - lr: 1.9073e-08\n",
|
|
"Epoch 1243/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0167 - val_loss: 0.0158 - lr: 1.9073e-08\n",
|
|
"Epoch 1244/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0165 - val_loss: 0.0158 - lr: 1.9073e-08\n",
|
|
"Epoch 1245/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0165 - val_loss: 0.0159 - lr: 1.9073e-08\n",
|
|
"Epoch 1246/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0164 - val_loss: 0.0158 - lr: 1.9073e-08\n",
|
|
"Epoch 1247/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0167 - val_loss: 0.0158 - lr: 1.9073e-08\n",
|
|
"Epoch 1248/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0164 - val_loss: 0.0159 - lr: 9.5367e-09\n",
|
|
"Epoch 1249/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0168 - val_loss: 0.0158 - lr: 9.5367e-09\n",
|
|
"Epoch 1250/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0164 - val_loss: 0.0158 - lr: 9.5367e-09\n",
|
|
"Epoch 1251/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0165 - val_loss: 0.0158 - lr: 9.5367e-09\n",
|
|
"Epoch 1252/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0164 - val_loss: 0.0159 - lr: 9.5367e-09\n",
|
|
"Epoch 1253/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0167 - val_loss: 0.0158 - lr: 9.5367e-09\n",
|
|
"Epoch 1254/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0166 - val_loss: 0.0158 - lr: 9.5367e-09\n",
|
|
"Epoch 1255/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0165 - val_loss: 0.0158 - lr: 9.5367e-09\n",
|
|
"Epoch 1256/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0168 - val_loss: 0.0158 - lr: 9.5367e-09\n",
|
|
"Epoch 1257/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0165 - val_loss: 0.0158 - lr: 9.5367e-09\n",
|
|
"Epoch 1258/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0171 - val_loss: 0.0158 - lr: 9.5367e-09\n",
|
|
"Epoch 1259/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0163 - val_loss: 0.0158 - lr: 9.5367e-09\n",
|
|
"Epoch 1260/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0166 - val_loss: 0.0158 - lr: 9.5367e-09\n",
|
|
"Epoch 1261/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0164 - val_loss: 0.0158 - lr: 9.5367e-09\n",
|
|
"Epoch 1262/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0164 - val_loss: 0.0158 - lr: 9.5367e-09\n",
|
|
"Epoch 1263/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0166 - val_loss: 0.0159 - lr: 9.5367e-09\n",
|
|
"Epoch 1264/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0163 - val_loss: 0.0159 - lr: 9.5367e-09\n",
|
|
"Epoch 1265/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0166 - val_loss: 0.0159 - lr: 9.5367e-09\n",
|
|
"Epoch 1266/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0164 - val_loss: 0.0158 - lr: 9.5367e-09\n",
|
|
"Epoch 1267/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0167 - val_loss: 0.0158 - lr: 9.5367e-09\n",
|
|
"Epoch 1268/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0165 - val_loss: 0.0158 - lr: 9.5367e-09\n",
|
|
"Epoch 1269/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0167 - val_loss: 0.0158 - lr: 9.5367e-09\n",
|
|
"Epoch 1270/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0165 - val_loss: 0.0158 - lr: 9.5367e-09\n",
|
|
"Epoch 1271/2000\n",
|
|
"90/90 [==============================] - 1s 6ms/step - loss: 0.0164 - val_loss: 0.0159 - lr: 9.5367e-09\n",
|
|
"Epoch 1272/2000\n",
|
|
"90/90 [==============================] - 0s 4ms/step - loss: 0.0168 - val_loss: 0.0158 - lr: 9.5367e-09\n",
|
|
"Epoch 1273/2000\n",
|
|
"90/90 [==============================] - 0s 4ms/step - loss: 0.0165 - val_loss: 0.0158 - lr: 4.7684e-09\n",
|
|
"Epoch 1274/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0164 - val_loss: 0.0158 - lr: 4.7684e-09\n",
|
|
"Epoch 1275/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0165 - val_loss: 0.0159 - lr: 4.7684e-09\n",
|
|
"Epoch 1276/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0162 - val_loss: 0.0158 - lr: 4.7684e-09\n",
|
|
"Epoch 1277/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0167 - val_loss: 0.0158 - lr: 4.7684e-09\n",
|
|
"Epoch 1278/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0163 - val_loss: 0.0158 - lr: 4.7684e-09\n",
|
|
"Epoch 1279/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0165 - val_loss: 0.0158 - lr: 4.7684e-09\n",
|
|
"Epoch 1280/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0163 - val_loss: 0.0159 - lr: 4.7684e-09\n",
|
|
"Epoch 1281/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0162 - val_loss: 0.0158 - lr: 4.7684e-09\n",
|
|
"Epoch 1282/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0163 - val_loss: 0.0158 - lr: 4.7684e-09\n",
|
|
"Epoch 1283/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0165 - val_loss: 0.0158 - lr: 4.7684e-09\n",
|
|
"Epoch 1284/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0164 - val_loss: 0.0158 - lr: 4.7684e-09\n",
|
|
"Epoch 1285/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0163 - val_loss: 0.0158 - lr: 4.7684e-09\n",
|
|
"Epoch 1286/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0165 - val_loss: 0.0158 - lr: 4.7684e-09\n",
|
|
"Epoch 1287/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0165 - val_loss: 0.0158 - lr: 4.7684e-09\n",
|
|
"Epoch 1288/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0164 - val_loss: 0.0158 - lr: 4.7684e-09\n",
|
|
"Epoch 1289/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0165 - val_loss: 0.0158 - lr: 4.7684e-09\n",
|
|
"Epoch 1290/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0165 - val_loss: 0.0158 - lr: 4.7684e-09\n",
|
|
"Epoch 1291/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0163 - val_loss: 0.0158 - lr: 4.7684e-09\n",
|
|
"Epoch 1292/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0165 - val_loss: 0.0158 - lr: 4.7684e-09\n",
|
|
"Epoch 1293/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0164 - val_loss: 0.0158 - lr: 4.7684e-09\n",
|
|
"Epoch 1294/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0164 - val_loss: 0.0158 - lr: 4.7684e-09\n",
|
|
"Epoch 1295/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0164 - val_loss: 0.0158 - lr: 4.7684e-09\n",
|
|
"Epoch 1296/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0167 - val_loss: 0.0158 - lr: 4.7684e-09\n",
|
|
"Epoch 1297/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0167 - val_loss: 0.0159 - lr: 4.7684e-09\n",
|
|
"Epoch 1298/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0164 - val_loss: 0.0158 - lr: 2.3842e-09\n",
|
|
"Epoch 1299/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0164 - val_loss: 0.0158 - lr: 2.3842e-09\n",
|
|
"Epoch 1300/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0164 - val_loss: 0.0158 - lr: 2.3842e-09\n",
|
|
"Epoch 1301/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0164 - val_loss: 0.0158 - lr: 2.3842e-09\n",
|
|
"Epoch 1302/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0169 - val_loss: 0.0158 - lr: 2.3842e-09\n",
|
|
"Epoch 1303/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0167 - val_loss: 0.0158 - lr: 2.3842e-09\n",
|
|
"Epoch 1304/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0164 - val_loss: 0.0158 - lr: 2.3842e-09\n",
|
|
"Epoch 1305/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0162 - val_loss: 0.0158 - lr: 2.3842e-09\n",
|
|
"Epoch 1306/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0166 - val_loss: 0.0158 - lr: 2.3842e-09\n",
|
|
"Epoch 1307/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0165 - val_loss: 0.0158 - lr: 2.3842e-09\n",
|
|
"Epoch 1308/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0165 - val_loss: 0.0158 - lr: 2.3842e-09\n",
|
|
"Epoch 1309/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0165 - val_loss: 0.0158 - lr: 2.3842e-09\n",
|
|
"Epoch 1310/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0165 - val_loss: 0.0158 - lr: 2.3842e-09\n",
|
|
"Epoch 1311/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0167 - val_loss: 0.0158 - lr: 2.3842e-09\n",
|
|
"Epoch 1312/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0164 - val_loss: 0.0158 - lr: 2.3842e-09\n",
|
|
"Epoch 1313/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0165 - val_loss: 0.0158 - lr: 2.3842e-09\n",
|
|
"Epoch 1314/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0164 - val_loss: 0.0158 - lr: 2.3842e-09\n",
|
|
"Epoch 1315/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0164 - val_loss: 0.0158 - lr: 2.3842e-09\n",
|
|
"Epoch 1316/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0166 - val_loss: 0.0158 - lr: 2.3842e-09\n",
|
|
"Epoch 1317/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0165 - val_loss: 0.0158 - lr: 2.3842e-09\n",
|
|
"Epoch 1318/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0166 - val_loss: 0.0158 - lr: 2.3842e-09\n",
|
|
"Epoch 1319/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0163 - val_loss: 0.0158 - lr: 2.3842e-09\n",
|
|
"Epoch 1320/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0167 - val_loss: 0.0158 - lr: 2.3842e-09\n",
|
|
"Epoch 1321/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0164 - val_loss: 0.0159 - lr: 2.3842e-09\n",
|
|
"Epoch 1322/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0166 - val_loss: 0.0158 - lr: 2.3842e-09\n",
|
|
"Epoch 1323/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0164 - val_loss: 0.0158 - lr: 1.1921e-09\n",
|
|
"Epoch 1324/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0165 - val_loss: 0.0159 - lr: 1.1921e-09\n",
|
|
"Epoch 1325/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0166 - val_loss: 0.0159 - lr: 1.1921e-09\n",
|
|
"Epoch 1326/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0164 - val_loss: 0.0158 - lr: 1.1921e-09\n",
|
|
"Epoch 1327/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0163 - val_loss: 0.0159 - lr: 1.1921e-09\n",
|
|
"Epoch 1328/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0166 - val_loss: 0.0158 - lr: 1.1921e-09\n",
|
|
"Epoch 1329/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0165 - val_loss: 0.0158 - lr: 1.1921e-09\n",
|
|
"Epoch 1330/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0164 - val_loss: 0.0158 - lr: 1.1921e-09\n",
|
|
"Epoch 1331/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0166 - val_loss: 0.0158 - lr: 1.1921e-09\n",
|
|
"Epoch 1332/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0164 - val_loss: 0.0158 - lr: 1.1921e-09\n",
|
|
"Epoch 1333/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0166 - val_loss: 0.0158 - lr: 1.1921e-09\n",
|
|
"Epoch 1334/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0164 - val_loss: 0.0158 - lr: 1.1921e-09\n",
|
|
"Epoch 1335/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0164 - val_loss: 0.0159 - lr: 1.1921e-09\n",
|
|
"Epoch 1336/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0164 - val_loss: 0.0159 - lr: 1.1921e-09\n",
|
|
"Epoch 1337/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0165 - val_loss: 0.0158 - lr: 1.1921e-09\n",
|
|
"Epoch 1338/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0165 - val_loss: 0.0158 - lr: 1.1921e-09\n",
|
|
"Epoch 1339/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0163 - val_loss: 0.0158 - lr: 1.1921e-09\n",
|
|
"Epoch 1340/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0164 - val_loss: 0.0158 - lr: 1.1921e-09\n",
|
|
"Epoch 1341/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0166 - val_loss: 0.0158 - lr: 1.1921e-09\n",
|
|
"Epoch 1342/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0164 - val_loss: 0.0158 - lr: 1.1921e-09\n",
|
|
"Epoch 1343/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0162 - val_loss: 0.0158 - lr: 1.1921e-09\n",
|
|
"Epoch 1344/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0161 - val_loss: 0.0159 - lr: 1.1921e-09\n",
|
|
"Epoch 1345/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0163 - val_loss: 0.0159 - lr: 1.1921e-09\n",
|
|
"Epoch 1346/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0161 - val_loss: 0.0158 - lr: 1.1921e-09\n",
|
|
"Epoch 1347/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0166 - val_loss: 0.0158 - lr: 1.1921e-09\n",
|
|
"Epoch 1348/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0163 - val_loss: 0.0159 - lr: 5.9605e-10\n",
|
|
"Epoch 1349/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0166 - val_loss: 0.0158 - lr: 5.9605e-10\n",
|
|
"Epoch 1350/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0162 - val_loss: 0.0158 - lr: 5.9605e-10\n",
|
|
"Epoch 1351/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0166 - val_loss: 0.0158 - lr: 5.9605e-10\n",
|
|
"Epoch 1352/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0165 - val_loss: 0.0158 - lr: 5.9605e-10\n",
|
|
"Epoch 1353/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0164 - val_loss: 0.0158 - lr: 5.9605e-10\n",
|
|
"Epoch 1354/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0165 - val_loss: 0.0158 - lr: 5.9605e-10\n",
|
|
"Epoch 1355/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0165 - val_loss: 0.0158 - lr: 5.9605e-10\n",
|
|
"Epoch 1356/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0166 - val_loss: 0.0158 - lr: 5.9605e-10\n",
|
|
"Epoch 1357/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0165 - val_loss: 0.0158 - lr: 5.9605e-10\n",
|
|
"Epoch 1358/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0167 - val_loss: 0.0158 - lr: 5.9605e-10\n",
|
|
"Epoch 1359/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0165 - val_loss: 0.0158 - lr: 5.9605e-10\n",
|
|
"Epoch 1360/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0167 - val_loss: 0.0158 - lr: 5.9605e-10\n",
|
|
"Epoch 1361/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0166 - val_loss: 0.0158 - lr: 5.9605e-10\n",
|
|
"Epoch 1362/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0162 - val_loss: 0.0158 - lr: 5.9605e-10\n",
|
|
"Epoch 1363/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0166 - val_loss: 0.0159 - lr: 5.9605e-10\n",
|
|
"Epoch 1364/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0165 - val_loss: 0.0158 - lr: 5.9605e-10\n",
|
|
"Epoch 1365/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0166 - val_loss: 0.0158 - lr: 5.9605e-10\n",
|
|
"Epoch 1366/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0164 - val_loss: 0.0159 - lr: 5.9605e-10\n",
|
|
"Epoch 1367/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0166 - val_loss: 0.0159 - lr: 5.9605e-10\n",
|
|
"Epoch 1368/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0165 - val_loss: 0.0158 - lr: 5.9605e-10\n",
|
|
"Epoch 1369/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0165 - val_loss: 0.0158 - lr: 5.9605e-10\n",
|
|
"Epoch 1370/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0166 - val_loss: 0.0158 - lr: 5.9605e-10\n",
|
|
"Epoch 1371/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0165 - val_loss: 0.0158 - lr: 5.9605e-10\n",
|
|
"Epoch 1372/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0165 - val_loss: 0.0158 - lr: 5.9605e-10\n",
|
|
"Epoch 1373/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0165 - val_loss: 0.0158 - lr: 2.9802e-10\n",
|
|
"Epoch 1374/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0165 - val_loss: 0.0158 - lr: 2.9802e-10\n",
|
|
"Epoch 1375/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0163 - val_loss: 0.0158 - lr: 2.9802e-10\n",
|
|
"Epoch 1376/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0166 - val_loss: 0.0158 - lr: 2.9802e-10\n",
|
|
"Epoch 1377/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0167 - val_loss: 0.0158 - lr: 2.9802e-10\n",
|
|
"Epoch 1378/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0164 - val_loss: 0.0158 - lr: 2.9802e-10\n",
|
|
"Epoch 1379/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0165 - val_loss: 0.0158 - lr: 2.9802e-10\n",
|
|
"Epoch 1380/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0164 - val_loss: 0.0158 - lr: 2.9802e-10\n",
|
|
"Epoch 1381/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0164 - val_loss: 0.0158 - lr: 2.9802e-10\n",
|
|
"Epoch 1382/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0165 - val_loss: 0.0158 - lr: 2.9802e-10\n",
|
|
"Epoch 1383/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0163 - val_loss: 0.0158 - lr: 2.9802e-10\n",
|
|
"Epoch 1384/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0167 - val_loss: 0.0158 - lr: 2.9802e-10\n",
|
|
"Epoch 1385/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0165 - val_loss: 0.0158 - lr: 2.9802e-10\n",
|
|
"Epoch 1386/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0167 - val_loss: 0.0158 - lr: 2.9802e-10\n",
|
|
"Epoch 1387/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0167 - val_loss: 0.0158 - lr: 2.9802e-10\n",
|
|
"Epoch 1388/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0163 - val_loss: 0.0158 - lr: 2.9802e-10\n",
|
|
"Epoch 1389/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0169 - val_loss: 0.0158 - lr: 2.9802e-10\n",
|
|
"Epoch 1390/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0165 - val_loss: 0.0158 - lr: 2.9802e-10\n",
|
|
"Epoch 1391/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0164 - val_loss: 0.0158 - lr: 2.9802e-10\n",
|
|
"Epoch 1392/2000\n",
|
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"90/90 [==============================] - 0s 3ms/step - loss: 0.0164 - val_loss: 0.0158 - lr: 2.9802e-10\n",
|
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"Epoch 1393/2000\n",
|
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"90/90 [==============================] - 0s 3ms/step - loss: 0.0166 - val_loss: 0.0158 - lr: 2.9802e-10\n",
|
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"Epoch 1394/2000\n",
|
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"90/90 [==============================] - 0s 3ms/step - loss: 0.0162 - val_loss: 0.0158 - lr: 2.9802e-10\n",
|
|
"Epoch 1395/2000\n",
|
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"90/90 [==============================] - 0s 3ms/step - loss: 0.0164 - val_loss: 0.0158 - lr: 2.9802e-10\n",
|
|
"Epoch 1396/2000\n",
|
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"90/90 [==============================] - 0s 3ms/step - loss: 0.0166 - val_loss: 0.0158 - lr: 2.9802e-10\n",
|
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"Epoch 1397/2000\n",
|
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"90/90 [==============================] - 0s 3ms/step - loss: 0.0165 - val_loss: 0.0158 - lr: 2.9802e-10\n",
|
|
"Epoch 1/2000\n",
|
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"90/90 [==============================] - 1s 3ms/step - loss: 0.0331 - val_loss: 0.0290 - lr: 0.0025\n",
|
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"Epoch 2/2000\n",
|
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"90/90 [==============================] - 0s 1ms/step - loss: 0.0311 - val_loss: 0.0290 - lr: 0.0025\n",
|
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"Epoch 3/2000\n",
|
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"90/90 [==============================] - 0s 1ms/step - loss: 0.0299 - val_loss: 0.0290 - lr: 0.0025\n",
|
|
"Epoch 4/2000\n",
|
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"90/90 [==============================] - 0s 1ms/step - loss: 0.0291 - val_loss: 0.0295 - lr: 0.0025\n",
|
|
"Epoch 5/2000\n",
|
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"90/90 [==============================] - 0s 2ms/step - loss: 0.0283 - val_loss: 0.0307 - lr: 0.0025\n",
|
|
"Epoch 6/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0279 - val_loss: 0.0302 - lr: 0.0025\n",
|
|
"Epoch 7/2000\n",
|
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"90/90 [==============================] - 0s 2ms/step - loss: 0.0273 - val_loss: 0.0288 - lr: 0.0025\n",
|
|
"Epoch 8/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0270 - val_loss: 0.0277 - lr: 0.0025\n",
|
|
"Epoch 9/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0267 - val_loss: 0.0271 - lr: 0.0025\n",
|
|
"Epoch 10/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0262 - val_loss: 0.0269 - lr: 0.0025\n",
|
|
"Epoch 11/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0260 - val_loss: 0.0266 - lr: 0.0025\n",
|
|
"Epoch 12/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0257 - val_loss: 0.0265 - lr: 0.0025\n",
|
|
"Epoch 13/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0255 - val_loss: 0.0264 - lr: 0.0025\n",
|
|
"Epoch 14/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0251 - val_loss: 0.0261 - lr: 0.0025\n",
|
|
"Epoch 15/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0251 - val_loss: 0.0259 - lr: 0.0025\n",
|
|
"Epoch 16/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0249 - val_loss: 0.0257 - lr: 0.0025\n",
|
|
"Epoch 17/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0247 - val_loss: 0.0255 - lr: 0.0025\n",
|
|
"Epoch 18/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0246 - val_loss: 0.0254 - lr: 0.0025\n",
|
|
"Epoch 19/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0244 - val_loss: 0.0254 - lr: 0.0025\n",
|
|
"Epoch 20/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0244 - val_loss: 0.0252 - lr: 0.0025\n",
|
|
"Epoch 21/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0241 - val_loss: 0.0252 - lr: 0.0025\n",
|
|
"Epoch 22/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0238 - val_loss: 0.0251 - lr: 0.0025\n",
|
|
"Epoch 23/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0240 - val_loss: 0.0251 - lr: 0.0025\n",
|
|
"Epoch 24/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0237 - val_loss: 0.0253 - lr: 0.0025\n",
|
|
"Epoch 25/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0235 - val_loss: 0.0249 - lr: 0.0025\n",
|
|
"Epoch 26/2000\n",
|
|
"90/90 [==============================] - 0s 937us/step - loss: 0.0234 - val_loss: 0.0249 - lr: 0.0025\n",
|
|
"Epoch 27/2000\n",
|
|
"90/90 [==============================] - 0s 909us/step - loss: 0.0233 - val_loss: 0.0249 - lr: 0.0025\n",
|
|
"Epoch 28/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0229 - val_loss: 0.0236 - lr: 0.0025\n",
|
|
"Epoch 29/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0231 - val_loss: 0.0235 - lr: 0.0025\n",
|
|
"Epoch 30/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0228 - val_loss: 0.0233 - lr: 0.0025\n",
|
|
"Epoch 31/2000\n",
|
|
"90/90 [==============================] - 0s 891us/step - loss: 0.0225 - val_loss: 0.0303 - lr: 0.0025\n",
|
|
"Epoch 32/2000\n",
|
|
"90/90 [==============================] - 0s 802us/step - loss: 0.0225 - val_loss: 0.0258 - lr: 0.0025\n",
|
|
"Epoch 33/2000\n",
|
|
"90/90 [==============================] - 0s 844us/step - loss: 0.0223 - val_loss: 0.0338 - lr: 0.0025\n",
|
|
"Epoch 34/2000\n",
|
|
"90/90 [==============================] - 0s 827us/step - loss: 0.0225 - val_loss: 0.0274 - lr: 0.0025\n",
|
|
"Epoch 35/2000\n",
|
|
"90/90 [==============================] - 0s 966us/step - loss: 0.0224 - val_loss: 0.0232 - lr: 0.0025\n",
|
|
"Epoch 36/2000\n",
|
|
"90/90 [==============================] - 0s 876us/step - loss: 0.0221 - val_loss: 0.0232 - lr: 0.0025\n",
|
|
"Epoch 37/2000\n",
|
|
"90/90 [==============================] - 0s 886us/step - loss: 0.0221 - val_loss: 0.0368 - lr: 0.0025\n",
|
|
"Epoch 38/2000\n",
|
|
"90/90 [==============================] - 0s 879us/step - loss: 0.0219 - val_loss: 0.0433 - lr: 0.0025\n",
|
|
"Epoch 39/2000\n",
|
|
"90/90 [==============================] - 0s 862us/step - loss: 0.0219 - val_loss: 0.0234 - lr: 0.0025\n",
|
|
"Epoch 40/2000\n",
|
|
"90/90 [==============================] - 0s 872us/step - loss: 0.0218 - val_loss: 0.0276 - lr: 0.0025\n",
|
|
"Epoch 41/2000\n",
|
|
"90/90 [==============================] - 0s 885us/step - loss: 0.0217 - val_loss: 0.0346 - lr: 0.0025\n",
|
|
"Epoch 42/2000\n",
|
|
"90/90 [==============================] - 0s 877us/step - loss: 0.0215 - val_loss: 0.0298 - lr: 0.0025\n",
|
|
"Epoch 43/2000\n",
|
|
"90/90 [==============================] - 0s 881us/step - loss: 0.0215 - val_loss: 0.0409 - lr: 0.0025\n",
|
|
"Epoch 44/2000\n",
|
|
"90/90 [==============================] - 0s 882us/step - loss: 0.0214 - val_loss: 0.0381 - lr: 0.0025\n",
|
|
"Epoch 45/2000\n",
|
|
"90/90 [==============================] - 0s 898us/step - loss: 0.0213 - val_loss: 0.0420 - lr: 0.0025\n",
|
|
"Epoch 46/2000\n",
|
|
"90/90 [==============================] - 0s 848us/step - loss: 0.0212 - val_loss: 0.0606 - lr: 0.0025\n",
|
|
"Epoch 47/2000\n",
|
|
"90/90 [==============================] - 0s 867us/step - loss: 0.0212 - val_loss: 0.0244 - lr: 0.0025\n",
|
|
"Epoch 48/2000\n",
|
|
"90/90 [==============================] - 0s 919us/step - loss: 0.0210 - val_loss: 0.0278 - lr: 0.0025\n",
|
|
"Epoch 49/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0210 - val_loss: 0.0310 - lr: 0.0025\n",
|
|
"Epoch 50/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0208 - val_loss: 0.0422 - lr: 0.0025\n",
|
|
"Epoch 51/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0210 - val_loss: 0.0353 - lr: 0.0025\n",
|
|
"Epoch 52/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0207 - val_loss: 0.0661 - lr: 0.0025\n",
|
|
"Epoch 53/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0206 - val_loss: 0.0805 - lr: 0.0025\n",
|
|
"Epoch 54/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0207 - val_loss: 0.0608 - lr: 0.0025\n",
|
|
"Epoch 55/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0203 - val_loss: 0.0319 - lr: 0.0025\n",
|
|
"Epoch 56/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0204 - val_loss: 0.0478 - lr: 0.0025\n",
|
|
"Epoch 57/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0203 - val_loss: 0.0882 - lr: 0.0025\n",
|
|
"Epoch 58/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0203 - val_loss: 0.0574 - lr: 0.0025\n",
|
|
"Epoch 59/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0201 - val_loss: 0.0427 - lr: 0.0025\n",
|
|
"Epoch 60/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0200 - val_loss: 0.0964 - lr: 0.0025\n",
|
|
"Epoch 61/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0198 - val_loss: 0.0616 - lr: 0.0012\n",
|
|
"Epoch 62/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0200 - val_loss: 0.0474 - lr: 0.0012\n",
|
|
"Epoch 63/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0198 - val_loss: 0.0820 - lr: 0.0012\n",
|
|
"Epoch 64/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0199 - val_loss: 0.0812 - lr: 0.0012\n",
|
|
"Epoch 65/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0197 - val_loss: 0.0495 - lr: 0.0012\n",
|
|
"Epoch 66/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0197 - val_loss: 0.0275 - lr: 0.0012\n",
|
|
"Epoch 67/2000\n",
|
|
"90/90 [==============================] - 0s 924us/step - loss: 0.0198 - val_loss: 0.0722 - lr: 0.0012\n",
|
|
"Epoch 68/2000\n",
|
|
"90/90 [==============================] - 0s 857us/step - loss: 0.0197 - val_loss: 0.0592 - lr: 0.0012\n",
|
|
"Epoch 69/2000\n",
|
|
"90/90 [==============================] - 0s 879us/step - loss: 0.0196 - val_loss: 0.0621 - lr: 0.0012\n",
|
|
"Epoch 70/2000\n",
|
|
"90/90 [==============================] - 0s 810us/step - loss: 0.0195 - val_loss: 0.0778 - lr: 0.0012\n",
|
|
"Epoch 71/2000\n",
|
|
"90/90 [==============================] - 0s 808us/step - loss: 0.0196 - val_loss: 0.0601 - lr: 0.0012\n",
|
|
"Epoch 72/2000\n",
|
|
"90/90 [==============================] - 0s 801us/step - loss: 0.0194 - val_loss: 0.0792 - lr: 0.0012\n",
|
|
"Epoch 73/2000\n",
|
|
"90/90 [==============================] - 0s 823us/step - loss: 0.0196 - val_loss: 0.0790 - lr: 0.0012\n",
|
|
"Epoch 74/2000\n",
|
|
"90/90 [==============================] - 0s 814us/step - loss: 0.0194 - val_loss: 0.0979 - lr: 0.0012\n",
|
|
"Epoch 75/2000\n",
|
|
"90/90 [==============================] - 0s 875us/step - loss: 0.0192 - val_loss: 0.0958 - lr: 0.0012\n",
|
|
"Epoch 76/2000\n",
|
|
"90/90 [==============================] - 0s 866us/step - loss: 0.0192 - val_loss: 0.0708 - lr: 0.0012\n",
|
|
"Epoch 77/2000\n",
|
|
"90/90 [==============================] - 0s 834us/step - loss: 0.0191 - val_loss: 0.1278 - lr: 0.0012\n",
|
|
"Epoch 78/2000\n",
|
|
"90/90 [==============================] - 0s 850us/step - loss: 0.0190 - val_loss: 0.0856 - lr: 0.0012\n",
|
|
"Epoch 79/2000\n",
|
|
"90/90 [==============================] - 0s 790us/step - loss: 0.0191 - val_loss: 0.0968 - lr: 0.0012\n",
|
|
"Epoch 80/2000\n",
|
|
"90/90 [==============================] - 0s 808us/step - loss: 0.0190 - val_loss: 0.1149 - lr: 0.0012\n",
|
|
"Epoch 81/2000\n",
|
|
"90/90 [==============================] - 0s 803us/step - loss: 0.0190 - val_loss: 0.0948 - lr: 0.0012\n",
|
|
"Epoch 82/2000\n",
|
|
"90/90 [==============================] - 0s 812us/step - loss: 0.0189 - val_loss: 0.0955 - lr: 0.0012\n",
|
|
"Epoch 83/2000\n",
|
|
"90/90 [==============================] - 0s 809us/step - loss: 0.0189 - val_loss: 0.1571 - lr: 0.0012\n",
|
|
"Epoch 84/2000\n",
|
|
"90/90 [==============================] - 0s 819us/step - loss: 0.0187 - val_loss: 0.1345 - lr: 0.0012\n",
|
|
"Epoch 85/2000\n",
|
|
"90/90 [==============================] - 0s 797us/step - loss: 0.0186 - val_loss: 0.1416 - lr: 0.0012\n",
|
|
"Epoch 86/2000\n",
|
|
"90/90 [==============================] - 0s 788us/step - loss: 0.0186 - val_loss: 0.1060 - lr: 6.2500e-04\n",
|
|
"Epoch 87/2000\n",
|
|
"90/90 [==============================] - 0s 813us/step - loss: 0.0188 - val_loss: 0.0760 - lr: 6.2500e-04\n",
|
|
"Epoch 88/2000\n",
|
|
"90/90 [==============================] - 0s 798us/step - loss: 0.0187 - val_loss: 0.0422 - lr: 6.2500e-04\n",
|
|
"Epoch 89/2000\n",
|
|
"90/90 [==============================] - 0s 847us/step - loss: 0.0185 - val_loss: 0.0698 - lr: 6.2500e-04\n",
|
|
"Epoch 90/2000\n",
|
|
"90/90 [==============================] - 0s 805us/step - loss: 0.0185 - val_loss: 0.0438 - lr: 6.2500e-04\n",
|
|
"Epoch 91/2000\n",
|
|
"90/90 [==============================] - 0s 841us/step - loss: 0.0188 - val_loss: 0.0578 - lr: 6.2500e-04\n",
|
|
"Epoch 92/2000\n",
|
|
"90/90 [==============================] - 0s 902us/step - loss: 0.0184 - val_loss: 0.0723 - lr: 6.2500e-04\n",
|
|
"Epoch 93/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0184 - val_loss: 0.0576 - lr: 6.2500e-04\n",
|
|
"Epoch 94/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0185 - val_loss: 0.0465 - lr: 6.2500e-04\n",
|
|
"Epoch 95/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0185 - val_loss: 0.0548 - lr: 6.2500e-04\n",
|
|
"Epoch 96/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0185 - val_loss: 0.0737 - lr: 6.2500e-04\n",
|
|
"Epoch 97/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0182 - val_loss: 0.0677 - lr: 6.2500e-04\n",
|
|
"Epoch 98/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0185 - val_loss: 0.0554 - lr: 6.2500e-04\n",
|
|
"Epoch 99/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0183 - val_loss: 0.0455 - lr: 6.2500e-04\n",
|
|
"Epoch 100/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0183 - val_loss: 0.0639 - lr: 6.2500e-04\n",
|
|
"Epoch 101/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0181 - val_loss: 0.0875 - lr: 6.2500e-04\n",
|
|
"Epoch 102/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0183 - val_loss: 0.0558 - lr: 6.2500e-04\n",
|
|
"Epoch 103/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0182 - val_loss: 0.0880 - lr: 6.2500e-04\n",
|
|
"Epoch 104/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0180 - val_loss: 0.0895 - lr: 6.2500e-04\n",
|
|
"Epoch 105/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0182 - val_loss: 0.0676 - lr: 6.2500e-04\n",
|
|
"Epoch 106/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0181 - val_loss: 0.0995 - lr: 6.2500e-04\n",
|
|
"Epoch 107/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0180 - val_loss: 0.0779 - lr: 6.2500e-04\n",
|
|
"Epoch 108/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0177 - val_loss: 0.0568 - lr: 6.2500e-04\n",
|
|
"Epoch 109/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0178 - val_loss: 0.0557 - lr: 6.2500e-04\n",
|
|
"Epoch 110/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0179 - val_loss: 0.0757 - lr: 6.2500e-04\n",
|
|
"Epoch 111/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0178 - val_loss: 0.0711 - lr: 3.1250e-04\n",
|
|
"Epoch 112/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0179 - val_loss: 0.0298 - lr: 3.1250e-04\n",
|
|
"Epoch 113/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0177 - val_loss: 0.0224 - lr: 3.1250e-04\n",
|
|
"Epoch 114/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0176 - val_loss: 0.0308 - lr: 3.1250e-04\n",
|
|
"Epoch 115/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0177 - val_loss: 0.0350 - lr: 3.1250e-04\n",
|
|
"Epoch 116/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0179 - val_loss: 0.0454 - lr: 3.1250e-04\n",
|
|
"Epoch 117/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0175 - val_loss: 0.0329 - lr: 3.1250e-04\n",
|
|
"Epoch 118/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0179 - val_loss: 0.0478 - lr: 3.1250e-04\n",
|
|
"Epoch 119/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0175 - val_loss: 0.0269 - lr: 3.1250e-04\n",
|
|
"Epoch 120/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0177 - val_loss: 0.0308 - lr: 3.1250e-04\n",
|
|
"Epoch 121/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0177 - val_loss: 0.0214 - lr: 3.1250e-04\n",
|
|
"Epoch 122/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0178 - val_loss: 0.0259 - lr: 3.1250e-04\n",
|
|
"Epoch 123/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0175 - val_loss: 0.0335 - lr: 3.1250e-04\n",
|
|
"Epoch 124/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0176 - val_loss: 0.0274 - lr: 3.1250e-04\n",
|
|
"Epoch 125/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0175 - val_loss: 0.0322 - lr: 3.1250e-04\n",
|
|
"Epoch 126/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0174 - val_loss: 0.0377 - lr: 3.1250e-04\n",
|
|
"Epoch 127/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0175 - val_loss: 0.0417 - lr: 3.1250e-04\n",
|
|
"Epoch 128/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0174 - val_loss: 0.0245 - lr: 3.1250e-04\n",
|
|
"Epoch 129/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0175 - val_loss: 0.0348 - lr: 3.1250e-04\n",
|
|
"Epoch 130/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0175 - val_loss: 0.0467 - lr: 3.1250e-04\n",
|
|
"Epoch 131/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0174 - val_loss: 0.0453 - lr: 3.1250e-04\n",
|
|
"Epoch 132/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0174 - val_loss: 0.0254 - lr: 3.1250e-04\n",
|
|
"Epoch 133/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0175 - val_loss: 0.0306 - lr: 3.1250e-04\n",
|
|
"Epoch 134/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0173 - val_loss: 0.0177 - lr: 3.1250e-04\n",
|
|
"Epoch 135/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0174 - val_loss: 0.0380 - lr: 3.1250e-04\n",
|
|
"Epoch 136/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0172 - val_loss: 0.0217 - lr: 3.1250e-04\n",
|
|
"Epoch 137/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0173 - val_loss: 0.0362 - lr: 3.1250e-04\n",
|
|
"Epoch 138/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0174 - val_loss: 0.0332 - lr: 3.1250e-04\n",
|
|
"Epoch 139/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0172 - val_loss: 0.0247 - lr: 3.1250e-04\n",
|
|
"Epoch 140/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0172 - val_loss: 0.0385 - lr: 3.1250e-04\n",
|
|
"Epoch 141/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0172 - val_loss: 0.0238 - lr: 3.1250e-04\n",
|
|
"Epoch 142/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0172 - val_loss: 0.0192 - lr: 3.1250e-04\n",
|
|
"Epoch 143/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0172 - val_loss: 0.0272 - lr: 3.1250e-04\n",
|
|
"Epoch 144/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0172 - val_loss: 0.0289 - lr: 3.1250e-04\n",
|
|
"Epoch 145/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0170 - val_loss: 0.0337 - lr: 3.1250e-04\n",
|
|
"Epoch 146/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0174 - val_loss: 0.0375 - lr: 3.1250e-04\n",
|
|
"Epoch 147/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0171 - val_loss: 0.0350 - lr: 3.1250e-04\n",
|
|
"Epoch 148/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0171 - val_loss: 0.0374 - lr: 3.1250e-04\n",
|
|
"Epoch 149/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0170 - val_loss: 0.0213 - lr: 3.1250e-04\n",
|
|
"Epoch 150/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0169 - val_loss: 0.0190 - lr: 3.1250e-04\n",
|
|
"Epoch 151/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0172 - val_loss: 0.0360 - lr: 3.1250e-04\n",
|
|
"Epoch 152/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0171 - val_loss: 0.0182 - lr: 3.1250e-04\n",
|
|
"Epoch 153/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0171 - val_loss: 0.0318 - lr: 3.1250e-04\n",
|
|
"Epoch 154/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0169 - val_loss: 0.0277 - lr: 3.1250e-04\n",
|
|
"Epoch 155/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0168 - val_loss: 0.0239 - lr: 3.1250e-04\n",
|
|
"Epoch 156/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0168 - val_loss: 0.0409 - lr: 3.1250e-04\n",
|
|
"Epoch 157/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0169 - val_loss: 0.0324 - lr: 3.1250e-04\n",
|
|
"Epoch 158/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0169 - val_loss: 0.0293 - lr: 3.1250e-04\n",
|
|
"Epoch 159/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0172 - val_loss: 0.0431 - lr: 3.1250e-04\n",
|
|
"Epoch 160/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0168 - val_loss: 0.0233 - lr: 1.5625e-04\n",
|
|
"Epoch 161/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0169 - val_loss: 0.0171 - lr: 1.5625e-04\n",
|
|
"Epoch 162/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0168 - val_loss: 0.0227 - lr: 1.5625e-04\n",
|
|
"Epoch 163/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0169 - val_loss: 0.0183 - lr: 1.5625e-04\n",
|
|
"Epoch 164/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0170 - val_loss: 0.0183 - lr: 1.5625e-04\n",
|
|
"Epoch 165/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0168 - val_loss: 0.0187 - lr: 1.5625e-04\n",
|
|
"Epoch 166/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0168 - val_loss: 0.0167 - lr: 1.5625e-04\n",
|
|
"Epoch 167/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0166 - val_loss: 0.0174 - lr: 1.5625e-04\n",
|
|
"Epoch 168/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0168 - val_loss: 0.0171 - lr: 1.5625e-04\n",
|
|
"Epoch 169/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0168 - val_loss: 0.0167 - lr: 1.5625e-04\n",
|
|
"Epoch 170/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0168 - val_loss: 0.0170 - lr: 1.5625e-04\n",
|
|
"Epoch 171/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0168 - val_loss: 0.0168 - lr: 1.5625e-04\n",
|
|
"Epoch 172/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0167 - val_loss: 0.0170 - lr: 1.5625e-04\n",
|
|
"Epoch 173/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0168 - val_loss: 0.0199 - lr: 1.5625e-04\n",
|
|
"Epoch 174/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0166 - val_loss: 0.0234 - lr: 1.5625e-04\n",
|
|
"Epoch 175/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0168 - val_loss: 0.0196 - lr: 1.5625e-04\n",
|
|
"Epoch 176/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0167 - val_loss: 0.0170 - lr: 1.5625e-04\n",
|
|
"Epoch 177/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0168 - val_loss: 0.0219 - lr: 1.5625e-04\n",
|
|
"Epoch 178/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0168 - val_loss: 0.0173 - lr: 1.5625e-04\n",
|
|
"Epoch 179/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0167 - val_loss: 0.0176 - lr: 1.5625e-04\n",
|
|
"Epoch 180/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0166 - val_loss: 0.0176 - lr: 1.5625e-04\n",
|
|
"Epoch 181/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0167 - val_loss: 0.0169 - lr: 1.5625e-04\n",
|
|
"Epoch 182/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0169 - val_loss: 0.0208 - lr: 1.5625e-04\n",
|
|
"Epoch 183/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0167 - val_loss: 0.0167 - lr: 1.5625e-04\n",
|
|
"Epoch 184/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0167 - val_loss: 0.0175 - lr: 1.5625e-04\n",
|
|
"Epoch 185/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0166 - val_loss: 0.0180 - lr: 1.5625e-04\n",
|
|
"Epoch 186/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0168 - val_loss: 0.0170 - lr: 1.5625e-04\n",
|
|
"Epoch 187/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0166 - val_loss: 0.0168 - lr: 1.5625e-04\n",
|
|
"Epoch 188/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0165 - val_loss: 0.0168 - lr: 1.5625e-04\n",
|
|
"Epoch 189/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0167 - val_loss: 0.0166 - lr: 1.5625e-04\n",
|
|
"Epoch 190/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0167 - val_loss: 0.0216 - lr: 1.5625e-04\n",
|
|
"Epoch 191/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0166 - val_loss: 0.0213 - lr: 1.5625e-04\n",
|
|
"Epoch 192/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0166 - val_loss: 0.0168 - lr: 1.5625e-04\n",
|
|
"Epoch 193/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0165 - val_loss: 0.0178 - lr: 1.5625e-04\n",
|
|
"Epoch 194/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0167 - val_loss: 0.0208 - lr: 1.5625e-04\n",
|
|
"Epoch 195/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0164 - val_loss: 0.0178 - lr: 1.5625e-04\n",
|
|
"Epoch 196/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0167 - val_loss: 0.0180 - lr: 1.5625e-04\n",
|
|
"Epoch 197/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0165 - val_loss: 0.0173 - lr: 1.5625e-04\n",
|
|
"Epoch 198/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0164 - val_loss: 0.0179 - lr: 1.5625e-04\n",
|
|
"Epoch 199/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0164 - val_loss: 0.0167 - lr: 1.5625e-04\n",
|
|
"Epoch 200/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0164 - val_loss: 0.0178 - lr: 1.5625e-04\n",
|
|
"Epoch 201/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0166 - val_loss: 0.0184 - lr: 1.5625e-04\n",
|
|
"Epoch 202/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0167 - val_loss: 0.0176 - lr: 1.5625e-04\n",
|
|
"Epoch 203/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0166 - val_loss: 0.0178 - lr: 1.5625e-04\n",
|
|
"Epoch 204/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0164 - val_loss: 0.0186 - lr: 1.5625e-04\n",
|
|
"Epoch 205/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0166 - val_loss: 0.0166 - lr: 1.5625e-04\n",
|
|
"Epoch 206/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0164 - val_loss: 0.0164 - lr: 1.5625e-04\n",
|
|
"Epoch 207/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0164 - val_loss: 0.0175 - lr: 1.5625e-04\n",
|
|
"Epoch 208/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0163 - val_loss: 0.0173 - lr: 1.5625e-04\n",
|
|
"Epoch 209/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0163 - val_loss: 0.0164 - lr: 1.5625e-04\n",
|
|
"Epoch 210/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0163 - val_loss: 0.0185 - lr: 1.5625e-04\n",
|
|
"Epoch 211/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0163 - val_loss: 0.0169 - lr: 1.5625e-04\n",
|
|
"Epoch 212/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0163 - val_loss: 0.0163 - lr: 1.5625e-04\n",
|
|
"Epoch 213/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0165 - val_loss: 0.0173 - lr: 1.5625e-04\n",
|
|
"Epoch 214/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0168 - val_loss: 0.0174 - lr: 1.5625e-04\n",
|
|
"Epoch 215/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0164 - val_loss: 0.0170 - lr: 1.5625e-04\n",
|
|
"Epoch 216/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0165 - val_loss: 0.0163 - lr: 1.5625e-04\n",
|
|
"Epoch 217/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0162 - val_loss: 0.0171 - lr: 1.5625e-04\n",
|
|
"Epoch 218/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0164 - val_loss: 0.0178 - lr: 1.5625e-04\n",
|
|
"Epoch 219/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0164 - val_loss: 0.0167 - lr: 1.5625e-04\n",
|
|
"Epoch 220/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0165 - val_loss: 0.0177 - lr: 1.5625e-04\n",
|
|
"Epoch 221/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0163 - val_loss: 0.0163 - lr: 1.5625e-04\n",
|
|
"Epoch 222/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0162 - val_loss: 0.0164 - lr: 1.5625e-04\n",
|
|
"Epoch 223/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0163 - val_loss: 0.0164 - lr: 1.5625e-04\n",
|
|
"Epoch 224/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0163 - val_loss: 0.0162 - lr: 1.5625e-04\n",
|
|
"Epoch 225/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0166 - val_loss: 0.0165 - lr: 1.5625e-04\n",
|
|
"Epoch 226/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0163 - val_loss: 0.0164 - lr: 1.5625e-04\n",
|
|
"Epoch 227/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0163 - val_loss: 0.0162 - lr: 1.5625e-04\n",
|
|
"Epoch 228/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0165 - val_loss: 0.0179 - lr: 1.5625e-04\n",
|
|
"Epoch 229/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0163 - val_loss: 0.0192 - lr: 1.5625e-04\n",
|
|
"Epoch 230/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0161 - val_loss: 0.0176 - lr: 1.5625e-04\n",
|
|
"Epoch 231/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0162 - val_loss: 0.0163 - lr: 1.5625e-04\n",
|
|
"Epoch 232/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0165 - val_loss: 0.0162 - lr: 1.5625e-04\n",
|
|
"Epoch 233/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0162 - val_loss: 0.0161 - lr: 1.5625e-04\n",
|
|
"Epoch 234/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0161 - val_loss: 0.0173 - lr: 1.5625e-04\n",
|
|
"Epoch 235/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0162 - val_loss: 0.0193 - lr: 1.5625e-04\n",
|
|
"Epoch 236/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0163 - val_loss: 0.0162 - lr: 1.5625e-04\n",
|
|
"Epoch 237/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0164 - val_loss: 0.0164 - lr: 1.5625e-04\n",
|
|
"Epoch 238/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0162 - val_loss: 0.0181 - lr: 1.5625e-04\n",
|
|
"Epoch 239/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0160 - val_loss: 0.0161 - lr: 1.5625e-04\n",
|
|
"Epoch 240/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0163 - val_loss: 0.0164 - lr: 1.5625e-04\n",
|
|
"Epoch 241/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0163 - val_loss: 0.0175 - lr: 1.5625e-04\n",
|
|
"Epoch 242/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0162 - val_loss: 0.0161 - lr: 1.5625e-04\n",
|
|
"Epoch 243/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0160 - val_loss: 0.0164 - lr: 1.5625e-04\n",
|
|
"Epoch 244/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0161 - val_loss: 0.0170 - lr: 1.5625e-04\n",
|
|
"Epoch 245/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0162 - val_loss: 0.0163 - lr: 1.5625e-04\n",
|
|
"Epoch 246/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0162 - val_loss: 0.0163 - lr: 1.5625e-04\n",
|
|
"Epoch 247/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0162 - val_loss: 0.0164 - lr: 1.5625e-04\n",
|
|
"Epoch 248/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0160 - val_loss: 0.0161 - lr: 1.5625e-04\n",
|
|
"Epoch 249/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0161 - val_loss: 0.0166 - lr: 1.5625e-04\n",
|
|
"Epoch 250/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0160 - val_loss: 0.0178 - lr: 1.5625e-04\n",
|
|
"Epoch 251/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0161 - val_loss: 0.0160 - lr: 1.5625e-04\n",
|
|
"Epoch 252/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0160 - val_loss: 0.0166 - lr: 1.5625e-04\n",
|
|
"Epoch 253/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0160 - val_loss: 0.0168 - lr: 1.5625e-04\n",
|
|
"Epoch 254/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0161 - val_loss: 0.0177 - lr: 1.5625e-04\n",
|
|
"Epoch 255/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0160 - val_loss: 0.0161 - lr: 1.5625e-04\n",
|
|
"Epoch 256/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0159 - val_loss: 0.0161 - lr: 1.5625e-04\n",
|
|
"Epoch 257/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0161 - val_loss: 0.0160 - lr: 1.5625e-04\n",
|
|
"Epoch 258/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0161 - val_loss: 0.0177 - lr: 1.5625e-04\n",
|
|
"Epoch 259/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0161 - val_loss: 0.0162 - lr: 1.5625e-04\n",
|
|
"Epoch 260/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0161 - val_loss: 0.0161 - lr: 1.5625e-04\n",
|
|
"Epoch 261/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0160 - val_loss: 0.0184 - lr: 1.5625e-04\n",
|
|
"Epoch 262/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0160 - val_loss: 0.0189 - lr: 1.5625e-04\n",
|
|
"Epoch 263/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0159 - val_loss: 0.0163 - lr: 1.5625e-04\n",
|
|
"Epoch 264/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0160 - val_loss: 0.0159 - lr: 1.5625e-04\n",
|
|
"Epoch 265/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0157 - val_loss: 0.0160 - lr: 1.5625e-04\n",
|
|
"Epoch 266/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0160 - val_loss: 0.0165 - lr: 1.5625e-04\n",
|
|
"Epoch 267/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0159 - val_loss: 0.0181 - lr: 1.5625e-04\n",
|
|
"Epoch 268/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0159 - val_loss: 0.0160 - lr: 1.5625e-04\n",
|
|
"Epoch 269/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0160 - val_loss: 0.0163 - lr: 1.5625e-04\n",
|
|
"Epoch 270/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0159 - val_loss: 0.0165 - lr: 1.5625e-04\n",
|
|
"Epoch 271/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0161 - val_loss: 0.0174 - lr: 1.5625e-04\n",
|
|
"Epoch 272/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0159 - val_loss: 0.0170 - lr: 1.5625e-04\n",
|
|
"Epoch 273/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0158 - val_loss: 0.0159 - lr: 1.5625e-04\n",
|
|
"Epoch 274/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0158 - val_loss: 0.0162 - lr: 1.5625e-04\n",
|
|
"Epoch 275/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0158 - val_loss: 0.0159 - lr: 1.5625e-04\n",
|
|
"Epoch 276/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0159 - val_loss: 0.0207 - lr: 1.5625e-04\n",
|
|
"Epoch 277/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0160 - val_loss: 0.0158 - lr: 1.5625e-04\n",
|
|
"Epoch 278/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0159 - val_loss: 0.0158 - lr: 1.5625e-04\n",
|
|
"Epoch 279/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0159 - val_loss: 0.0161 - lr: 1.5625e-04\n",
|
|
"Epoch 280/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0158 - val_loss: 0.0157 - lr: 1.5625e-04\n",
|
|
"Epoch 281/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0159 - val_loss: 0.0160 - lr: 1.5625e-04\n",
|
|
"Epoch 282/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0159 - val_loss: 0.0157 - lr: 1.5625e-04\n",
|
|
"Epoch 283/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0156 - val_loss: 0.0165 - lr: 1.5625e-04\n",
|
|
"Epoch 284/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0160 - val_loss: 0.0165 - lr: 1.5625e-04\n",
|
|
"Epoch 285/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0156 - val_loss: 0.0164 - lr: 1.5625e-04\n",
|
|
"Epoch 286/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0159 - val_loss: 0.0158 - lr: 1.5625e-04\n",
|
|
"Epoch 287/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0157 - val_loss: 0.0160 - lr: 1.5625e-04\n",
|
|
"Epoch 288/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0159 - val_loss: 0.0171 - lr: 1.5625e-04\n",
|
|
"Epoch 289/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0159 - val_loss: 0.0158 - lr: 1.5625e-04\n",
|
|
"Epoch 290/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0156 - val_loss: 0.0165 - lr: 1.5625e-04\n",
|
|
"Epoch 291/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0157 - val_loss: 0.0165 - lr: 1.5625e-04\n",
|
|
"Epoch 292/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0157 - val_loss: 0.0157 - lr: 1.5625e-04\n",
|
|
"Epoch 293/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0156 - val_loss: 0.0158 - lr: 1.5625e-04\n",
|
|
"Epoch 294/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0156 - val_loss: 0.0163 - lr: 1.5625e-04\n",
|
|
"Epoch 295/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0158 - val_loss: 0.0160 - lr: 1.5625e-04\n",
|
|
"Epoch 296/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0157 - val_loss: 0.0175 - lr: 1.5625e-04\n",
|
|
"Epoch 297/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0157 - val_loss: 0.0163 - lr: 1.5625e-04\n",
|
|
"Epoch 298/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0158 - val_loss: 0.0157 - lr: 1.5625e-04\n",
|
|
"Epoch 299/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0157 - val_loss: 0.0164 - lr: 1.5625e-04\n",
|
|
"Epoch 300/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0157 - val_loss: 0.0174 - lr: 1.5625e-04\n",
|
|
"Epoch 301/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0156 - val_loss: 0.0173 - lr: 1.5625e-04\n",
|
|
"Epoch 302/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0156 - val_loss: 0.0157 - lr: 1.5625e-04\n",
|
|
"Epoch 303/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0156 - val_loss: 0.0202 - lr: 1.5625e-04\n",
|
|
"Epoch 304/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0156 - val_loss: 0.0161 - lr: 1.5625e-04\n",
|
|
"Epoch 305/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0156 - val_loss: 0.0187 - lr: 1.5625e-04\n",
|
|
"Epoch 306/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0157 - val_loss: 0.0172 - lr: 1.5625e-04\n",
|
|
"Epoch 307/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0155 - val_loss: 0.0168 - lr: 1.5625e-04\n",
|
|
"Epoch 308/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0157 - val_loss: 0.0158 - lr: 1.5625e-04\n",
|
|
"Epoch 309/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0155 - val_loss: 0.0168 - lr: 1.5625e-04\n",
|
|
"Epoch 310/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0157 - val_loss: 0.0174 - lr: 1.5625e-04\n",
|
|
"Epoch 311/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0155 - val_loss: 0.0171 - lr: 1.5625e-04\n",
|
|
"Epoch 312/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0155 - val_loss: 0.0160 - lr: 1.5625e-04\n",
|
|
"Epoch 313/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0156 - val_loss: 0.0156 - lr: 1.5625e-04\n",
|
|
"Epoch 314/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0155 - val_loss: 0.0176 - lr: 1.5625e-04\n",
|
|
"Epoch 315/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0155 - val_loss: 0.0156 - lr: 1.5625e-04\n",
|
|
"Epoch 316/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0156 - val_loss: 0.0156 - lr: 1.5625e-04\n",
|
|
"Epoch 317/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0155 - val_loss: 0.0167 - lr: 1.5625e-04\n",
|
|
"Epoch 318/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0155 - val_loss: 0.0168 - lr: 1.5625e-04\n",
|
|
"Epoch 319/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0157 - val_loss: 0.0169 - lr: 1.5625e-04\n",
|
|
"Epoch 320/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0153 - val_loss: 0.0230 - lr: 1.5625e-04\n",
|
|
"Epoch 321/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0156 - val_loss: 0.0154 - lr: 1.5625e-04\n",
|
|
"Epoch 322/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0156 - val_loss: 0.0155 - lr: 1.5625e-04\n",
|
|
"Epoch 323/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0153 - val_loss: 0.0156 - lr: 1.5625e-04\n",
|
|
"Epoch 324/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0155 - val_loss: 0.0160 - lr: 1.5625e-04\n",
|
|
"Epoch 325/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0155 - val_loss: 0.0179 - lr: 1.5625e-04\n",
|
|
"Epoch 326/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0155 - val_loss: 0.0154 - lr: 1.5625e-04\n",
|
|
"Epoch 327/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0152 - val_loss: 0.0155 - lr: 1.5625e-04\n",
|
|
"Epoch 328/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0155 - val_loss: 0.0157 - lr: 1.5625e-04\n",
|
|
"Epoch 329/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0153 - val_loss: 0.0160 - lr: 1.5625e-04\n",
|
|
"Epoch 330/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0156 - val_loss: 0.0153 - lr: 1.5625e-04\n",
|
|
"Epoch 331/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0154 - val_loss: 0.0173 - lr: 1.5625e-04\n",
|
|
"Epoch 332/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0154 - val_loss: 0.0154 - lr: 1.5625e-04\n",
|
|
"Epoch 333/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0153 - val_loss: 0.0163 - lr: 1.5625e-04\n",
|
|
"Epoch 334/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0156 - val_loss: 0.0154 - lr: 1.5625e-04\n",
|
|
"Epoch 335/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0156 - val_loss: 0.0153 - lr: 1.5625e-04\n",
|
|
"Epoch 336/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0154 - val_loss: 0.0168 - lr: 1.5625e-04\n",
|
|
"Epoch 337/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0153 - val_loss: 0.0153 - lr: 1.5625e-04\n",
|
|
"Epoch 338/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0154 - val_loss: 0.0154 - lr: 1.5625e-04\n",
|
|
"Epoch 339/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0153 - val_loss: 0.0162 - lr: 1.5625e-04\n",
|
|
"Epoch 340/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0155 - val_loss: 0.0160 - lr: 1.5625e-04\n",
|
|
"Epoch 341/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0155 - val_loss: 0.0164 - lr: 1.5625e-04\n",
|
|
"Epoch 342/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0151 - val_loss: 0.0156 - lr: 1.5625e-04\n",
|
|
"Epoch 343/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0153 - val_loss: 0.0159 - lr: 1.5625e-04\n",
|
|
"Epoch 344/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0153 - val_loss: 0.0155 - lr: 1.5625e-04\n",
|
|
"Epoch 345/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0154 - val_loss: 0.0153 - lr: 1.5625e-04\n",
|
|
"Epoch 346/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0151 - val_loss: 0.0178 - lr: 1.5625e-04\n",
|
|
"Epoch 347/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0155 - val_loss: 0.0156 - lr: 1.5625e-04\n",
|
|
"Epoch 348/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0152 - val_loss: 0.0156 - lr: 1.5625e-04\n",
|
|
"Epoch 349/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0154 - val_loss: 0.0154 - lr: 1.5625e-04\n",
|
|
"Epoch 350/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0154 - val_loss: 0.0154 - lr: 1.5625e-04\n",
|
|
"Epoch 351/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0153 - val_loss: 0.0164 - lr: 1.5625e-04\n",
|
|
"Epoch 352/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0150 - val_loss: 0.0176 - lr: 1.5625e-04\n",
|
|
"Epoch 353/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0153 - val_loss: 0.0158 - lr: 1.5625e-04\n",
|
|
"Epoch 354/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0152 - val_loss: 0.0174 - lr: 1.5625e-04\n",
|
|
"Epoch 355/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0152 - val_loss: 0.0160 - lr: 1.5625e-04\n",
|
|
"Epoch 356/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0155 - val_loss: 0.0152 - lr: 1.5625e-04\n",
|
|
"Epoch 357/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0151 - val_loss: 0.0165 - lr: 1.5625e-04\n",
|
|
"Epoch 358/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0151 - val_loss: 0.0152 - lr: 1.5625e-04\n",
|
|
"Epoch 359/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0151 - val_loss: 0.0160 - lr: 1.5625e-04\n",
|
|
"Epoch 360/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0152 - val_loss: 0.0152 - lr: 1.5625e-04\n",
|
|
"Epoch 361/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0152 - val_loss: 0.0164 - lr: 1.5625e-04\n",
|
|
"Epoch 362/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0153 - val_loss: 0.0153 - lr: 1.5625e-04\n",
|
|
"Epoch 363/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0151 - val_loss: 0.0151 - lr: 1.5625e-04\n",
|
|
"Epoch 364/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0152 - val_loss: 0.0158 - lr: 1.5625e-04\n",
|
|
"Epoch 365/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0152 - val_loss: 0.0155 - lr: 1.5625e-04\n",
|
|
"Epoch 366/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0151 - val_loss: 0.0159 - lr: 1.5625e-04\n",
|
|
"Epoch 367/2000\n",
|
|
"90/90 [==============================] - 0s 4ms/step - loss: 0.0153 - val_loss: 0.0151 - lr: 1.5625e-04\n",
|
|
"Epoch 368/2000\n",
|
|
"90/90 [==============================] - 0s 4ms/step - loss: 0.0151 - val_loss: 0.0153 - lr: 1.5625e-04\n",
|
|
"Epoch 369/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0153 - val_loss: 0.0151 - lr: 1.5625e-04\n",
|
|
"Epoch 370/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0153 - val_loss: 0.0151 - lr: 1.5625e-04\n",
|
|
"Epoch 371/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0150 - val_loss: 0.0156 - lr: 1.5625e-04\n",
|
|
"Epoch 372/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0150 - val_loss: 0.0158 - lr: 1.5625e-04\n",
|
|
"Epoch 373/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0152 - val_loss: 0.0155 - lr: 1.5625e-04\n",
|
|
"Epoch 374/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0152 - val_loss: 0.0150 - lr: 1.5625e-04\n",
|
|
"Epoch 375/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0151 - val_loss: 0.0151 - lr: 1.5625e-04\n",
|
|
"Epoch 376/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0150 - val_loss: 0.0155 - lr: 1.5625e-04\n",
|
|
"Epoch 377/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0153 - val_loss: 0.0153 - lr: 1.5625e-04\n",
|
|
"Epoch 378/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0151 - val_loss: 0.0180 - lr: 1.5625e-04\n",
|
|
"Epoch 379/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0150 - val_loss: 0.0152 - lr: 1.5625e-04\n",
|
|
"Epoch 380/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0153 - val_loss: 0.0150 - lr: 1.5625e-04\n",
|
|
"Epoch 381/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0150 - val_loss: 0.0152 - lr: 1.5625e-04\n",
|
|
"Epoch 382/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0151 - val_loss: 0.0152 - lr: 1.5625e-04\n",
|
|
"Epoch 383/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0153 - val_loss: 0.0155 - lr: 1.5625e-04\n",
|
|
"Epoch 384/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0149 - val_loss: 0.0159 - lr: 1.5625e-04\n",
|
|
"Epoch 385/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0150 - val_loss: 0.0151 - lr: 1.5625e-04\n",
|
|
"Epoch 386/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0149 - val_loss: 0.0151 - lr: 1.5625e-04\n",
|
|
"Epoch 387/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0149 - val_loss: 0.0150 - lr: 1.5625e-04\n",
|
|
"Epoch 388/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0149 - val_loss: 0.0160 - lr: 1.5625e-04\n",
|
|
"Epoch 389/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0150 - val_loss: 0.0150 - lr: 1.5625e-04\n",
|
|
"Epoch 390/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0150 - val_loss: 0.0149 - lr: 1.5625e-04\n",
|
|
"Epoch 391/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0151 - val_loss: 0.0152 - lr: 1.5625e-04\n",
|
|
"Epoch 392/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0148 - val_loss: 0.0155 - lr: 1.5625e-04\n",
|
|
"Epoch 393/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0149 - val_loss: 0.0182 - lr: 1.5625e-04\n",
|
|
"Epoch 394/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0149 - val_loss: 0.0156 - lr: 1.5625e-04\n",
|
|
"Epoch 395/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0150 - val_loss: 0.0151 - lr: 1.5625e-04\n",
|
|
"Epoch 396/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0148 - val_loss: 0.0155 - lr: 1.5625e-04\n",
|
|
"Epoch 397/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0149 - val_loss: 0.0157 - lr: 1.5625e-04\n",
|
|
"Epoch 398/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0149 - val_loss: 0.0149 - lr: 1.5625e-04\n",
|
|
"Epoch 399/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0148 - val_loss: 0.0154 - lr: 1.5625e-04\n",
|
|
"Epoch 400/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0147 - val_loss: 0.0149 - lr: 1.5625e-04\n",
|
|
"Epoch 401/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0149 - val_loss: 0.0151 - lr: 1.5625e-04\n",
|
|
"Epoch 402/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0148 - val_loss: 0.0151 - lr: 1.5625e-04\n",
|
|
"Epoch 403/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0150 - val_loss: 0.0171 - lr: 1.5625e-04\n",
|
|
"Epoch 404/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0148 - val_loss: 0.0149 - lr: 1.5625e-04\n",
|
|
"Epoch 405/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0149 - val_loss: 0.0151 - lr: 1.5625e-04\n",
|
|
"Epoch 406/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0148 - val_loss: 0.0194 - lr: 1.5625e-04\n",
|
|
"Epoch 407/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0148 - val_loss: 0.0148 - lr: 1.5625e-04\n",
|
|
"Epoch 408/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0149 - val_loss: 0.0165 - lr: 1.5625e-04\n",
|
|
"Epoch 409/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0148 - val_loss: 0.0148 - lr: 1.5625e-04\n",
|
|
"Epoch 410/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0149 - val_loss: 0.0147 - lr: 1.5625e-04\n",
|
|
"Epoch 411/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0152 - val_loss: 0.0148 - lr: 1.5625e-04\n",
|
|
"Epoch 412/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0146 - val_loss: 0.0148 - lr: 1.5625e-04\n",
|
|
"Epoch 413/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0150 - val_loss: 0.0151 - lr: 1.5625e-04\n",
|
|
"Epoch 414/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0147 - val_loss: 0.0155 - lr: 1.5625e-04\n",
|
|
"Epoch 415/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0148 - val_loss: 0.0148 - lr: 1.5625e-04\n",
|
|
"Epoch 416/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0148 - val_loss: 0.0163 - lr: 1.5625e-04\n",
|
|
"Epoch 417/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0147 - val_loss: 0.0148 - lr: 1.5625e-04\n",
|
|
"Epoch 418/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0147 - val_loss: 0.0159 - lr: 1.5625e-04\n",
|
|
"Epoch 419/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0147 - val_loss: 0.0150 - lr: 1.5625e-04\n",
|
|
"Epoch 420/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0149 - val_loss: 0.0150 - lr: 1.5625e-04\n",
|
|
"Epoch 421/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0147 - val_loss: 0.0147 - lr: 1.5625e-04\n",
|
|
"Epoch 422/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0146 - val_loss: 0.0150 - lr: 1.5625e-04\n",
|
|
"Epoch 423/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0146 - val_loss: 0.0147 - lr: 1.5625e-04\n",
|
|
"Epoch 424/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0146 - val_loss: 0.0165 - lr: 1.5625e-04\n",
|
|
"Epoch 425/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0148 - val_loss: 0.0149 - lr: 1.5625e-04\n",
|
|
"Epoch 426/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0147 - val_loss: 0.0147 - lr: 1.5625e-04\n",
|
|
"Epoch 427/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0148 - val_loss: 0.0180 - lr: 1.5625e-04\n",
|
|
"Epoch 428/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0146 - val_loss: 0.0149 - lr: 1.5625e-04\n",
|
|
"Epoch 429/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0148 - val_loss: 0.0155 - lr: 1.5625e-04\n",
|
|
"Epoch 430/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0148 - val_loss: 0.0148 - lr: 1.5625e-04\n",
|
|
"Epoch 431/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0147 - val_loss: 0.0147 - lr: 1.5625e-04\n",
|
|
"Epoch 432/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0145 - val_loss: 0.0151 - lr: 1.5625e-04\n",
|
|
"Epoch 433/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0149 - val_loss: 0.0147 - lr: 1.5625e-04\n",
|
|
"Epoch 434/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0146 - val_loss: 0.0146 - lr: 1.5625e-04\n",
|
|
"Epoch 435/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0144 - val_loss: 0.0147 - lr: 1.5625e-04\n",
|
|
"Epoch 436/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0145 - val_loss: 0.0148 - lr: 1.5625e-04\n",
|
|
"Epoch 437/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0146 - val_loss: 0.0146 - lr: 1.5625e-04\n",
|
|
"Epoch 438/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0145 - val_loss: 0.0153 - lr: 1.5625e-04\n",
|
|
"Epoch 439/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0144 - val_loss: 0.0146 - lr: 1.5625e-04\n",
|
|
"Epoch 440/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0145 - val_loss: 0.0154 - lr: 1.5625e-04\n",
|
|
"Epoch 441/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0146 - val_loss: 0.0153 - lr: 1.5625e-04\n",
|
|
"Epoch 442/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0144 - val_loss: 0.0146 - lr: 1.5625e-04\n",
|
|
"Epoch 443/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0144 - val_loss: 0.0146 - lr: 1.5625e-04\n",
|
|
"Epoch 444/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0145 - val_loss: 0.0145 - lr: 1.5625e-04\n",
|
|
"Epoch 445/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0146 - val_loss: 0.0149 - lr: 1.5625e-04\n",
|
|
"Epoch 446/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0146 - val_loss: 0.0180 - lr: 1.5625e-04\n",
|
|
"Epoch 447/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0146 - val_loss: 0.0164 - lr: 1.5625e-04\n",
|
|
"Epoch 448/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0146 - val_loss: 0.0173 - lr: 1.5625e-04\n",
|
|
"Epoch 449/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0143 - val_loss: 0.0145 - lr: 1.5625e-04\n",
|
|
"Epoch 450/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0144 - val_loss: 0.0145 - lr: 1.5625e-04\n",
|
|
"Epoch 451/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0145 - val_loss: 0.0150 - lr: 1.5625e-04\n",
|
|
"Epoch 452/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0147 - val_loss: 0.0146 - lr: 1.5625e-04\n",
|
|
"Epoch 453/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0147 - val_loss: 0.0155 - lr: 1.5625e-04\n",
|
|
"Epoch 454/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0147 - val_loss: 0.0174 - lr: 1.5625e-04\n",
|
|
"Epoch 455/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0145 - val_loss: 0.0145 - lr: 1.5625e-04\n",
|
|
"Epoch 456/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0144 - val_loss: 0.0150 - lr: 1.5625e-04\n",
|
|
"Epoch 457/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0144 - val_loss: 0.0145 - lr: 1.5625e-04\n",
|
|
"Epoch 458/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0143 - val_loss: 0.0145 - lr: 1.5625e-04\n",
|
|
"Epoch 459/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0143 - val_loss: 0.0145 - lr: 1.5625e-04\n",
|
|
"Epoch 460/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0144 - val_loss: 0.0146 - lr: 1.5625e-04\n",
|
|
"Epoch 461/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0144 - val_loss: 0.0154 - lr: 1.5625e-04\n",
|
|
"Epoch 462/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0146 - val_loss: 0.0171 - lr: 1.5625e-04\n",
|
|
"Epoch 463/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0144 - val_loss: 0.0149 - lr: 1.5625e-04\n",
|
|
"Epoch 464/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0145 - val_loss: 0.0147 - lr: 1.5625e-04\n",
|
|
"Epoch 465/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0144 - val_loss: 0.0145 - lr: 1.5625e-04\n",
|
|
"Epoch 466/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0144 - val_loss: 0.0144 - lr: 1.5625e-04\n",
|
|
"Epoch 467/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0144 - val_loss: 0.0144 - lr: 1.5625e-04\n",
|
|
"Epoch 468/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0144 - val_loss: 0.0145 - lr: 1.5625e-04\n",
|
|
"Epoch 469/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0144 - val_loss: 0.0155 - lr: 1.5625e-04\n",
|
|
"Epoch 470/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0145 - val_loss: 0.0150 - lr: 1.5625e-04\n",
|
|
"Epoch 471/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0142 - val_loss: 0.0143 - lr: 1.5625e-04\n",
|
|
"Epoch 472/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0142 - val_loss: 0.0148 - lr: 1.5625e-04\n",
|
|
"Epoch 473/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0144 - val_loss: 0.0148 - lr: 1.5625e-04\n",
|
|
"Epoch 474/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0144 - val_loss: 0.0154 - lr: 1.5625e-04\n",
|
|
"Epoch 475/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0143 - val_loss: 0.0148 - lr: 1.5625e-04\n",
|
|
"Epoch 476/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0143 - val_loss: 0.0152 - lr: 1.5625e-04\n",
|
|
"Epoch 477/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0143 - val_loss: 0.0165 - lr: 1.5625e-04\n",
|
|
"Epoch 478/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0143 - val_loss: 0.0142 - lr: 1.5625e-04\n",
|
|
"Epoch 479/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0142 - val_loss: 0.0148 - lr: 1.5625e-04\n",
|
|
"Epoch 480/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0142 - val_loss: 0.0144 - lr: 1.5625e-04\n",
|
|
"Epoch 481/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0143 - val_loss: 0.0143 - lr: 1.5625e-04\n",
|
|
"Epoch 482/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0143 - val_loss: 0.0143 - lr: 1.5625e-04\n",
|
|
"Epoch 483/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0141 - val_loss: 0.0159 - lr: 1.5625e-04\n",
|
|
"Epoch 484/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0142 - val_loss: 0.0148 - lr: 1.5625e-04\n",
|
|
"Epoch 485/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0142 - val_loss: 0.0142 - lr: 1.5625e-04\n",
|
|
"Epoch 486/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0143 - val_loss: 0.0145 - lr: 1.5625e-04\n",
|
|
"Epoch 487/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0144 - val_loss: 0.0146 - lr: 1.5625e-04\n",
|
|
"Epoch 488/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0143 - val_loss: 0.0182 - lr: 1.5625e-04\n",
|
|
"Epoch 489/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0143 - val_loss: 0.0142 - lr: 1.5625e-04\n",
|
|
"Epoch 490/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0143 - val_loss: 0.0142 - lr: 1.5625e-04\n",
|
|
"Epoch 491/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0141 - val_loss: 0.0141 - lr: 1.5625e-04\n",
|
|
"Epoch 492/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0141 - val_loss: 0.0145 - lr: 1.5625e-04\n",
|
|
"Epoch 493/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0144 - val_loss: 0.0157 - lr: 1.5625e-04\n",
|
|
"Epoch 494/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0142 - val_loss: 0.0184 - lr: 1.5625e-04\n",
|
|
"Epoch 495/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0144 - val_loss: 0.0145 - lr: 1.5625e-04\n",
|
|
"Epoch 496/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0141 - val_loss: 0.0143 - lr: 1.5625e-04\n",
|
|
"Epoch 497/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0142 - val_loss: 0.0143 - lr: 1.5625e-04\n",
|
|
"Epoch 498/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0142 - val_loss: 0.0153 - lr: 1.5625e-04\n",
|
|
"Epoch 499/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0143 - val_loss: 0.0143 - lr: 1.5625e-04\n",
|
|
"Epoch 500/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0142 - val_loss: 0.0142 - lr: 1.5625e-04\n",
|
|
"Epoch 501/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0139 - val_loss: 0.0144 - lr: 1.5625e-04\n",
|
|
"Epoch 502/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0141 - val_loss: 0.0141 - lr: 1.5625e-04\n",
|
|
"Epoch 503/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0142 - val_loss: 0.0213 - lr: 1.5625e-04\n",
|
|
"Epoch 504/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0139 - val_loss: 0.0142 - lr: 1.5625e-04\n",
|
|
"Epoch 505/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0142 - val_loss: 0.0145 - lr: 1.5625e-04\n",
|
|
"Epoch 506/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0142 - val_loss: 0.0190 - lr: 1.5625e-04\n",
|
|
"Epoch 507/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0142 - val_loss: 0.0142 - lr: 1.5625e-04\n",
|
|
"Epoch 508/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0143 - val_loss: 0.0178 - lr: 1.5625e-04\n",
|
|
"Epoch 509/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0140 - val_loss: 0.0141 - lr: 1.5625e-04\n",
|
|
"Epoch 510/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0141 - val_loss: 0.0141 - lr: 1.5625e-04\n",
|
|
"Epoch 511/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0141 - val_loss: 0.0141 - lr: 1.5625e-04\n",
|
|
"Epoch 512/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0140 - val_loss: 0.0151 - lr: 1.5625e-04\n",
|
|
"Epoch 513/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0139 - val_loss: 0.0142 - lr: 1.5625e-04\n",
|
|
"Epoch 514/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0143 - val_loss: 0.0141 - lr: 1.5625e-04\n",
|
|
"Epoch 515/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0139 - val_loss: 0.0145 - lr: 1.5625e-04\n",
|
|
"Epoch 516/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0141 - val_loss: 0.0142 - lr: 1.5625e-04\n",
|
|
"Epoch 517/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0141 - val_loss: 0.0140 - lr: 1.5625e-04\n",
|
|
"Epoch 518/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0139 - val_loss: 0.0153 - lr: 1.5625e-04\n",
|
|
"Epoch 519/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0142 - val_loss: 0.0140 - lr: 1.5625e-04\n",
|
|
"Epoch 520/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0142 - val_loss: 0.0144 - lr: 1.5625e-04\n",
|
|
"Epoch 521/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0140 - val_loss: 0.0150 - lr: 1.5625e-04\n",
|
|
"Epoch 522/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0139 - val_loss: 0.0140 - lr: 1.5625e-04\n",
|
|
"Epoch 523/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0141 - val_loss: 0.0139 - lr: 1.5625e-04\n",
|
|
"Epoch 524/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0140 - val_loss: 0.0160 - lr: 1.5625e-04\n",
|
|
"Epoch 525/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0139 - val_loss: 0.0143 - lr: 1.5625e-04\n",
|
|
"Epoch 526/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0139 - val_loss: 0.0139 - lr: 1.5625e-04\n",
|
|
"Epoch 527/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0139 - val_loss: 0.0152 - lr: 1.5625e-04\n",
|
|
"Epoch 528/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0139 - val_loss: 0.0146 - lr: 1.5625e-04\n",
|
|
"Epoch 529/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0139 - val_loss: 0.0160 - lr: 1.5625e-04\n",
|
|
"Epoch 530/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0141 - val_loss: 0.0144 - lr: 1.5625e-04\n",
|
|
"Epoch 531/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0139 - val_loss: 0.0166 - lr: 1.5625e-04\n",
|
|
"Epoch 532/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0138 - val_loss: 0.0146 - lr: 1.5625e-04\n",
|
|
"Epoch 533/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0138 - val_loss: 0.0144 - lr: 1.5625e-04\n",
|
|
"Epoch 534/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0139 - val_loss: 0.0141 - lr: 1.5625e-04\n",
|
|
"Epoch 535/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0138 - val_loss: 0.0165 - lr: 1.5625e-04\n",
|
|
"Epoch 536/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0139 - val_loss: 0.0140 - lr: 1.5625e-04\n",
|
|
"Epoch 537/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0141 - val_loss: 0.0152 - lr: 1.5625e-04\n",
|
|
"Epoch 538/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0138 - val_loss: 0.0141 - lr: 1.5625e-04\n",
|
|
"Epoch 539/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0138 - val_loss: 0.0140 - lr: 1.5625e-04\n",
|
|
"Epoch 540/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0139 - val_loss: 0.0144 - lr: 1.5625e-04\n",
|
|
"Epoch 541/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0140 - val_loss: 0.0140 - lr: 1.5625e-04\n",
|
|
"Epoch 542/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0138 - val_loss: 0.0139 - lr: 1.5625e-04\n",
|
|
"Epoch 543/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0139 - val_loss: 0.0140 - lr: 1.5625e-04\n",
|
|
"Epoch 544/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0137 - val_loss: 0.0139 - lr: 1.5625e-04\n",
|
|
"Epoch 545/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0139 - val_loss: 0.0145 - lr: 1.5625e-04\n",
|
|
"Epoch 546/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0139 - val_loss: 0.0138 - lr: 1.5625e-04\n",
|
|
"Epoch 547/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0138 - val_loss: 0.0145 - lr: 1.5625e-04\n",
|
|
"Epoch 548/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0138 - val_loss: 0.0139 - lr: 1.5625e-04\n",
|
|
"Epoch 549/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0138 - val_loss: 0.0138 - lr: 1.5625e-04\n",
|
|
"Epoch 550/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0138 - val_loss: 0.0152 - lr: 1.5625e-04\n",
|
|
"Epoch 551/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0139 - val_loss: 0.0149 - lr: 1.5625e-04\n",
|
|
"Epoch 552/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0137 - val_loss: 0.0144 - lr: 1.5625e-04\n",
|
|
"Epoch 553/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0137 - val_loss: 0.0138 - lr: 1.5625e-04\n",
|
|
"Epoch 554/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0137 - val_loss: 0.0157 - lr: 1.5625e-04\n",
|
|
"Epoch 555/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0139 - val_loss: 0.0142 - lr: 1.5625e-04\n",
|
|
"Epoch 556/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0137 - val_loss: 0.0143 - lr: 1.5625e-04\n",
|
|
"Epoch 557/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0137 - val_loss: 0.0141 - lr: 1.5625e-04\n",
|
|
"Epoch 558/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0139 - val_loss: 0.0153 - lr: 1.5625e-04\n",
|
|
"Epoch 559/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0139 - val_loss: 0.0143 - lr: 1.5625e-04\n",
|
|
"Epoch 560/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0138 - val_loss: 0.0150 - lr: 1.5625e-04\n",
|
|
"Epoch 561/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0137 - val_loss: 0.0158 - lr: 1.5625e-04\n",
|
|
"Epoch 562/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0138 - val_loss: 0.0139 - lr: 1.5625e-04\n",
|
|
"Epoch 563/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0137 - val_loss: 0.0151 - lr: 1.5625e-04\n",
|
|
"Epoch 564/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0137 - val_loss: 0.0137 - lr: 1.5625e-04\n",
|
|
"Epoch 565/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0136 - val_loss: 0.0149 - lr: 1.5625e-04\n",
|
|
"Epoch 566/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0137 - val_loss: 0.0161 - lr: 1.5625e-04\n",
|
|
"Epoch 567/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0136 - val_loss: 0.0144 - lr: 1.5625e-04\n",
|
|
"Epoch 568/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0138 - val_loss: 0.0136 - lr: 1.5625e-04\n",
|
|
"Epoch 569/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0136 - val_loss: 0.0137 - lr: 1.5625e-04\n",
|
|
"Epoch 570/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0137 - val_loss: 0.0137 - lr: 1.5625e-04\n",
|
|
"Epoch 571/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0136 - val_loss: 0.0145 - lr: 1.5625e-04\n",
|
|
"Epoch 572/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0137 - val_loss: 0.0143 - lr: 1.5625e-04\n",
|
|
"Epoch 573/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0136 - val_loss: 0.0206 - lr: 1.5625e-04\n",
|
|
"Epoch 574/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0135 - val_loss: 0.0137 - lr: 1.5625e-04\n",
|
|
"Epoch 575/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0135 - val_loss: 0.0145 - lr: 1.5625e-04\n",
|
|
"Epoch 576/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0137 - val_loss: 0.0147 - lr: 1.5625e-04\n",
|
|
"Epoch 577/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0138 - val_loss: 0.0151 - lr: 1.5625e-04\n",
|
|
"Epoch 578/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0136 - val_loss: 0.0141 - lr: 1.5625e-04\n",
|
|
"Epoch 579/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0137 - val_loss: 0.0151 - lr: 1.5625e-04\n",
|
|
"Epoch 580/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0133 - val_loss: 0.0142 - lr: 1.5625e-04\n",
|
|
"Epoch 581/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0134 - val_loss: 0.0136 - lr: 1.5625e-04\n",
|
|
"Epoch 582/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0136 - val_loss: 0.0140 - lr: 1.5625e-04\n",
|
|
"Epoch 583/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0137 - val_loss: 0.0135 - lr: 1.5625e-04\n",
|
|
"Epoch 584/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0136 - val_loss: 0.0144 - lr: 1.5625e-04\n",
|
|
"Epoch 585/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0136 - val_loss: 0.0143 - lr: 1.5625e-04\n",
|
|
"Epoch 586/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0137 - val_loss: 0.0151 - lr: 1.5625e-04\n",
|
|
"Epoch 587/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0133 - val_loss: 0.0137 - lr: 1.5625e-04\n",
|
|
"Epoch 588/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0135 - val_loss: 0.0141 - lr: 1.5625e-04\n",
|
|
"Epoch 589/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0134 - val_loss: 0.0140 - lr: 1.5625e-04\n",
|
|
"Epoch 590/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0135 - val_loss: 0.0135 - lr: 1.5625e-04\n",
|
|
"Epoch 591/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0136 - val_loss: 0.0137 - lr: 1.5625e-04\n",
|
|
"Epoch 592/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0136 - val_loss: 0.0136 - lr: 1.5625e-04\n",
|
|
"Epoch 593/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0135 - val_loss: 0.0136 - lr: 1.5625e-04\n",
|
|
"Epoch 594/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0135 - val_loss: 0.0135 - lr: 1.5625e-04\n",
|
|
"Epoch 595/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0134 - val_loss: 0.0135 - lr: 1.5625e-04\n",
|
|
"Epoch 596/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0134 - val_loss: 0.0138 - lr: 1.5625e-04\n",
|
|
"Epoch 597/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0135 - val_loss: 0.0139 - lr: 1.5625e-04\n",
|
|
"Epoch 598/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0133 - val_loss: 0.0144 - lr: 1.5625e-04\n",
|
|
"Epoch 599/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0137 - val_loss: 0.0135 - lr: 1.5625e-04\n",
|
|
"Epoch 600/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0134 - val_loss: 0.0134 - lr: 1.5625e-04\n",
|
|
"Epoch 601/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0135 - val_loss: 0.0143 - lr: 1.5625e-04\n",
|
|
"Epoch 602/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0134 - val_loss: 0.0156 - lr: 1.5625e-04\n",
|
|
"Epoch 603/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0134 - val_loss: 0.0134 - lr: 1.5625e-04\n",
|
|
"Epoch 604/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0134 - val_loss: 0.0136 - lr: 1.5625e-04\n",
|
|
"Epoch 605/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0135 - val_loss: 0.0148 - lr: 1.5625e-04\n",
|
|
"Epoch 606/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0135 - val_loss: 0.0140 - lr: 1.5625e-04\n",
|
|
"Epoch 607/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0134 - val_loss: 0.0143 - lr: 1.5625e-04\n",
|
|
"Epoch 608/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0132 - val_loss: 0.0134 - lr: 1.5625e-04\n",
|
|
"Epoch 609/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0137 - val_loss: 0.0161 - lr: 1.5625e-04\n",
|
|
"Epoch 610/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0134 - val_loss: 0.0143 - lr: 1.5625e-04\n",
|
|
"Epoch 611/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0133 - val_loss: 0.0139 - lr: 1.5625e-04\n",
|
|
"Epoch 612/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0133 - val_loss: 0.0156 - lr: 1.5625e-04\n",
|
|
"Epoch 613/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0134 - val_loss: 0.0134 - lr: 1.5625e-04\n",
|
|
"Epoch 614/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0135 - val_loss: 0.0139 - lr: 1.5625e-04\n",
|
|
"Epoch 615/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0133 - val_loss: 0.0146 - lr: 1.5625e-04\n",
|
|
"Epoch 616/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0134 - val_loss: 0.0138 - lr: 1.5625e-04\n",
|
|
"Epoch 617/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0133 - val_loss: 0.0136 - lr: 1.5625e-04\n",
|
|
"Epoch 618/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0134 - val_loss: 0.0133 - lr: 1.5625e-04\n",
|
|
"Epoch 619/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0132 - val_loss: 0.0138 - lr: 1.5625e-04\n",
|
|
"Epoch 620/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0133 - val_loss: 0.0133 - lr: 1.5625e-04\n",
|
|
"Epoch 621/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0136 - val_loss: 0.0171 - lr: 1.5625e-04\n",
|
|
"Epoch 622/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0132 - val_loss: 0.0137 - lr: 1.5625e-04\n",
|
|
"Epoch 623/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0133 - val_loss: 0.0134 - lr: 1.5625e-04\n",
|
|
"Epoch 624/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0133 - val_loss: 0.0134 - lr: 1.5625e-04\n",
|
|
"Epoch 625/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0132 - val_loss: 0.0135 - lr: 1.5625e-04\n",
|
|
"Epoch 626/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0132 - val_loss: 0.0145 - lr: 1.5625e-04\n",
|
|
"Epoch 627/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0133 - val_loss: 0.0155 - lr: 1.5625e-04\n",
|
|
"Epoch 628/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0132 - val_loss: 0.0132 - lr: 1.5625e-04\n",
|
|
"Epoch 629/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0132 - val_loss: 0.0133 - lr: 1.5625e-04\n",
|
|
"Epoch 630/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0131 - val_loss: 0.0133 - lr: 1.5625e-04\n",
|
|
"Epoch 631/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0133 - val_loss: 0.0132 - lr: 1.5625e-04\n",
|
|
"Epoch 632/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0134 - val_loss: 0.0132 - lr: 1.5625e-04\n",
|
|
"Epoch 633/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0133 - val_loss: 0.0143 - lr: 1.5625e-04\n",
|
|
"Epoch 634/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0133 - val_loss: 0.0138 - lr: 1.5625e-04\n",
|
|
"Epoch 635/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0132 - val_loss: 0.0133 - lr: 1.5625e-04\n",
|
|
"Epoch 636/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0131 - val_loss: 0.0141 - lr: 1.5625e-04\n",
|
|
"Epoch 637/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0133 - val_loss: 0.0155 - lr: 1.5625e-04\n",
|
|
"Epoch 638/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0131 - val_loss: 0.0133 - lr: 1.5625e-04\n",
|
|
"Epoch 639/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0131 - val_loss: 0.0180 - lr: 1.5625e-04\n",
|
|
"Epoch 640/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0132 - val_loss: 0.0132 - lr: 1.5625e-04\n",
|
|
"Epoch 641/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0133 - val_loss: 0.0152 - lr: 1.5625e-04\n",
|
|
"Epoch 642/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0134 - val_loss: 0.0140 - lr: 1.5625e-04\n",
|
|
"Epoch 643/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0132 - val_loss: 0.0132 - lr: 1.5625e-04\n",
|
|
"Epoch 644/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0131 - val_loss: 0.0134 - lr: 1.5625e-04\n",
|
|
"Epoch 645/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0131 - val_loss: 0.0132 - lr: 1.5625e-04\n",
|
|
"Epoch 646/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0129 - val_loss: 0.0139 - lr: 1.5625e-04\n",
|
|
"Epoch 647/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0131 - val_loss: 0.0134 - lr: 1.5625e-04\n",
|
|
"Epoch 648/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0131 - val_loss: 0.0137 - lr: 1.5625e-04\n",
|
|
"Epoch 649/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0132 - val_loss: 0.0132 - lr: 1.5625e-04\n",
|
|
"Epoch 650/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0133 - val_loss: 0.0135 - lr: 1.5625e-04\n",
|
|
"Epoch 651/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0131 - val_loss: 0.0133 - lr: 1.5625e-04\n",
|
|
"Epoch 652/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0131 - val_loss: 0.0150 - lr: 1.5625e-04\n",
|
|
"Epoch 653/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0133 - val_loss: 0.0131 - lr: 1.5625e-04\n",
|
|
"Epoch 654/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0132 - val_loss: 0.0141 - lr: 1.5625e-04\n",
|
|
"Epoch 655/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0130 - val_loss: 0.0133 - lr: 1.5625e-04\n",
|
|
"Epoch 656/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0131 - val_loss: 0.0154 - lr: 1.5625e-04\n",
|
|
"Epoch 657/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0133 - val_loss: 0.0136 - lr: 1.5625e-04\n",
|
|
"Epoch 658/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0132 - val_loss: 0.0140 - lr: 1.5625e-04\n",
|
|
"Epoch 659/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0128 - val_loss: 0.0133 - lr: 1.5625e-04\n",
|
|
"Epoch 660/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0132 - val_loss: 0.0132 - lr: 1.5625e-04\n",
|
|
"Epoch 661/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0129 - val_loss: 0.0158 - lr: 1.5625e-04\n",
|
|
"Epoch 662/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0130 - val_loss: 0.0130 - lr: 1.5625e-04\n",
|
|
"Epoch 663/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0130 - val_loss: 0.0151 - lr: 1.5625e-04\n",
|
|
"Epoch 664/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0132 - val_loss: 0.0131 - lr: 1.5625e-04\n",
|
|
"Epoch 665/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0129 - val_loss: 0.0136 - lr: 1.5625e-04\n",
|
|
"Epoch 666/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0132 - val_loss: 0.0134 - lr: 1.5625e-04\n",
|
|
"Epoch 667/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0130 - val_loss: 0.0134 - lr: 1.5625e-04\n",
|
|
"Epoch 668/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0132 - val_loss: 0.0138 - lr: 1.5625e-04\n",
|
|
"Epoch 669/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0129 - val_loss: 0.0130 - lr: 1.5625e-04\n",
|
|
"Epoch 670/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0132 - val_loss: 0.0131 - lr: 1.5625e-04\n",
|
|
"Epoch 671/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0129 - val_loss: 0.0143 - lr: 1.5625e-04\n",
|
|
"Epoch 672/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0130 - val_loss: 0.0161 - lr: 1.5625e-04\n",
|
|
"Epoch 673/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0132 - val_loss: 0.0131 - lr: 1.5625e-04\n",
|
|
"Epoch 674/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0129 - val_loss: 0.0132 - lr: 1.5625e-04\n",
|
|
"Epoch 675/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0129 - val_loss: 0.0164 - lr: 1.5625e-04\n",
|
|
"Epoch 676/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0132 - val_loss: 0.0132 - lr: 1.5625e-04\n",
|
|
"Epoch 677/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0131 - val_loss: 0.0204 - lr: 1.5625e-04\n",
|
|
"Epoch 678/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0131 - val_loss: 0.0131 - lr: 1.5625e-04\n",
|
|
"Epoch 679/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0131 - val_loss: 0.0148 - lr: 1.5625e-04\n",
|
|
"Epoch 680/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0130 - val_loss: 0.0132 - lr: 1.5625e-04\n",
|
|
"Epoch 681/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0129 - val_loss: 0.0164 - lr: 1.5625e-04\n",
|
|
"Epoch 682/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0130 - val_loss: 0.0134 - lr: 1.5625e-04\n",
|
|
"Epoch 683/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0127 - val_loss: 0.0129 - lr: 1.5625e-04\n",
|
|
"Epoch 684/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0131 - val_loss: 0.0154 - lr: 1.5625e-04\n",
|
|
"Epoch 685/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0128 - val_loss: 0.0129 - lr: 1.5625e-04\n",
|
|
"Epoch 686/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0127 - val_loss: 0.0137 - lr: 1.5625e-04\n",
|
|
"Epoch 687/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0129 - val_loss: 0.0132 - lr: 1.5625e-04\n",
|
|
"Epoch 688/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0129 - val_loss: 0.0130 - lr: 1.5625e-04\n",
|
|
"Epoch 689/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0130 - val_loss: 0.0132 - lr: 1.5625e-04\n",
|
|
"Epoch 690/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0129 - val_loss: 0.0144 - lr: 1.5625e-04\n",
|
|
"Epoch 691/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0128 - val_loss: 0.0132 - lr: 1.5625e-04\n",
|
|
"Epoch 692/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0129 - val_loss: 0.0129 - lr: 1.5625e-04\n",
|
|
"Epoch 693/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0129 - val_loss: 0.0129 - lr: 1.5625e-04\n",
|
|
"Epoch 694/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0130 - val_loss: 0.0131 - lr: 1.5625e-04\n",
|
|
"Epoch 695/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0129 - val_loss: 0.0147 - lr: 1.5625e-04\n",
|
|
"Epoch 696/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0131 - val_loss: 0.0129 - lr: 1.5625e-04\n",
|
|
"Epoch 697/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0129 - val_loss: 0.0140 - lr: 1.5625e-04\n",
|
|
"Epoch 698/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0128 - val_loss: 0.0136 - lr: 1.5625e-04\n",
|
|
"Epoch 699/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0128 - val_loss: 0.0140 - lr: 1.5625e-04\n",
|
|
"Epoch 700/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0129 - val_loss: 0.0131 - lr: 1.5625e-04\n",
|
|
"Epoch 701/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0127 - val_loss: 0.0138 - lr: 1.5625e-04\n",
|
|
"Epoch 702/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0129 - val_loss: 0.0177 - lr: 1.5625e-04\n",
|
|
"Epoch 703/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0128 - val_loss: 0.0137 - lr: 1.5625e-04\n",
|
|
"Epoch 704/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0128 - val_loss: 0.0131 - lr: 1.5625e-04\n",
|
|
"Epoch 705/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0130 - val_loss: 0.0131 - lr: 1.5625e-04\n",
|
|
"Epoch 706/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0126 - val_loss: 0.0139 - lr: 1.5625e-04\n",
|
|
"Epoch 707/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0128 - val_loss: 0.0129 - lr: 1.5625e-04\n",
|
|
"Epoch 708/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0130 - val_loss: 0.0132 - lr: 1.5625e-04\n",
|
|
"Epoch 709/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0131 - val_loss: 0.0163 - lr: 1.5625e-04\n",
|
|
"Epoch 710/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0128 - val_loss: 0.0128 - lr: 1.5625e-04\n",
|
|
"Epoch 711/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0127 - val_loss: 0.0142 - lr: 1.5625e-04\n",
|
|
"Epoch 712/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0127 - val_loss: 0.0129 - lr: 1.5625e-04\n",
|
|
"Epoch 713/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0130 - val_loss: 0.0128 - lr: 1.5625e-04\n",
|
|
"Epoch 714/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0126 - val_loss: 0.0136 - lr: 1.5625e-04\n",
|
|
"Epoch 715/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0128 - val_loss: 0.0163 - lr: 1.5625e-04\n",
|
|
"Epoch 716/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0127 - val_loss: 0.0129 - lr: 1.5625e-04\n",
|
|
"Epoch 717/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0128 - val_loss: 0.0128 - lr: 1.5625e-04\n",
|
|
"Epoch 718/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0128 - val_loss: 0.0139 - lr: 1.5625e-04\n",
|
|
"Epoch 719/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0128 - val_loss: 0.0127 - lr: 1.5625e-04\n",
|
|
"Epoch 720/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0125 - val_loss: 0.0128 - lr: 1.5625e-04\n",
|
|
"Epoch 721/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0128 - val_loss: 0.0154 - lr: 1.5625e-04\n",
|
|
"Epoch 722/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0128 - val_loss: 0.0128 - lr: 1.5625e-04\n",
|
|
"Epoch 723/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0128 - val_loss: 0.0129 - lr: 1.5625e-04\n",
|
|
"Epoch 724/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0126 - val_loss: 0.0127 - lr: 1.5625e-04\n",
|
|
"Epoch 725/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0128 - val_loss: 0.0127 - lr: 1.5625e-04\n",
|
|
"Epoch 726/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0127 - val_loss: 0.0168 - lr: 1.5625e-04\n",
|
|
"Epoch 727/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0127 - val_loss: 0.0134 - lr: 1.5625e-04\n",
|
|
"Epoch 728/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0127 - val_loss: 0.0126 - lr: 1.5625e-04\n",
|
|
"Epoch 729/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0126 - val_loss: 0.0138 - lr: 1.5625e-04\n",
|
|
"Epoch 730/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0127 - val_loss: 0.0146 - lr: 1.5625e-04\n",
|
|
"Epoch 731/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0128 - val_loss: 0.0132 - lr: 1.5625e-04\n",
|
|
"Epoch 732/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0127 - val_loss: 0.0133 - lr: 1.5625e-04\n",
|
|
"Epoch 733/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0126 - val_loss: 0.0167 - lr: 1.5625e-04\n",
|
|
"Epoch 734/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0127 - val_loss: 0.0127 - lr: 1.5625e-04\n",
|
|
"Epoch 735/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0127 - val_loss: 0.0128 - lr: 1.5625e-04\n",
|
|
"Epoch 736/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0127 - val_loss: 0.0133 - lr: 1.5625e-04\n",
|
|
"Epoch 737/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0127 - val_loss: 0.0129 - lr: 1.5625e-04\n",
|
|
"Epoch 738/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0126 - val_loss: 0.0139 - lr: 1.5625e-04\n",
|
|
"Epoch 739/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0125 - val_loss: 0.0137 - lr: 1.5625e-04\n",
|
|
"Epoch 740/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0127 - val_loss: 0.0140 - lr: 1.5625e-04\n",
|
|
"Epoch 741/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0127 - val_loss: 0.0127 - lr: 1.5625e-04\n",
|
|
"Epoch 742/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0124 - val_loss: 0.0133 - lr: 1.5625e-04\n",
|
|
"Epoch 743/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0126 - val_loss: 0.0146 - lr: 1.5625e-04\n",
|
|
"Epoch 744/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0127 - val_loss: 0.0127 - lr: 1.5625e-04\n",
|
|
"Epoch 745/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0126 - val_loss: 0.0129 - lr: 1.5625e-04\n",
|
|
"Epoch 746/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0127 - val_loss: 0.0132 - lr: 1.5625e-04\n",
|
|
"Epoch 747/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0126 - val_loss: 0.0127 - lr: 1.5625e-04\n",
|
|
"Epoch 748/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0125 - val_loss: 0.0130 - lr: 1.5625e-04\n",
|
|
"Epoch 749/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0125 - val_loss: 0.0126 - lr: 1.5625e-04\n",
|
|
"Epoch 750/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0123 - val_loss: 0.0135 - lr: 1.5625e-04\n",
|
|
"Epoch 751/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0125 - val_loss: 0.0126 - lr: 1.5625e-04\n",
|
|
"Epoch 752/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0127 - val_loss: 0.0136 - lr: 1.5625e-04\n",
|
|
"Epoch 753/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0125 - val_loss: 0.0127 - lr: 1.5625e-04\n",
|
|
"Epoch 754/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0127 - val_loss: 0.0125 - lr: 1.5625e-04\n",
|
|
"Epoch 755/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0127 - val_loss: 0.0147 - lr: 1.5625e-04\n",
|
|
"Epoch 756/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0127 - val_loss: 0.0172 - lr: 1.5625e-04\n",
|
|
"Epoch 757/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0126 - val_loss: 0.0159 - lr: 1.5625e-04\n",
|
|
"Epoch 758/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0126 - val_loss: 0.0128 - lr: 1.5625e-04\n",
|
|
"Epoch 759/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0125 - val_loss: 0.0129 - lr: 1.5625e-04\n",
|
|
"Epoch 760/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0126 - val_loss: 0.0128 - lr: 1.5625e-04\n",
|
|
"Epoch 761/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0126 - val_loss: 0.0128 - lr: 1.5625e-04\n",
|
|
"Epoch 762/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0126 - val_loss: 0.0130 - lr: 1.5625e-04\n",
|
|
"Epoch 763/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0126 - val_loss: 0.0128 - lr: 1.5625e-04\n",
|
|
"Epoch 764/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0126 - val_loss: 0.0142 - lr: 1.5625e-04\n",
|
|
"Epoch 765/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0125 - val_loss: 0.0129 - lr: 1.5625e-04\n",
|
|
"Epoch 766/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0125 - val_loss: 0.0127 - lr: 1.5625e-04\n",
|
|
"Epoch 767/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0125 - val_loss: 0.0128 - lr: 1.5625e-04\n",
|
|
"Epoch 768/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0124 - val_loss: 0.0137 - lr: 1.5625e-04\n",
|
|
"Epoch 769/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0125 - val_loss: 0.0127 - lr: 1.5625e-04\n",
|
|
"Epoch 770/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0125 - val_loss: 0.0131 - lr: 1.5625e-04\n",
|
|
"Epoch 771/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0127 - val_loss: 0.0126 - lr: 1.5625e-04\n",
|
|
"Epoch 772/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0123 - val_loss: 0.0126 - lr: 1.5625e-04\n",
|
|
"Epoch 773/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0123 - val_loss: 0.0143 - lr: 1.5625e-04\n",
|
|
"Epoch 774/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0124 - val_loss: 0.0130 - lr: 1.5625e-04\n",
|
|
"Epoch 775/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0125 - val_loss: 0.0165 - lr: 1.5625e-04\n",
|
|
"Epoch 776/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0124 - val_loss: 0.0143 - lr: 1.5625e-04\n",
|
|
"Epoch 777/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0125 - val_loss: 0.0126 - lr: 1.5625e-04\n",
|
|
"Epoch 778/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0125 - val_loss: 0.0128 - lr: 1.5625e-04\n",
|
|
"Epoch 779/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0128 - val_loss: 0.0129 - lr: 1.5625e-04\n",
|
|
"Epoch 780/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0125 - val_loss: 0.0125 - lr: 7.8125e-05\n",
|
|
"Epoch 781/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0125 - val_loss: 0.0128 - lr: 7.8125e-05\n",
|
|
"Epoch 782/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0124 - val_loss: 0.0125 - lr: 7.8125e-05\n",
|
|
"Epoch 783/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0125 - val_loss: 0.0124 - lr: 7.8125e-05\n",
|
|
"Epoch 784/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0124 - val_loss: 0.0125 - lr: 7.8125e-05\n",
|
|
"Epoch 785/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0124 - val_loss: 0.0135 - lr: 7.8125e-05\n",
|
|
"Epoch 786/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0124 - val_loss: 0.0125 - lr: 7.8125e-05\n",
|
|
"Epoch 787/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0125 - val_loss: 0.0128 - lr: 7.8125e-05\n",
|
|
"Epoch 788/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0127 - val_loss: 0.0125 - lr: 7.8125e-05\n",
|
|
"Epoch 789/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0124 - val_loss: 0.0130 - lr: 7.8125e-05\n",
|
|
"Epoch 790/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0123 - val_loss: 0.0124 - lr: 7.8125e-05\n",
|
|
"Epoch 791/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0124 - val_loss: 0.0127 - lr: 7.8125e-05\n",
|
|
"Epoch 792/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0125 - val_loss: 0.0126 - lr: 7.8125e-05\n",
|
|
"Epoch 793/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0125 - val_loss: 0.0126 - lr: 7.8125e-05\n",
|
|
"Epoch 794/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0124 - val_loss: 0.0125 - lr: 7.8125e-05\n",
|
|
"Epoch 795/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0125 - val_loss: 0.0127 - lr: 7.8125e-05\n",
|
|
"Epoch 796/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0124 - val_loss: 0.0134 - lr: 7.8125e-05\n",
|
|
"Epoch 797/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0124 - val_loss: 0.0128 - lr: 7.8125e-05\n",
|
|
"Epoch 798/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0125 - val_loss: 0.0124 - lr: 7.8125e-05\n",
|
|
"Epoch 799/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0125 - val_loss: 0.0130 - lr: 7.8125e-05\n",
|
|
"Epoch 800/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0124 - val_loss: 0.0127 - lr: 7.8125e-05\n",
|
|
"Epoch 801/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0122 - val_loss: 0.0128 - lr: 7.8125e-05\n",
|
|
"Epoch 802/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0125 - val_loss: 0.0146 - lr: 7.8125e-05\n",
|
|
"Epoch 803/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0124 - val_loss: 0.0134 - lr: 7.8125e-05\n",
|
|
"Epoch 804/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0124 - val_loss: 0.0133 - lr: 7.8125e-05\n",
|
|
"Epoch 805/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0125 - val_loss: 0.0124 - lr: 7.8125e-05\n",
|
|
"Epoch 806/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0122 - val_loss: 0.0126 - lr: 7.8125e-05\n",
|
|
"Epoch 807/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0124 - val_loss: 0.0125 - lr: 7.8125e-05\n",
|
|
"Epoch 808/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0123 - val_loss: 0.0127 - lr: 7.8125e-05\n",
|
|
"Epoch 809/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0125 - val_loss: 0.0126 - lr: 7.8125e-05\n",
|
|
"Epoch 810/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0124 - val_loss: 0.0128 - lr: 7.8125e-05\n",
|
|
"Epoch 811/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0123 - val_loss: 0.0124 - lr: 7.8125e-05\n",
|
|
"Epoch 812/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0123 - val_loss: 0.0124 - lr: 7.8125e-05\n",
|
|
"Epoch 813/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0123 - val_loss: 0.0125 - lr: 7.8125e-05\n",
|
|
"Epoch 814/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0124 - val_loss: 0.0128 - lr: 7.8125e-05\n",
|
|
"Epoch 815/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0122 - val_loss: 0.0136 - lr: 7.8125e-05\n",
|
|
"Epoch 816/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0125 - val_loss: 0.0124 - lr: 7.8125e-05\n",
|
|
"Epoch 817/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0122 - val_loss: 0.0124 - lr: 7.8125e-05\n",
|
|
"Epoch 818/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0124 - val_loss: 0.0123 - lr: 7.8125e-05\n",
|
|
"Epoch 819/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0124 - val_loss: 0.0129 - lr: 7.8125e-05\n",
|
|
"Epoch 820/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0126 - val_loss: 0.0128 - lr: 7.8125e-05\n",
|
|
"Epoch 821/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0123 - val_loss: 0.0124 - lr: 7.8125e-05\n",
|
|
"Epoch 822/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0125 - val_loss: 0.0155 - lr: 7.8125e-05\n",
|
|
"Epoch 823/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0123 - val_loss: 0.0127 - lr: 7.8125e-05\n",
|
|
"Epoch 824/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0123 - val_loss: 0.0124 - lr: 7.8125e-05\n",
|
|
"Epoch 825/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0124 - val_loss: 0.0124 - lr: 7.8125e-05\n",
|
|
"Epoch 826/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0125 - val_loss: 0.0125 - lr: 7.8125e-05\n",
|
|
"Epoch 827/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0125 - val_loss: 0.0138 - lr: 7.8125e-05\n",
|
|
"Epoch 828/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0123 - val_loss: 0.0128 - lr: 7.8125e-05\n",
|
|
"Epoch 829/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0123 - val_loss: 0.0140 - lr: 7.8125e-05\n",
|
|
"Epoch 830/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0122 - val_loss: 0.0124 - lr: 7.8125e-05\n",
|
|
"Epoch 831/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0122 - val_loss: 0.0124 - lr: 7.8125e-05\n",
|
|
"Epoch 832/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0124 - val_loss: 0.0124 - lr: 7.8125e-05\n",
|
|
"Epoch 833/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0123 - val_loss: 0.0124 - lr: 7.8125e-05\n",
|
|
"Epoch 834/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0125 - val_loss: 0.0130 - lr: 7.8125e-05\n",
|
|
"Epoch 835/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0122 - val_loss: 0.0127 - lr: 7.8125e-05\n",
|
|
"Epoch 836/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0121 - val_loss: 0.0129 - lr: 7.8125e-05\n",
|
|
"Epoch 837/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0124 - val_loss: 0.0124 - lr: 7.8125e-05\n",
|
|
"Epoch 838/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0120 - val_loss: 0.0132 - lr: 7.8125e-05\n",
|
|
"Epoch 839/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0122 - val_loss: 0.0126 - lr: 7.8125e-05\n",
|
|
"Epoch 840/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0122 - val_loss: 0.0129 - lr: 7.8125e-05\n",
|
|
"Epoch 841/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0122 - val_loss: 0.0124 - lr: 7.8125e-05\n",
|
|
"Epoch 842/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0123 - val_loss: 0.0127 - lr: 7.8125e-05\n",
|
|
"Epoch 843/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0122 - val_loss: 0.0124 - lr: 7.8125e-05\n",
|
|
"Epoch 844/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0122 - val_loss: 0.0129 - lr: 3.9062e-05\n",
|
|
"Epoch 845/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0123 - val_loss: 0.0125 - lr: 3.9062e-05\n",
|
|
"Epoch 846/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0122 - val_loss: 0.0123 - lr: 3.9062e-05\n",
|
|
"Epoch 847/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0123 - val_loss: 0.0126 - lr: 3.9062e-05\n",
|
|
"Epoch 848/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0122 - val_loss: 0.0125 - lr: 3.9062e-05\n",
|
|
"Epoch 849/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0123 - val_loss: 0.0124 - lr: 3.9062e-05\n",
|
|
"Epoch 850/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0124 - val_loss: 0.0123 - lr: 3.9062e-05\n",
|
|
"Epoch 851/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0123 - val_loss: 0.0131 - lr: 3.9062e-05\n",
|
|
"Epoch 852/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0123 - val_loss: 0.0131 - lr: 3.9062e-05\n",
|
|
"Epoch 853/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0123 - val_loss: 0.0126 - lr: 3.9062e-05\n",
|
|
"Epoch 854/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0123 - val_loss: 0.0123 - lr: 3.9062e-05\n",
|
|
"Epoch 855/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0122 - val_loss: 0.0123 - lr: 3.9062e-05\n",
|
|
"Epoch 856/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0122 - val_loss: 0.0125 - lr: 3.9062e-05\n",
|
|
"Epoch 857/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0123 - val_loss: 0.0128 - lr: 3.9062e-05\n",
|
|
"Epoch 858/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0122 - val_loss: 0.0130 - lr: 3.9062e-05\n",
|
|
"Epoch 859/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0123 - val_loss: 0.0127 - lr: 3.9062e-05\n",
|
|
"Epoch 860/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0124 - val_loss: 0.0126 - lr: 3.9062e-05\n",
|
|
"Epoch 861/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0121 - val_loss: 0.0127 - lr: 3.9062e-05\n",
|
|
"Epoch 862/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0122 - val_loss: 0.0130 - lr: 3.9062e-05\n",
|
|
"Epoch 863/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0123 - val_loss: 0.0128 - lr: 3.9062e-05\n",
|
|
"Epoch 864/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0121 - val_loss: 0.0127 - lr: 3.9062e-05\n",
|
|
"Epoch 865/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0123 - val_loss: 0.0126 - lr: 3.9062e-05\n",
|
|
"Epoch 866/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0122 - val_loss: 0.0128 - lr: 3.9062e-05\n",
|
|
"Epoch 867/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0123 - val_loss: 0.0124 - lr: 3.9062e-05\n",
|
|
"Epoch 868/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0121 - val_loss: 0.0127 - lr: 3.9062e-05\n",
|
|
"Epoch 869/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0122 - val_loss: 0.0128 - lr: 3.9062e-05\n",
|
|
"Epoch 870/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0123 - val_loss: 0.0132 - lr: 3.9062e-05\n",
|
|
"Epoch 871/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0121 - val_loss: 0.0124 - lr: 3.9062e-05\n",
|
|
"Epoch 872/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0123 - val_loss: 0.0125 - lr: 3.9062e-05\n",
|
|
"Epoch 873/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0122 - val_loss: 0.0125 - lr: 3.9062e-05\n",
|
|
"Epoch 874/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0122 - val_loss: 0.0124 - lr: 3.9062e-05\n",
|
|
"Epoch 875/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0121 - val_loss: 0.0124 - lr: 3.9062e-05\n",
|
|
"Epoch 876/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0121 - val_loss: 0.0126 - lr: 3.9062e-05\n",
|
|
"Epoch 877/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0124 - val_loss: 0.0125 - lr: 3.9062e-05\n",
|
|
"Epoch 878/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0122 - val_loss: 0.0123 - lr: 3.9062e-05\n",
|
|
"Epoch 879/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0122 - val_loss: 0.0127 - lr: 3.9062e-05\n",
|
|
"Epoch 880/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0124 - val_loss: 0.0124 - lr: 3.9062e-05\n",
|
|
"Epoch 881/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0123 - val_loss: 0.0123 - lr: 3.9062e-05\n",
|
|
"Epoch 882/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0121 - val_loss: 0.0124 - lr: 3.9062e-05\n",
|
|
"Epoch 883/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0122 - val_loss: 0.0123 - lr: 3.9062e-05\n",
|
|
"Epoch 884/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0121 - val_loss: 0.0125 - lr: 3.9062e-05\n",
|
|
"Epoch 885/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0123 - val_loss: 0.0124 - lr: 3.9062e-05\n",
|
|
"Epoch 886/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0124 - val_loss: 0.0123 - lr: 3.9062e-05\n",
|
|
"Epoch 887/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0122 - val_loss: 0.0126 - lr: 3.9062e-05\n",
|
|
"Epoch 888/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0122 - val_loss: 0.0127 - lr: 3.9062e-05\n",
|
|
"Epoch 889/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0122 - val_loss: 0.0128 - lr: 3.9062e-05\n",
|
|
"Epoch 890/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0120 - val_loss: 0.0129 - lr: 3.9062e-05\n",
|
|
"Epoch 891/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0124 - val_loss: 0.0124 - lr: 3.9062e-05\n",
|
|
"Epoch 892/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0121 - val_loss: 0.0129 - lr: 3.9062e-05\n",
|
|
"Epoch 893/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0124 - val_loss: 0.0128 - lr: 3.9062e-05\n",
|
|
"Epoch 894/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0121 - val_loss: 0.0132 - lr: 3.9062e-05\n",
|
|
"Epoch 895/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0123 - val_loss: 0.0123 - lr: 3.9062e-05\n",
|
|
"Epoch 896/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0121 - val_loss: 0.0124 - lr: 3.9062e-05\n",
|
|
"Epoch 897/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0122 - val_loss: 0.0128 - lr: 3.9062e-05\n",
|
|
"Epoch 898/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0123 - val_loss: 0.0125 - lr: 3.9062e-05\n",
|
|
"Epoch 899/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0122 - val_loss: 0.0129 - lr: 3.9062e-05\n",
|
|
"Epoch 900/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0122 - val_loss: 0.0123 - lr: 3.9062e-05\n",
|
|
"Epoch 901/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0121 - val_loss: 0.0128 - lr: 3.9062e-05\n",
|
|
"Epoch 902/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0123 - val_loss: 0.0124 - lr: 3.9062e-05\n",
|
|
"Epoch 903/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0122 - val_loss: 0.0125 - lr: 3.9062e-05\n",
|
|
"Epoch 904/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0121 - val_loss: 0.0127 - lr: 3.9062e-05\n",
|
|
"Epoch 905/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0122 - val_loss: 0.0127 - lr: 3.9062e-05\n",
|
|
"Epoch 906/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0122 - val_loss: 0.0127 - lr: 3.9062e-05\n",
|
|
"Epoch 907/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0123 - val_loss: 0.0126 - lr: 3.9062e-05\n",
|
|
"Epoch 908/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0125 - val_loss: 0.0129 - lr: 3.9062e-05\n",
|
|
"Epoch 909/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0122 - val_loss: 0.0126 - lr: 1.9531e-05\n",
|
|
"Epoch 910/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0123 - val_loss: 0.0125 - lr: 1.9531e-05\n",
|
|
"Epoch 911/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0122 - val_loss: 0.0124 - lr: 1.9531e-05\n",
|
|
"Epoch 912/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0121 - val_loss: 0.0125 - lr: 1.9531e-05\n",
|
|
"Epoch 913/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0123 - val_loss: 0.0124 - lr: 1.9531e-05\n",
|
|
"Epoch 914/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0121 - val_loss: 0.0127 - lr: 1.9531e-05\n",
|
|
"Epoch 915/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0120 - val_loss: 0.0127 - lr: 1.9531e-05\n",
|
|
"Epoch 916/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0123 - val_loss: 0.0126 - lr: 1.9531e-05\n",
|
|
"Epoch 917/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0122 - val_loss: 0.0126 - lr: 1.9531e-05\n",
|
|
"Epoch 918/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0122 - val_loss: 0.0128 - lr: 1.9531e-05\n",
|
|
"Epoch 919/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0121 - val_loss: 0.0127 - lr: 1.9531e-05\n",
|
|
"Epoch 920/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0122 - val_loss: 0.0123 - lr: 1.9531e-05\n",
|
|
"Epoch 921/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0123 - val_loss: 0.0124 - lr: 1.9531e-05\n",
|
|
"Epoch 922/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0121 - val_loss: 0.0127 - lr: 1.9531e-05\n",
|
|
"Epoch 923/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0122 - val_loss: 0.0126 - lr: 1.9531e-05\n",
|
|
"Epoch 924/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0122 - val_loss: 0.0124 - lr: 1.9531e-05\n",
|
|
"Epoch 925/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0123 - val_loss: 0.0126 - lr: 1.9531e-05\n",
|
|
"Epoch 926/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0122 - val_loss: 0.0126 - lr: 1.9531e-05\n",
|
|
"Epoch 927/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0124 - val_loss: 0.0126 - lr: 1.9531e-05\n",
|
|
"Epoch 928/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0122 - val_loss: 0.0125 - lr: 1.9531e-05\n",
|
|
"Epoch 929/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0120 - val_loss: 0.0128 - lr: 1.9531e-05\n",
|
|
"Epoch 930/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0120 - val_loss: 0.0129 - lr: 1.9531e-05\n",
|
|
"Epoch 931/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0122 - val_loss: 0.0124 - lr: 1.9531e-05\n",
|
|
"Epoch 932/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0121 - val_loss: 0.0123 - lr: 1.9531e-05\n",
|
|
"Epoch 933/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0122 - val_loss: 0.0127 - lr: 1.9531e-05\n",
|
|
"Epoch 934/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0123 - val_loss: 0.0128 - lr: 9.7656e-06\n",
|
|
"Epoch 935/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0120 - val_loss: 0.0127 - lr: 9.7656e-06\n",
|
|
"Epoch 936/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0121 - val_loss: 0.0126 - lr: 9.7656e-06\n",
|
|
"Epoch 937/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0122 - val_loss: 0.0126 - lr: 9.7656e-06\n",
|
|
"Epoch 938/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0123 - val_loss: 0.0126 - lr: 9.7656e-06\n",
|
|
"Epoch 939/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0123 - val_loss: 0.0126 - lr: 9.7656e-06\n",
|
|
"Epoch 940/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0126 - val_loss: 0.0126 - lr: 9.7656e-06\n",
|
|
"Epoch 941/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0119 - val_loss: 0.0125 - lr: 9.7656e-06\n",
|
|
"Epoch 942/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0122 - val_loss: 0.0126 - lr: 9.7656e-06\n",
|
|
"Epoch 943/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0122 - val_loss: 0.0126 - lr: 9.7656e-06\n",
|
|
"Epoch 944/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0122 - val_loss: 0.0127 - lr: 9.7656e-06\n",
|
|
"Epoch 945/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0119 - val_loss: 0.0127 - lr: 9.7656e-06\n",
|
|
"Epoch 946/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0123 - val_loss: 0.0126 - lr: 9.7656e-06\n",
|
|
"Epoch 947/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0121 - val_loss: 0.0126 - lr: 9.7656e-06\n",
|
|
"Epoch 948/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0122 - val_loss: 0.0125 - lr: 9.7656e-06\n",
|
|
"Epoch 949/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0124 - val_loss: 0.0125 - lr: 9.7656e-06\n",
|
|
"Epoch 950/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0121 - val_loss: 0.0126 - lr: 9.7656e-06\n",
|
|
"Epoch 951/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0121 - val_loss: 0.0126 - lr: 9.7656e-06\n",
|
|
"Epoch 952/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0122 - val_loss: 0.0125 - lr: 9.7656e-06\n",
|
|
"Epoch 953/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0122 - val_loss: 0.0125 - lr: 9.7656e-06\n",
|
|
"Epoch 954/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0122 - val_loss: 0.0126 - lr: 9.7656e-06\n",
|
|
"Epoch 955/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0122 - val_loss: 0.0126 - lr: 9.7656e-06\n",
|
|
"Epoch 956/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0124 - val_loss: 0.0126 - lr: 9.7656e-06\n",
|
|
"Epoch 957/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0122 - val_loss: 0.0125 - lr: 9.7656e-06\n",
|
|
"Epoch 958/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0121 - val_loss: 0.0125 - lr: 9.7656e-06\n",
|
|
"Epoch 959/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0121 - val_loss: 0.0125 - lr: 4.8828e-06\n",
|
|
"Epoch 960/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0122 - val_loss: 0.0125 - lr: 4.8828e-06\n",
|
|
"Epoch 961/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0121 - val_loss: 0.0125 - lr: 4.8828e-06\n",
|
|
"Epoch 962/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0121 - val_loss: 0.0125 - lr: 4.8828e-06\n",
|
|
"Epoch 963/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0120 - val_loss: 0.0125 - lr: 4.8828e-06\n",
|
|
"Epoch 964/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0122 - val_loss: 0.0126 - lr: 4.8828e-06\n",
|
|
"Epoch 965/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0121 - val_loss: 0.0125 - lr: 4.8828e-06\n",
|
|
"Epoch 966/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0121 - val_loss: 0.0125 - lr: 4.8828e-06\n",
|
|
"Epoch 967/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0123 - val_loss: 0.0126 - lr: 4.8828e-06\n",
|
|
"Epoch 968/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0122 - val_loss: 0.0126 - lr: 4.8828e-06\n",
|
|
"Epoch 969/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0123 - val_loss: 0.0126 - lr: 4.8828e-06\n",
|
|
"Epoch 970/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0122 - val_loss: 0.0126 - lr: 4.8828e-06\n",
|
|
"Epoch 971/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0121 - val_loss: 0.0126 - lr: 4.8828e-06\n",
|
|
"Epoch 972/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0123 - val_loss: 0.0127 - lr: 4.8828e-06\n",
|
|
"Epoch 973/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0121 - val_loss: 0.0126 - lr: 4.8828e-06\n",
|
|
"Epoch 974/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0123 - val_loss: 0.0126 - lr: 4.8828e-06\n",
|
|
"Epoch 975/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0122 - val_loss: 0.0125 - lr: 4.8828e-06\n",
|
|
"Epoch 976/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0124 - val_loss: 0.0125 - lr: 4.8828e-06\n",
|
|
"Epoch 977/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0122 - val_loss: 0.0126 - lr: 4.8828e-06\n",
|
|
"Epoch 978/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0123 - val_loss: 0.0127 - lr: 4.8828e-06\n",
|
|
"Epoch 979/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0121 - val_loss: 0.0126 - lr: 4.8828e-06\n",
|
|
"Epoch 980/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0122 - val_loss: 0.0126 - lr: 4.8828e-06\n",
|
|
"Epoch 981/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0123 - val_loss: 0.0126 - lr: 4.8828e-06\n",
|
|
"Epoch 982/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0122 - val_loss: 0.0126 - lr: 4.8828e-06\n",
|
|
"Epoch 983/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0123 - val_loss: 0.0125 - lr: 4.8828e-06\n",
|
|
"Epoch 984/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0122 - val_loss: 0.0126 - lr: 2.4414e-06\n",
|
|
"Epoch 985/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0121 - val_loss: 0.0126 - lr: 2.4414e-06\n",
|
|
"Epoch 986/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0120 - val_loss: 0.0126 - lr: 2.4414e-06\n",
|
|
"Epoch 987/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0124 - val_loss: 0.0126 - lr: 2.4414e-06\n",
|
|
"Epoch 988/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0121 - val_loss: 0.0126 - lr: 2.4414e-06\n",
|
|
"Epoch 989/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0122 - val_loss: 0.0126 - lr: 2.4414e-06\n",
|
|
"Epoch 990/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0121 - val_loss: 0.0126 - lr: 2.4414e-06\n",
|
|
"Epoch 991/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0121 - val_loss: 0.0125 - lr: 2.4414e-06\n",
|
|
"Epoch 992/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0121 - val_loss: 0.0126 - lr: 2.4414e-06\n",
|
|
"Epoch 993/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0120 - val_loss: 0.0126 - lr: 2.4414e-06\n",
|
|
"Epoch 994/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0120 - val_loss: 0.0126 - lr: 2.4414e-06\n",
|
|
"Epoch 995/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0122 - val_loss: 0.0126 - lr: 2.4414e-06\n",
|
|
"Epoch 996/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0125 - val_loss: 0.0126 - lr: 2.4414e-06\n",
|
|
"Epoch 997/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0122 - val_loss: 0.0126 - lr: 2.4414e-06\n",
|
|
"Epoch 998/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0121 - val_loss: 0.0126 - lr: 2.4414e-06\n",
|
|
"Epoch 999/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0121 - val_loss: 0.0126 - lr: 2.4414e-06\n",
|
|
"Epoch 1000/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0122 - val_loss: 0.0126 - lr: 2.4414e-06\n",
|
|
"Epoch 1001/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0122 - val_loss: 0.0126 - lr: 2.4414e-06\n",
|
|
"Epoch 1002/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0124 - val_loss: 0.0126 - lr: 2.4414e-06\n",
|
|
"Epoch 1003/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0121 - val_loss: 0.0126 - lr: 2.4414e-06\n",
|
|
"Epoch 1004/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0122 - val_loss: 0.0126 - lr: 2.4414e-06\n",
|
|
"Epoch 1005/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0123 - val_loss: 0.0126 - lr: 2.4414e-06\n",
|
|
"Epoch 1006/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0122 - val_loss: 0.0126 - lr: 2.4414e-06\n",
|
|
"Epoch 1007/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0121 - val_loss: 0.0126 - lr: 2.4414e-06\n",
|
|
"Epoch 1008/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0120 - val_loss: 0.0125 - lr: 2.4414e-06\n",
|
|
"Epoch 1009/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0121 - val_loss: 0.0126 - lr: 1.2207e-06\n",
|
|
"Epoch 1010/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0121 - val_loss: 0.0126 - lr: 1.2207e-06\n",
|
|
"Epoch 1011/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0122 - val_loss: 0.0126 - lr: 1.2207e-06\n",
|
|
"Epoch 1012/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0123 - val_loss: 0.0126 - lr: 1.2207e-06\n",
|
|
"Epoch 1013/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0123 - val_loss: 0.0126 - lr: 1.2207e-06\n",
|
|
"Epoch 1014/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0121 - val_loss: 0.0126 - lr: 1.2207e-06\n",
|
|
"Epoch 1015/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0121 - val_loss: 0.0126 - lr: 1.2207e-06\n",
|
|
"Epoch 1016/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0122 - val_loss: 0.0126 - lr: 1.2207e-06\n",
|
|
"Epoch 1017/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0121 - val_loss: 0.0126 - lr: 1.2207e-06\n",
|
|
"Epoch 1018/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0122 - val_loss: 0.0126 - lr: 1.2207e-06\n",
|
|
"Epoch 1019/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0122 - val_loss: 0.0126 - lr: 1.2207e-06\n",
|
|
"Epoch 1020/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0120 - val_loss: 0.0126 - lr: 1.2207e-06\n",
|
|
"Epoch 1021/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0122 - val_loss: 0.0126 - lr: 1.2207e-06\n",
|
|
"Epoch 1022/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0121 - val_loss: 0.0126 - lr: 1.2207e-06\n",
|
|
"Epoch 1023/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0123 - val_loss: 0.0126 - lr: 1.2207e-06\n",
|
|
"Epoch 1024/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0121 - val_loss: 0.0126 - lr: 1.2207e-06\n",
|
|
"Epoch 1025/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0123 - val_loss: 0.0126 - lr: 1.2207e-06\n",
|
|
"Epoch 1026/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0121 - val_loss: 0.0126 - lr: 1.2207e-06\n",
|
|
"Epoch 1027/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0121 - val_loss: 0.0126 - lr: 1.2207e-06\n",
|
|
"Epoch 1028/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0121 - val_loss: 0.0126 - lr: 1.2207e-06\n",
|
|
"Epoch 1029/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0121 - val_loss: 0.0126 - lr: 1.2207e-06\n",
|
|
"Epoch 1030/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0124 - val_loss: 0.0126 - lr: 1.2207e-06\n",
|
|
"Epoch 1031/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0122 - val_loss: 0.0126 - lr: 1.2207e-06\n",
|
|
"Epoch 1032/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0123 - val_loss: 0.0126 - lr: 1.2207e-06\n",
|
|
"Epoch 1033/2000\n",
|
|
"90/90 [==============================] - 0s 4ms/step - loss: 0.0121 - val_loss: 0.0126 - lr: 1.2207e-06\n",
|
|
"Epoch 1034/2000\n",
|
|
"90/90 [==============================] - 0s 4ms/step - loss: 0.0123 - val_loss: 0.0126 - lr: 6.1035e-07\n",
|
|
"Epoch 1035/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0121 - val_loss: 0.0126 - lr: 6.1035e-07\n",
|
|
"Epoch 1036/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0122 - val_loss: 0.0126 - lr: 6.1035e-07\n",
|
|
"Epoch 1037/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0124 - val_loss: 0.0126 - lr: 6.1035e-07\n",
|
|
"Epoch 1038/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0122 - val_loss: 0.0126 - lr: 6.1035e-07\n",
|
|
"Epoch 1039/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0122 - val_loss: 0.0126 - lr: 6.1035e-07\n",
|
|
"Epoch 1040/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0121 - val_loss: 0.0126 - lr: 6.1035e-07\n",
|
|
"Epoch 1041/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0123 - val_loss: 0.0126 - lr: 6.1035e-07\n",
|
|
"Epoch 1042/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0121 - val_loss: 0.0126 - lr: 6.1035e-07\n",
|
|
"Epoch 1043/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0122 - val_loss: 0.0126 - lr: 6.1035e-07\n",
|
|
"Epoch 1044/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0122 - val_loss: 0.0126 - lr: 6.1035e-07\n",
|
|
"Epoch 1045/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0121 - val_loss: 0.0126 - lr: 6.1035e-07\n",
|
|
"Epoch 1046/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0122 - val_loss: 0.0126 - lr: 6.1035e-07\n",
|
|
"Epoch 1047/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0121 - val_loss: 0.0126 - lr: 6.1035e-07\n",
|
|
"Epoch 1048/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0122 - val_loss: 0.0126 - lr: 6.1035e-07\n",
|
|
"Epoch 1049/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0122 - val_loss: 0.0126 - lr: 6.1035e-07\n",
|
|
"Epoch 1050/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0121 - val_loss: 0.0126 - lr: 6.1035e-07\n",
|
|
"Epoch 1051/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0121 - val_loss: 0.0126 - lr: 6.1035e-07\n",
|
|
"Epoch 1052/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0120 - val_loss: 0.0126 - lr: 6.1035e-07\n",
|
|
"Epoch 1053/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0120 - val_loss: 0.0126 - lr: 6.1035e-07\n",
|
|
"Epoch 1054/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0121 - val_loss: 0.0126 - lr: 6.1035e-07\n",
|
|
"Epoch 1055/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0122 - val_loss: 0.0126 - lr: 6.1035e-07\n",
|
|
"Epoch 1056/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0121 - val_loss: 0.0125 - lr: 6.1035e-07\n",
|
|
"Epoch 1057/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0123 - val_loss: 0.0126 - lr: 6.1035e-07\n",
|
|
"Epoch 1058/2000\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0121 - val_loss: 0.0126 - lr: 6.1035e-07\n",
|
|
"Epoch 1059/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0120 - val_loss: 0.0126 - lr: 3.0518e-07\n",
|
|
"Epoch 1060/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0122 - val_loss: 0.0126 - lr: 3.0518e-07\n",
|
|
"Epoch 1061/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0122 - val_loss: 0.0126 - lr: 3.0518e-07\n",
|
|
"Epoch 1062/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0123 - val_loss: 0.0126 - lr: 3.0518e-07\n",
|
|
"Epoch 1063/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0120 - val_loss: 0.0126 - lr: 3.0518e-07\n",
|
|
"Epoch 1064/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0122 - val_loss: 0.0126 - lr: 3.0518e-07\n",
|
|
"Epoch 1065/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0121 - val_loss: 0.0126 - lr: 3.0518e-07\n",
|
|
"Epoch 1066/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0120 - val_loss: 0.0126 - lr: 3.0518e-07\n",
|
|
"Epoch 1067/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0121 - val_loss: 0.0126 - lr: 3.0518e-07\n",
|
|
"Epoch 1068/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0122 - val_loss: 0.0126 - lr: 3.0518e-07\n",
|
|
"Epoch 1069/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0122 - val_loss: 0.0126 - lr: 3.0518e-07\n",
|
|
"Epoch 1070/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0121 - val_loss: 0.0126 - lr: 3.0518e-07\n",
|
|
"Epoch 1071/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0121 - val_loss: 0.0126 - lr: 3.0518e-07\n",
|
|
"Epoch 1072/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0121 - val_loss: 0.0126 - lr: 3.0518e-07\n",
|
|
"Epoch 1073/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0121 - val_loss: 0.0126 - lr: 3.0518e-07\n",
|
|
"Epoch 1074/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0122 - val_loss: 0.0126 - lr: 3.0518e-07\n",
|
|
"Epoch 1075/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0121 - val_loss: 0.0126 - lr: 3.0518e-07\n",
|
|
"Epoch 1076/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0121 - val_loss: 0.0126 - lr: 3.0518e-07\n",
|
|
"Epoch 1077/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0122 - val_loss: 0.0126 - lr: 3.0518e-07\n",
|
|
"Epoch 1078/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0122 - val_loss: 0.0126 - lr: 3.0518e-07\n",
|
|
"Epoch 1079/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0121 - val_loss: 0.0126 - lr: 3.0518e-07\n",
|
|
"Epoch 1080/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0121 - val_loss: 0.0126 - lr: 3.0518e-07\n",
|
|
"Epoch 1081/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0120 - val_loss: 0.0126 - lr: 3.0518e-07\n",
|
|
"Epoch 1082/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0121 - val_loss: 0.0126 - lr: 3.0518e-07\n",
|
|
"Epoch 1083/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0122 - val_loss: 0.0125 - lr: 3.0518e-07\n",
|
|
"Epoch 1084/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0122 - val_loss: 0.0125 - lr: 1.5259e-07\n",
|
|
"Epoch 1085/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0121 - val_loss: 0.0126 - lr: 1.5259e-07\n",
|
|
"Epoch 1086/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0122 - val_loss: 0.0126 - lr: 1.5259e-07\n",
|
|
"Epoch 1087/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0121 - val_loss: 0.0126 - lr: 1.5259e-07\n",
|
|
"Epoch 1088/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0123 - val_loss: 0.0125 - lr: 1.5259e-07\n",
|
|
"Epoch 1089/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0121 - val_loss: 0.0126 - lr: 1.5259e-07\n",
|
|
"Epoch 1090/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0121 - val_loss: 0.0126 - lr: 1.5259e-07\n",
|
|
"Epoch 1091/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0121 - val_loss: 0.0126 - lr: 1.5259e-07\n",
|
|
"Epoch 1092/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0122 - val_loss: 0.0126 - lr: 1.5259e-07\n",
|
|
"Epoch 1093/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0121 - val_loss: 0.0126 - lr: 1.5259e-07\n",
|
|
"Epoch 1094/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0121 - val_loss: 0.0126 - lr: 1.5259e-07\n",
|
|
"Epoch 1095/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0121 - val_loss: 0.0126 - lr: 1.5259e-07\n",
|
|
"Epoch 1096/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0121 - val_loss: 0.0126 - lr: 1.5259e-07\n",
|
|
"Epoch 1097/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0122 - val_loss: 0.0126 - lr: 1.5259e-07\n",
|
|
"Epoch 1098/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0120 - val_loss: 0.0126 - lr: 1.5259e-07\n",
|
|
"Epoch 1099/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0123 - val_loss: 0.0126 - lr: 1.5259e-07\n",
|
|
"Epoch 1100/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0122 - val_loss: 0.0126 - lr: 1.5259e-07\n",
|
|
"Epoch 1101/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0120 - val_loss: 0.0126 - lr: 1.5259e-07\n",
|
|
"Epoch 1102/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0122 - val_loss: 0.0126 - lr: 1.5259e-07\n",
|
|
"Epoch 1103/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0121 - val_loss: 0.0126 - lr: 1.5259e-07\n",
|
|
"Epoch 1104/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0122 - val_loss: 0.0126 - lr: 1.5259e-07\n",
|
|
"Epoch 1105/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0124 - val_loss: 0.0126 - lr: 1.5259e-07\n",
|
|
"Epoch 1106/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0123 - val_loss: 0.0126 - lr: 1.5259e-07\n",
|
|
"Epoch 1107/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0121 - val_loss: 0.0126 - lr: 1.5259e-07\n",
|
|
"Epoch 1108/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0121 - val_loss: 0.0126 - lr: 1.5259e-07\n",
|
|
"Epoch 1109/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0122 - val_loss: 0.0126 - lr: 7.6294e-08\n",
|
|
"Epoch 1110/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0122 - val_loss: 0.0126 - lr: 7.6294e-08\n",
|
|
"Epoch 1111/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0122 - val_loss: 0.0126 - lr: 7.6294e-08\n",
|
|
"Epoch 1112/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0121 - val_loss: 0.0126 - lr: 7.6294e-08\n",
|
|
"Epoch 1113/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0124 - val_loss: 0.0126 - lr: 7.6294e-08\n",
|
|
"Epoch 1114/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0123 - val_loss: 0.0126 - lr: 7.6294e-08\n",
|
|
"Epoch 1115/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0122 - val_loss: 0.0126 - lr: 7.6294e-08\n",
|
|
"Epoch 1116/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0122 - val_loss: 0.0126 - lr: 7.6294e-08\n",
|
|
"Epoch 1117/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0123 - val_loss: 0.0126 - lr: 7.6294e-08\n",
|
|
"Epoch 1118/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0122 - val_loss: 0.0126 - lr: 7.6294e-08\n",
|
|
"Epoch 1119/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0122 - val_loss: 0.0126 - lr: 7.6294e-08\n",
|
|
"Epoch 1120/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0121 - val_loss: 0.0126 - lr: 7.6294e-08\n",
|
|
"Epoch 1121/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0122 - val_loss: 0.0126 - lr: 7.6294e-08\n",
|
|
"Epoch 1122/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0123 - val_loss: 0.0126 - lr: 7.6294e-08\n",
|
|
"Epoch 1123/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0120 - val_loss: 0.0126 - lr: 7.6294e-08\n",
|
|
"Epoch 1124/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0122 - val_loss: 0.0126 - lr: 7.6294e-08\n",
|
|
"Epoch 1125/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0121 - val_loss: 0.0126 - lr: 7.6294e-08\n",
|
|
"Epoch 1126/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0123 - val_loss: 0.0126 - lr: 7.6294e-08\n",
|
|
"Epoch 1127/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0120 - val_loss: 0.0126 - lr: 7.6294e-08\n",
|
|
"Epoch 1128/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0123 - val_loss: 0.0126 - lr: 7.6294e-08\n",
|
|
"Epoch 1129/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0120 - val_loss: 0.0126 - lr: 7.6294e-08\n",
|
|
"Epoch 1130/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0120 - val_loss: 0.0126 - lr: 7.6294e-08\n",
|
|
"Epoch 1131/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0123 - val_loss: 0.0126 - lr: 7.6294e-08\n",
|
|
"Epoch 1132/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0121 - val_loss: 0.0126 - lr: 7.6294e-08\n",
|
|
"Epoch 1133/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0122 - val_loss: 0.0126 - lr: 7.6294e-08\n",
|
|
"Epoch 1134/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0121 - val_loss: 0.0126 - lr: 3.8147e-08\n",
|
|
"Epoch 1135/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0122 - val_loss: 0.0126 - lr: 3.8147e-08\n",
|
|
"Epoch 1136/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0121 - val_loss: 0.0126 - lr: 3.8147e-08\n",
|
|
"Epoch 1137/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0121 - val_loss: 0.0126 - lr: 3.8147e-08\n",
|
|
"Epoch 1138/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0121 - val_loss: 0.0126 - lr: 3.8147e-08\n",
|
|
"Epoch 1139/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0124 - val_loss: 0.0126 - lr: 3.8147e-08\n",
|
|
"Epoch 1140/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0124 - val_loss: 0.0126 - lr: 3.8147e-08\n",
|
|
"Epoch 1141/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0123 - val_loss: 0.0126 - lr: 3.8147e-08\n",
|
|
"Epoch 1142/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0121 - val_loss: 0.0126 - lr: 3.8147e-08\n",
|
|
"Epoch 1143/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0124 - val_loss: 0.0126 - lr: 3.8147e-08\n",
|
|
"Epoch 1144/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0122 - val_loss: 0.0126 - lr: 3.8147e-08\n",
|
|
"Epoch 1145/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0122 - val_loss: 0.0126 - lr: 3.8147e-08\n",
|
|
"Epoch 1146/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0123 - val_loss: 0.0126 - lr: 3.8147e-08\n",
|
|
"Epoch 1147/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0123 - val_loss: 0.0126 - lr: 3.8147e-08\n",
|
|
"Epoch 1148/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0123 - val_loss: 0.0126 - lr: 3.8147e-08\n",
|
|
"Epoch 1149/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0122 - val_loss: 0.0126 - lr: 3.8147e-08\n",
|
|
"Epoch 1150/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0120 - val_loss: 0.0126 - lr: 3.8147e-08\n",
|
|
"Epoch 1151/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0120 - val_loss: 0.0126 - lr: 3.8147e-08\n",
|
|
"Epoch 1152/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0123 - val_loss: 0.0126 - lr: 3.8147e-08\n",
|
|
"Epoch 1153/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0121 - val_loss: 0.0126 - lr: 3.8147e-08\n",
|
|
"Epoch 1154/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0122 - val_loss: 0.0126 - lr: 3.8147e-08\n",
|
|
"Epoch 1155/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0121 - val_loss: 0.0126 - lr: 3.8147e-08\n",
|
|
"Epoch 1156/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0120 - val_loss: 0.0126 - lr: 3.8147e-08\n",
|
|
"Epoch 1157/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0122 - val_loss: 0.0125 - lr: 3.8147e-08\n",
|
|
"Epoch 1158/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0123 - val_loss: 0.0126 - lr: 3.8147e-08\n",
|
|
"Epoch 1159/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0122 - val_loss: 0.0126 - lr: 1.9073e-08\n",
|
|
"Epoch 1160/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0121 - val_loss: 0.0126 - lr: 1.9073e-08\n",
|
|
"Epoch 1161/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0120 - val_loss: 0.0126 - lr: 1.9073e-08\n",
|
|
"Epoch 1162/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0124 - val_loss: 0.0126 - lr: 1.9073e-08\n",
|
|
"Epoch 1163/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0121 - val_loss: 0.0126 - lr: 1.9073e-08\n",
|
|
"Epoch 1164/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0123 - val_loss: 0.0126 - lr: 1.9073e-08\n",
|
|
"Epoch 1165/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0120 - val_loss: 0.0126 - lr: 1.9073e-08\n",
|
|
"Epoch 1166/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0121 - val_loss: 0.0126 - lr: 1.9073e-08\n",
|
|
"Epoch 1167/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0123 - val_loss: 0.0126 - lr: 1.9073e-08\n",
|
|
"Epoch 1168/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0120 - val_loss: 0.0126 - lr: 1.9073e-08\n",
|
|
"Epoch 1169/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0123 - val_loss: 0.0126 - lr: 1.9073e-08\n",
|
|
"Epoch 1170/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0120 - val_loss: 0.0126 - lr: 1.9073e-08\n",
|
|
"Epoch 1171/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0121 - val_loss: 0.0126 - lr: 1.9073e-08\n",
|
|
"Epoch 1172/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0122 - val_loss: 0.0126 - lr: 1.9073e-08\n",
|
|
"Epoch 1173/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0122 - val_loss: 0.0126 - lr: 1.9073e-08\n",
|
|
"Epoch 1174/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0121 - val_loss: 0.0126 - lr: 1.9073e-08\n",
|
|
"Epoch 1175/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0121 - val_loss: 0.0126 - lr: 1.9073e-08\n",
|
|
"Epoch 1176/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0122 - val_loss: 0.0126 - lr: 1.9073e-08\n",
|
|
"Epoch 1177/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0121 - val_loss: 0.0126 - lr: 1.9073e-08\n",
|
|
"Epoch 1178/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0123 - val_loss: 0.0126 - lr: 1.9073e-08\n",
|
|
"Epoch 1179/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0121 - val_loss: 0.0126 - lr: 1.9073e-08\n",
|
|
"Epoch 1180/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0122 - val_loss: 0.0126 - lr: 1.9073e-08\n",
|
|
"Epoch 1181/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0123 - val_loss: 0.0126 - lr: 1.9073e-08\n",
|
|
"Epoch 1182/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0118 - val_loss: 0.0126 - lr: 1.9073e-08\n",
|
|
"Epoch 1183/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0122 - val_loss: 0.0126 - lr: 1.9073e-08\n",
|
|
"Epoch 1184/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0122 - val_loss: 0.0126 - lr: 9.5367e-09\n",
|
|
"Epoch 1185/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0122 - val_loss: 0.0126 - lr: 9.5367e-09\n",
|
|
"Epoch 1186/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0122 - val_loss: 0.0126 - lr: 9.5367e-09\n",
|
|
"Epoch 1187/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0124 - val_loss: 0.0126 - lr: 9.5367e-09\n",
|
|
"Epoch 1188/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0123 - val_loss: 0.0127 - lr: 9.5367e-09\n",
|
|
"Epoch 1189/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0122 - val_loss: 0.0126 - lr: 9.5367e-09\n",
|
|
"Epoch 1190/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0122 - val_loss: 0.0126 - lr: 9.5367e-09\n",
|
|
"Epoch 1191/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0121 - val_loss: 0.0126 - lr: 9.5367e-09\n",
|
|
"Epoch 1192/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0124 - val_loss: 0.0126 - lr: 9.5367e-09\n",
|
|
"Epoch 1193/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0122 - val_loss: 0.0126 - lr: 9.5367e-09\n",
|
|
"Epoch 1194/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0123 - val_loss: 0.0126 - lr: 9.5367e-09\n",
|
|
"Epoch 1195/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0121 - val_loss: 0.0126 - lr: 9.5367e-09\n",
|
|
"Epoch 1196/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0120 - val_loss: 0.0126 - lr: 9.5367e-09\n",
|
|
"Epoch 1197/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0124 - val_loss: 0.0126 - lr: 9.5367e-09\n",
|
|
"Epoch 1198/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0121 - val_loss: 0.0126 - lr: 9.5367e-09\n",
|
|
"Epoch 1199/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0122 - val_loss: 0.0126 - lr: 9.5367e-09\n",
|
|
"Epoch 1200/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0121 - val_loss: 0.0126 - lr: 9.5367e-09\n",
|
|
"Epoch 1201/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0124 - val_loss: 0.0126 - lr: 9.5367e-09\n",
|
|
"Epoch 1202/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0125 - val_loss: 0.0126 - lr: 9.5367e-09\n",
|
|
"Epoch 1203/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0124 - val_loss: 0.0127 - lr: 9.5367e-09\n",
|
|
"Epoch 1204/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0120 - val_loss: 0.0126 - lr: 9.5367e-09\n",
|
|
"Epoch 1205/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0123 - val_loss: 0.0126 - lr: 9.5367e-09\n",
|
|
"Epoch 1206/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0123 - val_loss: 0.0126 - lr: 9.5367e-09\n",
|
|
"Epoch 1207/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0121 - val_loss: 0.0126 - lr: 9.5367e-09\n",
|
|
"Epoch 1208/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0121 - val_loss: 0.0126 - lr: 9.5367e-09\n",
|
|
"Epoch 1209/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0121 - val_loss: 0.0126 - lr: 4.7684e-09\n",
|
|
"Epoch 1210/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0121 - val_loss: 0.0126 - lr: 4.7684e-09\n",
|
|
"Epoch 1211/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0122 - val_loss: 0.0126 - lr: 4.7684e-09\n",
|
|
"Epoch 1212/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0123 - val_loss: 0.0126 - lr: 4.7684e-09\n",
|
|
"Epoch 1213/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0120 - val_loss: 0.0126 - lr: 4.7684e-09\n",
|
|
"Epoch 1214/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0124 - val_loss: 0.0125 - lr: 4.7684e-09\n",
|
|
"Epoch 1215/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0122 - val_loss: 0.0126 - lr: 4.7684e-09\n",
|
|
"Epoch 1216/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0123 - val_loss: 0.0126 - lr: 4.7684e-09\n",
|
|
"Epoch 1217/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0121 - val_loss: 0.0126 - lr: 4.7684e-09\n",
|
|
"Epoch 1218/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0122 - val_loss: 0.0126 - lr: 4.7684e-09\n",
|
|
"Epoch 1219/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0121 - val_loss: 0.0126 - lr: 4.7684e-09\n",
|
|
"Epoch 1220/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0123 - val_loss: 0.0126 - lr: 4.7684e-09\n",
|
|
"Epoch 1221/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0121 - val_loss: 0.0126 - lr: 4.7684e-09\n",
|
|
"Epoch 1222/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0120 - val_loss: 0.0126 - lr: 4.7684e-09\n",
|
|
"Epoch 1223/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0122 - val_loss: 0.0126 - lr: 4.7684e-09\n",
|
|
"Epoch 1224/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0122 - val_loss: 0.0126 - lr: 4.7684e-09\n",
|
|
"Epoch 1225/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0118 - val_loss: 0.0126 - lr: 4.7684e-09\n",
|
|
"Epoch 1226/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0123 - val_loss: 0.0126 - lr: 4.7684e-09\n",
|
|
"Epoch 1227/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0121 - val_loss: 0.0126 - lr: 4.7684e-09\n",
|
|
"Epoch 1228/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0124 - val_loss: 0.0126 - lr: 4.7684e-09\n",
|
|
"Epoch 1229/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0121 - val_loss: 0.0126 - lr: 4.7684e-09\n",
|
|
"Epoch 1230/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0121 - val_loss: 0.0126 - lr: 4.7684e-09\n",
|
|
"Epoch 1231/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0123 - val_loss: 0.0126 - lr: 4.7684e-09\n",
|
|
"Epoch 1232/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0121 - val_loss: 0.0126 - lr: 4.7684e-09\n",
|
|
"Epoch 1233/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0121 - val_loss: 0.0126 - lr: 4.7684e-09\n",
|
|
"Epoch 1234/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0122 - val_loss: 0.0126 - lr: 2.3842e-09\n",
|
|
"Epoch 1235/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0122 - val_loss: 0.0126 - lr: 2.3842e-09\n",
|
|
"Epoch 1236/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0121 - val_loss: 0.0126 - lr: 2.3842e-09\n",
|
|
"Epoch 1237/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0122 - val_loss: 0.0126 - lr: 2.3842e-09\n",
|
|
"Epoch 1238/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0120 - val_loss: 0.0127 - lr: 2.3842e-09\n",
|
|
"Epoch 1239/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0121 - val_loss: 0.0126 - lr: 2.3842e-09\n",
|
|
"Epoch 1240/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0122 - val_loss: 0.0126 - lr: 2.3842e-09\n",
|
|
"Epoch 1241/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0123 - val_loss: 0.0126 - lr: 2.3842e-09\n",
|
|
"Epoch 1242/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0122 - val_loss: 0.0126 - lr: 2.3842e-09\n",
|
|
"Epoch 1243/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0123 - val_loss: 0.0126 - lr: 2.3842e-09\n",
|
|
"Epoch 1244/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0121 - val_loss: 0.0126 - lr: 2.3842e-09\n",
|
|
"Epoch 1245/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0123 - val_loss: 0.0126 - lr: 2.3842e-09\n",
|
|
"Epoch 1246/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0123 - val_loss: 0.0126 - lr: 2.3842e-09\n",
|
|
"Epoch 1247/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0122 - val_loss: 0.0126 - lr: 2.3842e-09\n",
|
|
"Epoch 1248/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0121 - val_loss: 0.0126 - lr: 2.3842e-09\n",
|
|
"Epoch 1249/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0122 - val_loss: 0.0126 - lr: 2.3842e-09\n",
|
|
"Epoch 1250/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0122 - val_loss: 0.0126 - lr: 2.3842e-09\n",
|
|
"Epoch 1251/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0120 - val_loss: 0.0126 - lr: 2.3842e-09\n",
|
|
"Epoch 1252/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0123 - val_loss: 0.0126 - lr: 2.3842e-09\n",
|
|
"Epoch 1253/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0123 - val_loss: 0.0125 - lr: 2.3842e-09\n",
|
|
"Epoch 1254/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0122 - val_loss: 0.0126 - lr: 2.3842e-09\n",
|
|
"Epoch 1255/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0122 - val_loss: 0.0126 - lr: 2.3842e-09\n",
|
|
"Epoch 1256/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0123 - val_loss: 0.0126 - lr: 2.3842e-09\n",
|
|
"Epoch 1257/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0122 - val_loss: 0.0126 - lr: 2.3842e-09\n",
|
|
"Epoch 1258/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0124 - val_loss: 0.0126 - lr: 2.3842e-09\n",
|
|
"Epoch 1259/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0122 - val_loss: 0.0126 - lr: 1.1921e-09\n",
|
|
"Epoch 1260/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0124 - val_loss: 0.0126 - lr: 1.1921e-09\n",
|
|
"Epoch 1261/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0122 - val_loss: 0.0126 - lr: 1.1921e-09\n",
|
|
"Epoch 1262/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0123 - val_loss: 0.0126 - lr: 1.1921e-09\n",
|
|
"Epoch 1263/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0122 - val_loss: 0.0126 - lr: 1.1921e-09\n",
|
|
"Epoch 1264/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0121 - val_loss: 0.0126 - lr: 1.1921e-09\n",
|
|
"Epoch 1265/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0122 - val_loss: 0.0127 - lr: 1.1921e-09\n",
|
|
"Epoch 1266/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0120 - val_loss: 0.0126 - lr: 1.1921e-09\n",
|
|
"Epoch 1267/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0123 - val_loss: 0.0126 - lr: 1.1921e-09\n",
|
|
"Epoch 1268/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0120 - val_loss: 0.0126 - lr: 1.1921e-09\n",
|
|
"Epoch 1269/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0124 - val_loss: 0.0126 - lr: 1.1921e-09\n",
|
|
"Epoch 1270/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0123 - val_loss: 0.0126 - lr: 1.1921e-09\n",
|
|
"Epoch 1271/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0120 - val_loss: 0.0126 - lr: 1.1921e-09\n",
|
|
"Epoch 1272/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0124 - val_loss: 0.0126 - lr: 1.1921e-09\n",
|
|
"Epoch 1273/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0121 - val_loss: 0.0126 - lr: 1.1921e-09\n",
|
|
"Epoch 1274/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0120 - val_loss: 0.0126 - lr: 1.1921e-09\n",
|
|
"Epoch 1275/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0121 - val_loss: 0.0126 - lr: 1.1921e-09\n",
|
|
"Epoch 1276/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0120 - val_loss: 0.0126 - lr: 1.1921e-09\n",
|
|
"Epoch 1277/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0123 - val_loss: 0.0126 - lr: 1.1921e-09\n",
|
|
"Epoch 1278/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0120 - val_loss: 0.0126 - lr: 1.1921e-09\n",
|
|
"Epoch 1279/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0120 - val_loss: 0.0126 - lr: 1.1921e-09\n",
|
|
"Epoch 1280/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0121 - val_loss: 0.0126 - lr: 1.1921e-09\n",
|
|
"Epoch 1281/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0122 - val_loss: 0.0126 - lr: 1.1921e-09\n",
|
|
"Epoch 1282/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0120 - val_loss: 0.0126 - lr: 1.1921e-09\n",
|
|
"Epoch 1283/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0121 - val_loss: 0.0126 - lr: 1.1921e-09\n",
|
|
"Epoch 1284/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0121 - val_loss: 0.0126 - lr: 5.9605e-10\n",
|
|
"Epoch 1285/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0121 - val_loss: 0.0126 - lr: 5.9605e-10\n",
|
|
"Epoch 1286/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0121 - val_loss: 0.0126 - lr: 5.9605e-10\n",
|
|
"Epoch 1287/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0121 - val_loss: 0.0126 - lr: 5.9605e-10\n",
|
|
"Epoch 1288/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0121 - val_loss: 0.0126 - lr: 5.9605e-10\n",
|
|
"Epoch 1289/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0121 - val_loss: 0.0126 - lr: 5.9605e-10\n",
|
|
"Epoch 1290/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0122 - val_loss: 0.0126 - lr: 5.9605e-10\n",
|
|
"Epoch 1291/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0121 - val_loss: 0.0126 - lr: 5.9605e-10\n",
|
|
"Epoch 1292/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0123 - val_loss: 0.0126 - lr: 5.9605e-10\n",
|
|
"Epoch 1293/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0122 - val_loss: 0.0126 - lr: 5.9605e-10\n",
|
|
"Epoch 1294/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0121 - val_loss: 0.0126 - lr: 5.9605e-10\n",
|
|
"Epoch 1295/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0124 - val_loss: 0.0126 - lr: 5.9605e-10\n",
|
|
"Epoch 1296/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0122 - val_loss: 0.0126 - lr: 5.9605e-10\n",
|
|
"Epoch 1297/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0122 - val_loss: 0.0126 - lr: 5.9605e-10\n",
|
|
"Epoch 1298/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0121 - val_loss: 0.0126 - lr: 5.9605e-10\n",
|
|
"Epoch 1299/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0120 - val_loss: 0.0126 - lr: 5.9605e-10\n",
|
|
"Epoch 1300/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0122 - val_loss: 0.0126 - lr: 5.9605e-10\n",
|
|
"Epoch 1301/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0120 - val_loss: 0.0126 - lr: 5.9605e-10\n",
|
|
"Epoch 1302/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0122 - val_loss: 0.0126 - lr: 5.9605e-10\n",
|
|
"Epoch 1303/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0123 - val_loss: 0.0126 - lr: 5.9605e-10\n",
|
|
"Epoch 1304/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0120 - val_loss: 0.0126 - lr: 5.9605e-10\n",
|
|
"Epoch 1305/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0121 - val_loss: 0.0126 - lr: 5.9605e-10\n",
|
|
"Epoch 1306/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0122 - val_loss: 0.0126 - lr: 5.9605e-10\n",
|
|
"Epoch 1307/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0120 - val_loss: 0.0126 - lr: 5.9605e-10\n",
|
|
"Epoch 1308/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0123 - val_loss: 0.0126 - lr: 5.9605e-10\n",
|
|
"Epoch 1309/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0122 - val_loss: 0.0126 - lr: 2.9802e-10\n",
|
|
"Epoch 1310/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0121 - val_loss: 0.0126 - lr: 2.9802e-10\n",
|
|
"Epoch 1311/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0123 - val_loss: 0.0126 - lr: 2.9802e-10\n",
|
|
"Epoch 1312/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0123 - val_loss: 0.0126 - lr: 2.9802e-10\n",
|
|
"Epoch 1313/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0122 - val_loss: 0.0126 - lr: 2.9802e-10\n",
|
|
"Epoch 1314/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0121 - val_loss: 0.0126 - lr: 2.9802e-10\n",
|
|
"Epoch 1315/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0121 - val_loss: 0.0127 - lr: 2.9802e-10\n",
|
|
"Epoch 1316/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0124 - val_loss: 0.0126 - lr: 2.9802e-10\n",
|
|
"Epoch 1317/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0125 - val_loss: 0.0126 - lr: 2.9802e-10\n",
|
|
"Epoch 1318/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0121 - val_loss: 0.0126 - lr: 2.9802e-10\n",
|
|
"Epoch 1319/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0122 - val_loss: 0.0126 - lr: 2.9802e-10\n",
|
|
"Epoch 1320/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0123 - val_loss: 0.0126 - lr: 2.9802e-10\n",
|
|
"Epoch 1321/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0120 - val_loss: 0.0126 - lr: 2.9802e-10\n",
|
|
"Epoch 1322/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0121 - val_loss: 0.0126 - lr: 2.9802e-10\n",
|
|
"Epoch 1323/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0121 - val_loss: 0.0126 - lr: 2.9802e-10\n",
|
|
"Epoch 1324/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0123 - val_loss: 0.0126 - lr: 2.9802e-10\n",
|
|
"Epoch 1325/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0123 - val_loss: 0.0126 - lr: 2.9802e-10\n",
|
|
"Epoch 1326/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0120 - val_loss: 0.0126 - lr: 2.9802e-10\n",
|
|
"Epoch 1327/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0120 - val_loss: 0.0126 - lr: 2.9802e-10\n",
|
|
"Epoch 1328/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0122 - val_loss: 0.0126 - lr: 2.9802e-10\n",
|
|
"Epoch 1329/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0121 - val_loss: 0.0126 - lr: 2.9802e-10\n",
|
|
"Epoch 1330/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0123 - val_loss: 0.0126 - lr: 2.9802e-10\n",
|
|
"Epoch 1331/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0120 - val_loss: 0.0126 - lr: 2.9802e-10\n",
|
|
"Epoch 1332/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0120 - val_loss: 0.0125 - lr: 2.9802e-10\n",
|
|
"Epoch 1333/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0121 - val_loss: 0.0126 - lr: 2.9802e-10\n",
|
|
"Epoch 1334/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0120 - val_loss: 0.0126 - lr: 1.4901e-10\n",
|
|
"Epoch 1335/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0123 - val_loss: 0.0126 - lr: 1.4901e-10\n",
|
|
"Epoch 1336/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0121 - val_loss: 0.0126 - lr: 1.4901e-10\n",
|
|
"Epoch 1337/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0121 - val_loss: 0.0126 - lr: 1.4901e-10\n",
|
|
"Epoch 1338/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0122 - val_loss: 0.0126 - lr: 1.4901e-10\n",
|
|
"Epoch 1339/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0120 - val_loss: 0.0126 - lr: 1.4901e-10\n",
|
|
"Epoch 1340/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0121 - val_loss: 0.0126 - lr: 1.4901e-10\n",
|
|
"Epoch 1341/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0123 - val_loss: 0.0126 - lr: 1.4901e-10\n",
|
|
"Epoch 1342/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0123 - val_loss: 0.0126 - lr: 1.4901e-10\n",
|
|
"Epoch 1343/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0122 - val_loss: 0.0126 - lr: 1.4901e-10\n",
|
|
"Epoch 1344/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0121 - val_loss: 0.0126 - lr: 1.4901e-10\n",
|
|
"Epoch 1345/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0120 - val_loss: 0.0126 - lr: 1.4901e-10\n",
|
|
"Epoch 1346/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0121 - val_loss: 0.0126 - lr: 1.4901e-10\n",
|
|
"Epoch 1347/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0122 - val_loss: 0.0126 - lr: 1.4901e-10\n",
|
|
"Epoch 1348/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0121 - val_loss: 0.0126 - lr: 1.4901e-10\n",
|
|
"Epoch 1349/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0121 - val_loss: 0.0126 - lr: 1.4901e-10\n",
|
|
"Epoch 1350/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0123 - val_loss: 0.0126 - lr: 1.4901e-10\n",
|
|
"Epoch 1351/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0123 - val_loss: 0.0126 - lr: 1.4901e-10\n",
|
|
"Epoch 1352/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0122 - val_loss: 0.0126 - lr: 1.4901e-10\n",
|
|
"Epoch 1353/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0121 - val_loss: 0.0126 - lr: 1.4901e-10\n",
|
|
"Epoch 1354/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0123 - val_loss: 0.0126 - lr: 1.4901e-10\n",
|
|
"Epoch 1355/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0122 - val_loss: 0.0126 - lr: 1.4901e-10\n",
|
|
"Epoch 1356/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0122 - val_loss: 0.0126 - lr: 1.4901e-10\n",
|
|
"Epoch 1357/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0122 - val_loss: 0.0126 - lr: 1.4901e-10\n",
|
|
"Epoch 1358/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0123 - val_loss: 0.0126 - lr: 1.4901e-10\n",
|
|
"Epoch 1359/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0122 - val_loss: 0.0126 - lr: 7.4506e-11\n",
|
|
"Epoch 1360/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0123 - val_loss: 0.0126 - lr: 7.4506e-11\n",
|
|
"Epoch 1361/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0122 - val_loss: 0.0126 - lr: 7.4506e-11\n",
|
|
"Epoch 1362/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0123 - val_loss: 0.0126 - lr: 7.4506e-11\n",
|
|
"Epoch 1363/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0121 - val_loss: 0.0126 - lr: 7.4506e-11\n",
|
|
"Epoch 1364/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0120 - val_loss: 0.0126 - lr: 7.4506e-11\n",
|
|
"Epoch 1365/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0122 - val_loss: 0.0126 - lr: 7.4506e-11\n",
|
|
"Epoch 1366/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0121 - val_loss: 0.0126 - lr: 7.4506e-11\n",
|
|
"Epoch 1367/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0123 - val_loss: 0.0126 - lr: 7.4506e-11\n",
|
|
"Epoch 1368/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0123 - val_loss: 0.0126 - lr: 7.4506e-11\n",
|
|
"Epoch 1369/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0121 - val_loss: 0.0126 - lr: 7.4506e-11\n",
|
|
"Epoch 1370/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0124 - val_loss: 0.0126 - lr: 7.4506e-11\n",
|
|
"Epoch 1371/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0122 - val_loss: 0.0126 - lr: 7.4506e-11\n",
|
|
"Epoch 1372/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0123 - val_loss: 0.0126 - lr: 7.4506e-11\n",
|
|
"Epoch 1373/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0121 - val_loss: 0.0126 - lr: 7.4506e-11\n",
|
|
"Epoch 1374/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0121 - val_loss: 0.0126 - lr: 7.4506e-11\n",
|
|
"Epoch 1375/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0122 - val_loss: 0.0126 - lr: 7.4506e-11\n",
|
|
"Epoch 1376/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0122 - val_loss: 0.0126 - lr: 7.4506e-11\n",
|
|
"Epoch 1377/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0121 - val_loss: 0.0126 - lr: 7.4506e-11\n",
|
|
"Epoch 1378/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0121 - val_loss: 0.0126 - lr: 7.4506e-11\n",
|
|
"Epoch 1379/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0124 - val_loss: 0.0126 - lr: 7.4506e-11\n",
|
|
"Epoch 1380/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0122 - val_loss: 0.0126 - lr: 7.4506e-11\n",
|
|
"Epoch 1381/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0122 - val_loss: 0.0126 - lr: 7.4506e-11\n",
|
|
"Epoch 1382/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0122 - val_loss: 0.0126 - lr: 7.4506e-11\n",
|
|
"Epoch 1383/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0121 - val_loss: 0.0126 - lr: 7.4506e-11\n",
|
|
"Epoch 1384/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0125 - val_loss: 0.0126 - lr: 3.7253e-11\n",
|
|
"Epoch 1385/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0123 - val_loss: 0.0126 - lr: 3.7253e-11\n",
|
|
"Epoch 1386/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0124 - val_loss: 0.0126 - lr: 3.7253e-11\n",
|
|
"Epoch 1387/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0121 - val_loss: 0.0126 - lr: 3.7253e-11\n",
|
|
"Epoch 1388/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0121 - val_loss: 0.0126 - lr: 3.7253e-11\n",
|
|
"Epoch 1389/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0123 - val_loss: 0.0126 - lr: 3.7253e-11\n",
|
|
"Epoch 1390/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0121 - val_loss: 0.0126 - lr: 3.7253e-11\n",
|
|
"Epoch 1391/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0122 - val_loss: 0.0126 - lr: 3.7253e-11\n",
|
|
"Epoch 1392/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0121 - val_loss: 0.0126 - lr: 3.7253e-11\n",
|
|
"Epoch 1393/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0123 - val_loss: 0.0126 - lr: 3.7253e-11\n",
|
|
"Epoch 1394/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0121 - val_loss: 0.0126 - lr: 3.7253e-11\n",
|
|
"Epoch 1395/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0120 - val_loss: 0.0126 - lr: 3.7253e-11\n",
|
|
"Epoch 1396/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0121 - val_loss: 0.0126 - lr: 3.7253e-11\n",
|
|
"Epoch 1397/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0122 - val_loss: 0.0126 - lr: 3.7253e-11\n",
|
|
"Epoch 1398/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0122 - val_loss: 0.0126 - lr: 3.7253e-11\n",
|
|
"Epoch 1399/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0123 - val_loss: 0.0126 - lr: 3.7253e-11\n",
|
|
"Epoch 1400/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0122 - val_loss: 0.0126 - lr: 3.7253e-11\n",
|
|
"Epoch 1401/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0121 - val_loss: 0.0126 - lr: 3.7253e-11\n",
|
|
"Epoch 1402/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0122 - val_loss: 0.0126 - lr: 3.7253e-11\n",
|
|
"Epoch 1403/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0122 - val_loss: 0.0126 - lr: 3.7253e-11\n",
|
|
"Epoch 1404/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0124 - val_loss: 0.0126 - lr: 3.7253e-11\n",
|
|
"Epoch 1405/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0123 - val_loss: 0.0126 - lr: 3.7253e-11\n",
|
|
"Epoch 1406/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0122 - val_loss: 0.0126 - lr: 3.7253e-11\n",
|
|
"Epoch 1407/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0122 - val_loss: 0.0126 - lr: 3.7253e-11\n",
|
|
"Epoch 1408/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0120 - val_loss: 0.0126 - lr: 3.7253e-11\n",
|
|
"Epoch 1409/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0121 - val_loss: 0.0126 - lr: 1.8626e-11\n",
|
|
"Epoch 1410/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0120 - val_loss: 0.0126 - lr: 1.8626e-11\n",
|
|
"Epoch 1411/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0122 - val_loss: 0.0126 - lr: 1.8626e-11\n",
|
|
"Epoch 1412/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0121 - val_loss: 0.0126 - lr: 1.8626e-11\n",
|
|
"Epoch 1413/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0123 - val_loss: 0.0126 - lr: 1.8626e-11\n",
|
|
"Epoch 1414/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0120 - val_loss: 0.0126 - lr: 1.8626e-11\n",
|
|
"Epoch 1415/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0122 - val_loss: 0.0126 - lr: 1.8626e-11\n",
|
|
"Epoch 1416/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0123 - val_loss: 0.0125 - lr: 1.8626e-11\n",
|
|
"Epoch 1417/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0120 - val_loss: 0.0126 - lr: 1.8626e-11\n",
|
|
"Epoch 1418/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0124 - val_loss: 0.0126 - lr: 1.8626e-11\n",
|
|
"Epoch 1419/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0123 - val_loss: 0.0126 - lr: 1.8626e-11\n",
|
|
"Epoch 1420/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0120 - val_loss: 0.0126 - lr: 1.8626e-11\n",
|
|
"Epoch 1421/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0121 - val_loss: 0.0126 - lr: 1.8626e-11\n",
|
|
"Epoch 1422/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0122 - val_loss: 0.0126 - lr: 1.8626e-11\n",
|
|
"Epoch 1423/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0123 - val_loss: 0.0126 - lr: 1.8626e-11\n",
|
|
"Epoch 1424/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0121 - val_loss: 0.0126 - lr: 1.8626e-11\n",
|
|
"Epoch 1425/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0122 - val_loss: 0.0126 - lr: 1.8626e-11\n",
|
|
"Epoch 1426/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0121 - val_loss: 0.0126 - lr: 1.8626e-11\n",
|
|
"Epoch 1427/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0120 - val_loss: 0.0126 - lr: 1.8626e-11\n",
|
|
"Epoch 1428/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0121 - val_loss: 0.0126 - lr: 1.8626e-11\n",
|
|
"Epoch 1429/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0123 - val_loss: 0.0125 - lr: 1.8626e-11\n",
|
|
"Epoch 1430/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0120 - val_loss: 0.0126 - lr: 1.8626e-11\n",
|
|
"Epoch 1431/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0119 - val_loss: 0.0126 - lr: 1.8626e-11\n",
|
|
"Epoch 1432/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0119 - val_loss: 0.0126 - lr: 1.8626e-11\n",
|
|
"Epoch 1433/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0121 - val_loss: 0.0126 - lr: 1.8626e-11\n",
|
|
"Epoch 1434/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0121 - val_loss: 0.0126 - lr: 9.3132e-12\n",
|
|
"Epoch 1435/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0121 - val_loss: 0.0126 - lr: 9.3132e-12\n",
|
|
"Epoch 1436/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0121 - val_loss: 0.0126 - lr: 9.3132e-12\n",
|
|
"Epoch 1437/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0122 - val_loss: 0.0125 - lr: 9.3132e-12\n",
|
|
"Epoch 1438/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0122 - val_loss: 0.0125 - lr: 9.3132e-12\n",
|
|
"Epoch 1439/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0122 - val_loss: 0.0126 - lr: 9.3132e-12\n",
|
|
"Epoch 1440/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0123 - val_loss: 0.0126 - lr: 9.3132e-12\n",
|
|
"Epoch 1441/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0123 - val_loss: 0.0126 - lr: 9.3132e-12\n",
|
|
"Epoch 1442/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0123 - val_loss: 0.0126 - lr: 9.3132e-12\n",
|
|
"Epoch 1443/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0119 - val_loss: 0.0126 - lr: 9.3132e-12\n",
|
|
"Epoch 1444/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0120 - val_loss: 0.0126 - lr: 9.3132e-12\n",
|
|
"Epoch 1445/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0122 - val_loss: 0.0126 - lr: 9.3132e-12\n",
|
|
"Epoch 1446/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0120 - val_loss: 0.0126 - lr: 9.3132e-12\n",
|
|
"Epoch 1447/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0120 - val_loss: 0.0126 - lr: 9.3132e-12\n",
|
|
"Epoch 1448/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0123 - val_loss: 0.0126 - lr: 9.3132e-12\n",
|
|
"Epoch 1449/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0121 - val_loss: 0.0125 - lr: 9.3132e-12\n",
|
|
"Epoch 1450/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0123 - val_loss: 0.0126 - lr: 9.3132e-12\n",
|
|
"Epoch 1451/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0123 - val_loss: 0.0126 - lr: 9.3132e-12\n",
|
|
"Epoch 1452/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0120 - val_loss: 0.0126 - lr: 9.3132e-12\n",
|
|
"Epoch 1453/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0122 - val_loss: 0.0126 - lr: 9.3132e-12\n",
|
|
"Epoch 1454/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0122 - val_loss: 0.0126 - lr: 9.3132e-12\n",
|
|
"Epoch 1455/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0123 - val_loss: 0.0126 - lr: 9.3132e-12\n",
|
|
"Epoch 1456/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0123 - val_loss: 0.0126 - lr: 9.3132e-12\n",
|
|
"Epoch 1457/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0121 - val_loss: 0.0126 - lr: 9.3132e-12\n",
|
|
"Epoch 1458/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0123 - val_loss: 0.0126 - lr: 9.3132e-12\n",
|
|
"Epoch 1459/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0122 - val_loss: 0.0126 - lr: 4.6566e-12\n",
|
|
"Epoch 1460/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0122 - val_loss: 0.0126 - lr: 4.6566e-12\n",
|
|
"Epoch 1461/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0122 - val_loss: 0.0126 - lr: 4.6566e-12\n",
|
|
"Epoch 1462/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0122 - val_loss: 0.0126 - lr: 4.6566e-12\n",
|
|
"Epoch 1463/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0121 - val_loss: 0.0126 - lr: 4.6566e-12\n",
|
|
"Epoch 1464/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0121 - val_loss: 0.0126 - lr: 4.6566e-12\n",
|
|
"Epoch 1465/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0119 - val_loss: 0.0126 - lr: 4.6566e-12\n",
|
|
"Epoch 1466/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0122 - val_loss: 0.0126 - lr: 4.6566e-12\n",
|
|
"Epoch 1467/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0122 - val_loss: 0.0126 - lr: 4.6566e-12\n",
|
|
"Epoch 1468/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0120 - val_loss: 0.0126 - lr: 4.6566e-12\n",
|
|
"Epoch 1469/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0121 - val_loss: 0.0126 - lr: 4.6566e-12\n",
|
|
"Epoch 1470/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0123 - val_loss: 0.0125 - lr: 4.6566e-12\n",
|
|
"Epoch 1471/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0123 - val_loss: 0.0126 - lr: 4.6566e-12\n",
|
|
"Epoch 1472/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0124 - val_loss: 0.0126 - lr: 4.6566e-12\n",
|
|
"Epoch 1473/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0122 - val_loss: 0.0126 - lr: 4.6566e-12\n",
|
|
"Epoch 1474/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0122 - val_loss: 0.0126 - lr: 4.6566e-12\n",
|
|
"Epoch 1475/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0124 - val_loss: 0.0126 - lr: 4.6566e-12\n",
|
|
"Epoch 1476/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0121 - val_loss: 0.0126 - lr: 4.6566e-12\n",
|
|
"Epoch 1477/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0120 - val_loss: 0.0126 - lr: 4.6566e-12\n",
|
|
"Epoch 1478/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0120 - val_loss: 0.0126 - lr: 4.6566e-12\n",
|
|
"Epoch 1479/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0121 - val_loss: 0.0126 - lr: 4.6566e-12\n",
|
|
"Epoch 1480/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0121 - val_loss: 0.0125 - lr: 4.6566e-12\n",
|
|
"Epoch 1481/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0120 - val_loss: 0.0126 - lr: 4.6566e-12\n",
|
|
"Epoch 1482/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0123 - val_loss: 0.0126 - lr: 4.6566e-12\n",
|
|
"Epoch 1483/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0121 - val_loss: 0.0125 - lr: 4.6566e-12\n",
|
|
"Epoch 1484/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0121 - val_loss: 0.0126 - lr: 2.3283e-12\n",
|
|
"Epoch 1485/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0120 - val_loss: 0.0126 - lr: 2.3283e-12\n",
|
|
"Epoch 1486/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0123 - val_loss: 0.0126 - lr: 2.3283e-12\n",
|
|
"Epoch 1487/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0121 - val_loss: 0.0126 - lr: 2.3283e-12\n",
|
|
"Epoch 1488/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0120 - val_loss: 0.0126 - lr: 2.3283e-12\n",
|
|
"Epoch 1489/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0122 - val_loss: 0.0126 - lr: 2.3283e-12\n",
|
|
"Epoch 1490/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0122 - val_loss: 0.0126 - lr: 2.3283e-12\n",
|
|
"Epoch 1491/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0122 - val_loss: 0.0126 - lr: 2.3283e-12\n",
|
|
"Epoch 1492/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0123 - val_loss: 0.0126 - lr: 2.3283e-12\n",
|
|
"Epoch 1493/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0123 - val_loss: 0.0126 - lr: 2.3283e-12\n",
|
|
"Epoch 1494/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0122 - val_loss: 0.0126 - lr: 2.3283e-12\n",
|
|
"Epoch 1495/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0123 - val_loss: 0.0126 - lr: 2.3283e-12\n",
|
|
"Epoch 1496/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0122 - val_loss: 0.0126 - lr: 2.3283e-12\n",
|
|
"Epoch 1497/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0121 - val_loss: 0.0126 - lr: 2.3283e-12\n",
|
|
"Epoch 1498/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0122 - val_loss: 0.0126 - lr: 2.3283e-12\n",
|
|
"Epoch 1499/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0124 - val_loss: 0.0126 - lr: 2.3283e-12\n",
|
|
"Epoch 1500/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0121 - val_loss: 0.0126 - lr: 2.3283e-12\n",
|
|
"Epoch 1501/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0121 - val_loss: 0.0126 - lr: 2.3283e-12\n",
|
|
"Epoch 1502/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0123 - val_loss: 0.0126 - lr: 2.3283e-12\n",
|
|
"Epoch 1503/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0121 - val_loss: 0.0126 - lr: 2.3283e-12\n",
|
|
"Epoch 1504/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0121 - val_loss: 0.0126 - lr: 2.3283e-12\n",
|
|
"Epoch 1505/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0122 - val_loss: 0.0125 - lr: 2.3283e-12\n",
|
|
"Epoch 1506/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0122 - val_loss: 0.0126 - lr: 2.3283e-12\n",
|
|
"Epoch 1507/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0123 - val_loss: 0.0126 - lr: 2.3283e-12\n",
|
|
"Epoch 1508/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0121 - val_loss: 0.0126 - lr: 2.3283e-12\n",
|
|
"Epoch 1509/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0122 - val_loss: 0.0126 - lr: 1.1642e-12\n",
|
|
"Epoch 1510/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0119 - val_loss: 0.0126 - lr: 1.1642e-12\n",
|
|
"Epoch 1511/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0122 - val_loss: 0.0126 - lr: 1.1642e-12\n",
|
|
"Epoch 1512/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0121 - val_loss: 0.0125 - lr: 1.1642e-12\n",
|
|
"Epoch 1513/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0122 - val_loss: 0.0126 - lr: 1.1642e-12\n",
|
|
"Epoch 1514/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0122 - val_loss: 0.0126 - lr: 1.1642e-12\n",
|
|
"Epoch 1515/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0121 - val_loss: 0.0126 - lr: 1.1642e-12\n",
|
|
"Epoch 1516/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0122 - val_loss: 0.0126 - lr: 1.1642e-12\n",
|
|
"Epoch 1517/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0122 - val_loss: 0.0126 - lr: 1.1642e-12\n",
|
|
"Epoch 1518/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0121 - val_loss: 0.0126 - lr: 1.1642e-12\n",
|
|
"Epoch 1519/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0122 - val_loss: 0.0126 - lr: 1.1642e-12\n",
|
|
"Epoch 1520/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0123 - val_loss: 0.0126 - lr: 1.1642e-12\n",
|
|
"Epoch 1521/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0122 - val_loss: 0.0126 - lr: 1.1642e-12\n",
|
|
"Epoch 1522/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0121 - val_loss: 0.0126 - lr: 1.1642e-12\n",
|
|
"Epoch 1523/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0122 - val_loss: 0.0126 - lr: 1.1642e-12\n",
|
|
"Epoch 1524/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0122 - val_loss: 0.0126 - lr: 1.1642e-12\n",
|
|
"Epoch 1525/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0124 - val_loss: 0.0126 - lr: 1.1642e-12\n",
|
|
"Epoch 1526/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0121 - val_loss: 0.0126 - lr: 1.1642e-12\n",
|
|
"Epoch 1527/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0121 - val_loss: 0.0126 - lr: 1.1642e-12\n",
|
|
"Epoch 1528/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0124 - val_loss: 0.0126 - lr: 1.1642e-12\n",
|
|
"Epoch 1529/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0122 - val_loss: 0.0126 - lr: 1.1642e-12\n",
|
|
"Epoch 1530/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0120 - val_loss: 0.0126 - lr: 1.1642e-12\n",
|
|
"Epoch 1531/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0120 - val_loss: 0.0126 - lr: 1.1642e-12\n",
|
|
"Epoch 1532/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0123 - val_loss: 0.0126 - lr: 1.1642e-12\n",
|
|
"Epoch 1533/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0122 - val_loss: 0.0126 - lr: 1.1642e-12\n",
|
|
"Epoch 1534/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0120 - val_loss: 0.0126 - lr: 5.8208e-13\n",
|
|
"Epoch 1535/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0122 - val_loss: 0.0126 - lr: 5.8208e-13\n",
|
|
"Epoch 1536/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0122 - val_loss: 0.0126 - lr: 5.8208e-13\n",
|
|
"Epoch 1537/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0121 - val_loss: 0.0126 - lr: 5.8208e-13\n",
|
|
"Epoch 1538/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0122 - val_loss: 0.0127 - lr: 5.8208e-13\n",
|
|
"Epoch 1539/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0121 - val_loss: 0.0126 - lr: 5.8208e-13\n",
|
|
"Epoch 1540/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0124 - val_loss: 0.0126 - lr: 5.8208e-13\n",
|
|
"Epoch 1541/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0122 - val_loss: 0.0126 - lr: 5.8208e-13\n",
|
|
"Epoch 1542/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0122 - val_loss: 0.0126 - lr: 5.8208e-13\n",
|
|
"Epoch 1543/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0121 - val_loss: 0.0126 - lr: 5.8208e-13\n",
|
|
"Epoch 1544/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0121 - val_loss: 0.0126 - lr: 5.8208e-13\n",
|
|
"Epoch 1545/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0121 - val_loss: 0.0126 - lr: 5.8208e-13\n",
|
|
"Epoch 1546/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0122 - val_loss: 0.0125 - lr: 5.8208e-13\n",
|
|
"Epoch 1547/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0122 - val_loss: 0.0125 - lr: 5.8208e-13\n",
|
|
"Epoch 1548/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0121 - val_loss: 0.0126 - lr: 5.8208e-13\n",
|
|
"Epoch 1549/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0122 - val_loss: 0.0126 - lr: 5.8208e-13\n",
|
|
"Epoch 1550/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0120 - val_loss: 0.0126 - lr: 5.8208e-13\n",
|
|
"Epoch 1551/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0122 - val_loss: 0.0126 - lr: 5.8208e-13\n",
|
|
"Epoch 1552/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0121 - val_loss: 0.0126 - lr: 5.8208e-13\n",
|
|
"Epoch 1553/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0122 - val_loss: 0.0126 - lr: 5.8208e-13\n",
|
|
"Epoch 1554/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0121 - val_loss: 0.0126 - lr: 5.8208e-13\n",
|
|
"Epoch 1555/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0122 - val_loss: 0.0126 - lr: 5.8208e-13\n",
|
|
"Epoch 1556/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0122 - val_loss: 0.0126 - lr: 5.8208e-13\n",
|
|
"Epoch 1557/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0123 - val_loss: 0.0126 - lr: 5.8208e-13\n",
|
|
"Epoch 1558/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0123 - val_loss: 0.0126 - lr: 5.8208e-13\n",
|
|
"Epoch 1559/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0120 - val_loss: 0.0126 - lr: 2.9104e-13\n",
|
|
"Epoch 1560/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0123 - val_loss: 0.0126 - lr: 2.9104e-13\n",
|
|
"Epoch 1561/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0120 - val_loss: 0.0126 - lr: 2.9104e-13\n",
|
|
"Epoch 1562/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0121 - val_loss: 0.0126 - lr: 2.9104e-13\n",
|
|
"Epoch 1563/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0122 - val_loss: 0.0126 - lr: 2.9104e-13\n",
|
|
"Epoch 1564/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0121 - val_loss: 0.0126 - lr: 2.9104e-13\n",
|
|
"Epoch 1565/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0122 - val_loss: 0.0126 - lr: 2.9104e-13\n",
|
|
"Epoch 1566/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0121 - val_loss: 0.0126 - lr: 2.9104e-13\n",
|
|
"Epoch 1567/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0121 - val_loss: 0.0126 - lr: 2.9104e-13\n",
|
|
"Epoch 1568/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0122 - val_loss: 0.0126 - lr: 2.9104e-13\n",
|
|
"Epoch 1569/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0121 - val_loss: 0.0126 - lr: 2.9104e-13\n",
|
|
"Epoch 1570/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0123 - val_loss: 0.0126 - lr: 2.9104e-13\n",
|
|
"Epoch 1571/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0122 - val_loss: 0.0127 - lr: 2.9104e-13\n",
|
|
"Epoch 1572/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0122 - val_loss: 0.0126 - lr: 2.9104e-13\n",
|
|
"Epoch 1573/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0123 - val_loss: 0.0126 - lr: 2.9104e-13\n",
|
|
"Epoch 1574/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0121 - val_loss: 0.0126 - lr: 2.9104e-13\n",
|
|
"Epoch 1575/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0122 - val_loss: 0.0126 - lr: 2.9104e-13\n",
|
|
"Epoch 1576/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0123 - val_loss: 0.0126 - lr: 2.9104e-13\n",
|
|
"Epoch 1577/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0123 - val_loss: 0.0126 - lr: 2.9104e-13\n",
|
|
"Epoch 1578/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0121 - val_loss: 0.0126 - lr: 2.9104e-13\n",
|
|
"Epoch 1579/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0122 - val_loss: 0.0126 - lr: 2.9104e-13\n",
|
|
"Epoch 1580/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0121 - val_loss: 0.0126 - lr: 2.9104e-13\n",
|
|
"Epoch 1581/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0123 - val_loss: 0.0126 - lr: 2.9104e-13\n",
|
|
"Epoch 1582/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0123 - val_loss: 0.0126 - lr: 2.9104e-13\n",
|
|
"Epoch 1583/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0121 - val_loss: 0.0126 - lr: 2.9104e-13\n",
|
|
"Epoch 1584/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0120 - val_loss: 0.0126 - lr: 1.4552e-13\n",
|
|
"Epoch 1585/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0123 - val_loss: 0.0126 - lr: 1.4552e-13\n",
|
|
"Epoch 1586/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0123 - val_loss: 0.0126 - lr: 1.4552e-13\n",
|
|
"Epoch 1587/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0120 - val_loss: 0.0126 - lr: 1.4552e-13\n",
|
|
"Epoch 1588/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0122 - val_loss: 0.0126 - lr: 1.4552e-13\n",
|
|
"Epoch 1589/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0121 - val_loss: 0.0126 - lr: 1.4552e-13\n",
|
|
"Epoch 1590/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0121 - val_loss: 0.0125 - lr: 1.4552e-13\n",
|
|
"Epoch 1591/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0121 - val_loss: 0.0126 - lr: 1.4552e-13\n",
|
|
"Epoch 1592/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0120 - val_loss: 0.0126 - lr: 1.4552e-13\n",
|
|
"Epoch 1593/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0121 - val_loss: 0.0126 - lr: 1.4552e-13\n",
|
|
"Epoch 1594/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0123 - val_loss: 0.0126 - lr: 1.4552e-13\n",
|
|
"Epoch 1595/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0121 - val_loss: 0.0126 - lr: 1.4552e-13\n",
|
|
"Epoch 1596/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0121 - val_loss: 0.0126 - lr: 1.4552e-13\n",
|
|
"Epoch 1597/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0122 - val_loss: 0.0126 - lr: 1.4552e-13\n",
|
|
"Epoch 1598/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0121 - val_loss: 0.0126 - lr: 1.4552e-13\n",
|
|
"Epoch 1599/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0120 - val_loss: 0.0126 - lr: 1.4552e-13\n",
|
|
"Epoch 1600/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0124 - val_loss: 0.0126 - lr: 1.4552e-13\n",
|
|
"Epoch 1601/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0123 - val_loss: 0.0126 - lr: 1.4552e-13\n",
|
|
"Epoch 1602/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0119 - val_loss: 0.0126 - lr: 1.4552e-13\n",
|
|
"Epoch 1603/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0122 - val_loss: 0.0126 - lr: 1.4552e-13\n",
|
|
"Epoch 1604/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0122 - val_loss: 0.0126 - lr: 1.4552e-13\n",
|
|
"Epoch 1605/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0123 - val_loss: 0.0126 - lr: 1.4552e-13\n",
|
|
"Epoch 1606/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0123 - val_loss: 0.0126 - lr: 1.4552e-13\n",
|
|
"Epoch 1607/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0123 - val_loss: 0.0126 - lr: 1.4552e-13\n",
|
|
"Epoch 1608/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0123 - val_loss: 0.0126 - lr: 1.4552e-13\n",
|
|
"Epoch 1609/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0122 - val_loss: 0.0126 - lr: 7.2760e-14\n",
|
|
"Epoch 1610/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0120 - val_loss: 0.0126 - lr: 7.2760e-14\n",
|
|
"Epoch 1611/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0122 - val_loss: 0.0126 - lr: 7.2760e-14\n",
|
|
"Epoch 1612/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0121 - val_loss: 0.0126 - lr: 7.2760e-14\n",
|
|
"Epoch 1613/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0121 - val_loss: 0.0126 - lr: 7.2760e-14\n",
|
|
"Epoch 1614/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0120 - val_loss: 0.0126 - lr: 7.2760e-14\n",
|
|
"Epoch 1615/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0122 - val_loss: 0.0126 - lr: 7.2760e-14\n",
|
|
"Epoch 1616/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0120 - val_loss: 0.0126 - lr: 7.2760e-14\n",
|
|
"Epoch 1617/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0122 - val_loss: 0.0126 - lr: 7.2760e-14\n",
|
|
"Epoch 1618/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0122 - val_loss: 0.0126 - lr: 7.2760e-14\n",
|
|
"Epoch 1619/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0123 - val_loss: 0.0126 - lr: 7.2760e-14\n",
|
|
"Epoch 1620/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0122 - val_loss: 0.0126 - lr: 7.2760e-14\n",
|
|
"Epoch 1621/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0120 - val_loss: 0.0126 - lr: 7.2760e-14\n",
|
|
"Epoch 1622/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0123 - val_loss: 0.0126 - lr: 7.2760e-14\n",
|
|
"Epoch 1623/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0123 - val_loss: 0.0126 - lr: 7.2760e-14\n",
|
|
"Epoch 1624/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0122 - val_loss: 0.0126 - lr: 7.2760e-14\n",
|
|
"Epoch 1625/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0121 - val_loss: 0.0126 - lr: 7.2760e-14\n",
|
|
"Epoch 1626/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0120 - val_loss: 0.0126 - lr: 7.2760e-14\n",
|
|
"Epoch 1627/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0123 - val_loss: 0.0126 - lr: 7.2760e-14\n",
|
|
"Epoch 1628/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0123 - val_loss: 0.0126 - lr: 7.2760e-14\n",
|
|
"Epoch 1629/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0124 - val_loss: 0.0126 - lr: 7.2760e-14\n",
|
|
"Epoch 1630/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0121 - val_loss: 0.0126 - lr: 7.2760e-14\n",
|
|
"Epoch 1631/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0122 - val_loss: 0.0126 - lr: 7.2760e-14\n",
|
|
"Epoch 1632/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0122 - val_loss: 0.0126 - lr: 7.2760e-14\n",
|
|
"Epoch 1633/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0123 - val_loss: 0.0126 - lr: 7.2760e-14\n",
|
|
"Epoch 1634/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0121 - val_loss: 0.0126 - lr: 3.6380e-14\n",
|
|
"Epoch 1635/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0121 - val_loss: 0.0126 - lr: 3.6380e-14\n",
|
|
"Epoch 1636/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0122 - val_loss: 0.0126 - lr: 3.6380e-14\n",
|
|
"Epoch 1637/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0121 - val_loss: 0.0126 - lr: 3.6380e-14\n",
|
|
"Epoch 1638/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0122 - val_loss: 0.0126 - lr: 3.6380e-14\n",
|
|
"Epoch 1639/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0123 - val_loss: 0.0126 - lr: 3.6380e-14\n",
|
|
"Epoch 1640/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0121 - val_loss: 0.0126 - lr: 3.6380e-14\n",
|
|
"Epoch 1641/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0123 - val_loss: 0.0126 - lr: 3.6380e-14\n",
|
|
"Epoch 1642/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0122 - val_loss: 0.0126 - lr: 3.6380e-14\n",
|
|
"Epoch 1643/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0123 - val_loss: 0.0126 - lr: 3.6380e-14\n",
|
|
"Epoch 1644/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0121 - val_loss: 0.0126 - lr: 3.6380e-14\n",
|
|
"Epoch 1645/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0123 - val_loss: 0.0126 - lr: 3.6380e-14\n",
|
|
"Epoch 1646/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0120 - val_loss: 0.0126 - lr: 3.6380e-14\n",
|
|
"Epoch 1647/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0121 - val_loss: 0.0126 - lr: 3.6380e-14\n",
|
|
"Epoch 1648/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0122 - val_loss: 0.0126 - lr: 3.6380e-14\n",
|
|
"Epoch 1649/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0122 - val_loss: 0.0126 - lr: 3.6380e-14\n",
|
|
"Epoch 1650/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0120 - val_loss: 0.0126 - lr: 3.6380e-14\n",
|
|
"Epoch 1651/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0123 - val_loss: 0.0126 - lr: 3.6380e-14\n",
|
|
"Epoch 1652/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0122 - val_loss: 0.0126 - lr: 3.6380e-14\n",
|
|
"Epoch 1653/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0124 - val_loss: 0.0126 - lr: 3.6380e-14\n",
|
|
"Epoch 1654/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0123 - val_loss: 0.0126 - lr: 3.6380e-14\n",
|
|
"Epoch 1655/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0120 - val_loss: 0.0126 - lr: 3.6380e-14\n",
|
|
"Epoch 1656/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0121 - val_loss: 0.0126 - lr: 3.6380e-14\n",
|
|
"Epoch 1657/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0121 - val_loss: 0.0126 - lr: 3.6380e-14\n",
|
|
"Epoch 1658/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0121 - val_loss: 0.0126 - lr: 3.6380e-14\n",
|
|
"Epoch 1659/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0121 - val_loss: 0.0126 - lr: 1.8190e-14\n",
|
|
"Epoch 1660/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0123 - val_loss: 0.0126 - lr: 1.8190e-14\n",
|
|
"Epoch 1661/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0122 - val_loss: 0.0126 - lr: 1.8190e-14\n",
|
|
"Epoch 1662/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0122 - val_loss: 0.0126 - lr: 1.8190e-14\n",
|
|
"Epoch 1663/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0121 - val_loss: 0.0126 - lr: 1.8190e-14\n",
|
|
"Epoch 1664/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0121 - val_loss: 0.0126 - lr: 1.8190e-14\n",
|
|
"Epoch 1665/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0120 - val_loss: 0.0126 - lr: 1.8190e-14\n",
|
|
"Epoch 1666/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0121 - val_loss: 0.0126 - lr: 1.8190e-14\n",
|
|
"Epoch 1667/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0122 - val_loss: 0.0126 - lr: 1.8190e-14\n",
|
|
"Epoch 1668/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0122 - val_loss: 0.0126 - lr: 1.8190e-14\n",
|
|
"Epoch 1669/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0121 - val_loss: 0.0126 - lr: 1.8190e-14\n",
|
|
"Epoch 1670/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0122 - val_loss: 0.0125 - lr: 1.8190e-14\n",
|
|
"Epoch 1671/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0123 - val_loss: 0.0126 - lr: 1.8190e-14\n",
|
|
"Epoch 1672/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0121 - val_loss: 0.0126 - lr: 1.8190e-14\n",
|
|
"Epoch 1673/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0123 - val_loss: 0.0126 - lr: 1.8190e-14\n",
|
|
"Epoch 1674/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0122 - val_loss: 0.0126 - lr: 1.8190e-14\n",
|
|
"Epoch 1675/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0118 - val_loss: 0.0126 - lr: 1.8190e-14\n",
|
|
"Epoch 1676/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0121 - val_loss: 0.0126 - lr: 1.8190e-14\n",
|
|
"Epoch 1677/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0122 - val_loss: 0.0126 - lr: 1.8190e-14\n",
|
|
"Epoch 1678/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0121 - val_loss: 0.0126 - lr: 1.8190e-14\n",
|
|
"Epoch 1679/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0122 - val_loss: 0.0126 - lr: 1.8190e-14\n",
|
|
"Epoch 1680/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0121 - val_loss: 0.0126 - lr: 1.8190e-14\n",
|
|
"Epoch 1681/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0123 - val_loss: 0.0126 - lr: 1.8190e-14\n",
|
|
"Epoch 1682/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0123 - val_loss: 0.0126 - lr: 1.8190e-14\n",
|
|
"Epoch 1683/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0121 - val_loss: 0.0126 - lr: 1.8190e-14\n",
|
|
"Epoch 1684/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0122 - val_loss: 0.0126 - lr: 9.0949e-15\n",
|
|
"Epoch 1685/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0121 - val_loss: 0.0126 - lr: 9.0949e-15\n",
|
|
"Epoch 1686/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0120 - val_loss: 0.0126 - lr: 9.0949e-15\n",
|
|
"Epoch 1687/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0122 - val_loss: 0.0126 - lr: 9.0949e-15\n",
|
|
"Epoch 1688/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0123 - val_loss: 0.0126 - lr: 9.0949e-15\n",
|
|
"Epoch 1689/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0121 - val_loss: 0.0126 - lr: 9.0949e-15\n",
|
|
"Epoch 1690/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0122 - val_loss: 0.0126 - lr: 9.0949e-15\n",
|
|
"Epoch 1691/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0122 - val_loss: 0.0125 - lr: 9.0949e-15\n",
|
|
"Epoch 1692/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0124 - val_loss: 0.0126 - lr: 9.0949e-15\n",
|
|
"Epoch 1693/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0121 - val_loss: 0.0126 - lr: 9.0949e-15\n",
|
|
"Epoch 1694/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0121 - val_loss: 0.0126 - lr: 9.0949e-15\n",
|
|
"Epoch 1695/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0121 - val_loss: 0.0126 - lr: 9.0949e-15\n",
|
|
"Epoch 1696/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0119 - val_loss: 0.0126 - lr: 9.0949e-15\n",
|
|
"Epoch 1697/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0122 - val_loss: 0.0126 - lr: 9.0949e-15\n",
|
|
"Epoch 1698/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0120 - val_loss: 0.0126 - lr: 9.0949e-15\n",
|
|
"Epoch 1699/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0121 - val_loss: 0.0126 - lr: 9.0949e-15\n",
|
|
"Epoch 1700/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0123 - val_loss: 0.0125 - lr: 9.0949e-15\n",
|
|
"Epoch 1701/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0122 - val_loss: 0.0126 - lr: 9.0949e-15\n",
|
|
"Epoch 1702/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0122 - val_loss: 0.0126 - lr: 9.0949e-15\n",
|
|
"Epoch 1703/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0121 - val_loss: 0.0126 - lr: 9.0949e-15\n",
|
|
"Epoch 1704/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0120 - val_loss: 0.0126 - lr: 9.0949e-15\n",
|
|
"Epoch 1705/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0123 - val_loss: 0.0126 - lr: 9.0949e-15\n",
|
|
"Epoch 1706/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0120 - val_loss: 0.0126 - lr: 9.0949e-15\n",
|
|
"Epoch 1707/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0123 - val_loss: 0.0126 - lr: 9.0949e-15\n",
|
|
"Epoch 1708/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0122 - val_loss: 0.0126 - lr: 9.0949e-15\n",
|
|
"Epoch 1709/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0122 - val_loss: 0.0126 - lr: 4.5475e-15\n",
|
|
"Epoch 1710/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0121 - val_loss: 0.0126 - lr: 4.5475e-15\n",
|
|
"Epoch 1711/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0123 - val_loss: 0.0126 - lr: 4.5475e-15\n",
|
|
"Epoch 1712/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0120 - val_loss: 0.0126 - lr: 4.5475e-15\n",
|
|
"Epoch 1713/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0123 - val_loss: 0.0126 - lr: 4.5475e-15\n",
|
|
"Epoch 1714/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0121 - val_loss: 0.0126 - lr: 4.5475e-15\n",
|
|
"Epoch 1715/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0122 - val_loss: 0.0126 - lr: 4.5475e-15\n",
|
|
"Epoch 1716/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0121 - val_loss: 0.0126 - lr: 4.5475e-15\n",
|
|
"Epoch 1717/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0121 - val_loss: 0.0126 - lr: 4.5475e-15\n",
|
|
"Epoch 1718/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0123 - val_loss: 0.0126 - lr: 4.5475e-15\n",
|
|
"Epoch 1719/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0122 - val_loss: 0.0126 - lr: 4.5475e-15\n",
|
|
"Epoch 1720/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0121 - val_loss: 0.0126 - lr: 4.5475e-15\n",
|
|
"Epoch 1721/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0121 - val_loss: 0.0126 - lr: 4.5475e-15\n",
|
|
"Epoch 1722/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0121 - val_loss: 0.0126 - lr: 4.5475e-15\n",
|
|
"Epoch 1723/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0120 - val_loss: 0.0126 - lr: 4.5475e-15\n",
|
|
"Epoch 1724/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0121 - val_loss: 0.0126 - lr: 4.5475e-15\n",
|
|
"Epoch 1725/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0121 - val_loss: 0.0126 - lr: 4.5475e-15\n",
|
|
"Epoch 1726/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0124 - val_loss: 0.0126 - lr: 4.5475e-15\n",
|
|
"Epoch 1727/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0121 - val_loss: 0.0126 - lr: 4.5475e-15\n",
|
|
"Epoch 1728/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0123 - val_loss: 0.0126 - lr: 4.5475e-15\n",
|
|
"Epoch 1729/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0125 - val_loss: 0.0126 - lr: 4.5475e-15\n",
|
|
"Epoch 1730/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0121 - val_loss: 0.0126 - lr: 4.5475e-15\n",
|
|
"Epoch 1731/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0122 - val_loss: 0.0126 - lr: 4.5475e-15\n",
|
|
"Epoch 1732/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0122 - val_loss: 0.0126 - lr: 4.5475e-15\n",
|
|
"Epoch 1733/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0124 - val_loss: 0.0126 - lr: 4.5475e-15\n",
|
|
"Epoch 1734/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0121 - val_loss: 0.0126 - lr: 2.2737e-15\n",
|
|
"Epoch 1735/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0121 - val_loss: 0.0126 - lr: 2.2737e-15\n",
|
|
"Epoch 1736/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0122 - val_loss: 0.0126 - lr: 2.2737e-15\n",
|
|
"Epoch 1737/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0123 - val_loss: 0.0126 - lr: 2.2737e-15\n",
|
|
"Epoch 1738/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0122 - val_loss: 0.0126 - lr: 2.2737e-15\n",
|
|
"Epoch 1739/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0122 - val_loss: 0.0126 - lr: 2.2737e-15\n",
|
|
"Epoch 1740/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0122 - val_loss: 0.0126 - lr: 2.2737e-15\n",
|
|
"Epoch 1741/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0122 - val_loss: 0.0126 - lr: 2.2737e-15\n",
|
|
"Epoch 1742/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0123 - val_loss: 0.0126 - lr: 2.2737e-15\n",
|
|
"Epoch 1743/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0121 - val_loss: 0.0126 - lr: 2.2737e-15\n",
|
|
"Epoch 1744/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0122 - val_loss: 0.0126 - lr: 2.2737e-15\n",
|
|
"Epoch 1745/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0123 - val_loss: 0.0126 - lr: 2.2737e-15\n",
|
|
"Epoch 1746/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0120 - val_loss: 0.0126 - lr: 2.2737e-15\n",
|
|
"Epoch 1747/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0123 - val_loss: 0.0126 - lr: 2.2737e-15\n",
|
|
"Epoch 1748/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0124 - val_loss: 0.0126 - lr: 2.2737e-15\n",
|
|
"Epoch 1749/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0122 - val_loss: 0.0126 - lr: 2.2737e-15\n",
|
|
"Epoch 1750/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0122 - val_loss: 0.0126 - lr: 2.2737e-15\n",
|
|
"Epoch 1751/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0121 - val_loss: 0.0126 - lr: 2.2737e-15\n",
|
|
"Epoch 1752/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0121 - val_loss: 0.0126 - lr: 2.2737e-15\n",
|
|
"Epoch 1753/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0122 - val_loss: 0.0126 - lr: 2.2737e-15\n",
|
|
"Epoch 1754/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0121 - val_loss: 0.0126 - lr: 2.2737e-15\n",
|
|
"Epoch 1755/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0123 - val_loss: 0.0126 - lr: 2.2737e-15\n",
|
|
"Epoch 1756/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0121 - val_loss: 0.0126 - lr: 2.2737e-15\n",
|
|
"Epoch 1757/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0123 - val_loss: 0.0126 - lr: 2.2737e-15\n",
|
|
"Epoch 1758/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0122 - val_loss: 0.0126 - lr: 2.2737e-15\n",
|
|
"Epoch 1759/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0123 - val_loss: 0.0126 - lr: 1.1369e-15\n",
|
|
"Epoch 1760/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0123 - val_loss: 0.0126 - lr: 1.1369e-15\n",
|
|
"Epoch 1761/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0122 - val_loss: 0.0126 - lr: 1.1369e-15\n",
|
|
"Epoch 1762/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0123 - val_loss: 0.0126 - lr: 1.1369e-15\n",
|
|
"Epoch 1763/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0122 - val_loss: 0.0126 - lr: 1.1369e-15\n",
|
|
"Epoch 1764/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0123 - val_loss: 0.0125 - lr: 1.1369e-15\n",
|
|
"Epoch 1765/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0121 - val_loss: 0.0126 - lr: 1.1369e-15\n",
|
|
"Epoch 1766/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0122 - val_loss: 0.0126 - lr: 1.1369e-15\n",
|
|
"Epoch 1767/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0120 - val_loss: 0.0126 - lr: 1.1369e-15\n",
|
|
"Epoch 1768/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0122 - val_loss: 0.0126 - lr: 1.1369e-15\n",
|
|
"Epoch 1769/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0122 - val_loss: 0.0126 - lr: 1.1369e-15\n",
|
|
"Epoch 1770/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0120 - val_loss: 0.0126 - lr: 1.1369e-15\n",
|
|
"Epoch 1771/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0122 - val_loss: 0.0126 - lr: 1.1369e-15\n",
|
|
"Epoch 1772/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0121 - val_loss: 0.0126 - lr: 1.1369e-15\n",
|
|
"Epoch 1773/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0121 - val_loss: 0.0126 - lr: 1.1369e-15\n",
|
|
"Epoch 1774/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0122 - val_loss: 0.0126 - lr: 1.1369e-15\n",
|
|
"Epoch 1775/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0123 - val_loss: 0.0126 - lr: 1.1369e-15\n",
|
|
"Epoch 1776/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0120 - val_loss: 0.0126 - lr: 1.1369e-15\n",
|
|
"Epoch 1777/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0122 - val_loss: 0.0126 - lr: 1.1369e-15\n",
|
|
"Epoch 1778/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0123 - val_loss: 0.0126 - lr: 1.1369e-15\n",
|
|
"Epoch 1779/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0121 - val_loss: 0.0126 - lr: 1.1369e-15\n",
|
|
"Epoch 1780/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0125 - val_loss: 0.0126 - lr: 1.1369e-15\n",
|
|
"Epoch 1781/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0122 - val_loss: 0.0126 - lr: 1.1369e-15\n",
|
|
"Epoch 1782/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0121 - val_loss: 0.0126 - lr: 1.1369e-15\n",
|
|
"Epoch 1783/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0121 - val_loss: 0.0126 - lr: 1.1369e-15\n",
|
|
"Epoch 1784/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0123 - val_loss: 0.0126 - lr: 5.6843e-16\n",
|
|
"Epoch 1785/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0122 - val_loss: 0.0126 - lr: 5.6843e-16\n",
|
|
"Epoch 1786/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0121 - val_loss: 0.0126 - lr: 5.6843e-16\n",
|
|
"Epoch 1787/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0123 - val_loss: 0.0126 - lr: 5.6843e-16\n",
|
|
"Epoch 1788/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0122 - val_loss: 0.0126 - lr: 5.6843e-16\n",
|
|
"Epoch 1789/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0121 - val_loss: 0.0126 - lr: 5.6843e-16\n",
|
|
"Epoch 1790/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0120 - val_loss: 0.0126 - lr: 5.6843e-16\n",
|
|
"Epoch 1791/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0121 - val_loss: 0.0126 - lr: 5.6843e-16\n",
|
|
"Epoch 1792/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0123 - val_loss: 0.0126 - lr: 5.6843e-16\n",
|
|
"Epoch 1793/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0121 - val_loss: 0.0126 - lr: 5.6843e-16\n",
|
|
"Epoch 1794/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0121 - val_loss: 0.0126 - lr: 5.6843e-16\n",
|
|
"Epoch 1795/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0121 - val_loss: 0.0126 - lr: 5.6843e-16\n",
|
|
"Epoch 1796/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0121 - val_loss: 0.0126 - lr: 5.6843e-16\n",
|
|
"Epoch 1797/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0122 - val_loss: 0.0126 - lr: 5.6843e-16\n",
|
|
"Epoch 1798/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0121 - val_loss: 0.0126 - lr: 5.6843e-16\n",
|
|
"Epoch 1799/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0123 - val_loss: 0.0126 - lr: 5.6843e-16\n",
|
|
"Epoch 1800/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0124 - val_loss: 0.0126 - lr: 5.6843e-16\n",
|
|
"Epoch 1801/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0121 - val_loss: 0.0126 - lr: 5.6843e-16\n",
|
|
"Epoch 1802/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0122 - val_loss: 0.0126 - lr: 5.6843e-16\n",
|
|
"Epoch 1803/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0121 - val_loss: 0.0126 - lr: 5.6843e-16\n",
|
|
"Epoch 1804/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0122 - val_loss: 0.0126 - lr: 5.6843e-16\n",
|
|
"Epoch 1805/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0122 - val_loss: 0.0126 - lr: 5.6843e-16\n",
|
|
"Epoch 1806/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0120 - val_loss: 0.0126 - lr: 5.6843e-16\n",
|
|
"Epoch 1807/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0120 - val_loss: 0.0126 - lr: 5.6843e-16\n",
|
|
"Epoch 1808/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0121 - val_loss: 0.0126 - lr: 5.6843e-16\n",
|
|
"Epoch 1809/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0124 - val_loss: 0.0126 - lr: 2.8422e-16\n",
|
|
"Epoch 1810/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0124 - val_loss: 0.0126 - lr: 2.8422e-16\n",
|
|
"Epoch 1811/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0122 - val_loss: 0.0126 - lr: 2.8422e-16\n",
|
|
"Epoch 1812/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0121 - val_loss: 0.0126 - lr: 2.8422e-16\n",
|
|
"Epoch 1813/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0121 - val_loss: 0.0126 - lr: 2.8422e-16\n",
|
|
"Epoch 1814/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0123 - val_loss: 0.0126 - lr: 2.8422e-16\n",
|
|
"Epoch 1815/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0120 - val_loss: 0.0126 - lr: 2.8422e-16\n",
|
|
"Epoch 1816/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0120 - val_loss: 0.0126 - lr: 2.8422e-16\n",
|
|
"Epoch 1817/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0121 - val_loss: 0.0126 - lr: 2.8422e-16\n",
|
|
"Epoch 1818/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0122 - val_loss: 0.0126 - lr: 2.8422e-16\n",
|
|
"Epoch 1819/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0123 - val_loss: 0.0126 - lr: 2.8422e-16\n",
|
|
"Epoch 1820/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0122 - val_loss: 0.0126 - lr: 2.8422e-16\n",
|
|
"Epoch 1821/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0119 - val_loss: 0.0126 - lr: 2.8422e-16\n",
|
|
"Epoch 1822/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0123 - val_loss: 0.0126 - lr: 2.8422e-16\n",
|
|
"Epoch 1823/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0123 - val_loss: 0.0126 - lr: 2.8422e-16\n",
|
|
"Epoch 1824/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0120 - val_loss: 0.0126 - lr: 2.8422e-16\n",
|
|
"Epoch 1825/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0120 - val_loss: 0.0126 - lr: 2.8422e-16\n",
|
|
"Epoch 1826/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0121 - val_loss: 0.0126 - lr: 2.8422e-16\n",
|
|
"Epoch 1827/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0123 - val_loss: 0.0126 - lr: 2.8422e-16\n",
|
|
"Epoch 1828/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0120 - val_loss: 0.0126 - lr: 2.8422e-16\n",
|
|
"Epoch 1829/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0121 - val_loss: 0.0126 - lr: 2.8422e-16\n",
|
|
"Epoch 1830/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0121 - val_loss: 0.0126 - lr: 2.8422e-16\n",
|
|
"Epoch 1831/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0123 - val_loss: 0.0126 - lr: 2.8422e-16\n",
|
|
"Epoch 1832/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0120 - val_loss: 0.0126 - lr: 2.8422e-16\n",
|
|
"Epoch 1833/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0122 - val_loss: 0.0126 - lr: 2.8422e-16\n",
|
|
"Epoch 1834/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0124 - val_loss: 0.0126 - lr: 1.4211e-16\n",
|
|
"Epoch 1835/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0121 - val_loss: 0.0126 - lr: 1.4211e-16\n",
|
|
"Epoch 1836/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0121 - val_loss: 0.0126 - lr: 1.4211e-16\n",
|
|
"Epoch 1837/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0124 - val_loss: 0.0126 - lr: 1.4211e-16\n",
|
|
"Epoch 1838/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0124 - val_loss: 0.0126 - lr: 1.4211e-16\n",
|
|
"Epoch 1839/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0124 - val_loss: 0.0126 - lr: 1.4211e-16\n",
|
|
"Epoch 1840/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0122 - val_loss: 0.0127 - lr: 1.4211e-16\n",
|
|
"Epoch 1841/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0121 - val_loss: 0.0126 - lr: 1.4211e-16\n",
|
|
"Epoch 1842/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0123 - val_loss: 0.0126 - lr: 1.4211e-16\n",
|
|
"Epoch 1843/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0121 - val_loss: 0.0126 - lr: 1.4211e-16\n",
|
|
"Epoch 1844/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0124 - val_loss: 0.0126 - lr: 1.4211e-16\n",
|
|
"Epoch 1845/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0123 - val_loss: 0.0125 - lr: 1.4211e-16\n",
|
|
"Epoch 1846/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0120 - val_loss: 0.0126 - lr: 1.4211e-16\n",
|
|
"Epoch 1847/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0124 - val_loss: 0.0126 - lr: 1.4211e-16\n",
|
|
"Epoch 1848/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0123 - val_loss: 0.0126 - lr: 1.4211e-16\n",
|
|
"Epoch 1849/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0123 - val_loss: 0.0126 - lr: 1.4211e-16\n",
|
|
"Epoch 1850/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0121 - val_loss: 0.0126 - lr: 1.4211e-16\n",
|
|
"Epoch 1851/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0120 - val_loss: 0.0126 - lr: 1.4211e-16\n",
|
|
"Epoch 1852/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0123 - val_loss: 0.0126 - lr: 1.4211e-16\n",
|
|
"Epoch 1853/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0121 - val_loss: 0.0126 - lr: 1.4211e-16\n",
|
|
"Epoch 1854/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0121 - val_loss: 0.0126 - lr: 1.4211e-16\n",
|
|
"Epoch 1855/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0123 - val_loss: 0.0126 - lr: 1.4211e-16\n",
|
|
"Epoch 1856/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0120 - val_loss: 0.0126 - lr: 1.4211e-16\n",
|
|
"Epoch 1857/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0121 - val_loss: 0.0126 - lr: 1.4211e-16\n",
|
|
"Epoch 1858/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0122 - val_loss: 0.0126 - lr: 1.4211e-16\n",
|
|
"Epoch 1859/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0122 - val_loss: 0.0126 - lr: 7.1054e-17\n",
|
|
"Epoch 1860/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0123 - val_loss: 0.0126 - lr: 7.1054e-17\n",
|
|
"Epoch 1861/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0122 - val_loss: 0.0126 - lr: 7.1054e-17\n",
|
|
"Epoch 1862/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0120 - val_loss: 0.0126 - lr: 7.1054e-17\n",
|
|
"Epoch 1863/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0123 - val_loss: 0.0126 - lr: 7.1054e-17\n",
|
|
"Epoch 1864/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0124 - val_loss: 0.0126 - lr: 7.1054e-17\n",
|
|
"Epoch 1865/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0120 - val_loss: 0.0126 - lr: 7.1054e-17\n",
|
|
"Epoch 1866/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0124 - val_loss: 0.0126 - lr: 7.1054e-17\n",
|
|
"Epoch 1867/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0121 - val_loss: 0.0126 - lr: 7.1054e-17\n",
|
|
"Epoch 1868/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0121 - val_loss: 0.0126 - lr: 7.1054e-17\n",
|
|
"Epoch 1869/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0124 - val_loss: 0.0126 - lr: 7.1054e-17\n",
|
|
"Epoch 1870/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0123 - val_loss: 0.0126 - lr: 7.1054e-17\n",
|
|
"Epoch 1871/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0122 - val_loss: 0.0126 - lr: 7.1054e-17\n",
|
|
"Epoch 1872/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0123 - val_loss: 0.0126 - lr: 7.1054e-17\n",
|
|
"Epoch 1873/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0122 - val_loss: 0.0126 - lr: 7.1054e-17\n",
|
|
"Epoch 1874/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0119 - val_loss: 0.0126 - lr: 7.1054e-17\n",
|
|
"Epoch 1875/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0124 - val_loss: 0.0126 - lr: 7.1054e-17\n",
|
|
"Epoch 1876/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0122 - val_loss: 0.0126 - lr: 7.1054e-17\n",
|
|
"Epoch 1877/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0121 - val_loss: 0.0126 - lr: 7.1054e-17\n",
|
|
"Epoch 1878/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0122 - val_loss: 0.0126 - lr: 7.1054e-17\n",
|
|
"Epoch 1879/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0122 - val_loss: 0.0126 - lr: 7.1054e-17\n",
|
|
"Epoch 1880/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0125 - val_loss: 0.0126 - lr: 7.1054e-17\n",
|
|
"Epoch 1881/2000\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0121 - val_loss: 0.0126 - lr: 7.1054e-17\n",
|
|
"Epoch 1882/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0123 - val_loss: 0.0126 - lr: 7.1054e-17\n",
|
|
"Epoch 1883/2000\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0121 - val_loss: 0.0126 - lr: 7.1054e-17\n"
|
|
]
|
|
}
|
|
],
|
|
"source": [
|
|
"epoch, batch_size = 2000, 64\n",
|
|
"history_plain_11 = plain_11.fit(x_train, y_train, x_val, y_val, epoch=epoch, batch_size=batch_size,\n",
|
|
" method=training_method)\n",
|
|
"history_plain_5 = plain_5.fit(x_train, y_train, x_val, y_val, epoch=epoch, batch_size=batch_size,\n",
|
|
" method=training_method)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"metadata": {
|
|
"pycharm": {
|
|
"name": "#%% md\n"
|
|
}
|
|
},
|
|
"source": [
|
|
"Save the result to history.p"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 29,
|
|
"metadata": {
|
|
"pycharm": {
|
|
"name": "#%%\n"
|
|
}
|
|
},
|
|
"outputs": [],
|
|
"source": [
|
|
"# import pickle\n",
|
|
"# with open('history.p', 'wb') as f:\n",
|
|
"# pickle.dump({'history_11': history_plain_11, 'history_5':history_plain_5}, f)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"metadata": {
|
|
"pycharm": {
|
|
"name": "#%% md\n"
|
|
}
|
|
},
|
|
"source": [
|
|
"## Post analysis and drawing"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 30,
|
|
"metadata": {
|
|
"pycharm": {
|
|
"name": "#%%\n"
|
|
}
|
|
},
|
|
"outputs": [],
|
|
"source": [
|
|
"# with open(\"history.p\", 'rb') as f:\n",
|
|
"# data = pickle.load(f)\n",
|
|
"# history_plain_11, history_plain_5 = data['history_11'], data['history_5']"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 31,
|
|
"metadata": {
|
|
"pycharm": {
|
|
"name": "#%%\n"
|
|
}
|
|
},
|
|
"outputs": [],
|
|
"source": [
|
|
"smoothing_windows = 16\n",
|
|
"def moving_average(x, w):\n",
|
|
" return np.convolve(x, np.ones(w), 'valid') / w"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 44,
|
|
"metadata": {
|
|
"pycharm": {
|
|
"name": "#%%\n"
|
|
}
|
|
},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": "<Figure size 432x288 with 1 Axes>",
|
|
"image/png": 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\n"
|
|
},
|
|
"metadata": {
|
|
"needs_background": "light"
|
|
},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"%matplotlib inline\n",
|
|
"fig, ax = plt.subplots()\n",
|
|
"x = np.array(range(len(history_plain_11.history['loss']) - smoothing_windows + 1))\n",
|
|
"ax.plot(x, 100*moving_average(history_plain_11.history[\"val_loss\"], smoothing_windows), linewidth=3.0, label='plain11', c='b')\n",
|
|
"ax.plot(x, 100*moving_average(history_plain_11.history[\"loss\"], smoothing_windows), linewidth=.5, c='b')\n",
|
|
"x = np.array(range(len(history_plain_5.history['loss']) - smoothing_windows + 1))\n",
|
|
"ax.plot(x, 100*moving_average(history_plain_5.history[\"val_loss\"], smoothing_windows), linewidth=3.0, label='plain5', c='r')\n",
|
|
"ax.plot(x, 100*moving_average(history_plain_5.history[\"loss\"], smoothing_windows), linewidth=.5, c='r')\n",
|
|
"ax.set_xlabel(\"iter\")\n",
|
|
"ax.set_ylabel(\"error(%)\")\n",
|
|
"ax.set_xlim(0, min(len(history_plain_5.history['loss']), len(history_plain_11.history['loss']) - smoothing_windows + 1))\n",
|
|
"ax.set_ylim(1.1, 2)\n",
|
|
"ax.spines[\"top\"].set_visible(False)\n",
|
|
"ax.spines[\"right\"].set_visible(False)\n",
|
|
"ax.yaxis.set_major_locator(ticker.LinearLocator(numticks=6))\n",
|
|
"ax.grid(axis='y', linestyle='--')\n",
|
|
"ax.annotate(\"11-layer\", (540, 0.267), c='b')\n",
|
|
"ax.annotate(\"5-layer\", (540, 0.245), c='r')\n",
|
|
"plt.legend(loc=3)\n",
|
|
"plt.show()"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 33,
|
|
"metadata": {
|
|
"pycharm": {
|
|
"name": "#%%\n"
|
|
}
|
|
},
|
|
"outputs": [],
|
|
"source": [
|
|
"# plt.savefig(fname=\"fig1.png\", dpi=300)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": null,
|
|
"outputs": [],
|
|
"source": [],
|
|
"metadata": {
|
|
"collapsed": false,
|
|
"pycharm": {
|
|
"name": "#%%\n"
|
|
}
|
|
}
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 47,
|
|
"metadata": {
|
|
"pycharm": {
|
|
"name": "#%%\n"
|
|
}
|
|
},
|
|
"outputs": [],
|
|
"source": [
|
|
"seed(9999)\n",
|
|
"tensorflow.random.set_seed(9999)\n",
|
|
"shortcut5, shortcut11 = ShortCut5(input_shape=(1, 102)), ShortCut11(input_shape=(1, 102))"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 48,
|
|
"metadata": {
|
|
"pycharm": {
|
|
"name": "#%%\n"
|
|
}
|
|
},
|
|
"outputs": [
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"Epoch 1/2000\n",
|
|
"45/45 [==============================] - 1s 7ms/step - loss: 0.0267 - val_loss: 0.0272 - lr: 0.0050\n",
|
|
"Epoch 2/2000\n",
|
|
"45/45 [==============================] - 0s 3ms/step - loss: 0.0255 - val_loss: 0.0267 - lr: 0.0050\n",
|
|
"Epoch 3/2000\n",
|
|
"45/45 [==============================] - 0s 3ms/step - loss: 0.0247 - val_loss: 0.0266 - lr: 0.0050\n",
|
|
"Epoch 4/2000\n",
|
|
"45/45 [==============================] - 0s 3ms/step - loss: 0.0244 - val_loss: 0.0264 - lr: 0.0050\n",
|
|
"Epoch 5/2000\n",
|
|
"45/45 [==============================] - 0s 3ms/step - loss: 0.0241 - val_loss: 0.0262 - lr: 0.0050\n",
|
|
"Epoch 6/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0238 - val_loss: 0.0261 - lr: 0.0050\n",
|
|
"Epoch 7/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0234 - val_loss: 0.0256 - lr: 0.0050\n",
|
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"Epoch 8/2000\n",
|
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"45/45 [==============================] - 0s 3ms/step - loss: 0.0232 - val_loss: 0.0254 - lr: 0.0050\n",
|
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"Epoch 9/2000\n",
|
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"45/45 [==============================] - 0s 2ms/step - loss: 0.0231 - val_loss: 0.0251 - lr: 0.0050\n",
|
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"Epoch 10/2000\n",
|
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"45/45 [==============================] - 0s 2ms/step - loss: 0.0227 - val_loss: 0.0252 - lr: 0.0050\n",
|
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"Epoch 11/2000\n",
|
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"45/45 [==============================] - 0s 2ms/step - loss: 0.0223 - val_loss: 0.0248 - lr: 0.0050\n",
|
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"Epoch 12/2000\n",
|
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"45/45 [==============================] - 0s 3ms/step - loss: 0.0221 - val_loss: 0.0245 - lr: 0.0050\n",
|
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"Epoch 13/2000\n",
|
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"45/45 [==============================] - 0s 3ms/step - loss: 0.0220 - val_loss: 0.0249 - lr: 0.0050\n",
|
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"Epoch 14/2000\n",
|
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"45/45 [==============================] - 0s 2ms/step - loss: 0.0218 - val_loss: 0.0245 - lr: 0.0050\n",
|
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"Epoch 15/2000\n",
|
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"45/45 [==============================] - 0s 2ms/step - loss: 0.0218 - val_loss: 0.0248 - lr: 0.0050\n",
|
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"Epoch 16/2000\n",
|
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"45/45 [==============================] - 0s 2ms/step - loss: 0.0215 - val_loss: 0.0238 - lr: 0.0050\n",
|
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"Epoch 17/2000\n",
|
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"45/45 [==============================] - 0s 2ms/step - loss: 0.0214 - val_loss: 0.0236 - lr: 0.0050\n",
|
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"Epoch 18/2000\n",
|
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"45/45 [==============================] - 0s 3ms/step - loss: 0.0213 - val_loss: 0.0230 - lr: 0.0050\n",
|
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"Epoch 19/2000\n",
|
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"45/45 [==============================] - 0s 2ms/step - loss: 0.0212 - val_loss: 0.0242 - lr: 0.0050\n",
|
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"Epoch 20/2000\n",
|
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"45/45 [==============================] - 0s 2ms/step - loss: 0.0211 - val_loss: 0.0232 - lr: 0.0050\n",
|
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"Epoch 21/2000\n",
|
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"45/45 [==============================] - 0s 2ms/step - loss: 0.0209 - val_loss: 0.0240 - lr: 0.0050\n",
|
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"Epoch 22/2000\n",
|
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"45/45 [==============================] - 0s 3ms/step - loss: 0.0207 - val_loss: 0.0232 - lr: 0.0050\n",
|
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"Epoch 23/2000\n",
|
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"45/45 [==============================] - 0s 2ms/step - loss: 0.0207 - val_loss: 0.0228 - lr: 0.0050\n",
|
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"Epoch 24/2000\n",
|
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"45/45 [==============================] - 0s 2ms/step - loss: 0.0205 - val_loss: 0.0223 - lr: 0.0050\n",
|
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"Epoch 25/2000\n",
|
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"45/45 [==============================] - 0s 2ms/step - loss: 0.0204 - val_loss: 0.0219 - lr: 0.0050\n",
|
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"Epoch 26/2000\n",
|
|
"45/45 [==============================] - 0s 3ms/step - loss: 0.0204 - val_loss: 0.0216 - lr: 0.0050\n",
|
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"Epoch 27/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0203 - val_loss: 0.0218 - lr: 0.0050\n",
|
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"Epoch 28/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0202 - val_loss: 0.0212 - lr: 0.0050\n",
|
|
"Epoch 29/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0202 - val_loss: 0.0214 - lr: 0.0050\n",
|
|
"Epoch 30/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0203 - val_loss: 0.0221 - lr: 0.0050\n",
|
|
"Epoch 31/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0202 - val_loss: 0.0218 - lr: 0.0050\n",
|
|
"Epoch 32/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0200 - val_loss: 0.0217 - lr: 0.0050\n",
|
|
"Epoch 33/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0199 - val_loss: 0.0215 - lr: 0.0050\n",
|
|
"Epoch 34/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0200 - val_loss: 0.0215 - lr: 0.0050\n",
|
|
"Epoch 35/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0199 - val_loss: 0.0210 - lr: 0.0050\n",
|
|
"Epoch 36/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0198 - val_loss: 0.0216 - lr: 0.0050\n",
|
|
"Epoch 37/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0200 - val_loss: 0.0225 - lr: 0.0050\n",
|
|
"Epoch 38/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0197 - val_loss: 0.0209 - lr: 0.0050\n",
|
|
"Epoch 39/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0197 - val_loss: 0.0211 - lr: 0.0050\n",
|
|
"Epoch 40/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0197 - val_loss: 0.0203 - lr: 0.0050\n",
|
|
"Epoch 41/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0195 - val_loss: 0.0204 - lr: 0.0050\n",
|
|
"Epoch 42/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0197 - val_loss: 0.0206 - lr: 0.0050\n",
|
|
"Epoch 43/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0196 - val_loss: 0.0204 - lr: 0.0050\n",
|
|
"Epoch 44/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0196 - val_loss: 0.0207 - lr: 0.0050\n",
|
|
"Epoch 45/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0194 - val_loss: 0.0206 - lr: 0.0050\n",
|
|
"Epoch 46/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0194 - val_loss: 0.0204 - lr: 0.0050\n",
|
|
"Epoch 47/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0194 - val_loss: 0.0220 - lr: 0.0050\n",
|
|
"Epoch 48/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0194 - val_loss: 0.0225 - lr: 0.0050\n",
|
|
"Epoch 49/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0193 - val_loss: 0.0214 - lr: 0.0050\n",
|
|
"Epoch 50/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0193 - val_loss: 0.0207 - lr: 0.0050\n",
|
|
"Epoch 51/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0193 - val_loss: 0.0216 - lr: 0.0050\n",
|
|
"Epoch 52/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0193 - val_loss: 0.0206 - lr: 0.0050\n",
|
|
"Epoch 53/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0193 - val_loss: 0.0202 - lr: 0.0050\n",
|
|
"Epoch 54/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0192 - val_loss: 0.0202 - lr: 0.0050\n",
|
|
"Epoch 55/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0192 - val_loss: 0.0202 - lr: 0.0050\n",
|
|
"Epoch 56/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0191 - val_loss: 0.0206 - lr: 0.0050\n",
|
|
"Epoch 57/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0191 - val_loss: 0.0211 - lr: 0.0050\n",
|
|
"Epoch 58/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0190 - val_loss: 0.0200 - lr: 0.0050\n",
|
|
"Epoch 59/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0189 - val_loss: 0.0210 - lr: 0.0050\n",
|
|
"Epoch 60/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0189 - val_loss: 0.0203 - lr: 0.0050\n",
|
|
"Epoch 61/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0189 - val_loss: 0.0209 - lr: 0.0050\n",
|
|
"Epoch 62/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0189 - val_loss: 0.0205 - lr: 0.0050\n",
|
|
"Epoch 63/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0190 - val_loss: 0.0201 - lr: 0.0050\n",
|
|
"Epoch 64/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0189 - val_loss: 0.0210 - lr: 0.0050\n",
|
|
"Epoch 65/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0189 - val_loss: 0.0203 - lr: 0.0050\n",
|
|
"Epoch 66/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0188 - val_loss: 0.0197 - lr: 0.0050\n",
|
|
"Epoch 67/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0189 - val_loss: 0.0206 - lr: 0.0050\n",
|
|
"Epoch 68/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0187 - val_loss: 0.0206 - lr: 0.0050\n",
|
|
"Epoch 69/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0187 - val_loss: 0.0222 - lr: 0.0050\n",
|
|
"Epoch 70/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0187 - val_loss: 0.0209 - lr: 0.0050\n",
|
|
"Epoch 71/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0186 - val_loss: 0.0221 - lr: 0.0050\n",
|
|
"Epoch 72/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0188 - val_loss: 0.0192 - lr: 0.0050\n",
|
|
"Epoch 73/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0187 - val_loss: 0.0199 - lr: 0.0050\n",
|
|
"Epoch 74/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0185 - val_loss: 0.0220 - lr: 0.0050\n",
|
|
"Epoch 75/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0186 - val_loss: 0.0197 - lr: 0.0050\n",
|
|
"Epoch 76/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0186 - val_loss: 0.0209 - lr: 0.0050\n",
|
|
"Epoch 77/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0185 - val_loss: 0.0229 - lr: 0.0050\n",
|
|
"Epoch 78/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0184 - val_loss: 0.0206 - lr: 0.0050\n",
|
|
"Epoch 79/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0183 - val_loss: 0.0212 - lr: 0.0050\n",
|
|
"Epoch 80/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0183 - val_loss: 0.0209 - lr: 0.0050\n",
|
|
"Epoch 81/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0185 - val_loss: 0.0221 - lr: 0.0050\n",
|
|
"Epoch 82/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0181 - val_loss: 0.0212 - lr: 0.0050\n",
|
|
"Epoch 83/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0183 - val_loss: 0.0221 - lr: 0.0050\n",
|
|
"Epoch 84/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0182 - val_loss: 0.0248 - lr: 0.0050\n",
|
|
"Epoch 85/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0182 - val_loss: 0.0197 - lr: 0.0050\n",
|
|
"Epoch 86/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0180 - val_loss: 0.0205 - lr: 0.0050\n",
|
|
"Epoch 87/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0180 - val_loss: 0.0219 - lr: 0.0050\n",
|
|
"Epoch 88/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0179 - val_loss: 0.0200 - lr: 0.0050\n",
|
|
"Epoch 89/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0180 - val_loss: 0.0219 - lr: 0.0050\n",
|
|
"Epoch 90/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0180 - val_loss: 0.0216 - lr: 0.0050\n",
|
|
"Epoch 91/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0178 - val_loss: 0.0215 - lr: 0.0050\n",
|
|
"Epoch 92/2000\n",
|
|
"45/45 [==============================] - 0s 3ms/step - loss: 0.0178 - val_loss: 0.0209 - lr: 0.0050\n",
|
|
"Epoch 93/2000\n",
|
|
"45/45 [==============================] - 0s 4ms/step - loss: 0.0178 - val_loss: 0.0187 - lr: 0.0050\n",
|
|
"Epoch 94/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0178 - val_loss: 0.0208 - lr: 0.0050\n",
|
|
"Epoch 95/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0176 - val_loss: 0.0225 - lr: 0.0050\n",
|
|
"Epoch 96/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0176 - val_loss: 0.0195 - lr: 0.0050\n",
|
|
"Epoch 97/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0175 - val_loss: 0.0233 - lr: 0.0050\n",
|
|
"Epoch 98/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0176 - val_loss: 0.0239 - lr: 0.0050\n",
|
|
"Epoch 99/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0176 - val_loss: 0.0186 - lr: 0.0050\n",
|
|
"Epoch 100/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0175 - val_loss: 0.0232 - lr: 0.0050\n",
|
|
"Epoch 101/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0173 - val_loss: 0.0259 - lr: 0.0050\n",
|
|
"Epoch 102/2000\n",
|
|
"45/45 [==============================] - 0s 3ms/step - loss: 0.0173 - val_loss: 0.0184 - lr: 0.0050\n",
|
|
"Epoch 103/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0172 - val_loss: 0.0209 - lr: 0.0050\n",
|
|
"Epoch 104/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0174 - val_loss: 0.0182 - lr: 0.0050\n",
|
|
"Epoch 105/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0172 - val_loss: 0.0213 - lr: 0.0050\n",
|
|
"Epoch 106/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0172 - val_loss: 0.0237 - lr: 0.0050\n",
|
|
"Epoch 107/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0170 - val_loss: 0.0210 - lr: 0.0050\n",
|
|
"Epoch 108/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0170 - val_loss: 0.0214 - lr: 0.0050\n",
|
|
"Epoch 109/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0167 - val_loss: 0.0194 - lr: 0.0050\n",
|
|
"Epoch 110/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0168 - val_loss: 0.0208 - lr: 0.0050\n",
|
|
"Epoch 111/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0168 - val_loss: 0.0224 - lr: 0.0050\n",
|
|
"Epoch 112/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0168 - val_loss: 0.0174 - lr: 0.0050\n",
|
|
"Epoch 113/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0168 - val_loss: 0.0277 - lr: 0.0050\n",
|
|
"Epoch 114/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0165 - val_loss: 0.0224 - lr: 0.0050\n",
|
|
"Epoch 115/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0166 - val_loss: 0.0242 - lr: 0.0050\n",
|
|
"Epoch 116/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0165 - val_loss: 0.0193 - lr: 0.0050\n",
|
|
"Epoch 117/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0165 - val_loss: 0.0181 - lr: 0.0050\n",
|
|
"Epoch 118/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0163 - val_loss: 0.0214 - lr: 0.0050\n",
|
|
"Epoch 119/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0162 - val_loss: 0.0223 - lr: 0.0050\n",
|
|
"Epoch 120/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0162 - val_loss: 0.0187 - lr: 0.0050\n",
|
|
"Epoch 121/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0160 - val_loss: 0.0165 - lr: 0.0050\n",
|
|
"Epoch 122/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0161 - val_loss: 0.0296 - lr: 0.0050\n",
|
|
"Epoch 123/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0159 - val_loss: 0.0190 - lr: 0.0050\n",
|
|
"Epoch 124/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0159 - val_loss: 0.0173 - lr: 0.0050\n",
|
|
"Epoch 125/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0157 - val_loss: 0.0211 - lr: 0.0050\n",
|
|
"Epoch 126/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0157 - val_loss: 0.0191 - lr: 0.0050\n",
|
|
"Epoch 127/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0155 - val_loss: 0.0214 - lr: 0.0050\n",
|
|
"Epoch 128/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0154 - val_loss: 0.0334 - lr: 0.0050\n",
|
|
"Epoch 129/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0154 - val_loss: 0.0581 - lr: 0.0050\n",
|
|
"Epoch 130/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0153 - val_loss: 0.1077 - lr: 0.0050\n",
|
|
"Epoch 131/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0152 - val_loss: 0.0183 - lr: 0.0050\n",
|
|
"Epoch 132/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0153 - val_loss: 0.0211 - lr: 0.0050\n",
|
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"Epoch 133/2000\n",
|
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"45/45 [==============================] - 0s 2ms/step - loss: 0.0151 - val_loss: 0.0228 - lr: 0.0050\n",
|
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"Epoch 134/2000\n",
|
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"45/45 [==============================] - 0s 2ms/step - loss: 0.0151 - val_loss: 0.0374 - lr: 0.0050\n",
|
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"Epoch 135/2000\n",
|
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"45/45 [==============================] - 0s 2ms/step - loss: 0.0150 - val_loss: 0.0185 - lr: 0.0050\n",
|
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"Epoch 136/2000\n",
|
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"45/45 [==============================] - 0s 2ms/step - loss: 0.0150 - val_loss: 0.0902 - lr: 0.0050\n",
|
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"Epoch 137/2000\n",
|
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"45/45 [==============================] - 0s 2ms/step - loss: 0.0147 - val_loss: 0.0253 - lr: 0.0050\n",
|
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"Epoch 138/2000\n",
|
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"45/45 [==============================] - 0s 2ms/step - loss: 0.0146 - val_loss: 0.0439 - lr: 0.0050\n",
|
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"Epoch 139/2000\n",
|
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"45/45 [==============================] - 0s 2ms/step - loss: 0.0146 - val_loss: 0.0204 - lr: 0.0050\n",
|
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"Epoch 140/2000\n",
|
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"45/45 [==============================] - 0s 2ms/step - loss: 0.0147 - val_loss: 0.0899 - lr: 0.0050\n",
|
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"Epoch 141/2000\n",
|
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"45/45 [==============================] - 0s 2ms/step - loss: 0.0146 - val_loss: 0.1044 - lr: 0.0050\n",
|
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"Epoch 142/2000\n",
|
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"45/45 [==============================] - 0s 2ms/step - loss: 0.0144 - val_loss: 0.0190 - lr: 0.0050\n",
|
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"Epoch 143/2000\n",
|
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"45/45 [==============================] - 0s 2ms/step - loss: 0.0144 - val_loss: 0.0709 - lr: 0.0050\n",
|
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"Epoch 144/2000\n",
|
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"45/45 [==============================] - 0s 2ms/step - loss: 0.0142 - val_loss: 0.0244 - lr: 0.0050\n",
|
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"Epoch 145/2000\n",
|
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"45/45 [==============================] - 0s 2ms/step - loss: 0.0142 - val_loss: 0.0614 - lr: 0.0050\n",
|
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"Epoch 146/2000\n",
|
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"45/45 [==============================] - 0s 2ms/step - loss: 0.0141 - val_loss: 0.1001 - lr: 0.0050\n",
|
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"Epoch 147/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0141 - val_loss: 0.1007 - lr: 0.0025\n",
|
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"Epoch 148/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0139 - val_loss: 0.1631 - lr: 0.0025\n",
|
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"Epoch 149/2000\n",
|
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"45/45 [==============================] - 0s 2ms/step - loss: 0.0139 - val_loss: 0.0954 - lr: 0.0025\n",
|
|
"Epoch 150/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0137 - val_loss: 0.0698 - lr: 0.0025\n",
|
|
"Epoch 151/2000\n",
|
|
"45/45 [==============================] - 0s 3ms/step - loss: 0.0137 - val_loss: 0.0661 - lr: 0.0025\n",
|
|
"Epoch 152/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0138 - val_loss: 0.0759 - lr: 0.0025\n",
|
|
"Epoch 153/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0137 - val_loss: 0.1115 - lr: 0.0025\n",
|
|
"Epoch 154/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0137 - val_loss: 0.0494 - lr: 0.0025\n",
|
|
"Epoch 155/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0137 - val_loss: 0.0496 - lr: 0.0025\n",
|
|
"Epoch 156/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0137 - val_loss: 0.0894 - lr: 0.0025\n",
|
|
"Epoch 157/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0135 - val_loss: 0.0923 - lr: 0.0025\n",
|
|
"Epoch 158/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0136 - val_loss: 0.0771 - lr: 0.0025\n",
|
|
"Epoch 159/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0134 - val_loss: 0.0649 - lr: 0.0025\n",
|
|
"Epoch 160/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0135 - val_loss: 0.1209 - lr: 0.0025\n",
|
|
"Epoch 161/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0133 - val_loss: 0.0996 - lr: 0.0025\n",
|
|
"Epoch 162/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0132 - val_loss: 0.0735 - lr: 0.0025\n",
|
|
"Epoch 163/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0134 - val_loss: 0.0246 - lr: 0.0025\n",
|
|
"Epoch 164/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0134 - val_loss: 0.1147 - lr: 0.0025\n",
|
|
"Epoch 165/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0133 - val_loss: 0.1186 - lr: 0.0025\n",
|
|
"Epoch 166/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0132 - val_loss: 0.0291 - lr: 0.0025\n",
|
|
"Epoch 167/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0131 - val_loss: 0.1191 - lr: 0.0025\n",
|
|
"Epoch 168/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0131 - val_loss: 0.0387 - lr: 0.0025\n",
|
|
"Epoch 169/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0130 - val_loss: 0.0662 - lr: 0.0025\n",
|
|
"Epoch 170/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0129 - val_loss: 0.0442 - lr: 0.0025\n",
|
|
"Epoch 171/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0130 - val_loss: 0.0408 - lr: 0.0025\n",
|
|
"Epoch 172/2000\n",
|
|
"45/45 [==============================] - 0s 6ms/step - loss: 0.0128 - val_loss: 0.0635 - lr: 0.0012\n",
|
|
"Epoch 173/2000\n",
|
|
"45/45 [==============================] - 0s 4ms/step - loss: 0.0130 - val_loss: 0.0345 - lr: 0.0012\n",
|
|
"Epoch 174/2000\n",
|
|
"45/45 [==============================] - 0s 6ms/step - loss: 0.0129 - val_loss: 0.0813 - lr: 0.0012\n",
|
|
"Epoch 175/2000\n",
|
|
"45/45 [==============================] - 0s 3ms/step - loss: 0.0129 - val_loss: 0.0309 - lr: 0.0012\n",
|
|
"Epoch 176/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0129 - val_loss: 0.0198 - lr: 0.0012\n",
|
|
"Epoch 177/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0129 - val_loss: 0.0361 - lr: 0.0012\n",
|
|
"Epoch 178/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0129 - val_loss: 0.0179 - lr: 0.0012\n",
|
|
"Epoch 179/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0129 - val_loss: 0.0166 - lr: 0.0012\n",
|
|
"Epoch 180/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0128 - val_loss: 0.0184 - lr: 0.0012\n",
|
|
"Epoch 181/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0128 - val_loss: 0.0171 - lr: 0.0012\n",
|
|
"Epoch 182/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0128 - val_loss: 0.0494 - lr: 0.0012\n",
|
|
"Epoch 183/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0127 - val_loss: 0.0398 - lr: 0.0012\n",
|
|
"Epoch 184/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0128 - val_loss: 0.0146 - lr: 0.0012\n",
|
|
"Epoch 185/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0126 - val_loss: 0.0572 - lr: 0.0012\n",
|
|
"Epoch 186/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0127 - val_loss: 0.0171 - lr: 0.0012\n",
|
|
"Epoch 187/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0126 - val_loss: 0.0364 - lr: 0.0012\n",
|
|
"Epoch 188/2000\n",
|
|
"45/45 [==============================] - 0s 3ms/step - loss: 0.0125 - val_loss: 0.0129 - lr: 0.0012\n",
|
|
"Epoch 189/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0127 - val_loss: 0.0380 - lr: 0.0012\n",
|
|
"Epoch 190/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0125 - val_loss: 0.0349 - lr: 0.0012\n",
|
|
"Epoch 191/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0126 - val_loss: 0.0176 - lr: 0.0012\n",
|
|
"Epoch 192/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0126 - val_loss: 0.0369 - lr: 0.0012\n",
|
|
"Epoch 193/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0126 - val_loss: 0.0315 - lr: 0.0012\n",
|
|
"Epoch 194/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0124 - val_loss: 0.0146 - lr: 0.0012\n",
|
|
"Epoch 195/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0125 - val_loss: 0.0589 - lr: 0.0012\n",
|
|
"Epoch 196/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0127 - val_loss: 0.0440 - lr: 0.0012\n",
|
|
"Epoch 197/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0124 - val_loss: 0.0301 - lr: 0.0012\n",
|
|
"Epoch 198/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0124 - val_loss: 0.0544 - lr: 0.0012\n",
|
|
"Epoch 199/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0124 - val_loss: 0.0789 - lr: 0.0012\n",
|
|
"Epoch 200/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0123 - val_loss: 0.0261 - lr: 0.0012\n",
|
|
"Epoch 201/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0126 - val_loss: 0.0173 - lr: 0.0012\n",
|
|
"Epoch 202/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0123 - val_loss: 0.0319 - lr: 0.0012\n",
|
|
"Epoch 203/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0124 - val_loss: 0.0132 - lr: 0.0012\n",
|
|
"Epoch 204/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0123 - val_loss: 0.0708 - lr: 0.0012\n",
|
|
"Epoch 205/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0123 - val_loss: 0.0237 - lr: 0.0012\n",
|
|
"Epoch 206/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0123 - val_loss: 0.0230 - lr: 0.0012\n",
|
|
"Epoch 207/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0124 - val_loss: 0.0208 - lr: 0.0012\n",
|
|
"Epoch 208/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0123 - val_loss: 0.0270 - lr: 0.0012\n",
|
|
"Epoch 209/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0123 - val_loss: 0.0137 - lr: 0.0012\n",
|
|
"Epoch 210/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0122 - val_loss: 0.0149 - lr: 0.0012\n",
|
|
"Epoch 211/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0121 - val_loss: 0.0163 - lr: 0.0012\n",
|
|
"Epoch 212/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0123 - val_loss: 0.0133 - lr: 0.0012\n",
|
|
"Epoch 213/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0121 - val_loss: 0.0244 - lr: 0.0012\n",
|
|
"Epoch 214/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0122 - val_loss: 0.0138 - lr: 6.2500e-04\n",
|
|
"Epoch 215/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0123 - val_loss: 0.0123 - lr: 6.2500e-04\n",
|
|
"Epoch 216/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0120 - val_loss: 0.0151 - lr: 6.2500e-04\n",
|
|
"Epoch 217/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0121 - val_loss: 0.0131 - lr: 6.2500e-04\n",
|
|
"Epoch 218/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0122 - val_loss: 0.0163 - lr: 6.2500e-04\n",
|
|
"Epoch 219/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0120 - val_loss: 0.0149 - lr: 6.2500e-04\n",
|
|
"Epoch 220/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0119 - val_loss: 0.0123 - lr: 6.2500e-04\n",
|
|
"Epoch 221/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0121 - val_loss: 0.0204 - lr: 6.2500e-04\n",
|
|
"Epoch 222/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0120 - val_loss: 0.0149 - lr: 6.2500e-04\n",
|
|
"Epoch 223/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0120 - val_loss: 0.0143 - lr: 6.2500e-04\n",
|
|
"Epoch 224/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0121 - val_loss: 0.0146 - lr: 6.2500e-04\n",
|
|
"Epoch 225/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0119 - val_loss: 0.0129 - lr: 6.2500e-04\n",
|
|
"Epoch 226/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0120 - val_loss: 0.0122 - lr: 6.2500e-04\n",
|
|
"Epoch 227/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0120 - val_loss: 0.0189 - lr: 6.2500e-04\n",
|
|
"Epoch 228/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0120 - val_loss: 0.0198 - lr: 6.2500e-04\n",
|
|
"Epoch 229/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0119 - val_loss: 0.0128 - lr: 6.2500e-04\n",
|
|
"Epoch 230/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0117 - val_loss: 0.0172 - lr: 6.2500e-04\n",
|
|
"Epoch 231/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0119 - val_loss: 0.0132 - lr: 6.2500e-04\n",
|
|
"Epoch 232/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0120 - val_loss: 0.0142 - lr: 6.2500e-04\n",
|
|
"Epoch 233/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0120 - val_loss: 0.0123 - lr: 6.2500e-04\n",
|
|
"Epoch 234/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0120 - val_loss: 0.0134 - lr: 6.2500e-04\n",
|
|
"Epoch 235/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0120 - val_loss: 0.0187 - lr: 6.2500e-04\n",
|
|
"Epoch 236/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0119 - val_loss: 0.0123 - lr: 6.2500e-04\n",
|
|
"Epoch 237/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0119 - val_loss: 0.0162 - lr: 6.2500e-04\n",
|
|
"Epoch 238/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0119 - val_loss: 0.0186 - lr: 6.2500e-04\n",
|
|
"Epoch 239/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0118 - val_loss: 0.0123 - lr: 6.2500e-04\n",
|
|
"Epoch 240/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0118 - val_loss: 0.0246 - lr: 6.2500e-04\n",
|
|
"Epoch 241/2000\n",
|
|
"45/45 [==============================] - 0s 3ms/step - loss: 0.0118 - val_loss: 0.0119 - lr: 6.2500e-04\n",
|
|
"Epoch 242/2000\n",
|
|
"45/45 [==============================] - 0s 3ms/step - loss: 0.0118 - val_loss: 0.0119 - lr: 6.2500e-04\n",
|
|
"Epoch 243/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0120 - val_loss: 0.0188 - lr: 6.2500e-04\n",
|
|
"Epoch 244/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0119 - val_loss: 0.0152 - lr: 6.2500e-04\n",
|
|
"Epoch 245/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0118 - val_loss: 0.0124 - lr: 6.2500e-04\n",
|
|
"Epoch 246/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0118 - val_loss: 0.0231 - lr: 6.2500e-04\n",
|
|
"Epoch 247/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0118 - val_loss: 0.0119 - lr: 6.2500e-04\n",
|
|
"Epoch 248/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0118 - val_loss: 0.0123 - lr: 6.2500e-04\n",
|
|
"Epoch 249/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0118 - val_loss: 0.0120 - lr: 6.2500e-04\n",
|
|
"Epoch 250/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0117 - val_loss: 0.0120 - lr: 6.2500e-04\n",
|
|
"Epoch 251/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0118 - val_loss: 0.0150 - lr: 6.2500e-04\n",
|
|
"Epoch 252/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0117 - val_loss: 0.0118 - lr: 6.2500e-04\n",
|
|
"Epoch 253/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0118 - val_loss: 0.0126 - lr: 6.2500e-04\n",
|
|
"Epoch 254/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0116 - val_loss: 0.0135 - lr: 6.2500e-04\n",
|
|
"Epoch 255/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0117 - val_loss: 0.0133 - lr: 6.2500e-04\n",
|
|
"Epoch 256/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0117 - val_loss: 0.0120 - lr: 6.2500e-04\n",
|
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"Epoch 257/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0116 - val_loss: 0.0214 - lr: 6.2500e-04\n",
|
|
"Epoch 258/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0116 - val_loss: 0.0160 - lr: 6.2500e-04\n",
|
|
"Epoch 259/2000\n",
|
|
"45/45 [==============================] - 0s 3ms/step - loss: 0.0116 - val_loss: 0.0118 - lr: 6.2500e-04\n",
|
|
"Epoch 260/2000\n",
|
|
"45/45 [==============================] - 0s 3ms/step - loss: 0.0118 - val_loss: 0.0260 - lr: 6.2500e-04\n",
|
|
"Epoch 261/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0117 - val_loss: 0.0126 - lr: 6.2500e-04\n",
|
|
"Epoch 262/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0115 - val_loss: 0.0213 - lr: 6.2500e-04\n",
|
|
"Epoch 263/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0116 - val_loss: 0.0118 - lr: 6.2500e-04\n",
|
|
"Epoch 264/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0116 - val_loss: 0.0118 - lr: 6.2500e-04\n",
|
|
"Epoch 265/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0114 - val_loss: 0.0260 - lr: 6.2500e-04\n",
|
|
"Epoch 266/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0115 - val_loss: 0.0118 - lr: 6.2500e-04\n",
|
|
"Epoch 267/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0116 - val_loss: 0.0118 - lr: 6.2500e-04\n",
|
|
"Epoch 268/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0117 - val_loss: 0.0144 - lr: 6.2500e-04\n",
|
|
"Epoch 269/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0116 - val_loss: 0.0122 - lr: 6.2500e-04\n",
|
|
"Epoch 270/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0116 - val_loss: 0.0214 - lr: 6.2500e-04\n",
|
|
"Epoch 271/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0116 - val_loss: 0.0145 - lr: 6.2500e-04\n",
|
|
"Epoch 272/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0116 - val_loss: 0.0138 - lr: 6.2500e-04\n",
|
|
"Epoch 273/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0117 - val_loss: 0.0231 - lr: 6.2500e-04\n",
|
|
"Epoch 274/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0117 - val_loss: 0.0185 - lr: 6.2500e-04\n",
|
|
"Epoch 275/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0115 - val_loss: 0.0119 - lr: 6.2500e-04\n",
|
|
"Epoch 276/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0115 - val_loss: 0.0200 - lr: 6.2500e-04\n",
|
|
"Epoch 277/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0114 - val_loss: 0.0126 - lr: 6.2500e-04\n",
|
|
"Epoch 278/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0116 - val_loss: 0.0116 - lr: 6.2500e-04\n",
|
|
"Epoch 279/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0115 - val_loss: 0.0152 - lr: 6.2500e-04\n",
|
|
"Epoch 280/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0115 - val_loss: 0.0143 - lr: 6.2500e-04\n",
|
|
"Epoch 281/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0117 - val_loss: 0.0117 - lr: 6.2500e-04\n",
|
|
"Epoch 282/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0115 - val_loss: 0.0169 - lr: 6.2500e-04\n",
|
|
"Epoch 283/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0115 - val_loss: 0.0125 - lr: 6.2500e-04\n",
|
|
"Epoch 284/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0114 - val_loss: 0.0120 - lr: 6.2500e-04\n",
|
|
"Epoch 285/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0114 - val_loss: 0.0125 - lr: 6.2500e-04\n",
|
|
"Epoch 286/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0113 - val_loss: 0.0116 - lr: 6.2500e-04\n",
|
|
"Epoch 287/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0115 - val_loss: 0.0136 - lr: 6.2500e-04\n",
|
|
"Epoch 288/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0115 - val_loss: 0.0131 - lr: 6.2500e-04\n",
|
|
"Epoch 289/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0112 - val_loss: 0.0118 - lr: 6.2500e-04\n",
|
|
"Epoch 290/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0113 - val_loss: 0.0133 - lr: 6.2500e-04\n",
|
|
"Epoch 291/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0114 - val_loss: 0.0210 - lr: 6.2500e-04\n",
|
|
"Epoch 292/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0114 - val_loss: 0.0129 - lr: 6.2500e-04\n",
|
|
"Epoch 293/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0113 - val_loss: 0.0134 - lr: 6.2500e-04\n",
|
|
"Epoch 294/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0113 - val_loss: 0.0126 - lr: 6.2500e-04\n",
|
|
"Epoch 295/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0115 - val_loss: 0.0131 - lr: 6.2500e-04\n",
|
|
"Epoch 296/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0113 - val_loss: 0.0178 - lr: 6.2500e-04\n",
|
|
"Epoch 297/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0113 - val_loss: 0.0122 - lr: 6.2500e-04\n",
|
|
"Epoch 298/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0114 - val_loss: 0.0113 - lr: 6.2500e-04\n",
|
|
"Epoch 299/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0113 - val_loss: 0.0114 - lr: 6.2500e-04\n",
|
|
"Epoch 300/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0113 - val_loss: 0.0115 - lr: 6.2500e-04\n",
|
|
"Epoch 301/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0113 - val_loss: 0.0194 - lr: 6.2500e-04\n",
|
|
"Epoch 302/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0113 - val_loss: 0.0114 - lr: 6.2500e-04\n",
|
|
"Epoch 303/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0112 - val_loss: 0.0387 - lr: 6.2500e-04\n",
|
|
"Epoch 304/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0113 - val_loss: 0.0114 - lr: 6.2500e-04\n",
|
|
"Epoch 305/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0111 - val_loss: 0.0150 - lr: 6.2500e-04\n",
|
|
"Epoch 306/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0114 - val_loss: 0.0184 - lr: 6.2500e-04\n",
|
|
"Epoch 307/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0113 - val_loss: 0.0250 - lr: 6.2500e-04\n",
|
|
"Epoch 308/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0111 - val_loss: 0.0138 - lr: 6.2500e-04\n",
|
|
"Epoch 309/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0112 - val_loss: 0.0134 - lr: 6.2500e-04\n",
|
|
"Epoch 310/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0111 - val_loss: 0.0117 - lr: 6.2500e-04\n",
|
|
"Epoch 311/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0111 - val_loss: 0.0134 - lr: 6.2500e-04\n",
|
|
"Epoch 312/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0112 - val_loss: 0.0119 - lr: 6.2500e-04\n",
|
|
"Epoch 313/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0111 - val_loss: 0.0119 - lr: 6.2500e-04\n",
|
|
"Epoch 314/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0113 - val_loss: 0.0115 - lr: 6.2500e-04\n",
|
|
"Epoch 315/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0112 - val_loss: 0.0148 - lr: 6.2500e-04\n",
|
|
"Epoch 316/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0112 - val_loss: 0.0116 - lr: 6.2500e-04\n",
|
|
"Epoch 317/2000\n",
|
|
"45/45 [==============================] - 0s 3ms/step - loss: 0.0111 - val_loss: 0.0113 - lr: 6.2500e-04\n",
|
|
"Epoch 318/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0110 - val_loss: 0.0113 - lr: 6.2500e-04\n",
|
|
"Epoch 319/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0111 - val_loss: 0.0118 - lr: 6.2500e-04\n",
|
|
"Epoch 320/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0111 - val_loss: 0.0113 - lr: 6.2500e-04\n",
|
|
"Epoch 321/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0110 - val_loss: 0.0113 - lr: 6.2500e-04\n",
|
|
"Epoch 322/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0111 - val_loss: 0.0137 - lr: 6.2500e-04\n",
|
|
"Epoch 323/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0111 - val_loss: 0.0133 - lr: 6.2500e-04\n",
|
|
"Epoch 324/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0110 - val_loss: 0.0242 - lr: 6.2500e-04\n",
|
|
"Epoch 325/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0110 - val_loss: 0.0203 - lr: 6.2500e-04\n",
|
|
"Epoch 326/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0110 - val_loss: 0.0121 - lr: 6.2500e-04\n",
|
|
"Epoch 327/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0110 - val_loss: 0.0157 - lr: 6.2500e-04\n",
|
|
"Epoch 328/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0110 - val_loss: 0.0150 - lr: 6.2500e-04\n",
|
|
"Epoch 329/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0109 - val_loss: 0.0127 - lr: 6.2500e-04\n",
|
|
"Epoch 330/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0110 - val_loss: 0.0115 - lr: 6.2500e-04\n",
|
|
"Epoch 331/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0110 - val_loss: 0.0119 - lr: 6.2500e-04\n",
|
|
"Epoch 332/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0110 - val_loss: 0.0119 - lr: 6.2500e-04\n",
|
|
"Epoch 333/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0110 - val_loss: 0.0149 - lr: 6.2500e-04\n",
|
|
"Epoch 334/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0111 - val_loss: 0.0176 - lr: 6.2500e-04\n",
|
|
"Epoch 335/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0110 - val_loss: 0.0110 - lr: 6.2500e-04\n",
|
|
"Epoch 336/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0110 - val_loss: 0.0110 - lr: 6.2500e-04\n",
|
|
"Epoch 337/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0109 - val_loss: 0.0121 - lr: 6.2500e-04\n",
|
|
"Epoch 338/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0109 - val_loss: 0.0182 - lr: 6.2500e-04\n",
|
|
"Epoch 339/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0109 - val_loss: 0.0114 - lr: 6.2500e-04\n",
|
|
"Epoch 340/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0110 - val_loss: 0.0119 - lr: 6.2500e-04\n",
|
|
"Epoch 341/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0110 - val_loss: 0.0120 - lr: 6.2500e-04\n",
|
|
"Epoch 342/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0107 - val_loss: 0.0181 - lr: 6.2500e-04\n",
|
|
"Epoch 343/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0109 - val_loss: 0.0145 - lr: 6.2500e-04\n",
|
|
"Epoch 344/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0108 - val_loss: 0.0157 - lr: 6.2500e-04\n",
|
|
"Epoch 345/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0108 - val_loss: 0.0127 - lr: 6.2500e-04\n",
|
|
"Epoch 346/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0108 - val_loss: 0.0180 - lr: 6.2500e-04\n",
|
|
"Epoch 347/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0111 - val_loss: 0.0171 - lr: 6.2500e-04\n",
|
|
"Epoch 348/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0109 - val_loss: 0.0112 - lr: 6.2500e-04\n",
|
|
"Epoch 349/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0108 - val_loss: 0.0166 - lr: 6.2500e-04\n",
|
|
"Epoch 350/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0108 - val_loss: 0.0137 - lr: 6.2500e-04\n",
|
|
"Epoch 351/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0107 - val_loss: 0.0122 - lr: 6.2500e-04\n",
|
|
"Epoch 352/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0108 - val_loss: 0.0153 - lr: 6.2500e-04\n",
|
|
"Epoch 353/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0107 - val_loss: 0.0110 - lr: 6.2500e-04\n",
|
|
"Epoch 354/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0107 - val_loss: 0.0120 - lr: 6.2500e-04\n",
|
|
"Epoch 355/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0107 - val_loss: 0.0112 - lr: 6.2500e-04\n",
|
|
"Epoch 356/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0107 - val_loss: 0.0206 - lr: 6.2500e-04\n",
|
|
"Epoch 357/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0108 - val_loss: 0.0109 - lr: 6.2500e-04\n",
|
|
"Epoch 358/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0107 - val_loss: 0.0117 - lr: 6.2500e-04\n",
|
|
"Epoch 359/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0108 - val_loss: 0.0108 - lr: 6.2500e-04\n",
|
|
"Epoch 360/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0106 - val_loss: 0.0159 - lr: 6.2500e-04\n",
|
|
"Epoch 361/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0107 - val_loss: 0.0192 - lr: 6.2500e-04\n",
|
|
"Epoch 362/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0108 - val_loss: 0.0110 - lr: 6.2500e-04\n",
|
|
"Epoch 363/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0107 - val_loss: 0.0271 - lr: 6.2500e-04\n",
|
|
"Epoch 364/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0107 - val_loss: 0.0198 - lr: 6.2500e-04\n",
|
|
"Epoch 365/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0107 - val_loss: 0.0208 - lr: 6.2500e-04\n",
|
|
"Epoch 366/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0108 - val_loss: 0.0170 - lr: 6.2500e-04\n",
|
|
"Epoch 367/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0107 - val_loss: 0.0119 - lr: 6.2500e-04\n",
|
|
"Epoch 368/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0105 - val_loss: 0.0114 - lr: 6.2500e-04\n",
|
|
"Epoch 369/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0106 - val_loss: 0.0173 - lr: 6.2500e-04\n",
|
|
"Epoch 370/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0106 - val_loss: 0.0177 - lr: 6.2500e-04\n",
|
|
"Epoch 371/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0105 - val_loss: 0.0158 - lr: 6.2500e-04\n",
|
|
"Epoch 372/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0106 - val_loss: 0.0139 - lr: 6.2500e-04\n",
|
|
"Epoch 373/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0106 - val_loss: 0.0145 - lr: 6.2500e-04\n",
|
|
"Epoch 374/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0106 - val_loss: 0.0108 - lr: 6.2500e-04\n",
|
|
"Epoch 375/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0104 - val_loss: 0.0107 - lr: 6.2500e-04\n",
|
|
"Epoch 376/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0105 - val_loss: 0.0143 - lr: 6.2500e-04\n",
|
|
"Epoch 377/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0105 - val_loss: 0.0121 - lr: 6.2500e-04\n",
|
|
"Epoch 378/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0104 - val_loss: 0.0106 - lr: 6.2500e-04\n",
|
|
"Epoch 379/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0107 - val_loss: 0.0131 - lr: 6.2500e-04\n",
|
|
"Epoch 380/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0106 - val_loss: 0.0141 - lr: 6.2500e-04\n",
|
|
"Epoch 381/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0106 - val_loss: 0.0106 - lr: 6.2500e-04\n",
|
|
"Epoch 382/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0104 - val_loss: 0.0114 - lr: 6.2500e-04\n",
|
|
"Epoch 383/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0105 - val_loss: 0.0113 - lr: 6.2500e-04\n",
|
|
"Epoch 384/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0103 - val_loss: 0.0108 - lr: 6.2500e-04\n",
|
|
"Epoch 385/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0105 - val_loss: 0.0285 - lr: 6.2500e-04\n",
|
|
"Epoch 386/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0105 - val_loss: 0.0131 - lr: 6.2500e-04\n",
|
|
"Epoch 387/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0105 - val_loss: 0.0106 - lr: 6.2500e-04\n",
|
|
"Epoch 388/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0104 - val_loss: 0.0129 - lr: 6.2500e-04\n",
|
|
"Epoch 389/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0105 - val_loss: 0.0191 - lr: 6.2500e-04\n",
|
|
"Epoch 390/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0104 - val_loss: 0.0144 - lr: 6.2500e-04\n",
|
|
"Epoch 391/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0105 - val_loss: 0.0254 - lr: 6.2500e-04\n",
|
|
"Epoch 392/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0105 - val_loss: 0.0107 - lr: 6.2500e-04\n",
|
|
"Epoch 393/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0105 - val_loss: 0.0106 - lr: 6.2500e-04\n",
|
|
"Epoch 394/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0106 - val_loss: 0.0105 - lr: 6.2500e-04\n",
|
|
"Epoch 395/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0103 - val_loss: 0.0114 - lr: 6.2500e-04\n",
|
|
"Epoch 396/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0106 - val_loss: 0.0184 - lr: 6.2500e-04\n",
|
|
"Epoch 397/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0105 - val_loss: 0.0171 - lr: 6.2500e-04\n",
|
|
"Epoch 398/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0103 - val_loss: 0.0114 - lr: 6.2500e-04\n",
|
|
"Epoch 399/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0105 - val_loss: 0.0112 - lr: 6.2500e-04\n",
|
|
"Epoch 400/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0103 - val_loss: 0.0142 - lr: 6.2500e-04\n",
|
|
"Epoch 401/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0104 - val_loss: 0.0116 - lr: 6.2500e-04\n",
|
|
"Epoch 402/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0104 - val_loss: 0.0206 - lr: 6.2500e-04\n",
|
|
"Epoch 403/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0103 - val_loss: 0.0116 - lr: 6.2500e-04\n",
|
|
"Epoch 404/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0104 - val_loss: 0.0217 - lr: 6.2500e-04\n",
|
|
"Epoch 405/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0103 - val_loss: 0.0114 - lr: 6.2500e-04\n",
|
|
"Epoch 406/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0102 - val_loss: 0.0104 - lr: 6.2500e-04\n",
|
|
"Epoch 407/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0102 - val_loss: 0.0134 - lr: 6.2500e-04\n",
|
|
"Epoch 408/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0102 - val_loss: 0.0111 - lr: 6.2500e-04\n",
|
|
"Epoch 409/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0103 - val_loss: 0.0116 - lr: 6.2500e-04\n",
|
|
"Epoch 410/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0104 - val_loss: 0.0105 - lr: 6.2500e-04\n",
|
|
"Epoch 411/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0102 - val_loss: 0.0137 - lr: 6.2500e-04\n",
|
|
"Epoch 412/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0104 - val_loss: 0.0114 - lr: 6.2500e-04\n",
|
|
"Epoch 413/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0103 - val_loss: 0.0105 - lr: 6.2500e-04\n",
|
|
"Epoch 414/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0103 - val_loss: 0.0185 - lr: 6.2500e-04\n",
|
|
"Epoch 415/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0103 - val_loss: 0.0128 - lr: 6.2500e-04\n",
|
|
"Epoch 416/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0101 - val_loss: 0.0134 - lr: 6.2500e-04\n",
|
|
"Epoch 417/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0102 - val_loss: 0.0110 - lr: 6.2500e-04\n",
|
|
"Epoch 418/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0102 - val_loss: 0.0108 - lr: 6.2500e-04\n",
|
|
"Epoch 419/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0102 - val_loss: 0.0109 - lr: 6.2500e-04\n",
|
|
"Epoch 420/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0103 - val_loss: 0.0106 - lr: 6.2500e-04\n",
|
|
"Epoch 421/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0101 - val_loss: 0.0128 - lr: 6.2500e-04\n",
|
|
"Epoch 422/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0103 - val_loss: 0.0107 - lr: 6.2500e-04\n",
|
|
"Epoch 423/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0101 - val_loss: 0.0105 - lr: 6.2500e-04\n",
|
|
"Epoch 424/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0102 - val_loss: 0.0103 - lr: 6.2500e-04\n",
|
|
"Epoch 425/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0103 - val_loss: 0.0275 - lr: 6.2500e-04\n",
|
|
"Epoch 426/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0104 - val_loss: 0.0249 - lr: 6.2500e-04\n",
|
|
"Epoch 427/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0102 - val_loss: 0.0149 - lr: 6.2500e-04\n",
|
|
"Epoch 428/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0101 - val_loss: 0.0109 - lr: 6.2500e-04\n",
|
|
"Epoch 429/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0101 - val_loss: 0.0146 - lr: 6.2500e-04\n",
|
|
"Epoch 430/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0102 - val_loss: 0.0108 - lr: 6.2500e-04\n",
|
|
"Epoch 431/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0101 - val_loss: 0.0104 - lr: 6.2500e-04\n",
|
|
"Epoch 432/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0101 - val_loss: 0.0184 - lr: 6.2500e-04\n",
|
|
"Epoch 433/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0102 - val_loss: 0.0103 - lr: 6.2500e-04\n",
|
|
"Epoch 434/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0102 - val_loss: 0.0136 - lr: 6.2500e-04\n",
|
|
"Epoch 435/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0102 - val_loss: 0.0132 - lr: 6.2500e-04\n",
|
|
"Epoch 436/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0101 - val_loss: 0.0121 - lr: 6.2500e-04\n",
|
|
"Epoch 437/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0101 - val_loss: 0.0102 - lr: 6.2500e-04\n",
|
|
"Epoch 438/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0102 - val_loss: 0.0142 - lr: 6.2500e-04\n",
|
|
"Epoch 439/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0103 - val_loss: 0.0102 - lr: 6.2500e-04\n",
|
|
"Epoch 440/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0100 - val_loss: 0.0113 - lr: 6.2500e-04\n",
|
|
"Epoch 441/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0100 - val_loss: 0.0102 - lr: 6.2500e-04\n",
|
|
"Epoch 442/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0100 - val_loss: 0.0155 - lr: 6.2500e-04\n",
|
|
"Epoch 443/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0103 - val_loss: 0.0146 - lr: 6.2500e-04\n",
|
|
"Epoch 444/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0100 - val_loss: 0.0112 - lr: 6.2500e-04\n",
|
|
"Epoch 445/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0102 - val_loss: 0.0101 - lr: 6.2500e-04\n",
|
|
"Epoch 446/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0101 - val_loss: 0.0141 - lr: 6.2500e-04\n",
|
|
"Epoch 447/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0102 - val_loss: 0.0187 - lr: 6.2500e-04\n",
|
|
"Epoch 448/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0100 - val_loss: 0.0104 - lr: 6.2500e-04\n",
|
|
"Epoch 449/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0100 - val_loss: 0.0301 - lr: 6.2500e-04\n",
|
|
"Epoch 450/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0100 - val_loss: 0.0103 - lr: 6.2500e-04\n",
|
|
"Epoch 451/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0100 - val_loss: 0.0156 - lr: 6.2500e-04\n",
|
|
"Epoch 452/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0100 - val_loss: 0.0171 - lr: 6.2500e-04\n",
|
|
"Epoch 453/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0100 - val_loss: 0.0249 - lr: 6.2500e-04\n",
|
|
"Epoch 454/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0101 - val_loss: 0.0130 - lr: 6.2500e-04\n",
|
|
"Epoch 455/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0100 - val_loss: 0.0126 - lr: 6.2500e-04\n",
|
|
"Epoch 456/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0099 - val_loss: 0.0153 - lr: 6.2500e-04\n",
|
|
"Epoch 457/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0101 - val_loss: 0.0102 - lr: 6.2500e-04\n",
|
|
"Epoch 458/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0099 - val_loss: 0.0189 - lr: 6.2500e-04\n",
|
|
"Epoch 459/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0100 - val_loss: 0.0170 - lr: 6.2500e-04\n",
|
|
"Epoch 460/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0100 - val_loss: 0.0113 - lr: 6.2500e-04\n",
|
|
"Epoch 461/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0099 - val_loss: 0.0256 - lr: 6.2500e-04\n",
|
|
"Epoch 462/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0101 - val_loss: 0.0105 - lr: 6.2500e-04\n",
|
|
"Epoch 463/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0100 - val_loss: 0.0105 - lr: 6.2500e-04\n",
|
|
"Epoch 464/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0098 - val_loss: 0.0130 - lr: 6.2500e-04\n",
|
|
"Epoch 465/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0100 - val_loss: 0.0131 - lr: 6.2500e-04\n",
|
|
"Epoch 466/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0101 - val_loss: 0.0172 - lr: 6.2500e-04\n",
|
|
"Epoch 467/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0098 - val_loss: 0.0232 - lr: 6.2500e-04\n",
|
|
"Epoch 468/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0099 - val_loss: 0.0110 - lr: 6.2500e-04\n",
|
|
"Epoch 469/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0099 - val_loss: 0.0240 - lr: 6.2500e-04\n",
|
|
"Epoch 470/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0100 - val_loss: 0.0105 - lr: 6.2500e-04\n",
|
|
"Epoch 471/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0099 - val_loss: 0.0112 - lr: 3.1250e-04\n",
|
|
"Epoch 472/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0100 - val_loss: 0.0102 - lr: 3.1250e-04\n",
|
|
"Epoch 473/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0099 - val_loss: 0.0100 - lr: 3.1250e-04\n",
|
|
"Epoch 474/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0098 - val_loss: 0.0104 - lr: 3.1250e-04\n",
|
|
"Epoch 475/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0098 - val_loss: 0.0132 - lr: 3.1250e-04\n",
|
|
"Epoch 476/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0099 - val_loss: 0.0154 - lr: 3.1250e-04\n",
|
|
"Epoch 477/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0099 - val_loss: 0.0107 - lr: 3.1250e-04\n",
|
|
"Epoch 478/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0099 - val_loss: 0.0101 - lr: 3.1250e-04\n",
|
|
"Epoch 479/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0098 - val_loss: 0.0102 - lr: 3.1250e-04\n",
|
|
"Epoch 480/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0098 - val_loss: 0.0151 - lr: 3.1250e-04\n",
|
|
"Epoch 481/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0098 - val_loss: 0.0103 - lr: 3.1250e-04\n",
|
|
"Epoch 482/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0099 - val_loss: 0.0106 - lr: 3.1250e-04\n",
|
|
"Epoch 483/2000\n",
|
|
"45/45 [==============================] - 0s 3ms/step - loss: 0.0098 - val_loss: 0.0100 - lr: 3.1250e-04\n",
|
|
"Epoch 484/2000\n",
|
|
"45/45 [==============================] - 0s 3ms/step - loss: 0.0098 - val_loss: 0.0100 - lr: 3.1250e-04\n",
|
|
"Epoch 485/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0099 - val_loss: 0.0102 - lr: 3.1250e-04\n",
|
|
"Epoch 486/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0097 - val_loss: 0.0125 - lr: 3.1250e-04\n",
|
|
"Epoch 487/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0099 - val_loss: 0.0108 - lr: 3.1250e-04\n",
|
|
"Epoch 488/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0098 - val_loss: 0.0182 - lr: 3.1250e-04\n",
|
|
"Epoch 489/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0098 - val_loss: 0.0101 - lr: 3.1250e-04\n",
|
|
"Epoch 490/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0098 - val_loss: 0.0114 - lr: 3.1250e-04\n",
|
|
"Epoch 491/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0098 - val_loss: 0.0105 - lr: 3.1250e-04\n",
|
|
"Epoch 492/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0098 - val_loss: 0.0101 - lr: 3.1250e-04\n",
|
|
"Epoch 493/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0097 - val_loss: 0.0102 - lr: 3.1250e-04\n",
|
|
"Epoch 494/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0095 - val_loss: 0.0127 - lr: 3.1250e-04\n",
|
|
"Epoch 495/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0098 - val_loss: 0.0115 - lr: 3.1250e-04\n",
|
|
"Epoch 496/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0098 - val_loss: 0.0123 - lr: 3.1250e-04\n",
|
|
"Epoch 497/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0098 - val_loss: 0.0104 - lr: 3.1250e-04\n",
|
|
"Epoch 498/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0099 - val_loss: 0.0100 - lr: 3.1250e-04\n",
|
|
"Epoch 499/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0098 - val_loss: 0.0114 - lr: 3.1250e-04\n",
|
|
"Epoch 500/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0097 - val_loss: 0.0132 - lr: 3.1250e-04\n",
|
|
"Epoch 501/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0098 - val_loss: 0.0102 - lr: 3.1250e-04\n",
|
|
"Epoch 502/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0098 - val_loss: 0.0113 - lr: 3.1250e-04\n",
|
|
"Epoch 503/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0097 - val_loss: 0.0107 - lr: 3.1250e-04\n",
|
|
"Epoch 504/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0099 - val_loss: 0.0107 - lr: 3.1250e-04\n",
|
|
"Epoch 505/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0098 - val_loss: 0.0121 - lr: 3.1250e-04\n",
|
|
"Epoch 506/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0099 - val_loss: 0.0103 - lr: 3.1250e-04\n",
|
|
"Epoch 507/2000\n",
|
|
"45/45 [==============================] - 0s 3ms/step - loss: 0.0097 - val_loss: 0.0127 - lr: 3.1250e-04\n",
|
|
"Epoch 508/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0097 - val_loss: 0.0104 - lr: 3.1250e-04\n",
|
|
"Epoch 509/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0097 - val_loss: 0.0104 - lr: 3.1250e-04\n",
|
|
"Epoch 510/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0097 - val_loss: 0.0150 - lr: 3.1250e-04\n",
|
|
"Epoch 511/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0097 - val_loss: 0.0119 - lr: 3.1250e-04\n",
|
|
"Epoch 512/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0096 - val_loss: 0.0116 - lr: 3.1250e-04\n",
|
|
"Epoch 513/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0097 - val_loss: 0.0104 - lr: 3.1250e-04\n",
|
|
"Epoch 514/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0097 - val_loss: 0.0098 - lr: 3.1250e-04\n",
|
|
"Epoch 515/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0098 - val_loss: 0.0111 - lr: 3.1250e-04\n",
|
|
"Epoch 516/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0097 - val_loss: 0.0098 - lr: 3.1250e-04\n",
|
|
"Epoch 517/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0098 - val_loss: 0.0099 - lr: 3.1250e-04\n",
|
|
"Epoch 518/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0097 - val_loss: 0.0098 - lr: 3.1250e-04\n",
|
|
"Epoch 519/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0098 - val_loss: 0.0153 - lr: 3.1250e-04\n",
|
|
"Epoch 520/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0097 - val_loss: 0.0099 - lr: 3.1250e-04\n",
|
|
"Epoch 521/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0097 - val_loss: 0.0157 - lr: 3.1250e-04\n",
|
|
"Epoch 522/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0095 - val_loss: 0.0102 - lr: 3.1250e-04\n",
|
|
"Epoch 523/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0096 - val_loss: 0.0163 - lr: 3.1250e-04\n",
|
|
"Epoch 524/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0097 - val_loss: 0.0115 - lr: 3.1250e-04\n",
|
|
"Epoch 525/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0097 - val_loss: 0.0109 - lr: 3.1250e-04\n",
|
|
"Epoch 526/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0096 - val_loss: 0.0115 - lr: 3.1250e-04\n",
|
|
"Epoch 527/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0096 - val_loss: 0.0098 - lr: 3.1250e-04\n",
|
|
"Epoch 528/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0097 - val_loss: 0.0101 - lr: 3.1250e-04\n",
|
|
"Epoch 529/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0096 - val_loss: 0.0099 - lr: 3.1250e-04\n",
|
|
"Epoch 530/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0096 - val_loss: 0.0099 - lr: 3.1250e-04\n",
|
|
"Epoch 531/2000\n",
|
|
"45/45 [==============================] - 0s 3ms/step - loss: 0.0096 - val_loss: 0.0098 - lr: 3.1250e-04\n",
|
|
"Epoch 532/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0095 - val_loss: 0.0098 - lr: 3.1250e-04\n",
|
|
"Epoch 533/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0097 - val_loss: 0.0099 - lr: 3.1250e-04\n",
|
|
"Epoch 534/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0096 - val_loss: 0.0100 - lr: 3.1250e-04\n",
|
|
"Epoch 535/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0098 - val_loss: 0.0102 - lr: 3.1250e-04\n",
|
|
"Epoch 536/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0096 - val_loss: 0.0161 - lr: 3.1250e-04\n",
|
|
"Epoch 537/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0095 - val_loss: 0.0098 - lr: 3.1250e-04\n",
|
|
"Epoch 538/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0096 - val_loss: 0.0267 - lr: 3.1250e-04\n",
|
|
"Epoch 539/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0097 - val_loss: 0.0099 - lr: 3.1250e-04\n",
|
|
"Epoch 540/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0097 - val_loss: 0.0120 - lr: 3.1250e-04\n",
|
|
"Epoch 541/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0096 - val_loss: 0.0119 - lr: 3.1250e-04\n",
|
|
"Epoch 542/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0097 - val_loss: 0.0122 - lr: 3.1250e-04\n",
|
|
"Epoch 543/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0097 - val_loss: 0.0099 - lr: 3.1250e-04\n",
|
|
"Epoch 544/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0097 - val_loss: 0.0098 - lr: 3.1250e-04\n",
|
|
"Epoch 545/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0096 - val_loss: 0.0116 - lr: 3.1250e-04\n",
|
|
"Epoch 546/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0095 - val_loss: 0.0099 - lr: 3.1250e-04\n",
|
|
"Epoch 547/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0097 - val_loss: 0.0100 - lr: 3.1250e-04\n",
|
|
"Epoch 548/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0096 - val_loss: 0.0132 - lr: 3.1250e-04\n",
|
|
"Epoch 549/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0096 - val_loss: 0.0102 - lr: 3.1250e-04\n",
|
|
"Epoch 550/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0095 - val_loss: 0.0156 - lr: 3.1250e-04\n",
|
|
"Epoch 551/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0096 - val_loss: 0.0122 - lr: 3.1250e-04\n",
|
|
"Epoch 552/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0095 - val_loss: 0.0135 - lr: 3.1250e-04\n",
|
|
"Epoch 553/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0096 - val_loss: 0.0124 - lr: 3.1250e-04\n",
|
|
"Epoch 554/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0096 - val_loss: 0.0125 - lr: 3.1250e-04\n",
|
|
"Epoch 555/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0096 - val_loss: 0.0115 - lr: 3.1250e-04\n",
|
|
"Epoch 556/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0095 - val_loss: 0.0105 - lr: 3.1250e-04\n",
|
|
"Epoch 557/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0096 - val_loss: 0.0144 - lr: 3.1250e-04\n",
|
|
"Epoch 558/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0096 - val_loss: 0.0099 - lr: 3.1250e-04\n",
|
|
"Epoch 559/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0095 - val_loss: 0.0098 - lr: 3.1250e-04\n",
|
|
"Epoch 560/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0097 - val_loss: 0.0098 - lr: 3.1250e-04\n",
|
|
"Epoch 561/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0097 - val_loss: 0.0097 - lr: 3.1250e-04\n",
|
|
"Epoch 562/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0096 - val_loss: 0.0105 - lr: 3.1250e-04\n",
|
|
"Epoch 563/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0095 - val_loss: 0.0098 - lr: 3.1250e-04\n",
|
|
"Epoch 564/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0095 - val_loss: 0.0106 - lr: 3.1250e-04\n",
|
|
"Epoch 565/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0093 - val_loss: 0.0097 - lr: 3.1250e-04\n",
|
|
"Epoch 566/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0097 - val_loss: 0.0104 - lr: 3.1250e-04\n",
|
|
"Epoch 567/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0094 - val_loss: 0.0100 - lr: 3.1250e-04\n",
|
|
"Epoch 568/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0094 - val_loss: 0.0099 - lr: 3.1250e-04\n",
|
|
"Epoch 569/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0098 - val_loss: 0.0097 - lr: 3.1250e-04\n",
|
|
"Epoch 570/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0094 - val_loss: 0.0102 - lr: 3.1250e-04\n",
|
|
"Epoch 571/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0093 - val_loss: 0.0098 - lr: 3.1250e-04\n",
|
|
"Epoch 572/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0096 - val_loss: 0.0104 - lr: 3.1250e-04\n",
|
|
"Epoch 573/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0095 - val_loss: 0.0109 - lr: 3.1250e-04\n",
|
|
"Epoch 574/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0095 - val_loss: 0.0139 - lr: 3.1250e-04\n",
|
|
"Epoch 575/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0095 - val_loss: 0.0280 - lr: 3.1250e-04\n",
|
|
"Epoch 576/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0096 - val_loss: 0.0100 - lr: 3.1250e-04\n",
|
|
"Epoch 577/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0095 - val_loss: 0.0106 - lr: 3.1250e-04\n",
|
|
"Epoch 578/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0096 - val_loss: 0.0098 - lr: 3.1250e-04\n",
|
|
"Epoch 579/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0096 - val_loss: 0.0097 - lr: 3.1250e-04\n",
|
|
"Epoch 580/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0094 - val_loss: 0.0109 - lr: 3.1250e-04\n",
|
|
"Epoch 581/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0097 - val_loss: 0.0111 - lr: 3.1250e-04\n",
|
|
"Epoch 582/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0095 - val_loss: 0.0108 - lr: 3.1250e-04\n",
|
|
"Epoch 583/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0096 - val_loss: 0.0098 - lr: 3.1250e-04\n",
|
|
"Epoch 584/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0096 - val_loss: 0.0097 - lr: 3.1250e-04\n",
|
|
"Epoch 585/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0096 - val_loss: 0.0097 - lr: 3.1250e-04\n",
|
|
"Epoch 586/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0093 - val_loss: 0.0103 - lr: 3.1250e-04\n",
|
|
"Epoch 587/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0094 - val_loss: 0.0110 - lr: 3.1250e-04\n",
|
|
"Epoch 588/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0094 - val_loss: 0.0110 - lr: 3.1250e-04\n",
|
|
"Epoch 589/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0095 - val_loss: 0.0097 - lr: 3.1250e-04\n",
|
|
"Epoch 590/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0096 - val_loss: 0.0111 - lr: 3.1250e-04\n",
|
|
"Epoch 591/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0094 - val_loss: 0.0103 - lr: 3.1250e-04\n",
|
|
"Epoch 592/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0095 - val_loss: 0.0097 - lr: 3.1250e-04\n",
|
|
"Epoch 593/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0094 - val_loss: 0.0104 - lr: 3.1250e-04\n",
|
|
"Epoch 594/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0094 - val_loss: 0.0103 - lr: 3.1250e-04\n",
|
|
"Epoch 595/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0095 - val_loss: 0.0097 - lr: 3.1250e-04\n",
|
|
"Epoch 596/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0096 - val_loss: 0.0115 - lr: 3.1250e-04\n",
|
|
"Epoch 597/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0094 - val_loss: 0.0122 - lr: 3.1250e-04\n",
|
|
"Epoch 598/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0096 - val_loss: 0.0120 - lr: 3.1250e-04\n",
|
|
"Epoch 599/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0093 - val_loss: 0.0096 - lr: 3.1250e-04\n",
|
|
"Epoch 600/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0094 - val_loss: 0.0096 - lr: 3.1250e-04\n",
|
|
"Epoch 601/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0095 - val_loss: 0.0115 - lr: 3.1250e-04\n",
|
|
"Epoch 602/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0095 - val_loss: 0.0109 - lr: 3.1250e-04\n",
|
|
"Epoch 603/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0094 - val_loss: 0.0099 - lr: 3.1250e-04\n",
|
|
"Epoch 604/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0094 - val_loss: 0.0112 - lr: 3.1250e-04\n",
|
|
"Epoch 605/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0095 - val_loss: 0.0098 - lr: 3.1250e-04\n",
|
|
"Epoch 606/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0094 - val_loss: 0.0097 - lr: 3.1250e-04\n",
|
|
"Epoch 607/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0095 - val_loss: 0.0121 - lr: 3.1250e-04\n",
|
|
"Epoch 608/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0095 - val_loss: 0.0099 - lr: 3.1250e-04\n",
|
|
"Epoch 609/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0095 - val_loss: 0.0096 - lr: 3.1250e-04\n",
|
|
"Epoch 610/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0092 - val_loss: 0.0101 - lr: 3.1250e-04\n",
|
|
"Epoch 611/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0095 - val_loss: 0.0105 - lr: 3.1250e-04\n",
|
|
"Epoch 612/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0094 - val_loss: 0.0097 - lr: 3.1250e-04\n",
|
|
"Epoch 613/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0094 - val_loss: 0.0104 - lr: 3.1250e-04\n",
|
|
"Epoch 614/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0094 - val_loss: 0.0099 - lr: 3.1250e-04\n",
|
|
"Epoch 615/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0095 - val_loss: 0.0125 - lr: 3.1250e-04\n",
|
|
"Epoch 616/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0095 - val_loss: 0.0125 - lr: 3.1250e-04\n",
|
|
"Epoch 617/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0094 - val_loss: 0.0100 - lr: 3.1250e-04\n",
|
|
"Epoch 618/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0094 - val_loss: 0.0147 - lr: 3.1250e-04\n",
|
|
"Epoch 619/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0094 - val_loss: 0.0113 - lr: 3.1250e-04\n",
|
|
"Epoch 620/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0094 - val_loss: 0.0097 - lr: 3.1250e-04\n",
|
|
"Epoch 621/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0093 - val_loss: 0.0109 - lr: 3.1250e-04\n",
|
|
"Epoch 622/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0093 - val_loss: 0.0116 - lr: 3.1250e-04\n",
|
|
"Epoch 623/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0095 - val_loss: 0.0104 - lr: 3.1250e-04\n",
|
|
"Epoch 624/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0093 - val_loss: 0.0096 - lr: 3.1250e-04\n",
|
|
"Epoch 625/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0093 - val_loss: 0.0099 - lr: 3.1250e-04\n",
|
|
"Epoch 626/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0095 - val_loss: 0.0098 - lr: 3.1250e-04\n",
|
|
"Epoch 627/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0094 - val_loss: 0.0101 - lr: 3.1250e-04\n",
|
|
"Epoch 628/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0093 - val_loss: 0.0119 - lr: 3.1250e-04\n",
|
|
"Epoch 629/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0094 - val_loss: 0.0096 - lr: 3.1250e-04\n",
|
|
"Epoch 630/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0093 - val_loss: 0.0096 - lr: 3.1250e-04\n",
|
|
"Epoch 631/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0094 - val_loss: 0.0128 - lr: 3.1250e-04\n",
|
|
"Epoch 632/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0094 - val_loss: 0.0134 - lr: 3.1250e-04\n",
|
|
"Epoch 633/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0094 - val_loss: 0.0124 - lr: 3.1250e-04\n",
|
|
"Epoch 634/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0096 - val_loss: 0.0148 - lr: 3.1250e-04\n",
|
|
"Epoch 635/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0094 - val_loss: 0.0096 - lr: 3.1250e-04\n",
|
|
"Epoch 636/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0095 - val_loss: 0.0134 - lr: 3.1250e-04\n",
|
|
"Epoch 637/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0095 - val_loss: 0.0127 - lr: 3.1250e-04\n",
|
|
"Epoch 638/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0095 - val_loss: 0.0100 - lr: 3.1250e-04\n",
|
|
"Epoch 639/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0093 - val_loss: 0.0096 - lr: 3.1250e-04\n",
|
|
"Epoch 640/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0093 - val_loss: 0.0139 - lr: 3.1250e-04\n",
|
|
"Epoch 641/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0094 - val_loss: 0.0099 - lr: 3.1250e-04\n",
|
|
"Epoch 642/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0091 - val_loss: 0.0109 - lr: 3.1250e-04\n",
|
|
"Epoch 643/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0092 - val_loss: 0.0116 - lr: 3.1250e-04\n",
|
|
"Epoch 644/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0093 - val_loss: 0.0096 - lr: 3.1250e-04\n",
|
|
"Epoch 645/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0094 - val_loss: 0.0106 - lr: 3.1250e-04\n",
|
|
"Epoch 646/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0092 - val_loss: 0.0101 - lr: 3.1250e-04\n",
|
|
"Epoch 647/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0092 - val_loss: 0.0141 - lr: 3.1250e-04\n",
|
|
"Epoch 648/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0096 - val_loss: 0.0132 - lr: 3.1250e-04\n",
|
|
"Epoch 649/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0093 - val_loss: 0.0111 - lr: 3.1250e-04\n",
|
|
"Epoch 650/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0094 - val_loss: 0.0095 - lr: 3.1250e-04\n",
|
|
"Epoch 651/2000\n",
|
|
"45/45 [==============================] - 0s 3ms/step - loss: 0.0094 - val_loss: 0.0110 - lr: 3.1250e-04\n",
|
|
"Epoch 652/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0093 - val_loss: 0.0113 - lr: 3.1250e-04\n",
|
|
"Epoch 653/2000\n",
|
|
"45/45 [==============================] - 0s 3ms/step - loss: 0.0094 - val_loss: 0.0096 - lr: 3.1250e-04\n",
|
|
"Epoch 654/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0092 - val_loss: 0.0116 - lr: 3.1250e-04\n",
|
|
"Epoch 655/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0092 - val_loss: 0.0095 - lr: 3.1250e-04\n",
|
|
"Epoch 656/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0094 - val_loss: 0.0096 - lr: 3.1250e-04\n",
|
|
"Epoch 657/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0092 - val_loss: 0.0119 - lr: 3.1250e-04\n",
|
|
"Epoch 658/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0093 - val_loss: 0.0098 - lr: 3.1250e-04\n",
|
|
"Epoch 659/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0093 - val_loss: 0.0160 - lr: 3.1250e-04\n",
|
|
"Epoch 660/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0093 - val_loss: 0.0103 - lr: 3.1250e-04\n",
|
|
"Epoch 661/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0093 - val_loss: 0.0102 - lr: 3.1250e-04\n",
|
|
"Epoch 662/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0092 - val_loss: 0.0097 - lr: 3.1250e-04\n",
|
|
"Epoch 663/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0094 - val_loss: 0.0108 - lr: 3.1250e-04\n",
|
|
"Epoch 664/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0091 - val_loss: 0.0094 - lr: 3.1250e-04\n",
|
|
"Epoch 665/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0093 - val_loss: 0.0099 - lr: 3.1250e-04\n",
|
|
"Epoch 666/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0093 - val_loss: 0.0110 - lr: 3.1250e-04\n",
|
|
"Epoch 667/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0093 - val_loss: 0.0100 - lr: 3.1250e-04\n",
|
|
"Epoch 668/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0092 - val_loss: 0.0111 - lr: 3.1250e-04\n",
|
|
"Epoch 669/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0093 - val_loss: 0.0106 - lr: 3.1250e-04\n",
|
|
"Epoch 670/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0093 - val_loss: 0.0104 - lr: 3.1250e-04\n",
|
|
"Epoch 671/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0092 - val_loss: 0.0099 - lr: 3.1250e-04\n",
|
|
"Epoch 672/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0092 - val_loss: 0.0104 - lr: 3.1250e-04\n",
|
|
"Epoch 673/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0093 - val_loss: 0.0202 - lr: 3.1250e-04\n",
|
|
"Epoch 674/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0094 - val_loss: 0.0100 - lr: 3.1250e-04\n",
|
|
"Epoch 675/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0092 - val_loss: 0.0111 - lr: 3.1250e-04\n",
|
|
"Epoch 676/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0094 - val_loss: 0.0153 - lr: 3.1250e-04\n",
|
|
"Epoch 677/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0093 - val_loss: 0.0121 - lr: 3.1250e-04\n",
|
|
"Epoch 678/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0093 - val_loss: 0.0096 - lr: 3.1250e-04\n",
|
|
"Epoch 679/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0093 - val_loss: 0.0098 - lr: 3.1250e-04\n",
|
|
"Epoch 680/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0092 - val_loss: 0.0124 - lr: 3.1250e-04\n",
|
|
"Epoch 681/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0093 - val_loss: 0.0101 - lr: 3.1250e-04\n",
|
|
"Epoch 682/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0092 - val_loss: 0.0100 - lr: 3.1250e-04\n",
|
|
"Epoch 683/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0093 - val_loss: 0.0113 - lr: 3.1250e-04\n",
|
|
"Epoch 684/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0094 - val_loss: 0.0106 - lr: 3.1250e-04\n",
|
|
"Epoch 685/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0092 - val_loss: 0.0118 - lr: 3.1250e-04\n",
|
|
"Epoch 686/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0092 - val_loss: 0.0096 - lr: 3.1250e-04\n",
|
|
"Epoch 687/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0094 - val_loss: 0.0104 - lr: 3.1250e-04\n",
|
|
"Epoch 688/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0093 - val_loss: 0.0097 - lr: 3.1250e-04\n",
|
|
"Epoch 689/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0092 - val_loss: 0.0102 - lr: 3.1250e-04\n",
|
|
"Epoch 690/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0093 - val_loss: 0.0100 - lr: 1.5625e-04\n",
|
|
"Epoch 691/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0092 - val_loss: 0.0094 - lr: 1.5625e-04\n",
|
|
"Epoch 692/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0093 - val_loss: 0.0097 - lr: 1.5625e-04\n",
|
|
"Epoch 693/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0091 - val_loss: 0.0094 - lr: 1.5625e-04\n",
|
|
"Epoch 694/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0095 - val_loss: 0.0103 - lr: 1.5625e-04\n",
|
|
"Epoch 695/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0091 - val_loss: 0.0095 - lr: 1.5625e-04\n",
|
|
"Epoch 696/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0092 - val_loss: 0.0097 - lr: 1.5625e-04\n",
|
|
"Epoch 697/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0093 - val_loss: 0.0099 - lr: 1.5625e-04\n",
|
|
"Epoch 698/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0091 - val_loss: 0.0118 - lr: 1.5625e-04\n",
|
|
"Epoch 699/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0092 - val_loss: 0.0095 - lr: 1.5625e-04\n",
|
|
"Epoch 700/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0091 - val_loss: 0.0104 - lr: 1.5625e-04\n",
|
|
"Epoch 701/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0092 - val_loss: 0.0114 - lr: 1.5625e-04\n",
|
|
"Epoch 702/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0092 - val_loss: 0.0094 - lr: 1.5625e-04\n",
|
|
"Epoch 703/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0092 - val_loss: 0.0096 - lr: 1.5625e-04\n",
|
|
"Epoch 704/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0091 - val_loss: 0.0105 - lr: 1.5625e-04\n",
|
|
"Epoch 705/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0092 - val_loss: 0.0095 - lr: 1.5625e-04\n",
|
|
"Epoch 706/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0092 - val_loss: 0.0097 - lr: 1.5625e-04\n",
|
|
"Epoch 707/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0091 - val_loss: 0.0116 - lr: 1.5625e-04\n",
|
|
"Epoch 708/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0092 - val_loss: 0.0117 - lr: 1.5625e-04\n",
|
|
"Epoch 709/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0091 - val_loss: 0.0100 - lr: 1.5625e-04\n",
|
|
"Epoch 710/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0090 - val_loss: 0.0097 - lr: 1.5625e-04\n",
|
|
"Epoch 711/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0092 - val_loss: 0.0098 - lr: 1.5625e-04\n",
|
|
"Epoch 712/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0092 - val_loss: 0.0095 - lr: 1.5625e-04\n",
|
|
"Epoch 713/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0091 - val_loss: 0.0107 - lr: 1.5625e-04\n",
|
|
"Epoch 714/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0091 - val_loss: 0.0097 - lr: 1.5625e-04\n",
|
|
"Epoch 715/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0091 - val_loss: 0.0094 - lr: 1.5625e-04\n",
|
|
"Epoch 716/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0092 - val_loss: 0.0095 - lr: 1.5625e-04\n",
|
|
"Epoch 717/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0091 - val_loss: 0.0103 - lr: 1.5625e-04\n",
|
|
"Epoch 718/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0091 - val_loss: 0.0110 - lr: 1.5625e-04\n",
|
|
"Epoch 719/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0092 - val_loss: 0.0098 - lr: 1.5625e-04\n",
|
|
"Epoch 720/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0092 - val_loss: 0.0094 - lr: 1.5625e-04\n",
|
|
"Epoch 721/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0091 - val_loss: 0.0100 - lr: 1.5625e-04\n",
|
|
"Epoch 722/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0092 - val_loss: 0.0094 - lr: 1.5625e-04\n",
|
|
"Epoch 723/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0092 - val_loss: 0.0095 - lr: 1.5625e-04\n",
|
|
"Epoch 724/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0092 - val_loss: 0.0094 - lr: 1.5625e-04\n",
|
|
"Epoch 725/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0092 - val_loss: 0.0096 - lr: 1.5625e-04\n",
|
|
"Epoch 726/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0091 - val_loss: 0.0103 - lr: 1.5625e-04\n",
|
|
"Epoch 727/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0091 - val_loss: 0.0093 - lr: 1.5625e-04\n",
|
|
"Epoch 728/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0092 - val_loss: 0.0101 - lr: 1.5625e-04\n",
|
|
"Epoch 729/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0091 - val_loss: 0.0104 - lr: 1.5625e-04\n",
|
|
"Epoch 730/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0092 - val_loss: 0.0094 - lr: 1.5625e-04\n",
|
|
"Epoch 731/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0090 - val_loss: 0.0107 - lr: 1.5625e-04\n",
|
|
"Epoch 732/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0092 - val_loss: 0.0094 - lr: 1.5625e-04\n",
|
|
"Epoch 733/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0093 - val_loss: 0.0105 - lr: 1.5625e-04\n",
|
|
"Epoch 734/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0093 - val_loss: 0.0094 - lr: 1.5625e-04\n",
|
|
"Epoch 735/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0090 - val_loss: 0.0103 - lr: 1.5625e-04\n",
|
|
"Epoch 736/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0093 - val_loss: 0.0120 - lr: 1.5625e-04\n",
|
|
"Epoch 737/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0091 - val_loss: 0.0094 - lr: 1.5625e-04\n",
|
|
"Epoch 738/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0091 - val_loss: 0.0100 - lr: 1.5625e-04\n",
|
|
"Epoch 739/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0092 - val_loss: 0.0127 - lr: 1.5625e-04\n",
|
|
"Epoch 740/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0091 - val_loss: 0.0093 - lr: 1.5625e-04\n",
|
|
"Epoch 741/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0090 - val_loss: 0.0100 - lr: 1.5625e-04\n",
|
|
"Epoch 742/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0092 - val_loss: 0.0094 - lr: 1.5625e-04\n",
|
|
"Epoch 743/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0093 - val_loss: 0.0096 - lr: 1.5625e-04\n",
|
|
"Epoch 744/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0091 - val_loss: 0.0102 - lr: 1.5625e-04\n",
|
|
"Epoch 745/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0091 - val_loss: 0.0095 - lr: 1.5625e-04\n",
|
|
"Epoch 746/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0091 - val_loss: 0.0162 - lr: 1.5625e-04\n",
|
|
"Epoch 747/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0091 - val_loss: 0.0099 - lr: 1.5625e-04\n",
|
|
"Epoch 748/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0093 - val_loss: 0.0094 - lr: 1.5625e-04\n",
|
|
"Epoch 749/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0091 - val_loss: 0.0093 - lr: 1.5625e-04\n",
|
|
"Epoch 750/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0090 - val_loss: 0.0102 - lr: 1.5625e-04\n",
|
|
"Epoch 751/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0092 - val_loss: 0.0097 - lr: 1.5625e-04\n",
|
|
"Epoch 752/2000\n",
|
|
"45/45 [==============================] - 0s 3ms/step - loss: 0.0092 - val_loss: 0.0093 - lr: 1.5625e-04\n",
|
|
"Epoch 753/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0090 - val_loss: 0.0093 - lr: 1.5625e-04\n",
|
|
"Epoch 754/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0091 - val_loss: 0.0097 - lr: 1.5625e-04\n",
|
|
"Epoch 755/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0092 - val_loss: 0.0107 - lr: 1.5625e-04\n",
|
|
"Epoch 756/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0091 - val_loss: 0.0105 - lr: 1.5625e-04\n",
|
|
"Epoch 757/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0090 - val_loss: 0.0122 - lr: 1.5625e-04\n",
|
|
"Epoch 758/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0091 - val_loss: 0.0093 - lr: 1.5625e-04\n",
|
|
"Epoch 759/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0091 - val_loss: 0.0097 - lr: 1.5625e-04\n",
|
|
"Epoch 760/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0091 - val_loss: 0.0093 - lr: 1.5625e-04\n",
|
|
"Epoch 761/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0093 - val_loss: 0.0097 - lr: 1.5625e-04\n",
|
|
"Epoch 762/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0092 - val_loss: 0.0093 - lr: 1.5625e-04\n",
|
|
"Epoch 763/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0091 - val_loss: 0.0096 - lr: 1.5625e-04\n",
|
|
"Epoch 764/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0090 - val_loss: 0.0098 - lr: 1.5625e-04\n",
|
|
"Epoch 765/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0092 - val_loss: 0.0094 - lr: 1.5625e-04\n",
|
|
"Epoch 766/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0090 - val_loss: 0.0096 - lr: 1.5625e-04\n",
|
|
"Epoch 767/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0092 - val_loss: 0.0093 - lr: 1.5625e-04\n",
|
|
"Epoch 768/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0090 - val_loss: 0.0093 - lr: 1.5625e-04\n",
|
|
"Epoch 769/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0089 - val_loss: 0.0093 - lr: 1.5625e-04\n",
|
|
"Epoch 770/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0093 - val_loss: 0.0095 - lr: 1.5625e-04\n",
|
|
"Epoch 771/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0091 - val_loss: 0.0110 - lr: 1.5625e-04\n",
|
|
"Epoch 772/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0091 - val_loss: 0.0118 - lr: 1.5625e-04\n",
|
|
"Epoch 773/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0091 - val_loss: 0.0096 - lr: 1.5625e-04\n",
|
|
"Epoch 774/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0091 - val_loss: 0.0099 - lr: 1.5625e-04\n",
|
|
"Epoch 775/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0092 - val_loss: 0.0094 - lr: 7.8125e-05\n",
|
|
"Epoch 776/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0091 - val_loss: 0.0094 - lr: 7.8125e-05\n",
|
|
"Epoch 777/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0091 - val_loss: 0.0093 - lr: 7.8125e-05\n",
|
|
"Epoch 778/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0091 - val_loss: 0.0098 - lr: 7.8125e-05\n",
|
|
"Epoch 779/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0091 - val_loss: 0.0096 - lr: 7.8125e-05\n",
|
|
"Epoch 780/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0091 - val_loss: 0.0093 - lr: 7.8125e-05\n",
|
|
"Epoch 781/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0090 - val_loss: 0.0094 - lr: 7.8125e-05\n",
|
|
"Epoch 782/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0090 - val_loss: 0.0094 - lr: 7.8125e-05\n",
|
|
"Epoch 783/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0090 - val_loss: 0.0095 - lr: 7.8125e-05\n",
|
|
"Epoch 784/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0091 - val_loss: 0.0095 - lr: 7.8125e-05\n",
|
|
"Epoch 785/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0092 - val_loss: 0.0096 - lr: 7.8125e-05\n",
|
|
"Epoch 786/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0091 - val_loss: 0.0093 - lr: 7.8125e-05\n",
|
|
"Epoch 787/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0092 - val_loss: 0.0093 - lr: 7.8125e-05\n",
|
|
"Epoch 788/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0090 - val_loss: 0.0093 - lr: 7.8125e-05\n",
|
|
"Epoch 789/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0091 - val_loss: 0.0093 - lr: 7.8125e-05\n",
|
|
"Epoch 790/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0090 - val_loss: 0.0094 - lr: 7.8125e-05\n",
|
|
"Epoch 791/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0089 - val_loss: 0.0099 - lr: 7.8125e-05\n",
|
|
"Epoch 792/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0091 - val_loss: 0.0093 - lr: 7.8125e-05\n",
|
|
"Epoch 793/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0090 - val_loss: 0.0097 - lr: 7.8125e-05\n",
|
|
"Epoch 794/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0092 - val_loss: 0.0093 - lr: 7.8125e-05\n",
|
|
"Epoch 795/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0091 - val_loss: 0.0095 - lr: 7.8125e-05\n",
|
|
"Epoch 796/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0090 - val_loss: 0.0093 - lr: 7.8125e-05\n",
|
|
"Epoch 797/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0091 - val_loss: 0.0093 - lr: 7.8125e-05\n",
|
|
"Epoch 798/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0091 - val_loss: 0.0094 - lr: 7.8125e-05\n",
|
|
"Epoch 799/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0093 - val_loss: 0.0105 - lr: 7.8125e-05\n",
|
|
"Epoch 800/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0091 - val_loss: 0.0102 - lr: 7.8125e-05\n",
|
|
"Epoch 801/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0091 - val_loss: 0.0095 - lr: 7.8125e-05\n",
|
|
"Epoch 802/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0091 - val_loss: 0.0094 - lr: 7.8125e-05\n",
|
|
"Epoch 803/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0090 - val_loss: 0.0093 - lr: 7.8125e-05\n",
|
|
"Epoch 804/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0091 - val_loss: 0.0094 - lr: 7.8125e-05\n",
|
|
"Epoch 805/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0092 - val_loss: 0.0093 - lr: 7.8125e-05\n",
|
|
"Epoch 806/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0090 - val_loss: 0.0098 - lr: 7.8125e-05\n",
|
|
"Epoch 807/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0090 - val_loss: 0.0096 - lr: 7.8125e-05\n",
|
|
"Epoch 808/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0089 - val_loss: 0.0097 - lr: 7.8125e-05\n",
|
|
"Epoch 809/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0091 - val_loss: 0.0093 - lr: 7.8125e-05\n",
|
|
"Epoch 810/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0091 - val_loss: 0.0094 - lr: 7.8125e-05\n",
|
|
"Epoch 811/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0092 - val_loss: 0.0101 - lr: 7.8125e-05\n",
|
|
"Epoch 812/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0090 - val_loss: 0.0094 - lr: 7.8125e-05\n",
|
|
"Epoch 813/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0092 - val_loss: 0.0093 - lr: 3.9062e-05\n",
|
|
"Epoch 814/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0090 - val_loss: 0.0093 - lr: 3.9062e-05\n",
|
|
"Epoch 815/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0091 - val_loss: 0.0093 - lr: 3.9062e-05\n",
|
|
"Epoch 816/2000\n",
|
|
"45/45 [==============================] - 0s 3ms/step - loss: 0.0092 - val_loss: 0.0093 - lr: 3.9062e-05\n",
|
|
"Epoch 817/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0091 - val_loss: 0.0093 - lr: 3.9062e-05\n",
|
|
"Epoch 818/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0091 - val_loss: 0.0094 - lr: 3.9062e-05\n",
|
|
"Epoch 819/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0090 - val_loss: 0.0093 - lr: 3.9062e-05\n",
|
|
"Epoch 820/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0090 - val_loss: 0.0096 - lr: 3.9062e-05\n",
|
|
"Epoch 821/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0089 - val_loss: 0.0095 - lr: 3.9062e-05\n",
|
|
"Epoch 822/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0090 - val_loss: 0.0095 - lr: 3.9062e-05\n",
|
|
"Epoch 823/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0090 - val_loss: 0.0098 - lr: 3.9062e-05\n",
|
|
"Epoch 824/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0091 - val_loss: 0.0093 - lr: 3.9062e-05\n",
|
|
"Epoch 825/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0091 - val_loss: 0.0093 - lr: 3.9062e-05\n",
|
|
"Epoch 826/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0092 - val_loss: 0.0095 - lr: 3.9062e-05\n",
|
|
"Epoch 827/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0091 - val_loss: 0.0094 - lr: 3.9062e-05\n",
|
|
"Epoch 828/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0090 - val_loss: 0.0094 - lr: 3.9062e-05\n",
|
|
"Epoch 829/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0091 - val_loss: 0.0093 - lr: 3.9062e-05\n",
|
|
"Epoch 830/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0092 - val_loss: 0.0093 - lr: 3.9062e-05\n",
|
|
"Epoch 831/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0092 - val_loss: 0.0094 - lr: 3.9062e-05\n",
|
|
"Epoch 832/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0091 - val_loss: 0.0093 - lr: 3.9062e-05\n",
|
|
"Epoch 833/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0090 - val_loss: 0.0093 - lr: 3.9062e-05\n",
|
|
"Epoch 834/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0091 - val_loss: 0.0094 - lr: 3.9062e-05\n",
|
|
"Epoch 835/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0091 - val_loss: 0.0095 - lr: 3.9062e-05\n",
|
|
"Epoch 836/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0092 - val_loss: 0.0097 - lr: 3.9062e-05\n",
|
|
"Epoch 837/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0091 - val_loss: 0.0096 - lr: 3.9062e-05\n",
|
|
"Epoch 838/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0089 - val_loss: 0.0093 - lr: 3.9062e-05\n",
|
|
"Epoch 839/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0089 - val_loss: 0.0093 - lr: 3.9062e-05\n",
|
|
"Epoch 840/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0092 - val_loss: 0.0093 - lr: 3.9062e-05\n",
|
|
"Epoch 841/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0092 - val_loss: 0.0093 - lr: 3.9062e-05\n",
|
|
"Epoch 842/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0092 - val_loss: 0.0093 - lr: 3.9062e-05\n",
|
|
"Epoch 843/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0091 - val_loss: 0.0093 - lr: 3.9062e-05\n",
|
|
"Epoch 844/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0090 - val_loss: 0.0093 - lr: 3.9062e-05\n",
|
|
"Epoch 845/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0090 - val_loss: 0.0093 - lr: 3.9062e-05\n",
|
|
"Epoch 846/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0090 - val_loss: 0.0095 - lr: 3.9062e-05\n",
|
|
"Epoch 847/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0091 - val_loss: 0.0095 - lr: 3.9062e-05\n",
|
|
"Epoch 848/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0089 - val_loss: 0.0093 - lr: 3.9062e-05\n",
|
|
"Epoch 849/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0091 - val_loss: 0.0093 - lr: 3.9062e-05\n",
|
|
"Epoch 850/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0091 - val_loss: 0.0094 - lr: 3.9062e-05\n",
|
|
"Epoch 851/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0091 - val_loss: 0.0095 - lr: 3.9062e-05\n",
|
|
"Epoch 852/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0090 - val_loss: 0.0093 - lr: 3.9062e-05\n",
|
|
"Epoch 853/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0091 - val_loss: 0.0093 - lr: 3.9062e-05\n",
|
|
"Epoch 854/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0091 - val_loss: 0.0093 - lr: 3.9062e-05\n",
|
|
"Epoch 855/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0090 - val_loss: 0.0093 - lr: 3.9062e-05\n",
|
|
"Epoch 856/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0091 - val_loss: 0.0093 - lr: 3.9062e-05\n",
|
|
"Epoch 857/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0090 - val_loss: 0.0093 - lr: 3.9062e-05\n",
|
|
"Epoch 858/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0091 - val_loss: 0.0093 - lr: 3.9062e-05\n",
|
|
"Epoch 859/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0089 - val_loss: 0.0093 - lr: 3.9062e-05\n",
|
|
"Epoch 860/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0092 - val_loss: 0.0094 - lr: 3.9062e-05\n",
|
|
"Epoch 861/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0091 - val_loss: 0.0095 - lr: 3.9062e-05\n",
|
|
"Epoch 862/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0090 - val_loss: 0.0093 - lr: 3.9062e-05\n",
|
|
"Epoch 863/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0091 - val_loss: 0.0094 - lr: 3.9062e-05\n",
|
|
"Epoch 864/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0092 - val_loss: 0.0093 - lr: 3.9062e-05\n",
|
|
"Epoch 865/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0090 - val_loss: 0.0093 - lr: 1.9531e-05\n",
|
|
"Epoch 866/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0090 - val_loss: 0.0093 - lr: 1.9531e-05\n",
|
|
"Epoch 867/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0091 - val_loss: 0.0093 - lr: 1.9531e-05\n",
|
|
"Epoch 868/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0089 - val_loss: 0.0093 - lr: 1.9531e-05\n",
|
|
"Epoch 869/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0091 - val_loss: 0.0093 - lr: 1.9531e-05\n",
|
|
"Epoch 870/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0091 - val_loss: 0.0096 - lr: 1.9531e-05\n",
|
|
"Epoch 871/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0091 - val_loss: 0.0093 - lr: 1.9531e-05\n",
|
|
"Epoch 872/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0090 - val_loss: 0.0094 - lr: 1.9531e-05\n",
|
|
"Epoch 873/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0092 - val_loss: 0.0094 - lr: 1.9531e-05\n",
|
|
"Epoch 874/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0091 - val_loss: 0.0093 - lr: 1.9531e-05\n",
|
|
"Epoch 875/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0091 - val_loss: 0.0093 - lr: 1.9531e-05\n",
|
|
"Epoch 876/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0091 - val_loss: 0.0093 - lr: 1.9531e-05\n",
|
|
"Epoch 877/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0092 - val_loss: 0.0093 - lr: 1.9531e-05\n",
|
|
"Epoch 878/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0092 - val_loss: 0.0093 - lr: 1.9531e-05\n",
|
|
"Epoch 879/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0092 - val_loss: 0.0093 - lr: 1.9531e-05\n",
|
|
"Epoch 880/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0090 - val_loss: 0.0093 - lr: 1.9531e-05\n",
|
|
"Epoch 881/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0092 - val_loss: 0.0094 - lr: 1.9531e-05\n",
|
|
"Epoch 882/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0090 - val_loss: 0.0093 - lr: 1.9531e-05\n",
|
|
"Epoch 883/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0093 - val_loss: 0.0094 - lr: 1.9531e-05\n",
|
|
"Epoch 884/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0090 - val_loss: 0.0093 - lr: 1.9531e-05\n",
|
|
"Epoch 885/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0091 - val_loss: 0.0093 - lr: 1.9531e-05\n",
|
|
"Epoch 886/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0090 - val_loss: 0.0093 - lr: 1.9531e-05\n",
|
|
"Epoch 887/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0091 - val_loss: 0.0093 - lr: 1.9531e-05\n",
|
|
"Epoch 888/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0090 - val_loss: 0.0093 - lr: 1.9531e-05\n",
|
|
"Epoch 889/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0090 - val_loss: 0.0093 - lr: 1.9531e-05\n",
|
|
"Epoch 890/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0093 - val_loss: 0.0093 - lr: 9.7656e-06\n",
|
|
"Epoch 891/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0092 - val_loss: 0.0093 - lr: 9.7656e-06\n",
|
|
"Epoch 892/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0090 - val_loss: 0.0093 - lr: 9.7656e-06\n",
|
|
"Epoch 893/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0091 - val_loss: 0.0093 - lr: 9.7656e-06\n",
|
|
"Epoch 894/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0090 - val_loss: 0.0093 - lr: 9.7656e-06\n",
|
|
"Epoch 895/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0091 - val_loss: 0.0093 - lr: 9.7656e-06\n",
|
|
"Epoch 896/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0091 - val_loss: 0.0093 - lr: 9.7656e-06\n",
|
|
"Epoch 897/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0091 - val_loss: 0.0093 - lr: 9.7656e-06\n",
|
|
"Epoch 898/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0089 - val_loss: 0.0093 - lr: 9.7656e-06\n",
|
|
"Epoch 899/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0090 - val_loss: 0.0093 - lr: 9.7656e-06\n",
|
|
"Epoch 900/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0089 - val_loss: 0.0093 - lr: 9.7656e-06\n",
|
|
"Epoch 901/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0091 - val_loss: 0.0093 - lr: 9.7656e-06\n",
|
|
"Epoch 902/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0091 - val_loss: 0.0093 - lr: 9.7656e-06\n",
|
|
"Epoch 903/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0090 - val_loss: 0.0093 - lr: 9.7656e-06\n",
|
|
"Epoch 904/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0089 - val_loss: 0.0093 - lr: 9.7656e-06\n",
|
|
"Epoch 905/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0092 - val_loss: 0.0093 - lr: 9.7656e-06\n",
|
|
"Epoch 906/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0092 - val_loss: 0.0093 - lr: 9.7656e-06\n",
|
|
"Epoch 907/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0091 - val_loss: 0.0093 - lr: 9.7656e-06\n",
|
|
"Epoch 908/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0092 - val_loss: 0.0093 - lr: 9.7656e-06\n",
|
|
"Epoch 909/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0089 - val_loss: 0.0093 - lr: 9.7656e-06\n",
|
|
"Epoch 910/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0091 - val_loss: 0.0093 - lr: 9.7656e-06\n",
|
|
"Epoch 911/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0091 - val_loss: 0.0093 - lr: 9.7656e-06\n",
|
|
"Epoch 912/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0091 - val_loss: 0.0093 - lr: 9.7656e-06\n",
|
|
"Epoch 913/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0091 - val_loss: 0.0093 - lr: 9.7656e-06\n",
|
|
"Epoch 914/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0090 - val_loss: 0.0093 - lr: 9.7656e-06\n",
|
|
"Epoch 915/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0092 - val_loss: 0.0093 - lr: 4.8828e-06\n",
|
|
"Epoch 916/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0091 - val_loss: 0.0093 - lr: 4.8828e-06\n",
|
|
"Epoch 917/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0090 - val_loss: 0.0093 - lr: 4.8828e-06\n",
|
|
"Epoch 918/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0091 - val_loss: 0.0093 - lr: 4.8828e-06\n",
|
|
"Epoch 919/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0090 - val_loss: 0.0093 - lr: 4.8828e-06\n",
|
|
"Epoch 920/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0092 - val_loss: 0.0093 - lr: 4.8828e-06\n",
|
|
"Epoch 921/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0090 - val_loss: 0.0093 - lr: 4.8828e-06\n",
|
|
"Epoch 922/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0091 - val_loss: 0.0093 - lr: 4.8828e-06\n",
|
|
"Epoch 923/2000\n",
|
|
"45/45 [==============================] - 0s 3ms/step - loss: 0.0091 - val_loss: 0.0093 - lr: 4.8828e-06\n",
|
|
"Epoch 924/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0090 - val_loss: 0.0093 - lr: 4.8828e-06\n",
|
|
"Epoch 925/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0090 - val_loss: 0.0093 - lr: 4.8828e-06\n",
|
|
"Epoch 926/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0089 - val_loss: 0.0093 - lr: 4.8828e-06\n",
|
|
"Epoch 927/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0091 - val_loss: 0.0093 - lr: 4.8828e-06\n",
|
|
"Epoch 928/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0091 - val_loss: 0.0093 - lr: 4.8828e-06\n",
|
|
"Epoch 929/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0091 - val_loss: 0.0093 - lr: 4.8828e-06\n",
|
|
"Epoch 930/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0090 - val_loss: 0.0093 - lr: 4.8828e-06\n",
|
|
"Epoch 931/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0090 - val_loss: 0.0093 - lr: 4.8828e-06\n",
|
|
"Epoch 932/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0091 - val_loss: 0.0093 - lr: 4.8828e-06\n",
|
|
"Epoch 933/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0090 - val_loss: 0.0093 - lr: 4.8828e-06\n",
|
|
"Epoch 934/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0092 - val_loss: 0.0093 - lr: 4.8828e-06\n",
|
|
"Epoch 935/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0091 - val_loss: 0.0093 - lr: 4.8828e-06\n",
|
|
"Epoch 936/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0091 - val_loss: 0.0093 - lr: 4.8828e-06\n",
|
|
"Epoch 937/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0090 - val_loss: 0.0093 - lr: 4.8828e-06\n",
|
|
"Epoch 938/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0091 - val_loss: 0.0093 - lr: 4.8828e-06\n",
|
|
"Epoch 939/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0091 - val_loss: 0.0093 - lr: 4.8828e-06\n",
|
|
"Epoch 940/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0089 - val_loss: 0.0093 - lr: 4.8828e-06\n",
|
|
"Epoch 941/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0091 - val_loss: 0.0093 - lr: 4.8828e-06\n",
|
|
"Epoch 942/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0090 - val_loss: 0.0093 - lr: 4.8828e-06\n",
|
|
"Epoch 943/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0090 - val_loss: 0.0093 - lr: 4.8828e-06\n",
|
|
"Epoch 944/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0090 - val_loss: 0.0093 - lr: 4.8828e-06\n",
|
|
"Epoch 945/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0089 - val_loss: 0.0093 - lr: 4.8828e-06\n",
|
|
"Epoch 946/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0090 - val_loss: 0.0093 - lr: 4.8828e-06\n",
|
|
"Epoch 947/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0089 - val_loss: 0.0093 - lr: 4.8828e-06\n",
|
|
"Epoch 948/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0091 - val_loss: 0.0093 - lr: 4.8828e-06\n",
|
|
"Epoch 949/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0091 - val_loss: 0.0093 - lr: 2.4414e-06\n",
|
|
"Epoch 950/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0089 - val_loss: 0.0093 - lr: 2.4414e-06\n",
|
|
"Epoch 951/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0089 - val_loss: 0.0093 - lr: 2.4414e-06\n",
|
|
"Epoch 952/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0091 - val_loss: 0.0093 - lr: 2.4414e-06\n",
|
|
"Epoch 953/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0090 - val_loss: 0.0093 - lr: 2.4414e-06\n",
|
|
"Epoch 954/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0090 - val_loss: 0.0093 - lr: 2.4414e-06\n",
|
|
"Epoch 955/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0091 - val_loss: 0.0093 - lr: 2.4414e-06\n",
|
|
"Epoch 956/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0091 - val_loss: 0.0093 - lr: 2.4414e-06\n",
|
|
"Epoch 957/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0091 - val_loss: 0.0093 - lr: 2.4414e-06\n",
|
|
"Epoch 958/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0089 - val_loss: 0.0093 - lr: 2.4414e-06\n",
|
|
"Epoch 959/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0091 - val_loss: 0.0093 - lr: 2.4414e-06\n",
|
|
"Epoch 960/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0091 - val_loss: 0.0093 - lr: 2.4414e-06\n",
|
|
"Epoch 961/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0089 - val_loss: 0.0093 - lr: 2.4414e-06\n",
|
|
"Epoch 962/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0090 - val_loss: 0.0093 - lr: 2.4414e-06\n",
|
|
"Epoch 963/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0089 - val_loss: 0.0093 - lr: 2.4414e-06\n",
|
|
"Epoch 964/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0091 - val_loss: 0.0093 - lr: 2.4414e-06\n",
|
|
"Epoch 965/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0091 - val_loss: 0.0093 - lr: 2.4414e-06\n",
|
|
"Epoch 966/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0089 - val_loss: 0.0093 - lr: 2.4414e-06\n",
|
|
"Epoch 967/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0091 - val_loss: 0.0093 - lr: 2.4414e-06\n",
|
|
"Epoch 968/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0092 - val_loss: 0.0093 - lr: 2.4414e-06\n",
|
|
"Epoch 969/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0092 - val_loss: 0.0093 - lr: 2.4414e-06\n",
|
|
"Epoch 970/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0092 - val_loss: 0.0093 - lr: 2.4414e-06\n",
|
|
"Epoch 971/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0090 - val_loss: 0.0093 - lr: 2.4414e-06\n",
|
|
"Epoch 972/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0090 - val_loss: 0.0093 - lr: 2.4414e-06\n",
|
|
"Epoch 973/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0090 - val_loss: 0.0093 - lr: 2.4414e-06\n",
|
|
"Epoch 974/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0091 - val_loss: 0.0093 - lr: 1.2207e-06\n",
|
|
"Epoch 975/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0090 - val_loss: 0.0093 - lr: 1.2207e-06\n",
|
|
"Epoch 976/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0092 - val_loss: 0.0093 - lr: 1.2207e-06\n",
|
|
"Epoch 977/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0090 - val_loss: 0.0093 - lr: 1.2207e-06\n",
|
|
"Epoch 978/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0091 - val_loss: 0.0093 - lr: 1.2207e-06\n",
|
|
"Epoch 979/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0090 - val_loss: 0.0093 - lr: 1.2207e-06\n",
|
|
"Epoch 980/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0091 - val_loss: 0.0093 - lr: 1.2207e-06\n",
|
|
"Epoch 981/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0091 - val_loss: 0.0093 - lr: 1.2207e-06\n",
|
|
"Epoch 982/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0090 - val_loss: 0.0093 - lr: 1.2207e-06\n",
|
|
"Epoch 983/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0091 - val_loss: 0.0093 - lr: 1.2207e-06\n",
|
|
"Epoch 984/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0090 - val_loss: 0.0093 - lr: 1.2207e-06\n",
|
|
"Epoch 985/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0090 - val_loss: 0.0093 - lr: 1.2207e-06\n",
|
|
"Epoch 986/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0091 - val_loss: 0.0093 - lr: 1.2207e-06\n",
|
|
"Epoch 987/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0091 - val_loss: 0.0093 - lr: 1.2207e-06\n",
|
|
"Epoch 988/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0093 - val_loss: 0.0093 - lr: 1.2207e-06\n",
|
|
"Epoch 989/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0091 - val_loss: 0.0093 - lr: 1.2207e-06\n",
|
|
"Epoch 990/2000\n",
|
|
"45/45 [==============================] - 0s 3ms/step - loss: 0.0091 - val_loss: 0.0093 - lr: 1.2207e-06\n",
|
|
"Epoch 991/2000\n",
|
|
"45/45 [==============================] - 0s 3ms/step - loss: 0.0091 - val_loss: 0.0093 - lr: 1.2207e-06\n",
|
|
"Epoch 992/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0091 - val_loss: 0.0093 - lr: 1.2207e-06\n",
|
|
"Epoch 993/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0090 - val_loss: 0.0093 - lr: 1.2207e-06\n",
|
|
"Epoch 994/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0091 - val_loss: 0.0093 - lr: 1.2207e-06\n",
|
|
"Epoch 995/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0090 - val_loss: 0.0093 - lr: 1.2207e-06\n",
|
|
"Epoch 996/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0090 - val_loss: 0.0093 - lr: 1.2207e-06\n",
|
|
"Epoch 997/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0091 - val_loss: 0.0093 - lr: 1.2207e-06\n",
|
|
"Epoch 998/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0092 - val_loss: 0.0093 - lr: 1.2207e-06\n",
|
|
"Epoch 999/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0091 - val_loss: 0.0093 - lr: 6.1035e-07\n",
|
|
"Epoch 1000/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0091 - val_loss: 0.0093 - lr: 6.1035e-07\n",
|
|
"Epoch 1001/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0090 - val_loss: 0.0093 - lr: 6.1035e-07\n",
|
|
"Epoch 1002/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0090 - val_loss: 0.0093 - lr: 6.1035e-07\n",
|
|
"Epoch 1003/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0091 - val_loss: 0.0093 - lr: 6.1035e-07\n",
|
|
"Epoch 1004/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0090 - val_loss: 0.0093 - lr: 6.1035e-07\n",
|
|
"Epoch 1005/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0091 - val_loss: 0.0093 - lr: 6.1035e-07\n",
|
|
"Epoch 1006/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0090 - val_loss: 0.0093 - lr: 6.1035e-07\n",
|
|
"Epoch 1007/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0090 - val_loss: 0.0093 - lr: 6.1035e-07\n",
|
|
"Epoch 1008/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0091 - val_loss: 0.0093 - lr: 6.1035e-07\n",
|
|
"Epoch 1009/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0091 - val_loss: 0.0093 - lr: 6.1035e-07\n",
|
|
"Epoch 1010/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0093 - val_loss: 0.0093 - lr: 6.1035e-07\n",
|
|
"Epoch 1011/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0090 - val_loss: 0.0093 - lr: 6.1035e-07\n",
|
|
"Epoch 1012/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0091 - val_loss: 0.0093 - lr: 6.1035e-07\n",
|
|
"Epoch 1013/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0090 - val_loss: 0.0093 - lr: 6.1035e-07\n",
|
|
"Epoch 1014/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0091 - val_loss: 0.0093 - lr: 6.1035e-07\n",
|
|
"Epoch 1015/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0090 - val_loss: 0.0093 - lr: 6.1035e-07\n",
|
|
"Epoch 1016/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0090 - val_loss: 0.0093 - lr: 6.1035e-07\n",
|
|
"Epoch 1017/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0092 - val_loss: 0.0093 - lr: 6.1035e-07\n",
|
|
"Epoch 1018/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0090 - val_loss: 0.0093 - lr: 6.1035e-07\n",
|
|
"Epoch 1019/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0089 - val_loss: 0.0093 - lr: 6.1035e-07\n",
|
|
"Epoch 1020/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0092 - val_loss: 0.0093 - lr: 6.1035e-07\n",
|
|
"Epoch 1021/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0090 - val_loss: 0.0093 - lr: 6.1035e-07\n",
|
|
"Epoch 1022/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0092 - val_loss: 0.0093 - lr: 6.1035e-07\n",
|
|
"Epoch 1023/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0091 - val_loss: 0.0093 - lr: 6.1035e-07\n",
|
|
"Epoch 1024/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0091 - val_loss: 0.0093 - lr: 3.0518e-07\n",
|
|
"Epoch 1025/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0092 - val_loss: 0.0093 - lr: 3.0518e-07\n",
|
|
"Epoch 1026/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0091 - val_loss: 0.0093 - lr: 3.0518e-07\n",
|
|
"Epoch 1027/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0090 - val_loss: 0.0093 - lr: 3.0518e-07\n",
|
|
"Epoch 1028/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0091 - val_loss: 0.0093 - lr: 3.0518e-07\n",
|
|
"Epoch 1029/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0090 - val_loss: 0.0093 - lr: 3.0518e-07\n",
|
|
"Epoch 1030/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0091 - val_loss: 0.0093 - lr: 3.0518e-07\n",
|
|
"Epoch 1031/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0090 - val_loss: 0.0093 - lr: 3.0518e-07\n",
|
|
"Epoch 1032/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0090 - val_loss: 0.0093 - lr: 3.0518e-07\n",
|
|
"Epoch 1033/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0091 - val_loss: 0.0093 - lr: 3.0518e-07\n",
|
|
"Epoch 1034/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0091 - val_loss: 0.0093 - lr: 3.0518e-07\n",
|
|
"Epoch 1035/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0091 - val_loss: 0.0093 - lr: 3.0518e-07\n",
|
|
"Epoch 1036/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0090 - val_loss: 0.0093 - lr: 3.0518e-07\n",
|
|
"Epoch 1037/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0090 - val_loss: 0.0093 - lr: 3.0518e-07\n",
|
|
"Epoch 1038/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0089 - val_loss: 0.0093 - lr: 3.0518e-07\n",
|
|
"Epoch 1039/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0092 - val_loss: 0.0093 - lr: 3.0518e-07\n",
|
|
"Epoch 1040/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0090 - val_loss: 0.0093 - lr: 3.0518e-07\n",
|
|
"Epoch 1041/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0091 - val_loss: 0.0093 - lr: 3.0518e-07\n",
|
|
"Epoch 1042/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0092 - val_loss: 0.0093 - lr: 3.0518e-07\n",
|
|
"Epoch 1043/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0092 - val_loss: 0.0093 - lr: 3.0518e-07\n",
|
|
"Epoch 1044/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0092 - val_loss: 0.0093 - lr: 3.0518e-07\n",
|
|
"Epoch 1045/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0090 - val_loss: 0.0093 - lr: 3.0518e-07\n",
|
|
"Epoch 1046/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0090 - val_loss: 0.0093 - lr: 3.0518e-07\n",
|
|
"Epoch 1047/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0091 - val_loss: 0.0093 - lr: 3.0518e-07\n",
|
|
"Epoch 1048/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0090 - val_loss: 0.0093 - lr: 3.0518e-07\n",
|
|
"Epoch 1049/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0090 - val_loss: 0.0093 - lr: 1.5259e-07\n",
|
|
"Epoch 1050/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0091 - val_loss: 0.0093 - lr: 1.5259e-07\n",
|
|
"Epoch 1051/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0091 - val_loss: 0.0093 - lr: 1.5259e-07\n",
|
|
"Epoch 1052/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0089 - val_loss: 0.0093 - lr: 1.5259e-07\n",
|
|
"Epoch 1053/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0089 - val_loss: 0.0093 - lr: 1.5259e-07\n",
|
|
"Epoch 1054/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0091 - val_loss: 0.0093 - lr: 1.5259e-07\n",
|
|
"Epoch 1055/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0091 - val_loss: 0.0093 - lr: 1.5259e-07\n",
|
|
"Epoch 1056/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0091 - val_loss: 0.0093 - lr: 1.5259e-07\n",
|
|
"Epoch 1057/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0091 - val_loss: 0.0093 - lr: 1.5259e-07\n",
|
|
"Epoch 1058/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0091 - val_loss: 0.0093 - lr: 1.5259e-07\n",
|
|
"Epoch 1059/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0090 - val_loss: 0.0093 - lr: 1.5259e-07\n",
|
|
"Epoch 1060/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0089 - val_loss: 0.0093 - lr: 1.5259e-07\n",
|
|
"Epoch 1061/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0091 - val_loss: 0.0093 - lr: 1.5259e-07\n",
|
|
"Epoch 1062/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0092 - val_loss: 0.0093 - lr: 1.5259e-07\n",
|
|
"Epoch 1063/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0091 - val_loss: 0.0093 - lr: 1.5259e-07\n",
|
|
"Epoch 1064/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0092 - val_loss: 0.0093 - lr: 1.5259e-07\n",
|
|
"Epoch 1065/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0092 - val_loss: 0.0093 - lr: 1.5259e-07\n",
|
|
"Epoch 1066/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0091 - val_loss: 0.0093 - lr: 1.5259e-07\n",
|
|
"Epoch 1067/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0092 - val_loss: 0.0093 - lr: 1.5259e-07\n",
|
|
"Epoch 1068/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0091 - val_loss: 0.0093 - lr: 1.5259e-07\n",
|
|
"Epoch 1069/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0090 - val_loss: 0.0093 - lr: 1.5259e-07\n",
|
|
"Epoch 1070/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0090 - val_loss: 0.0093 - lr: 1.5259e-07\n",
|
|
"Epoch 1071/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0090 - val_loss: 0.0093 - lr: 1.5259e-07\n",
|
|
"Epoch 1072/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0089 - val_loss: 0.0093 - lr: 1.5259e-07\n",
|
|
"Epoch 1073/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0092 - val_loss: 0.0093 - lr: 1.5259e-07\n",
|
|
"Epoch 1074/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0091 - val_loss: 0.0093 - lr: 7.6294e-08\n",
|
|
"Epoch 1075/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0091 - val_loss: 0.0093 - lr: 7.6294e-08\n",
|
|
"Epoch 1076/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0091 - val_loss: 0.0093 - lr: 7.6294e-08\n",
|
|
"Epoch 1077/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0091 - val_loss: 0.0093 - lr: 7.6294e-08\n",
|
|
"Epoch 1078/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0090 - val_loss: 0.0093 - lr: 7.6294e-08\n",
|
|
"Epoch 1079/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0090 - val_loss: 0.0093 - lr: 7.6294e-08\n",
|
|
"Epoch 1080/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0091 - val_loss: 0.0093 - lr: 7.6294e-08\n",
|
|
"Epoch 1081/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0091 - val_loss: 0.0093 - lr: 7.6294e-08\n",
|
|
"Epoch 1082/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0089 - val_loss: 0.0093 - lr: 7.6294e-08\n",
|
|
"Epoch 1083/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0091 - val_loss: 0.0093 - lr: 7.6294e-08\n",
|
|
"Epoch 1084/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0089 - val_loss: 0.0093 - lr: 7.6294e-08\n",
|
|
"Epoch 1085/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0092 - val_loss: 0.0093 - lr: 7.6294e-08\n",
|
|
"Epoch 1086/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0091 - val_loss: 0.0093 - lr: 7.6294e-08\n",
|
|
"Epoch 1087/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0091 - val_loss: 0.0093 - lr: 7.6294e-08\n",
|
|
"Epoch 1088/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0090 - val_loss: 0.0093 - lr: 7.6294e-08\n",
|
|
"Epoch 1089/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0091 - val_loss: 0.0093 - lr: 7.6294e-08\n",
|
|
"Epoch 1090/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0091 - val_loss: 0.0093 - lr: 7.6294e-08\n",
|
|
"Epoch 1091/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0093 - val_loss: 0.0093 - lr: 7.6294e-08\n",
|
|
"Epoch 1092/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0091 - val_loss: 0.0093 - lr: 7.6294e-08\n",
|
|
"Epoch 1093/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0092 - val_loss: 0.0093 - lr: 7.6294e-08\n",
|
|
"Epoch 1094/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0090 - val_loss: 0.0093 - lr: 7.6294e-08\n",
|
|
"Epoch 1095/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0092 - val_loss: 0.0093 - lr: 7.6294e-08\n",
|
|
"Epoch 1096/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0089 - val_loss: 0.0093 - lr: 7.6294e-08\n",
|
|
"Epoch 1097/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0092 - val_loss: 0.0093 - lr: 7.6294e-08\n",
|
|
"Epoch 1098/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0091 - val_loss: 0.0093 - lr: 7.6294e-08\n",
|
|
"Epoch 1099/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0091 - val_loss: 0.0093 - lr: 3.8147e-08\n",
|
|
"Epoch 1100/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0092 - val_loss: 0.0093 - lr: 3.8147e-08\n",
|
|
"Epoch 1101/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0092 - val_loss: 0.0093 - lr: 3.8147e-08\n",
|
|
"Epoch 1102/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0091 - val_loss: 0.0093 - lr: 3.8147e-08\n",
|
|
"Epoch 1103/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0092 - val_loss: 0.0093 - lr: 3.8147e-08\n",
|
|
"Epoch 1104/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0090 - val_loss: 0.0093 - lr: 3.8147e-08\n",
|
|
"Epoch 1105/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0090 - val_loss: 0.0093 - lr: 3.8147e-08\n",
|
|
"Epoch 1106/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0091 - val_loss: 0.0093 - lr: 3.8147e-08\n",
|
|
"Epoch 1107/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0092 - val_loss: 0.0093 - lr: 3.8147e-08\n",
|
|
"Epoch 1108/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0091 - val_loss: 0.0093 - lr: 3.8147e-08\n",
|
|
"Epoch 1109/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0092 - val_loss: 0.0093 - lr: 3.8147e-08\n",
|
|
"Epoch 1110/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0091 - val_loss: 0.0093 - lr: 3.8147e-08\n",
|
|
"Epoch 1111/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0091 - val_loss: 0.0093 - lr: 3.8147e-08\n",
|
|
"Epoch 1112/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0090 - val_loss: 0.0093 - lr: 3.8147e-08\n",
|
|
"Epoch 1113/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0091 - val_loss: 0.0093 - lr: 3.8147e-08\n",
|
|
"Epoch 1114/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0091 - val_loss: 0.0093 - lr: 3.8147e-08\n",
|
|
"Epoch 1115/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0091 - val_loss: 0.0093 - lr: 3.8147e-08\n",
|
|
"Epoch 1116/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0091 - val_loss: 0.0093 - lr: 3.8147e-08\n",
|
|
"Epoch 1117/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0090 - val_loss: 0.0093 - lr: 3.8147e-08\n",
|
|
"Epoch 1118/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0090 - val_loss: 0.0093 - lr: 3.8147e-08\n",
|
|
"Epoch 1119/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0091 - val_loss: 0.0093 - lr: 3.8147e-08\n",
|
|
"Epoch 1120/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0091 - val_loss: 0.0093 - lr: 3.8147e-08\n",
|
|
"Epoch 1121/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0089 - val_loss: 0.0093 - lr: 3.8147e-08\n",
|
|
"Epoch 1122/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0092 - val_loss: 0.0093 - lr: 3.8147e-08\n",
|
|
"Epoch 1123/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0091 - val_loss: 0.0093 - lr: 3.8147e-08\n",
|
|
"Epoch 1/2000\n",
|
|
"45/45 [==============================] - 1s 19ms/step - loss: 0.0300 - val_loss: 0.0279 - lr: 0.0050\n",
|
|
"Epoch 2/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0275 - val_loss: 0.0292 - lr: 0.0050\n",
|
|
"Epoch 3/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0257 - val_loss: 0.0299 - lr: 0.0050\n",
|
|
"Epoch 4/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0245 - val_loss: 0.0306 - lr: 0.0050\n",
|
|
"Epoch 5/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0238 - val_loss: 0.0309 - lr: 0.0050\n",
|
|
"Epoch 6/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0233 - val_loss: 0.0311 - lr: 0.0050\n",
|
|
"Epoch 7/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0230 - val_loss: 0.0311 - lr: 0.0050\n",
|
|
"Epoch 8/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0228 - val_loss: 0.0309 - lr: 0.0050\n",
|
|
"Epoch 9/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0226 - val_loss: 0.0304 - lr: 0.0050\n",
|
|
"Epoch 10/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0225 - val_loss: 0.0294 - lr: 0.0050\n",
|
|
"Epoch 11/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0224 - val_loss: 0.0283 - lr: 0.0050\n",
|
|
"Epoch 12/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0222 - val_loss: 0.0270 - lr: 0.0050\n",
|
|
"Epoch 13/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0221 - val_loss: 0.0262 - lr: 0.0050\n",
|
|
"Epoch 14/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0221 - val_loss: 0.0253 - lr: 0.0050\n",
|
|
"Epoch 15/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0220 - val_loss: 0.0243 - lr: 0.0050\n",
|
|
"Epoch 16/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0219 - val_loss: 0.0234 - lr: 0.0050\n",
|
|
"Epoch 17/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0219 - val_loss: 0.0228 - lr: 0.0050\n",
|
|
"Epoch 18/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0218 - val_loss: 0.0228 - lr: 0.0050\n",
|
|
"Epoch 19/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0218 - val_loss: 0.0225 - lr: 0.0050\n",
|
|
"Epoch 20/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0217 - val_loss: 0.0223 - lr: 0.0050\n",
|
|
"Epoch 21/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0216 - val_loss: 0.0222 - lr: 0.0050\n",
|
|
"Epoch 22/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0216 - val_loss: 0.0220 - lr: 0.0050\n",
|
|
"Epoch 23/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0215 - val_loss: 0.0220 - lr: 0.0050\n",
|
|
"Epoch 24/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0215 - val_loss: 0.0218 - lr: 0.0050\n",
|
|
"Epoch 25/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0213 - val_loss: 0.0218 - lr: 0.0050\n",
|
|
"Epoch 26/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0214 - val_loss: 0.0218 - lr: 0.0050\n",
|
|
"Epoch 27/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0213 - val_loss: 0.0218 - lr: 0.0050\n",
|
|
"Epoch 28/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0213 - val_loss: 0.0218 - lr: 0.0050\n",
|
|
"Epoch 29/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0214 - val_loss: 0.0218 - lr: 0.0050\n",
|
|
"Epoch 30/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0213 - val_loss: 0.0218 - lr: 0.0050\n",
|
|
"Epoch 31/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0213 - val_loss: 0.0218 - lr: 0.0050\n",
|
|
"Epoch 32/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0212 - val_loss: 0.0218 - lr: 0.0050\n",
|
|
"Epoch 33/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0212 - val_loss: 0.0219 - lr: 0.0050\n",
|
|
"Epoch 34/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0211 - val_loss: 0.0218 - lr: 0.0050\n",
|
|
"Epoch 35/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0211 - val_loss: 0.0217 - lr: 0.0050\n",
|
|
"Epoch 36/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0210 - val_loss: 0.0217 - lr: 0.0050\n",
|
|
"Epoch 37/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0211 - val_loss: 0.0217 - lr: 0.0050\n",
|
|
"Epoch 38/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0210 - val_loss: 0.0220 - lr: 0.0050\n",
|
|
"Epoch 39/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0211 - val_loss: 0.0219 - lr: 0.0050\n",
|
|
"Epoch 40/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0211 - val_loss: 0.0217 - lr: 0.0050\n",
|
|
"Epoch 41/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0209 - val_loss: 0.0217 - lr: 0.0050\n",
|
|
"Epoch 42/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0210 - val_loss: 0.0217 - lr: 0.0050\n",
|
|
"Epoch 43/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0209 - val_loss: 0.0217 - lr: 0.0050\n",
|
|
"Epoch 44/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0209 - val_loss: 0.0216 - lr: 0.0050\n",
|
|
"Epoch 45/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0209 - val_loss: 0.0216 - lr: 0.0050\n",
|
|
"Epoch 46/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0208 - val_loss: 0.0216 - lr: 0.0050\n",
|
|
"Epoch 47/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0208 - val_loss: 0.0214 - lr: 0.0050\n",
|
|
"Epoch 48/2000\n",
|
|
"45/45 [==============================] - 0s 956us/step - loss: 0.0208 - val_loss: 0.0215 - lr: 0.0050\n",
|
|
"Epoch 49/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0208 - val_loss: 0.0214 - lr: 0.0050\n",
|
|
"Epoch 50/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0209 - val_loss: 0.0213 - lr: 0.0050\n",
|
|
"Epoch 51/2000\n",
|
|
"45/45 [==============================] - 0s 924us/step - loss: 0.0207 - val_loss: 0.0215 - lr: 0.0050\n",
|
|
"Epoch 52/2000\n",
|
|
"45/45 [==============================] - 0s 891us/step - loss: 0.0207 - val_loss: 0.0214 - lr: 0.0050\n",
|
|
"Epoch 53/2000\n",
|
|
"45/45 [==============================] - 0s 916us/step - loss: 0.0207 - val_loss: 0.0217 - lr: 0.0050\n",
|
|
"Epoch 54/2000\n",
|
|
"45/45 [==============================] - 0s 905us/step - loss: 0.0207 - val_loss: 0.0215 - lr: 0.0050\n",
|
|
"Epoch 55/2000\n",
|
|
"45/45 [==============================] - 0s 908us/step - loss: 0.0208 - val_loss: 0.0214 - lr: 0.0050\n",
|
|
"Epoch 56/2000\n",
|
|
"45/45 [==============================] - 0s 879us/step - loss: 0.0208 - val_loss: 0.0214 - lr: 0.0050\n",
|
|
"Epoch 57/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0207 - val_loss: 0.0212 - lr: 0.0050\n",
|
|
"Epoch 58/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0206 - val_loss: 0.0212 - lr: 0.0050\n",
|
|
"Epoch 59/2000\n",
|
|
"45/45 [==============================] - 0s 920us/step - loss: 0.0205 - val_loss: 0.0212 - lr: 0.0050\n",
|
|
"Epoch 60/2000\n",
|
|
"45/45 [==============================] - 0s 965us/step - loss: 0.0206 - val_loss: 0.0214 - lr: 0.0050\n",
|
|
"Epoch 61/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0206 - val_loss: 0.0214 - lr: 0.0050\n",
|
|
"Epoch 62/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0206 - val_loss: 0.0214 - lr: 0.0050\n",
|
|
"Epoch 63/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0206 - val_loss: 0.0213 - lr: 0.0050\n",
|
|
"Epoch 64/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0206 - val_loss: 0.0211 - lr: 0.0050\n",
|
|
"Epoch 65/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0206 - val_loss: 0.0211 - lr: 0.0050\n",
|
|
"Epoch 66/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0205 - val_loss: 0.0211 - lr: 0.0050\n",
|
|
"Epoch 67/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0207 - val_loss: 0.0210 - lr: 0.0050\n",
|
|
"Epoch 68/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0205 - val_loss: 0.0210 - lr: 0.0050\n",
|
|
"Epoch 69/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0206 - val_loss: 0.0211 - lr: 0.0050\n",
|
|
"Epoch 70/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0205 - val_loss: 0.0210 - lr: 0.0050\n",
|
|
"Epoch 71/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0205 - val_loss: 0.0210 - lr: 0.0050\n",
|
|
"Epoch 72/2000\n",
|
|
"45/45 [==============================] - 0s 991us/step - loss: 0.0206 - val_loss: 0.0210 - lr: 0.0050\n",
|
|
"Epoch 73/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0205 - val_loss: 0.0210 - lr: 0.0050\n",
|
|
"Epoch 74/2000\n",
|
|
"45/45 [==============================] - 0s 996us/step - loss: 0.0206 - val_loss: 0.0210 - lr: 0.0050\n",
|
|
"Epoch 75/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0205 - val_loss: 0.0211 - lr: 0.0050\n",
|
|
"Epoch 76/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0206 - val_loss: 0.0210 - lr: 0.0050\n",
|
|
"Epoch 77/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0204 - val_loss: 0.0210 - lr: 0.0050\n",
|
|
"Epoch 78/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0205 - val_loss: 0.0209 - lr: 0.0050\n",
|
|
"Epoch 79/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0204 - val_loss: 0.0210 - lr: 0.0050\n",
|
|
"Epoch 80/2000\n",
|
|
"45/45 [==============================] - 0s 981us/step - loss: 0.0205 - val_loss: 0.0210 - lr: 0.0050\n",
|
|
"Epoch 81/2000\n",
|
|
"45/45 [==============================] - 0s 938us/step - loss: 0.0205 - val_loss: 0.0210 - lr: 0.0050\n",
|
|
"Epoch 82/2000\n",
|
|
"45/45 [==============================] - 0s 926us/step - loss: 0.0203 - val_loss: 0.0210 - lr: 0.0050\n",
|
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"Epoch 83/2000\n",
|
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"45/45 [==============================] - 0s 1ms/step - loss: 0.0205 - val_loss: 0.0209 - lr: 0.0050\n",
|
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"Epoch 84/2000\n",
|
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"45/45 [==============================] - 0s 958us/step - loss: 0.0204 - val_loss: 0.0209 - lr: 0.0050\n",
|
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"Epoch 85/2000\n",
|
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"45/45 [==============================] - 0s 923us/step - loss: 0.0204 - val_loss: 0.0209 - lr: 0.0050\n",
|
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"Epoch 86/2000\n",
|
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"45/45 [==============================] - 0s 921us/step - loss: 0.0203 - val_loss: 0.0209 - lr: 0.0050\n",
|
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"Epoch 87/2000\n",
|
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"45/45 [==============================] - 0s 909us/step - loss: 0.0204 - val_loss: 0.0209 - lr: 0.0050\n",
|
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"Epoch 88/2000\n",
|
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"45/45 [==============================] - 0s 1ms/step - loss: 0.0203 - val_loss: 0.0209 - lr: 0.0050\n",
|
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"Epoch 89/2000\n",
|
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"45/45 [==============================] - 0s 914us/step - loss: 0.0204 - val_loss: 0.0209 - lr: 0.0050\n",
|
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"Epoch 90/2000\n",
|
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"45/45 [==============================] - 0s 1ms/step - loss: 0.0204 - val_loss: 0.0208 - lr: 0.0050\n",
|
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"Epoch 91/2000\n",
|
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"45/45 [==============================] - 0s 1ms/step - loss: 0.0203 - val_loss: 0.0208 - lr: 0.0050\n",
|
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"Epoch 92/2000\n",
|
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"45/45 [==============================] - 0s 1ms/step - loss: 0.0204 - val_loss: 0.0208 - lr: 0.0050\n",
|
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"Epoch 93/2000\n",
|
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"45/45 [==============================] - 0s 964us/step - loss: 0.0204 - val_loss: 0.0209 - lr: 0.0050\n",
|
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"Epoch 94/2000\n",
|
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"45/45 [==============================] - 0s 923us/step - loss: 0.0205 - val_loss: 0.0209 - lr: 0.0050\n",
|
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"Epoch 95/2000\n",
|
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"45/45 [==============================] - 0s 991us/step - loss: 0.0202 - val_loss: 0.0209 - lr: 0.0050\n",
|
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"Epoch 96/2000\n",
|
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"45/45 [==============================] - 0s 1ms/step - loss: 0.0203 - val_loss: 0.0208 - lr: 0.0050\n",
|
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"Epoch 97/2000\n",
|
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"45/45 [==============================] - 0s 1ms/step - loss: 0.0203 - val_loss: 0.0208 - lr: 0.0050\n",
|
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"Epoch 98/2000\n",
|
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"45/45 [==============================] - 0s 912us/step - loss: 0.0203 - val_loss: 0.0209 - lr: 0.0050\n",
|
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"Epoch 99/2000\n",
|
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"45/45 [==============================] - 0s 930us/step - loss: 0.0203 - val_loss: 0.0209 - lr: 0.0050\n",
|
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"Epoch 100/2000\n",
|
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"45/45 [==============================] - 0s 1ms/step - loss: 0.0203 - val_loss: 0.0208 - lr: 0.0050\n",
|
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"Epoch 101/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0202 - val_loss: 0.0207 - lr: 0.0050\n",
|
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"Epoch 102/2000\n",
|
|
"45/45 [==============================] - 0s 893us/step - loss: 0.0202 - val_loss: 0.0207 - lr: 0.0050\n",
|
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"Epoch 103/2000\n",
|
|
"45/45 [==============================] - 0s 883us/step - loss: 0.0203 - val_loss: 0.0208 - lr: 0.0050\n",
|
|
"Epoch 104/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0203 - val_loss: 0.0208 - lr: 0.0050\n",
|
|
"Epoch 105/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0203 - val_loss: 0.0208 - lr: 0.0050\n",
|
|
"Epoch 106/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0202 - val_loss: 0.0208 - lr: 0.0050\n",
|
|
"Epoch 107/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0202 - val_loss: 0.0207 - lr: 0.0050\n",
|
|
"Epoch 108/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0203 - val_loss: 0.0208 - lr: 0.0050\n",
|
|
"Epoch 109/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0201 - val_loss: 0.0208 - lr: 0.0050\n",
|
|
"Epoch 110/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0202 - val_loss: 0.0210 - lr: 0.0050\n",
|
|
"Epoch 111/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0201 - val_loss: 0.0209 - lr: 0.0050\n",
|
|
"Epoch 112/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0202 - val_loss: 0.0209 - lr: 0.0050\n",
|
|
"Epoch 113/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0203 - val_loss: 0.0208 - lr: 0.0050\n",
|
|
"Epoch 114/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0202 - val_loss: 0.0207 - lr: 0.0050\n",
|
|
"Epoch 115/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0202 - val_loss: 0.0207 - lr: 0.0050\n",
|
|
"Epoch 116/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0203 - val_loss: 0.0207 - lr: 0.0050\n",
|
|
"Epoch 117/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0204 - val_loss: 0.0207 - lr: 0.0050\n",
|
|
"Epoch 118/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0202 - val_loss: 0.0207 - lr: 0.0050\n",
|
|
"Epoch 119/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0202 - val_loss: 0.0207 - lr: 0.0050\n",
|
|
"Epoch 120/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0202 - val_loss: 0.0207 - lr: 0.0050\n",
|
|
"Epoch 121/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0202 - val_loss: 0.0207 - lr: 0.0050\n",
|
|
"Epoch 122/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0203 - val_loss: 0.0206 - lr: 0.0050\n",
|
|
"Epoch 123/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0201 - val_loss: 0.0207 - lr: 0.0050\n",
|
|
"Epoch 124/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0202 - val_loss: 0.0207 - lr: 0.0050\n",
|
|
"Epoch 125/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0202 - val_loss: 0.0207 - lr: 0.0050\n",
|
|
"Epoch 126/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0203 - val_loss: 0.0207 - lr: 0.0050\n",
|
|
"Epoch 127/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0201 - val_loss: 0.0207 - lr: 0.0050\n",
|
|
"Epoch 128/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0201 - val_loss: 0.0207 - lr: 0.0050\n",
|
|
"Epoch 129/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0201 - val_loss: 0.0207 - lr: 0.0050\n",
|
|
"Epoch 130/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0201 - val_loss: 0.0206 - lr: 0.0050\n",
|
|
"Epoch 131/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0201 - val_loss: 0.0208 - lr: 0.0050\n",
|
|
"Epoch 132/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0201 - val_loss: 0.0206 - lr: 0.0050\n",
|
|
"Epoch 133/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0201 - val_loss: 0.0206 - lr: 0.0050\n",
|
|
"Epoch 134/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0202 - val_loss: 0.0206 - lr: 0.0050\n",
|
|
"Epoch 135/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0200 - val_loss: 0.0207 - lr: 0.0050\n",
|
|
"Epoch 136/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0201 - val_loss: 0.0206 - lr: 0.0050\n",
|
|
"Epoch 137/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0200 - val_loss: 0.0206 - lr: 0.0050\n",
|
|
"Epoch 138/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0200 - val_loss: 0.0206 - lr: 0.0050\n",
|
|
"Epoch 139/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0201 - val_loss: 0.0206 - lr: 0.0050\n",
|
|
"Epoch 140/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0201 - val_loss: 0.0206 - lr: 0.0050\n",
|
|
"Epoch 141/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0200 - val_loss: 0.0206 - lr: 0.0050\n",
|
|
"Epoch 142/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0201 - val_loss: 0.0207 - lr: 0.0050\n",
|
|
"Epoch 143/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0202 - val_loss: 0.0206 - lr: 0.0050\n",
|
|
"Epoch 144/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0200 - val_loss: 0.0206 - lr: 0.0050\n",
|
|
"Epoch 145/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0201 - val_loss: 0.0207 - lr: 0.0050\n",
|
|
"Epoch 146/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0201 - val_loss: 0.0208 - lr: 0.0050\n",
|
|
"Epoch 147/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0200 - val_loss: 0.0207 - lr: 0.0050\n",
|
|
"Epoch 148/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0201 - val_loss: 0.0207 - lr: 0.0050\n",
|
|
"Epoch 149/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0201 - val_loss: 0.0206 - lr: 0.0050\n",
|
|
"Epoch 150/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0200 - val_loss: 0.0206 - lr: 0.0050\n",
|
|
"Epoch 151/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0201 - val_loss: 0.0206 - lr: 0.0050\n",
|
|
"Epoch 152/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0201 - val_loss: 0.0206 - lr: 0.0050\n",
|
|
"Epoch 153/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0201 - val_loss: 0.0205 - lr: 0.0050\n",
|
|
"Epoch 154/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0201 - val_loss: 0.0206 - lr: 0.0050\n",
|
|
"Epoch 155/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0200 - val_loss: 0.0205 - lr: 0.0050\n",
|
|
"Epoch 156/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0201 - val_loss: 0.0205 - lr: 0.0050\n",
|
|
"Epoch 157/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0200 - val_loss: 0.0207 - lr: 0.0050\n",
|
|
"Epoch 158/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0201 - val_loss: 0.0207 - lr: 0.0050\n",
|
|
"Epoch 159/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0199 - val_loss: 0.0206 - lr: 0.0050\n",
|
|
"Epoch 160/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0199 - val_loss: 0.0205 - lr: 0.0050\n",
|
|
"Epoch 161/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0200 - val_loss: 0.0205 - lr: 0.0050\n",
|
|
"Epoch 162/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0200 - val_loss: 0.0205 - lr: 0.0050\n",
|
|
"Epoch 163/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0200 - val_loss: 0.0205 - lr: 0.0050\n",
|
|
"Epoch 164/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0200 - val_loss: 0.0205 - lr: 0.0050\n",
|
|
"Epoch 165/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0200 - val_loss: 0.0205 - lr: 0.0050\n",
|
|
"Epoch 166/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0200 - val_loss: 0.0206 - lr: 0.0050\n",
|
|
"Epoch 167/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0200 - val_loss: 0.0206 - lr: 0.0050\n",
|
|
"Epoch 168/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0199 - val_loss: 0.0206 - lr: 0.0050\n",
|
|
"Epoch 169/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0200 - val_loss: 0.0205 - lr: 0.0050\n",
|
|
"Epoch 170/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0199 - val_loss: 0.0205 - lr: 0.0050\n",
|
|
"Epoch 171/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0199 - val_loss: 0.0205 - lr: 0.0050\n",
|
|
"Epoch 172/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0200 - val_loss: 0.0205 - lr: 0.0050\n",
|
|
"Epoch 173/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0200 - val_loss: 0.0205 - lr: 0.0050\n",
|
|
"Epoch 174/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0200 - val_loss: 0.0205 - lr: 0.0050\n",
|
|
"Epoch 175/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0199 - val_loss: 0.0205 - lr: 0.0050\n",
|
|
"Epoch 176/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0198 - val_loss: 0.0205 - lr: 0.0050\n",
|
|
"Epoch 177/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0199 - val_loss: 0.0206 - lr: 0.0050\n",
|
|
"Epoch 178/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0200 - val_loss: 0.0206 - lr: 0.0050\n",
|
|
"Epoch 179/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0200 - val_loss: 0.0207 - lr: 0.0050\n",
|
|
"Epoch 180/2000\n",
|
|
"45/45 [==============================] - 0s 992us/step - loss: 0.0199 - val_loss: 0.0206 - lr: 0.0050\n",
|
|
"Epoch 181/2000\n",
|
|
"45/45 [==============================] - 0s 929us/step - loss: 0.0199 - val_loss: 0.0205 - lr: 0.0050\n",
|
|
"Epoch 182/2000\n",
|
|
"45/45 [==============================] - 0s 911us/step - loss: 0.0199 - val_loss: 0.0206 - lr: 0.0050\n",
|
|
"Epoch 183/2000\n",
|
|
"45/45 [==============================] - 0s 914us/step - loss: 0.0199 - val_loss: 0.0205 - lr: 0.0050\n",
|
|
"Epoch 184/2000\n",
|
|
"45/45 [==============================] - 0s 916us/step - loss: 0.0199 - val_loss: 0.0205 - lr: 0.0050\n",
|
|
"Epoch 185/2000\n",
|
|
"45/45 [==============================] - 0s 891us/step - loss: 0.0198 - val_loss: 0.0205 - lr: 0.0050\n",
|
|
"Epoch 186/2000\n",
|
|
"45/45 [==============================] - 0s 906us/step - loss: 0.0201 - val_loss: 0.0205 - lr: 0.0050\n",
|
|
"Epoch 187/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0199 - val_loss: 0.0204 - lr: 0.0050\n",
|
|
"Epoch 188/2000\n",
|
|
"45/45 [==============================] - 0s 901us/step - loss: 0.0199 - val_loss: 0.0205 - lr: 0.0050\n",
|
|
"Epoch 189/2000\n",
|
|
"45/45 [==============================] - 0s 923us/step - loss: 0.0199 - val_loss: 0.0206 - lr: 0.0050\n",
|
|
"Epoch 190/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0199 - val_loss: 0.0205 - lr: 0.0050\n",
|
|
"Epoch 191/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0199 - val_loss: 0.0204 - lr: 0.0050\n",
|
|
"Epoch 192/2000\n",
|
|
"45/45 [==============================] - 0s 948us/step - loss: 0.0199 - val_loss: 0.0204 - lr: 0.0050\n",
|
|
"Epoch 193/2000\n",
|
|
"45/45 [==============================] - 0s 892us/step - loss: 0.0198 - val_loss: 0.0204 - lr: 0.0050\n",
|
|
"Epoch 194/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0197 - val_loss: 0.0204 - lr: 0.0050\n",
|
|
"Epoch 195/2000\n",
|
|
"45/45 [==============================] - 0s 915us/step - loss: 0.0200 - val_loss: 0.0204 - lr: 0.0050\n",
|
|
"Epoch 196/2000\n",
|
|
"45/45 [==============================] - 0s 930us/step - loss: 0.0200 - val_loss: 0.0204 - lr: 0.0050\n",
|
|
"Epoch 197/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0199 - val_loss: 0.0206 - lr: 0.0050\n",
|
|
"Epoch 198/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0198 - val_loss: 0.0205 - lr: 0.0050\n",
|
|
"Epoch 199/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0199 - val_loss: 0.0204 - lr: 0.0050\n",
|
|
"Epoch 200/2000\n",
|
|
"45/45 [==============================] - 0s 984us/step - loss: 0.0198 - val_loss: 0.0204 - lr: 0.0050\n",
|
|
"Epoch 201/2000\n",
|
|
"45/45 [==============================] - 0s 947us/step - loss: 0.0199 - val_loss: 0.0204 - lr: 0.0050\n",
|
|
"Epoch 202/2000\n",
|
|
"45/45 [==============================] - 0s 978us/step - loss: 0.0199 - val_loss: 0.0204 - lr: 0.0050\n",
|
|
"Epoch 203/2000\n",
|
|
"45/45 [==============================] - 0s 916us/step - loss: 0.0197 - val_loss: 0.0204 - lr: 0.0050\n",
|
|
"Epoch 204/2000\n",
|
|
"45/45 [==============================] - 0s 911us/step - loss: 0.0198 - val_loss: 0.0204 - lr: 0.0050\n",
|
|
"Epoch 205/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0198 - val_loss: 0.0204 - lr: 0.0050\n",
|
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"Epoch 206/2000\n",
|
|
"45/45 [==============================] - 0s 913us/step - loss: 0.0198 - val_loss: 0.0204 - lr: 0.0050\n",
|
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"Epoch 207/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0199 - val_loss: 0.0204 - lr: 0.0050\n",
|
|
"Epoch 208/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0197 - val_loss: 0.0203 - lr: 0.0050\n",
|
|
"Epoch 209/2000\n",
|
|
"45/45 [==============================] - 0s 921us/step - loss: 0.0199 - val_loss: 0.0203 - lr: 0.0050\n",
|
|
"Epoch 210/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0198 - val_loss: 0.0203 - lr: 0.0050\n",
|
|
"Epoch 211/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0198 - val_loss: 0.0203 - lr: 0.0050\n",
|
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"Epoch 212/2000\n",
|
|
"45/45 [==============================] - 0s 934us/step - loss: 0.0199 - val_loss: 0.0204 - lr: 0.0050\n",
|
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"Epoch 213/2000\n",
|
|
"45/45 [==============================] - 0s 927us/step - loss: 0.0198 - val_loss: 0.0205 - lr: 0.0050\n",
|
|
"Epoch 214/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0198 - val_loss: 0.0203 - lr: 0.0050\n",
|
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"Epoch 215/2000\n",
|
|
"45/45 [==============================] - 0s 904us/step - loss: 0.0199 - val_loss: 0.0203 - lr: 0.0050\n",
|
|
"Epoch 216/2000\n",
|
|
"45/45 [==============================] - 0s 907us/step - loss: 0.0198 - val_loss: 0.0204 - lr: 0.0050\n",
|
|
"Epoch 217/2000\n",
|
|
"45/45 [==============================] - 0s 893us/step - loss: 0.0198 - val_loss: 0.0204 - lr: 0.0050\n",
|
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"Epoch 218/2000\n",
|
|
"45/45 [==============================] - 0s 908us/step - loss: 0.0198 - val_loss: 0.0205 - lr: 0.0050\n",
|
|
"Epoch 219/2000\n",
|
|
"45/45 [==============================] - 0s 925us/step - loss: 0.0197 - val_loss: 0.0204 - lr: 0.0050\n",
|
|
"Epoch 220/2000\n",
|
|
"45/45 [==============================] - 0s 906us/step - loss: 0.0198 - val_loss: 0.0204 - lr: 0.0050\n",
|
|
"Epoch 221/2000\n",
|
|
"45/45 [==============================] - 0s 939us/step - loss: 0.0198 - val_loss: 0.0204 - lr: 0.0050\n",
|
|
"Epoch 222/2000\n",
|
|
"45/45 [==============================] - 0s 949us/step - loss: 0.0197 - val_loss: 0.0205 - lr: 0.0050\n",
|
|
"Epoch 223/2000\n",
|
|
"45/45 [==============================] - 0s 908us/step - loss: 0.0197 - val_loss: 0.0205 - lr: 0.0050\n",
|
|
"Epoch 224/2000\n",
|
|
"45/45 [==============================] - 0s 884us/step - loss: 0.0197 - val_loss: 0.0204 - lr: 0.0050\n",
|
|
"Epoch 225/2000\n",
|
|
"45/45 [==============================] - 0s 897us/step - loss: 0.0197 - val_loss: 0.0203 - lr: 0.0050\n",
|
|
"Epoch 226/2000\n",
|
|
"45/45 [==============================] - 0s 941us/step - loss: 0.0197 - val_loss: 0.0204 - lr: 0.0050\n",
|
|
"Epoch 227/2000\n",
|
|
"45/45 [==============================] - 0s 993us/step - loss: 0.0197 - val_loss: 0.0204 - lr: 0.0050\n",
|
|
"Epoch 228/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0197 - val_loss: 0.0203 - lr: 0.0050\n",
|
|
"Epoch 229/2000\n",
|
|
"45/45 [==============================] - 0s 924us/step - loss: 0.0198 - val_loss: 0.0203 - lr: 0.0050\n",
|
|
"Epoch 230/2000\n",
|
|
"45/45 [==============================] - 0s 892us/step - loss: 0.0198 - val_loss: 0.0203 - lr: 0.0050\n",
|
|
"Epoch 231/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0197 - val_loss: 0.0204 - lr: 0.0050\n",
|
|
"Epoch 232/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0197 - val_loss: 0.0204 - lr: 0.0050\n",
|
|
"Epoch 233/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0198 - val_loss: 0.0203 - lr: 0.0050\n",
|
|
"Epoch 234/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0197 - val_loss: 0.0205 - lr: 0.0050\n",
|
|
"Epoch 235/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0198 - val_loss: 0.0204 - lr: 0.0050\n",
|
|
"Epoch 236/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0196 - val_loss: 0.0203 - lr: 0.0050\n",
|
|
"Epoch 237/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0198 - val_loss: 0.0203 - lr: 0.0050\n",
|
|
"Epoch 238/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0198 - val_loss: 0.0203 - lr: 0.0050\n",
|
|
"Epoch 239/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0197 - val_loss: 0.0203 - lr: 0.0050\n",
|
|
"Epoch 240/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0198 - val_loss: 0.0203 - lr: 0.0050\n",
|
|
"Epoch 241/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0197 - val_loss: 0.0204 - lr: 0.0050\n",
|
|
"Epoch 242/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0197 - val_loss: 0.0204 - lr: 0.0050\n",
|
|
"Epoch 243/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0198 - val_loss: 0.0203 - lr: 0.0050\n",
|
|
"Epoch 244/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0196 - val_loss: 0.0205 - lr: 0.0050\n",
|
|
"Epoch 245/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0196 - val_loss: 0.0203 - lr: 0.0050\n",
|
|
"Epoch 246/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0197 - val_loss: 0.0203 - lr: 0.0050\n",
|
|
"Epoch 247/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0197 - val_loss: 0.0203 - lr: 0.0050\n",
|
|
"Epoch 248/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0198 - val_loss: 0.0203 - lr: 0.0050\n",
|
|
"Epoch 249/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0197 - val_loss: 0.0202 - lr: 0.0050\n",
|
|
"Epoch 250/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0196 - val_loss: 0.0202 - lr: 0.0050\n",
|
|
"Epoch 251/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0197 - val_loss: 0.0202 - lr: 0.0050\n",
|
|
"Epoch 252/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0198 - val_loss: 0.0202 - lr: 0.0050\n",
|
|
"Epoch 253/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0197 - val_loss: 0.0203 - lr: 0.0050\n",
|
|
"Epoch 254/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0197 - val_loss: 0.0204 - lr: 0.0050\n",
|
|
"Epoch 255/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0196 - val_loss: 0.0204 - lr: 0.0050\n",
|
|
"Epoch 256/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0197 - val_loss: 0.0203 - lr: 0.0050\n",
|
|
"Epoch 257/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0197 - val_loss: 0.0203 - lr: 0.0050\n",
|
|
"Epoch 258/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0196 - val_loss: 0.0204 - lr: 0.0050\n",
|
|
"Epoch 259/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0197 - val_loss: 0.0203 - lr: 0.0050\n",
|
|
"Epoch 260/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0197 - val_loss: 0.0203 - lr: 0.0050\n",
|
|
"Epoch 261/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0196 - val_loss: 0.0204 - lr: 0.0050\n",
|
|
"Epoch 262/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0196 - val_loss: 0.0202 - lr: 0.0050\n",
|
|
"Epoch 263/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0197 - val_loss: 0.0205 - lr: 0.0050\n",
|
|
"Epoch 264/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0197 - val_loss: 0.0203 - lr: 0.0050\n",
|
|
"Epoch 265/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0194 - val_loss: 0.0203 - lr: 0.0050\n",
|
|
"Epoch 266/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0198 - val_loss: 0.0203 - lr: 0.0050\n",
|
|
"Epoch 267/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0197 - val_loss: 0.0205 - lr: 0.0050\n",
|
|
"Epoch 268/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0196 - val_loss: 0.0203 - lr: 0.0050\n",
|
|
"Epoch 269/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0197 - val_loss: 0.0203 - lr: 0.0050\n",
|
|
"Epoch 270/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0197 - val_loss: 0.0203 - lr: 0.0050\n",
|
|
"Epoch 271/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0197 - val_loss: 0.0204 - lr: 0.0050\n",
|
|
"Epoch 272/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0196 - val_loss: 0.0203 - lr: 0.0050\n",
|
|
"Epoch 273/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0196 - val_loss: 0.0204 - lr: 0.0050\n",
|
|
"Epoch 274/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0197 - val_loss: 0.0202 - lr: 0.0050\n",
|
|
"Epoch 275/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0197 - val_loss: 0.0202 - lr: 0.0050\n",
|
|
"Epoch 276/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0197 - val_loss: 0.0202 - lr: 0.0050\n",
|
|
"Epoch 277/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0196 - val_loss: 0.0202 - lr: 0.0050\n",
|
|
"Epoch 278/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0197 - val_loss: 0.0203 - lr: 0.0050\n",
|
|
"Epoch 279/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0197 - val_loss: 0.0203 - lr: 0.0050\n",
|
|
"Epoch 280/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0197 - val_loss: 0.0203 - lr: 0.0050\n",
|
|
"Epoch 281/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0197 - val_loss: 0.0202 - lr: 0.0050\n",
|
|
"Epoch 282/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0196 - val_loss: 0.0202 - lr: 0.0050\n",
|
|
"Epoch 283/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0196 - val_loss: 0.0203 - lr: 0.0050\n",
|
|
"Epoch 284/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0197 - val_loss: 0.0203 - lr: 0.0050\n",
|
|
"Epoch 285/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0195 - val_loss: 0.0203 - lr: 0.0050\n",
|
|
"Epoch 286/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0196 - val_loss: 0.0202 - lr: 0.0050\n",
|
|
"Epoch 287/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0196 - val_loss: 0.0202 - lr: 0.0050\n",
|
|
"Epoch 288/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0197 - val_loss: 0.0202 - lr: 0.0050\n",
|
|
"Epoch 289/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0196 - val_loss: 0.0203 - lr: 0.0050\n",
|
|
"Epoch 290/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0196 - val_loss: 0.0202 - lr: 0.0050\n",
|
|
"Epoch 291/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0197 - val_loss: 0.0202 - lr: 0.0050\n",
|
|
"Epoch 292/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0197 - val_loss: 0.0202 - lr: 0.0050\n",
|
|
"Epoch 293/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0196 - val_loss: 0.0202 - lr: 0.0050\n",
|
|
"Epoch 294/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0196 - val_loss: 0.0202 - lr: 0.0050\n",
|
|
"Epoch 295/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0195 - val_loss: 0.0202 - lr: 0.0050\n",
|
|
"Epoch 296/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0196 - val_loss: 0.0202 - lr: 0.0050\n",
|
|
"Epoch 297/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0196 - val_loss: 0.0202 - lr: 0.0050\n",
|
|
"Epoch 298/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0196 - val_loss: 0.0202 - lr: 0.0050\n",
|
|
"Epoch 299/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0196 - val_loss: 0.0201 - lr: 0.0050\n",
|
|
"Epoch 300/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0196 - val_loss: 0.0201 - lr: 0.0050\n",
|
|
"Epoch 301/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0196 - val_loss: 0.0202 - lr: 0.0050\n",
|
|
"Epoch 302/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0195 - val_loss: 0.0203 - lr: 0.0050\n",
|
|
"Epoch 303/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0195 - val_loss: 0.0202 - lr: 0.0050\n",
|
|
"Epoch 304/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0196 - val_loss: 0.0201 - lr: 0.0050\n",
|
|
"Epoch 305/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0195 - val_loss: 0.0201 - lr: 0.0050\n",
|
|
"Epoch 306/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0195 - val_loss: 0.0201 - lr: 0.0050\n",
|
|
"Epoch 307/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0195 - val_loss: 0.0201 - lr: 0.0050\n",
|
|
"Epoch 308/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0194 - val_loss: 0.0202 - lr: 0.0050\n",
|
|
"Epoch 309/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0196 - val_loss: 0.0202 - lr: 0.0050\n",
|
|
"Epoch 310/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0195 - val_loss: 0.0201 - lr: 0.0050\n",
|
|
"Epoch 311/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0196 - val_loss: 0.0201 - lr: 0.0050\n",
|
|
"Epoch 312/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0195 - val_loss: 0.0201 - lr: 0.0050\n",
|
|
"Epoch 313/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0194 - val_loss: 0.0202 - lr: 0.0050\n",
|
|
"Epoch 314/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0195 - val_loss: 0.0203 - lr: 0.0050\n",
|
|
"Epoch 315/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0196 - val_loss: 0.0202 - lr: 0.0050\n",
|
|
"Epoch 316/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0196 - val_loss: 0.0202 - lr: 0.0050\n",
|
|
"Epoch 317/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0196 - val_loss: 0.0201 - lr: 0.0050\n",
|
|
"Epoch 318/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0193 - val_loss: 0.0201 - lr: 0.0050\n",
|
|
"Epoch 319/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0195 - val_loss: 0.0201 - lr: 0.0050\n",
|
|
"Epoch 320/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0196 - val_loss: 0.0201 - lr: 0.0050\n",
|
|
"Epoch 321/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0195 - val_loss: 0.0202 - lr: 0.0050\n",
|
|
"Epoch 322/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0194 - val_loss: 0.0202 - lr: 0.0050\n",
|
|
"Epoch 323/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0195 - val_loss: 0.0201 - lr: 0.0050\n",
|
|
"Epoch 324/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0195 - val_loss: 0.0202 - lr: 0.0050\n",
|
|
"Epoch 325/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0195 - val_loss: 0.0201 - lr: 0.0050\n",
|
|
"Epoch 326/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0194 - val_loss: 0.0201 - lr: 0.0050\n",
|
|
"Epoch 327/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0194 - val_loss: 0.0201 - lr: 0.0050\n",
|
|
"Epoch 328/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0194 - val_loss: 0.0201 - lr: 0.0050\n",
|
|
"Epoch 329/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0194 - val_loss: 0.0201 - lr: 0.0050\n",
|
|
"Epoch 330/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0195 - val_loss: 0.0201 - lr: 0.0050\n",
|
|
"Epoch 331/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0194 - val_loss: 0.0202 - lr: 0.0050\n",
|
|
"Epoch 332/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0196 - val_loss: 0.0203 - lr: 0.0050\n",
|
|
"Epoch 333/2000\n",
|
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"45/45 [==============================] - 0s 1ms/step - loss: 0.0195 - val_loss: 0.0202 - lr: 0.0050\n",
|
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"Epoch 334/2000\n",
|
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"45/45 [==============================] - 0s 1ms/step - loss: 0.0195 - val_loss: 0.0202 - lr: 0.0050\n",
|
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"Epoch 335/2000\n",
|
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"45/45 [==============================] - 0s 1ms/step - loss: 0.0195 - val_loss: 0.0202 - lr: 0.0050\n",
|
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"Epoch 336/2000\n",
|
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"45/45 [==============================] - 0s 1ms/step - loss: 0.0195 - val_loss: 0.0202 - lr: 0.0050\n",
|
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"Epoch 337/2000\n",
|
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"45/45 [==============================] - 0s 1ms/step - loss: 0.0194 - val_loss: 0.0202 - lr: 0.0050\n",
|
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"Epoch 338/2000\n",
|
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"45/45 [==============================] - 0s 1ms/step - loss: 0.0194 - val_loss: 0.0202 - lr: 0.0050\n",
|
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"Epoch 339/2000\n",
|
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"45/45 [==============================] - 0s 1ms/step - loss: 0.0194 - val_loss: 0.0202 - lr: 0.0050\n",
|
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"Epoch 340/2000\n",
|
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"45/45 [==============================] - 0s 1ms/step - loss: 0.0195 - val_loss: 0.0201 - lr: 0.0050\n",
|
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"Epoch 341/2000\n",
|
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"45/45 [==============================] - 0s 1ms/step - loss: 0.0195 - val_loss: 0.0200 - lr: 0.0050\n",
|
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"Epoch 342/2000\n",
|
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"45/45 [==============================] - 0s 1ms/step - loss: 0.0194 - val_loss: 0.0201 - lr: 0.0050\n",
|
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"Epoch 343/2000\n",
|
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"45/45 [==============================] - 0s 1ms/step - loss: 0.0195 - val_loss: 0.0202 - lr: 0.0050\n",
|
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"Epoch 344/2000\n",
|
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"45/45 [==============================] - 0s 1ms/step - loss: 0.0194 - val_loss: 0.0201 - lr: 0.0050\n",
|
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"Epoch 345/2000\n",
|
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"45/45 [==============================] - 0s 1ms/step - loss: 0.0195 - val_loss: 0.0200 - lr: 0.0050\n",
|
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"Epoch 346/2000\n",
|
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"45/45 [==============================] - 0s 1ms/step - loss: 0.0193 - val_loss: 0.0201 - lr: 0.0050\n",
|
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"Epoch 347/2000\n",
|
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"45/45 [==============================] - 0s 1ms/step - loss: 0.0195 - val_loss: 0.0201 - lr: 0.0050\n",
|
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"Epoch 348/2000\n",
|
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"45/45 [==============================] - 0s 1ms/step - loss: 0.0194 - val_loss: 0.0202 - lr: 0.0050\n",
|
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"Epoch 349/2000\n",
|
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"45/45 [==============================] - 0s 1ms/step - loss: 0.0194 - val_loss: 0.0201 - lr: 0.0050\n",
|
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"Epoch 350/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0194 - val_loss: 0.0202 - lr: 0.0050\n",
|
|
"Epoch 351/2000\n",
|
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"45/45 [==============================] - 0s 1ms/step - loss: 0.0194 - val_loss: 0.0202 - lr: 0.0050\n",
|
|
"Epoch 352/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0194 - val_loss: 0.0201 - lr: 0.0050\n",
|
|
"Epoch 353/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0193 - val_loss: 0.0200 - lr: 0.0050\n",
|
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"Epoch 354/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0194 - val_loss: 0.0201 - lr: 0.0050\n",
|
|
"Epoch 355/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0194 - val_loss: 0.0202 - lr: 0.0050\n",
|
|
"Epoch 356/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0193 - val_loss: 0.0201 - lr: 0.0050\n",
|
|
"Epoch 357/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0194 - val_loss: 0.0201 - lr: 0.0050\n",
|
|
"Epoch 358/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0194 - val_loss: 0.0200 - lr: 0.0050\n",
|
|
"Epoch 359/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0193 - val_loss: 0.0201 - lr: 0.0050\n",
|
|
"Epoch 360/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0193 - val_loss: 0.0201 - lr: 0.0050\n",
|
|
"Epoch 361/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0193 - val_loss: 0.0201 - lr: 0.0050\n",
|
|
"Epoch 362/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0195 - val_loss: 0.0200 - lr: 0.0050\n",
|
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"Epoch 363/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0193 - val_loss: 0.0202 - lr: 0.0050\n",
|
|
"Epoch 364/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0194 - val_loss: 0.0200 - lr: 0.0050\n",
|
|
"Epoch 365/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0194 - val_loss: 0.0200 - lr: 0.0050\n",
|
|
"Epoch 366/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0194 - val_loss: 0.0200 - lr: 0.0050\n",
|
|
"Epoch 367/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0193 - val_loss: 0.0200 - lr: 0.0050\n",
|
|
"Epoch 368/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0194 - val_loss: 0.0201 - lr: 0.0050\n",
|
|
"Epoch 369/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0193 - val_loss: 0.0201 - lr: 0.0050\n",
|
|
"Epoch 370/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0194 - val_loss: 0.0202 - lr: 0.0050\n",
|
|
"Epoch 371/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0193 - val_loss: 0.0202 - lr: 0.0050\n",
|
|
"Epoch 372/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0194 - val_loss: 0.0201 - lr: 0.0050\n",
|
|
"Epoch 373/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0193 - val_loss: 0.0201 - lr: 0.0050\n",
|
|
"Epoch 374/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0194 - val_loss: 0.0201 - lr: 0.0050\n",
|
|
"Epoch 375/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0193 - val_loss: 0.0200 - lr: 0.0050\n",
|
|
"Epoch 376/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0193 - val_loss: 0.0199 - lr: 0.0050\n",
|
|
"Epoch 377/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0193 - val_loss: 0.0200 - lr: 0.0050\n",
|
|
"Epoch 378/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0193 - val_loss: 0.0202 - lr: 0.0050\n",
|
|
"Epoch 379/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0195 - val_loss: 0.0201 - lr: 0.0050\n",
|
|
"Epoch 380/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0193 - val_loss: 0.0202 - lr: 0.0050\n",
|
|
"Epoch 381/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0194 - val_loss: 0.0201 - lr: 0.0050\n",
|
|
"Epoch 382/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0192 - val_loss: 0.0202 - lr: 0.0050\n",
|
|
"Epoch 383/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0193 - val_loss: 0.0202 - lr: 0.0050\n",
|
|
"Epoch 384/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0194 - val_loss: 0.0201 - lr: 0.0050\n",
|
|
"Epoch 385/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0193 - val_loss: 0.0200 - lr: 0.0050\n",
|
|
"Epoch 386/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0193 - val_loss: 0.0202 - lr: 0.0050\n",
|
|
"Epoch 387/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0193 - val_loss: 0.0199 - lr: 0.0050\n",
|
|
"Epoch 388/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0193 - val_loss: 0.0200 - lr: 0.0050\n",
|
|
"Epoch 389/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0193 - val_loss: 0.0200 - lr: 0.0050\n",
|
|
"Epoch 390/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0192 - val_loss: 0.0201 - lr: 0.0050\n",
|
|
"Epoch 391/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0192 - val_loss: 0.0200 - lr: 0.0050\n",
|
|
"Epoch 392/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0194 - val_loss: 0.0199 - lr: 0.0050\n",
|
|
"Epoch 393/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0194 - val_loss: 0.0200 - lr: 0.0050\n",
|
|
"Epoch 394/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0193 - val_loss: 0.0201 - lr: 0.0050\n",
|
|
"Epoch 395/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0193 - val_loss: 0.0201 - lr: 0.0050\n",
|
|
"Epoch 396/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0194 - val_loss: 0.0201 - lr: 0.0050\n",
|
|
"Epoch 397/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0194 - val_loss: 0.0204 - lr: 0.0050\n",
|
|
"Epoch 398/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0192 - val_loss: 0.0201 - lr: 0.0050\n",
|
|
"Epoch 399/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0193 - val_loss: 0.0203 - lr: 0.0050\n",
|
|
"Epoch 400/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0192 - val_loss: 0.0202 - lr: 0.0050\n",
|
|
"Epoch 401/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0193 - val_loss: 0.0203 - lr: 0.0050\n",
|
|
"Epoch 402/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0192 - val_loss: 0.0200 - lr: 0.0050\n",
|
|
"Epoch 403/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0193 - val_loss: 0.0200 - lr: 0.0050\n",
|
|
"Epoch 404/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0192 - val_loss: 0.0202 - lr: 0.0050\n",
|
|
"Epoch 405/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0193 - val_loss: 0.0201 - lr: 0.0050\n",
|
|
"Epoch 406/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0192 - val_loss: 0.0199 - lr: 0.0050\n",
|
|
"Epoch 407/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0192 - val_loss: 0.0199 - lr: 0.0050\n",
|
|
"Epoch 408/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0192 - val_loss: 0.0200 - lr: 0.0050\n",
|
|
"Epoch 409/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0193 - val_loss: 0.0201 - lr: 0.0050\n",
|
|
"Epoch 410/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0192 - val_loss: 0.0200 - lr: 0.0050\n",
|
|
"Epoch 411/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0192 - val_loss: 0.0200 - lr: 0.0050\n",
|
|
"Epoch 412/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0192 - val_loss: 0.0199 - lr: 0.0050\n",
|
|
"Epoch 413/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0191 - val_loss: 0.0199 - lr: 0.0050\n",
|
|
"Epoch 414/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0192 - val_loss: 0.0200 - lr: 0.0050\n",
|
|
"Epoch 415/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0192 - val_loss: 0.0200 - lr: 0.0050\n",
|
|
"Epoch 416/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0192 - val_loss: 0.0200 - lr: 0.0050\n",
|
|
"Epoch 417/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0192 - val_loss: 0.0200 - lr: 0.0050\n",
|
|
"Epoch 418/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0191 - val_loss: 0.0200 - lr: 0.0050\n",
|
|
"Epoch 419/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0194 - val_loss: 0.0200 - lr: 0.0050\n",
|
|
"Epoch 420/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0193 - val_loss: 0.0201 - lr: 0.0050\n",
|
|
"Epoch 421/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0191 - val_loss: 0.0200 - lr: 0.0050\n",
|
|
"Epoch 422/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0192 - val_loss: 0.0199 - lr: 0.0050\n",
|
|
"Epoch 423/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0191 - val_loss: 0.0199 - lr: 0.0050\n",
|
|
"Epoch 424/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0193 - val_loss: 0.0199 - lr: 0.0050\n",
|
|
"Epoch 425/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0192 - val_loss: 0.0200 - lr: 0.0050\n",
|
|
"Epoch 426/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0193 - val_loss: 0.0201 - lr: 0.0050\n",
|
|
"Epoch 427/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0193 - val_loss: 0.0202 - lr: 0.0050\n",
|
|
"Epoch 428/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0192 - val_loss: 0.0200 - lr: 0.0050\n",
|
|
"Epoch 429/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0191 - val_loss: 0.0199 - lr: 0.0050\n",
|
|
"Epoch 430/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0193 - val_loss: 0.0199 - lr: 0.0050\n",
|
|
"Epoch 431/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0192 - val_loss: 0.0200 - lr: 0.0050\n",
|
|
"Epoch 432/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0191 - val_loss: 0.0201 - lr: 0.0050\n",
|
|
"Epoch 433/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0192 - val_loss: 0.0198 - lr: 0.0050\n",
|
|
"Epoch 434/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0192 - val_loss: 0.0200 - lr: 0.0050\n",
|
|
"Epoch 435/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0193 - val_loss: 0.0199 - lr: 0.0050\n",
|
|
"Epoch 436/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0192 - val_loss: 0.0200 - lr: 0.0050\n",
|
|
"Epoch 437/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0191 - val_loss: 0.0200 - lr: 0.0050\n",
|
|
"Epoch 438/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0193 - val_loss: 0.0199 - lr: 0.0050\n",
|
|
"Epoch 439/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0192 - val_loss: 0.0201 - lr: 0.0050\n",
|
|
"Epoch 440/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0191 - val_loss: 0.0199 - lr: 0.0050\n",
|
|
"Epoch 441/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0192 - val_loss: 0.0199 - lr: 0.0050\n",
|
|
"Epoch 442/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0191 - val_loss: 0.0198 - lr: 0.0050\n",
|
|
"Epoch 443/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0192 - val_loss: 0.0198 - lr: 0.0050\n",
|
|
"Epoch 444/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0191 - val_loss: 0.0198 - lr: 0.0050\n",
|
|
"Epoch 445/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0191 - val_loss: 0.0200 - lr: 0.0050\n",
|
|
"Epoch 446/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0191 - val_loss: 0.0201 - lr: 0.0050\n",
|
|
"Epoch 447/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0191 - val_loss: 0.0202 - lr: 0.0050\n",
|
|
"Epoch 448/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0191 - val_loss: 0.0203 - lr: 0.0050\n",
|
|
"Epoch 449/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0192 - val_loss: 0.0200 - lr: 0.0050\n",
|
|
"Epoch 450/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0191 - val_loss: 0.0199 - lr: 0.0050\n",
|
|
"Epoch 451/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0191 - val_loss: 0.0198 - lr: 0.0050\n",
|
|
"Epoch 452/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0192 - val_loss: 0.0199 - lr: 0.0050\n",
|
|
"Epoch 453/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0192 - val_loss: 0.0203 - lr: 0.0050\n",
|
|
"Epoch 454/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0191 - val_loss: 0.0202 - lr: 0.0050\n",
|
|
"Epoch 455/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0191 - val_loss: 0.0200 - lr: 0.0050\n",
|
|
"Epoch 456/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0191 - val_loss: 0.0199 - lr: 0.0050\n",
|
|
"Epoch 457/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0192 - val_loss: 0.0199 - lr: 0.0050\n",
|
|
"Epoch 458/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0190 - val_loss: 0.0200 - lr: 0.0050\n",
|
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"Epoch 459/2000\n",
|
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"45/45 [==============================] - 0s 1ms/step - loss: 0.0191 - val_loss: 0.0198 - lr: 0.0050\n",
|
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"Epoch 460/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0192 - val_loss: 0.0198 - lr: 0.0050\n",
|
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"Epoch 461/2000\n",
|
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"45/45 [==============================] - 0s 1ms/step - loss: 0.0192 - val_loss: 0.0199 - lr: 0.0050\n",
|
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"Epoch 462/2000\n",
|
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"45/45 [==============================] - 0s 1ms/step - loss: 0.0190 - val_loss: 0.0200 - lr: 0.0050\n",
|
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"Epoch 463/2000\n",
|
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"45/45 [==============================] - 0s 1ms/step - loss: 0.0192 - val_loss: 0.0202 - lr: 0.0050\n",
|
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"Epoch 464/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0191 - val_loss: 0.0201 - lr: 0.0050\n",
|
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"Epoch 465/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0191 - val_loss: 0.0198 - lr: 0.0050\n",
|
|
"Epoch 466/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0191 - val_loss: 0.0199 - lr: 0.0050\n",
|
|
"Epoch 467/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0192 - val_loss: 0.0199 - lr: 0.0050\n",
|
|
"Epoch 468/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0190 - val_loss: 0.0201 - lr: 0.0050\n",
|
|
"Epoch 469/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0191 - val_loss: 0.0198 - lr: 0.0050\n",
|
|
"Epoch 470/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0191 - val_loss: 0.0199 - lr: 0.0050\n",
|
|
"Epoch 471/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0190 - val_loss: 0.0200 - lr: 0.0050\n",
|
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"Epoch 472/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0190 - val_loss: 0.0200 - lr: 0.0050\n",
|
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"Epoch 473/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0190 - val_loss: 0.0198 - lr: 0.0050\n",
|
|
"Epoch 474/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0190 - val_loss: 0.0198 - lr: 0.0050\n",
|
|
"Epoch 475/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0191 - val_loss: 0.0198 - lr: 0.0050\n",
|
|
"Epoch 476/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0190 - val_loss: 0.0200 - lr: 0.0050\n",
|
|
"Epoch 477/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0191 - val_loss: 0.0198 - lr: 0.0050\n",
|
|
"Epoch 478/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0190 - val_loss: 0.0199 - lr: 0.0050\n",
|
|
"Epoch 479/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0190 - val_loss: 0.0199 - lr: 0.0050\n",
|
|
"Epoch 480/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0191 - val_loss: 0.0200 - lr: 0.0050\n",
|
|
"Epoch 481/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0189 - val_loss: 0.0198 - lr: 0.0050\n",
|
|
"Epoch 482/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0190 - val_loss: 0.0199 - lr: 0.0050\n",
|
|
"Epoch 483/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0190 - val_loss: 0.0202 - lr: 0.0050\n",
|
|
"Epoch 484/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0191 - val_loss: 0.0201 - lr: 0.0050\n",
|
|
"Epoch 485/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0190 - val_loss: 0.0199 - lr: 0.0050\n",
|
|
"Epoch 486/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0189 - val_loss: 0.0202 - lr: 0.0050\n",
|
|
"Epoch 487/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0189 - val_loss: 0.0199 - lr: 0.0050\n",
|
|
"Epoch 488/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0189 - val_loss: 0.0199 - lr: 0.0050\n",
|
|
"Epoch 489/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0190 - val_loss: 0.0198 - lr: 0.0050\n",
|
|
"Epoch 490/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0190 - val_loss: 0.0199 - lr: 0.0050\n",
|
|
"Epoch 491/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0190 - val_loss: 0.0198 - lr: 0.0050\n",
|
|
"Epoch 492/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0190 - val_loss: 0.0198 - lr: 0.0050\n",
|
|
"Epoch 493/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0189 - val_loss: 0.0199 - lr: 0.0050\n",
|
|
"Epoch 494/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0188 - val_loss: 0.0199 - lr: 0.0050\n",
|
|
"Epoch 495/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0191 - val_loss: 0.0198 - lr: 0.0050\n",
|
|
"Epoch 496/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0189 - val_loss: 0.0200 - lr: 0.0050\n",
|
|
"Epoch 497/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0190 - val_loss: 0.0202 - lr: 0.0050\n",
|
|
"Epoch 498/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0190 - val_loss: 0.0198 - lr: 0.0050\n",
|
|
"Epoch 499/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0191 - val_loss: 0.0200 - lr: 0.0050\n",
|
|
"Epoch 500/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0188 - val_loss: 0.0200 - lr: 0.0050\n",
|
|
"Epoch 501/2000\n",
|
|
"45/45 [==============================] - 0s 3ms/step - loss: 0.0190 - val_loss: 0.0198 - lr: 0.0050\n",
|
|
"Epoch 502/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0190 - val_loss: 0.0201 - lr: 0.0050\n",
|
|
"Epoch 503/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0190 - val_loss: 0.0200 - lr: 0.0050\n",
|
|
"Epoch 504/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0190 - val_loss: 0.0199 - lr: 0.0050\n",
|
|
"Epoch 505/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0189 - val_loss: 0.0198 - lr: 0.0050\n",
|
|
"Epoch 506/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0189 - val_loss: 0.0198 - lr: 0.0050\n",
|
|
"Epoch 507/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0189 - val_loss: 0.0197 - lr: 0.0050\n",
|
|
"Epoch 508/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0190 - val_loss: 0.0199 - lr: 0.0050\n",
|
|
"Epoch 509/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0189 - val_loss: 0.0199 - lr: 0.0050\n",
|
|
"Epoch 510/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0189 - val_loss: 0.0198 - lr: 0.0050\n",
|
|
"Epoch 511/2000\n",
|
|
"45/45 [==============================] - 0s 3ms/step - loss: 0.0189 - val_loss: 0.0196 - lr: 0.0050\n",
|
|
"Epoch 512/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0188 - val_loss: 0.0198 - lr: 0.0050\n",
|
|
"Epoch 513/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0188 - val_loss: 0.0197 - lr: 0.0050\n",
|
|
"Epoch 514/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0190 - val_loss: 0.0201 - lr: 0.0050\n",
|
|
"Epoch 515/2000\n",
|
|
"45/45 [==============================] - 0s 3ms/step - loss: 0.0189 - val_loss: 0.0198 - lr: 0.0050\n",
|
|
"Epoch 516/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0188 - val_loss: 0.0201 - lr: 0.0050\n",
|
|
"Epoch 517/2000\n",
|
|
"45/45 [==============================] - 0s 3ms/step - loss: 0.0189 - val_loss: 0.0201 - lr: 0.0050\n",
|
|
"Epoch 518/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0188 - val_loss: 0.0199 - lr: 0.0050\n",
|
|
"Epoch 519/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0189 - val_loss: 0.0197 - lr: 0.0050\n",
|
|
"Epoch 520/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0189 - val_loss: 0.0200 - lr: 0.0050\n",
|
|
"Epoch 521/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0189 - val_loss: 0.0199 - lr: 0.0050\n",
|
|
"Epoch 522/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0188 - val_loss: 0.0199 - lr: 0.0050\n",
|
|
"Epoch 523/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0187 - val_loss: 0.0199 - lr: 0.0050\n",
|
|
"Epoch 524/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0190 - val_loss: 0.0199 - lr: 0.0050\n",
|
|
"Epoch 525/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0188 - val_loss: 0.0198 - lr: 0.0050\n",
|
|
"Epoch 526/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0189 - val_loss: 0.0201 - lr: 0.0050\n",
|
|
"Epoch 527/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0189 - val_loss: 0.0200 - lr: 0.0050\n",
|
|
"Epoch 528/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0189 - val_loss: 0.0199 - lr: 0.0050\n",
|
|
"Epoch 529/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0188 - val_loss: 0.0197 - lr: 0.0050\n",
|
|
"Epoch 530/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0188 - val_loss: 0.0196 - lr: 0.0050\n",
|
|
"Epoch 531/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0187 - val_loss: 0.0198 - lr: 0.0050\n",
|
|
"Epoch 532/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0187 - val_loss: 0.0200 - lr: 0.0050\n",
|
|
"Epoch 533/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0187 - val_loss: 0.0195 - lr: 0.0050\n",
|
|
"Epoch 534/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0188 - val_loss: 0.0197 - lr: 0.0050\n",
|
|
"Epoch 535/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0189 - val_loss: 0.0200 - lr: 0.0050\n",
|
|
"Epoch 536/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0188 - val_loss: 0.0202 - lr: 0.0050\n",
|
|
"Epoch 537/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0187 - val_loss: 0.0199 - lr: 0.0050\n",
|
|
"Epoch 538/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0188 - val_loss: 0.0197 - lr: 0.0050\n",
|
|
"Epoch 539/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0188 - val_loss: 0.0201 - lr: 0.0050\n",
|
|
"Epoch 540/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0188 - val_loss: 0.0200 - lr: 0.0050\n",
|
|
"Epoch 541/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0187 - val_loss: 0.0197 - lr: 0.0050\n",
|
|
"Epoch 542/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0189 - val_loss: 0.0199 - lr: 0.0050\n",
|
|
"Epoch 543/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0189 - val_loss: 0.0198 - lr: 0.0050\n",
|
|
"Epoch 544/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0187 - val_loss: 0.0196 - lr: 0.0050\n",
|
|
"Epoch 545/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0187 - val_loss: 0.0198 - lr: 0.0050\n",
|
|
"Epoch 546/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0188 - val_loss: 0.0198 - lr: 0.0050\n",
|
|
"Epoch 547/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0188 - val_loss: 0.0201 - lr: 0.0050\n",
|
|
"Epoch 548/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0187 - val_loss: 0.0203 - lr: 0.0050\n",
|
|
"Epoch 549/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0188 - val_loss: 0.0196 - lr: 0.0050\n",
|
|
"Epoch 550/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0186 - val_loss: 0.0194 - lr: 0.0050\n",
|
|
"Epoch 551/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0187 - val_loss: 0.0196 - lr: 0.0050\n",
|
|
"Epoch 552/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0187 - val_loss: 0.0196 - lr: 0.0050\n",
|
|
"Epoch 553/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0187 - val_loss: 0.0197 - lr: 0.0050\n",
|
|
"Epoch 554/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0187 - val_loss: 0.0201 - lr: 0.0050\n",
|
|
"Epoch 555/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0189 - val_loss: 0.0204 - lr: 0.0050\n",
|
|
"Epoch 556/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0187 - val_loss: 0.0196 - lr: 0.0050\n",
|
|
"Epoch 557/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0187 - val_loss: 0.0197 - lr: 0.0050\n",
|
|
"Epoch 558/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0187 - val_loss: 0.0196 - lr: 0.0050\n",
|
|
"Epoch 559/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0186 - val_loss: 0.0196 - lr: 0.0050\n",
|
|
"Epoch 560/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0186 - val_loss: 0.0197 - lr: 0.0050\n",
|
|
"Epoch 561/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0186 - val_loss: 0.0198 - lr: 0.0050\n",
|
|
"Epoch 562/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0187 - val_loss: 0.0199 - lr: 0.0050\n",
|
|
"Epoch 563/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0186 - val_loss: 0.0203 - lr: 0.0050\n",
|
|
"Epoch 564/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0187 - val_loss: 0.0201 - lr: 0.0050\n",
|
|
"Epoch 565/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0186 - val_loss: 0.0196 - lr: 0.0050\n",
|
|
"Epoch 566/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0187 - val_loss: 0.0196 - lr: 0.0050\n",
|
|
"Epoch 567/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0186 - val_loss: 0.0197 - lr: 0.0050\n",
|
|
"Epoch 568/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0187 - val_loss: 0.0198 - lr: 0.0050\n",
|
|
"Epoch 569/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0188 - val_loss: 0.0195 - lr: 0.0050\n",
|
|
"Epoch 570/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0185 - val_loss: 0.0195 - lr: 0.0050\n",
|
|
"Epoch 571/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0185 - val_loss: 0.0195 - lr: 0.0050\n",
|
|
"Epoch 572/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0186 - val_loss: 0.0196 - lr: 0.0050\n",
|
|
"Epoch 573/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0186 - val_loss: 0.0198 - lr: 0.0050\n",
|
|
"Epoch 574/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0186 - val_loss: 0.0203 - lr: 0.0050\n",
|
|
"Epoch 575/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0185 - val_loss: 0.0205 - lr: 0.0050\n",
|
|
"Epoch 576/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0186 - val_loss: 0.0200 - lr: 0.0025\n",
|
|
"Epoch 577/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0185 - val_loss: 0.0196 - lr: 0.0025\n",
|
|
"Epoch 578/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0185 - val_loss: 0.0194 - lr: 0.0025\n",
|
|
"Epoch 579/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0186 - val_loss: 0.0195 - lr: 0.0025\n",
|
|
"Epoch 580/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0185 - val_loss: 0.0196 - lr: 0.0025\n",
|
|
"Epoch 581/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0186 - val_loss: 0.0197 - lr: 0.0025\n",
|
|
"Epoch 582/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0185 - val_loss: 0.0195 - lr: 0.0025\n",
|
|
"Epoch 583/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0185 - val_loss: 0.0194 - lr: 0.0025\n",
|
|
"Epoch 584/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0184 - val_loss: 0.0195 - lr: 0.0025\n",
|
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"Epoch 585/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0186 - val_loss: 0.0195 - lr: 0.0025\n",
|
|
"Epoch 586/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0185 - val_loss: 0.0195 - lr: 0.0025\n",
|
|
"Epoch 587/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0185 - val_loss: 0.0194 - lr: 0.0025\n",
|
|
"Epoch 588/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0185 - val_loss: 0.0193 - lr: 0.0025\n",
|
|
"Epoch 589/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0185 - val_loss: 0.0194 - lr: 0.0025\n",
|
|
"Epoch 590/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0186 - val_loss: 0.0195 - lr: 0.0025\n",
|
|
"Epoch 591/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0183 - val_loss: 0.0194 - lr: 0.0025\n",
|
|
"Epoch 592/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0185 - val_loss: 0.0194 - lr: 0.0025\n",
|
|
"Epoch 593/2000\n",
|
|
"45/45 [==============================] - 0s 3ms/step - loss: 0.0185 - val_loss: 0.0194 - lr: 0.0025\n",
|
|
"Epoch 594/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0185 - val_loss: 0.0196 - lr: 0.0025\n",
|
|
"Epoch 595/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0185 - val_loss: 0.0194 - lr: 0.0025\n",
|
|
"Epoch 596/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0185 - val_loss: 0.0194 - lr: 0.0025\n",
|
|
"Epoch 597/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0185 - val_loss: 0.0192 - lr: 0.0025\n",
|
|
"Epoch 598/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0184 - val_loss: 0.0193 - lr: 0.0025\n",
|
|
"Epoch 599/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0184 - val_loss: 0.0195 - lr: 0.0025\n",
|
|
"Epoch 600/2000\n",
|
|
"45/45 [==============================] - 0s 3ms/step - loss: 0.0184 - val_loss: 0.0192 - lr: 0.0025\n",
|
|
"Epoch 601/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0184 - val_loss: 0.0193 - lr: 0.0025\n",
|
|
"Epoch 602/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0184 - val_loss: 0.0191 - lr: 0.0025\n",
|
|
"Epoch 603/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0184 - val_loss: 0.0192 - lr: 0.0025\n",
|
|
"Epoch 604/2000\n",
|
|
"45/45 [==============================] - 0s 3ms/step - loss: 0.0185 - val_loss: 0.0194 - lr: 0.0025\n",
|
|
"Epoch 605/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0184 - val_loss: 0.0194 - lr: 0.0025\n",
|
|
"Epoch 606/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0183 - val_loss: 0.0194 - lr: 0.0025\n",
|
|
"Epoch 607/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0183 - val_loss: 0.0193 - lr: 0.0025\n",
|
|
"Epoch 608/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0184 - val_loss: 0.0192 - lr: 0.0025\n",
|
|
"Epoch 609/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0185 - val_loss: 0.0194 - lr: 0.0025\n",
|
|
"Epoch 610/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0182 - val_loss: 0.0194 - lr: 0.0025\n",
|
|
"Epoch 611/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0184 - val_loss: 0.0193 - lr: 0.0025\n",
|
|
"Epoch 612/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0183 - val_loss: 0.0192 - lr: 0.0025\n",
|
|
"Epoch 613/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0184 - val_loss: 0.0192 - lr: 0.0025\n",
|
|
"Epoch 614/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0183 - val_loss: 0.0191 - lr: 0.0025\n",
|
|
"Epoch 615/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0183 - val_loss: 0.0193 - lr: 0.0025\n",
|
|
"Epoch 616/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0184 - val_loss: 0.0192 - lr: 0.0025\n",
|
|
"Epoch 617/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0182 - val_loss: 0.0192 - lr: 0.0025\n",
|
|
"Epoch 618/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0182 - val_loss: 0.0192 - lr: 0.0025\n",
|
|
"Epoch 619/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0183 - val_loss: 0.0193 - lr: 0.0025\n",
|
|
"Epoch 620/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0183 - val_loss: 0.0192 - lr: 0.0025\n",
|
|
"Epoch 621/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0182 - val_loss: 0.0195 - lr: 0.0025\n",
|
|
"Epoch 622/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0182 - val_loss: 0.0194 - lr: 0.0025\n",
|
|
"Epoch 623/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0182 - val_loss: 0.0192 - lr: 0.0025\n",
|
|
"Epoch 624/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0182 - val_loss: 0.0190 - lr: 0.0025\n",
|
|
"Epoch 625/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0181 - val_loss: 0.0190 - lr: 0.0025\n",
|
|
"Epoch 626/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0182 - val_loss: 0.0191 - lr: 0.0025\n",
|
|
"Epoch 627/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0180 - val_loss: 0.0191 - lr: 0.0025\n",
|
|
"Epoch 628/2000\n",
|
|
"45/45 [==============================] - 0s 944us/step - loss: 0.0182 - val_loss: 0.0193 - lr: 0.0025\n",
|
|
"Epoch 629/2000\n",
|
|
"45/45 [==============================] - 0s 999us/step - loss: 0.0181 - val_loss: 0.0194 - lr: 0.0025\n",
|
|
"Epoch 630/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0181 - val_loss: 0.0194 - lr: 0.0025\n",
|
|
"Epoch 631/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0181 - val_loss: 0.0196 - lr: 0.0025\n",
|
|
"Epoch 632/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0181 - val_loss: 0.0194 - lr: 0.0025\n",
|
|
"Epoch 633/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0180 - val_loss: 0.0193 - lr: 0.0025\n",
|
|
"Epoch 634/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0181 - val_loss: 0.0190 - lr: 0.0025\n",
|
|
"Epoch 635/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0180 - val_loss: 0.0190 - lr: 0.0025\n",
|
|
"Epoch 636/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0181 - val_loss: 0.0193 - lr: 0.0025\n",
|
|
"Epoch 637/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0181 - val_loss: 0.0192 - lr: 0.0025\n",
|
|
"Epoch 638/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0180 - val_loss: 0.0190 - lr: 0.0025\n",
|
|
"Epoch 639/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0181 - val_loss: 0.0190 - lr: 0.0025\n",
|
|
"Epoch 640/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0179 - val_loss: 0.0197 - lr: 0.0025\n",
|
|
"Epoch 641/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0179 - val_loss: 0.0193 - lr: 0.0025\n",
|
|
"Epoch 642/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0179 - val_loss: 0.0192 - lr: 0.0025\n",
|
|
"Epoch 643/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0180 - val_loss: 0.0187 - lr: 0.0025\n",
|
|
"Epoch 644/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0180 - val_loss: 0.0189 - lr: 0.0025\n",
|
|
"Epoch 645/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0180 - val_loss: 0.0192 - lr: 0.0025\n",
|
|
"Epoch 646/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0178 - val_loss: 0.0191 - lr: 0.0025\n",
|
|
"Epoch 647/2000\n",
|
|
"45/45 [==============================] - 0s 1000us/step - loss: 0.0180 - val_loss: 0.0188 - lr: 0.0025\n",
|
|
"Epoch 648/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0181 - val_loss: 0.0187 - lr: 0.0025\n",
|
|
"Epoch 649/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0178 - val_loss: 0.0193 - lr: 0.0025\n",
|
|
"Epoch 650/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0178 - val_loss: 0.0190 - lr: 0.0025\n",
|
|
"Epoch 651/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0177 - val_loss: 0.0189 - lr: 0.0025\n",
|
|
"Epoch 652/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0178 - val_loss: 0.0191 - lr: 0.0025\n",
|
|
"Epoch 653/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0178 - val_loss: 0.0189 - lr: 0.0025\n",
|
|
"Epoch 654/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0178 - val_loss: 0.0196 - lr: 0.0025\n",
|
|
"Epoch 655/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0178 - val_loss: 0.0199 - lr: 0.0025\n",
|
|
"Epoch 656/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0178 - val_loss: 0.0194 - lr: 0.0025\n",
|
|
"Epoch 657/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0177 - val_loss: 0.0198 - lr: 0.0025\n",
|
|
"Epoch 658/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0177 - val_loss: 0.0194 - lr: 0.0025\n",
|
|
"Epoch 659/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0177 - val_loss: 0.0193 - lr: 0.0025\n",
|
|
"Epoch 660/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0177 - val_loss: 0.0195 - lr: 0.0025\n",
|
|
"Epoch 661/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0177 - val_loss: 0.0198 - lr: 0.0025\n",
|
|
"Epoch 662/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0177 - val_loss: 0.0196 - lr: 0.0025\n",
|
|
"Epoch 663/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0176 - val_loss: 0.0195 - lr: 0.0025\n",
|
|
"Epoch 664/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0176 - val_loss: 0.0203 - lr: 0.0025\n",
|
|
"Epoch 665/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0176 - val_loss: 0.0192 - lr: 0.0025\n",
|
|
"Epoch 666/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0176 - val_loss: 0.0193 - lr: 0.0025\n",
|
|
"Epoch 667/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0176 - val_loss: 0.0200 - lr: 0.0025\n",
|
|
"Epoch 668/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0175 - val_loss: 0.0204 - lr: 0.0025\n",
|
|
"Epoch 669/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0175 - val_loss: 0.0196 - lr: 0.0012\n",
|
|
"Epoch 670/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0176 - val_loss: 0.0197 - lr: 0.0012\n",
|
|
"Epoch 671/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0175 - val_loss: 0.0190 - lr: 0.0012\n",
|
|
"Epoch 672/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0175 - val_loss: 0.0191 - lr: 0.0012\n",
|
|
"Epoch 673/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0175 - val_loss: 0.0187 - lr: 0.0012\n",
|
|
"Epoch 674/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0175 - val_loss: 0.0186 - lr: 0.0012\n",
|
|
"Epoch 675/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0174 - val_loss: 0.0186 - lr: 0.0012\n",
|
|
"Epoch 676/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0175 - val_loss: 0.0186 - lr: 0.0012\n",
|
|
"Epoch 677/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0176 - val_loss: 0.0184 - lr: 0.0012\n",
|
|
"Epoch 678/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0174 - val_loss: 0.0184 - lr: 0.0012\n",
|
|
"Epoch 679/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0173 - val_loss: 0.0184 - lr: 0.0012\n",
|
|
"Epoch 680/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0174 - val_loss: 0.0183 - lr: 0.0012\n",
|
|
"Epoch 681/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0174 - val_loss: 0.0185 - lr: 0.0012\n",
|
|
"Epoch 682/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0173 - val_loss: 0.0188 - lr: 0.0012\n",
|
|
"Epoch 683/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0175 - val_loss: 0.0186 - lr: 0.0012\n",
|
|
"Epoch 684/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0174 - val_loss: 0.0186 - lr: 0.0012\n",
|
|
"Epoch 685/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0173 - val_loss: 0.0188 - lr: 0.0012\n",
|
|
"Epoch 686/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0174 - val_loss: 0.0187 - lr: 0.0012\n",
|
|
"Epoch 687/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0174 - val_loss: 0.0182 - lr: 0.0012\n",
|
|
"Epoch 688/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0174 - val_loss: 0.0183 - lr: 0.0012\n",
|
|
"Epoch 689/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0173 - val_loss: 0.0185 - lr: 0.0012\n",
|
|
"Epoch 690/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0173 - val_loss: 0.0187 - lr: 0.0012\n",
|
|
"Epoch 691/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0172 - val_loss: 0.0191 - lr: 0.0012\n",
|
|
"Epoch 692/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0173 - val_loss: 0.0194 - lr: 0.0012\n",
|
|
"Epoch 693/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0173 - val_loss: 0.0188 - lr: 0.0012\n",
|
|
"Epoch 694/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0174 - val_loss: 0.0190 - lr: 0.0012\n",
|
|
"Epoch 695/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0173 - val_loss: 0.0189 - lr: 0.0012\n",
|
|
"Epoch 696/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0173 - val_loss: 0.0185 - lr: 0.0012\n",
|
|
"Epoch 697/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0173 - val_loss: 0.0184 - lr: 0.0012\n",
|
|
"Epoch 698/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0173 - val_loss: 0.0184 - lr: 0.0012\n",
|
|
"Epoch 699/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0173 - val_loss: 0.0185 - lr: 0.0012\n",
|
|
"Epoch 700/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0172 - val_loss: 0.0187 - lr: 0.0012\n",
|
|
"Epoch 701/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0172 - val_loss: 0.0189 - lr: 0.0012\n",
|
|
"Epoch 702/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0173 - val_loss: 0.0185 - lr: 0.0012\n",
|
|
"Epoch 703/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0172 - val_loss: 0.0186 - lr: 0.0012\n",
|
|
"Epoch 704/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0172 - val_loss: 0.0187 - lr: 0.0012\n",
|
|
"Epoch 705/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0172 - val_loss: 0.0189 - lr: 0.0012\n",
|
|
"Epoch 706/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0172 - val_loss: 0.0184 - lr: 0.0012\n",
|
|
"Epoch 707/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0170 - val_loss: 0.0185 - lr: 0.0012\n",
|
|
"Epoch 708/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0172 - val_loss: 0.0186 - lr: 0.0012\n",
|
|
"Epoch 709/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0171 - val_loss: 0.0191 - lr: 0.0012\n",
|
|
"Epoch 710/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0170 - val_loss: 0.0188 - lr: 0.0012\n",
|
|
"Epoch 711/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0172 - val_loss: 0.0180 - lr: 0.0012\n",
|
|
"Epoch 712/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0172 - val_loss: 0.0181 - lr: 0.0012\n",
|
|
"Epoch 713/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0170 - val_loss: 0.0187 - lr: 0.0012\n",
|
|
"Epoch 714/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0171 - val_loss: 0.0186 - lr: 0.0012\n",
|
|
"Epoch 715/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0171 - val_loss: 0.0187 - lr: 0.0012\n",
|
|
"Epoch 716/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0170 - val_loss: 0.0186 - lr: 0.0012\n",
|
|
"Epoch 717/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0170 - val_loss: 0.0181 - lr: 0.0012\n",
|
|
"Epoch 718/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0171 - val_loss: 0.0185 - lr: 0.0012\n",
|
|
"Epoch 719/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0170 - val_loss: 0.0185 - lr: 0.0012\n",
|
|
"Epoch 720/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0169 - val_loss: 0.0185 - lr: 0.0012\n",
|
|
"Epoch 721/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0170 - val_loss: 0.0187 - lr: 0.0012\n",
|
|
"Epoch 722/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0170 - val_loss: 0.0192 - lr: 0.0012\n",
|
|
"Epoch 723/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0170 - val_loss: 0.0190 - lr: 0.0012\n",
|
|
"Epoch 724/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0170 - val_loss: 0.0187 - lr: 0.0012\n",
|
|
"Epoch 725/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0170 - val_loss: 0.0187 - lr: 0.0012\n",
|
|
"Epoch 726/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0169 - val_loss: 0.0192 - lr: 0.0012\n",
|
|
"Epoch 727/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0168 - val_loss: 0.0194 - lr: 0.0012\n",
|
|
"Epoch 728/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0170 - val_loss: 0.0188 - lr: 0.0012\n",
|
|
"Epoch 729/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0168 - val_loss: 0.0187 - lr: 0.0012\n",
|
|
"Epoch 730/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0170 - val_loss: 0.0198 - lr: 0.0012\n",
|
|
"Epoch 731/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0168 - val_loss: 0.0197 - lr: 0.0012\n",
|
|
"Epoch 732/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0169 - val_loss: 0.0199 - lr: 0.0012\n",
|
|
"Epoch 733/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0169 - val_loss: 0.0204 - lr: 0.0012\n",
|
|
"Epoch 734/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0168 - val_loss: 0.0210 - lr: 0.0012\n",
|
|
"Epoch 735/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0169 - val_loss: 0.0190 - lr: 0.0012\n",
|
|
"Epoch 736/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0169 - val_loss: 0.0194 - lr: 0.0012\n",
|
|
"Epoch 737/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0168 - val_loss: 0.0185 - lr: 6.2500e-04\n",
|
|
"Epoch 738/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0168 - val_loss: 0.0182 - lr: 6.2500e-04\n",
|
|
"Epoch 739/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0167 - val_loss: 0.0180 - lr: 6.2500e-04\n",
|
|
"Epoch 740/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0167 - val_loss: 0.0179 - lr: 6.2500e-04\n",
|
|
"Epoch 741/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0167 - val_loss: 0.0177 - lr: 6.2500e-04\n",
|
|
"Epoch 742/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0169 - val_loss: 0.0177 - lr: 6.2500e-04\n",
|
|
"Epoch 743/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0168 - val_loss: 0.0179 - lr: 6.2500e-04\n",
|
|
"Epoch 744/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0168 - val_loss: 0.0181 - lr: 6.2500e-04\n",
|
|
"Epoch 745/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0168 - val_loss: 0.0183 - lr: 6.2500e-04\n",
|
|
"Epoch 746/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0168 - val_loss: 0.0180 - lr: 6.2500e-04\n",
|
|
"Epoch 747/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0168 - val_loss: 0.0178 - lr: 6.2500e-04\n",
|
|
"Epoch 748/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0168 - val_loss: 0.0178 - lr: 6.2500e-04\n",
|
|
"Epoch 749/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0168 - val_loss: 0.0180 - lr: 6.2500e-04\n",
|
|
"Epoch 750/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0167 - val_loss: 0.0182 - lr: 6.2500e-04\n",
|
|
"Epoch 751/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0167 - val_loss: 0.0181 - lr: 6.2500e-04\n",
|
|
"Epoch 752/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0166 - val_loss: 0.0182 - lr: 6.2500e-04\n",
|
|
"Epoch 753/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0167 - val_loss: 0.0180 - lr: 6.2500e-04\n",
|
|
"Epoch 754/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0166 - val_loss: 0.0179 - lr: 6.2500e-04\n",
|
|
"Epoch 755/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0167 - val_loss: 0.0178 - lr: 6.2500e-04\n",
|
|
"Epoch 756/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0167 - val_loss: 0.0175 - lr: 6.2500e-04\n",
|
|
"Epoch 757/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0166 - val_loss: 0.0175 - lr: 6.2500e-04\n",
|
|
"Epoch 758/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0167 - val_loss: 0.0175 - lr: 6.2500e-04\n",
|
|
"Epoch 759/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0167 - val_loss: 0.0175 - lr: 6.2500e-04\n",
|
|
"Epoch 760/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0166 - val_loss: 0.0177 - lr: 6.2500e-04\n",
|
|
"Epoch 761/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0166 - val_loss: 0.0178 - lr: 6.2500e-04\n",
|
|
"Epoch 762/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0166 - val_loss: 0.0179 - lr: 6.2500e-04\n",
|
|
"Epoch 763/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0166 - val_loss: 0.0182 - lr: 6.2500e-04\n",
|
|
"Epoch 764/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0166 - val_loss: 0.0181 - lr: 6.2500e-04\n",
|
|
"Epoch 765/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0166 - val_loss: 0.0179 - lr: 6.2500e-04\n",
|
|
"Epoch 766/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0166 - val_loss: 0.0178 - lr: 6.2500e-04\n",
|
|
"Epoch 767/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0167 - val_loss: 0.0176 - lr: 6.2500e-04\n",
|
|
"Epoch 768/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0166 - val_loss: 0.0174 - lr: 6.2500e-04\n",
|
|
"Epoch 769/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0164 - val_loss: 0.0177 - lr: 6.2500e-04\n",
|
|
"Epoch 770/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0166 - val_loss: 0.0177 - lr: 6.2500e-04\n",
|
|
"Epoch 771/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0166 - val_loss: 0.0176 - lr: 6.2500e-04\n",
|
|
"Epoch 772/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0165 - val_loss: 0.0178 - lr: 6.2500e-04\n",
|
|
"Epoch 773/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0165 - val_loss: 0.0179 - lr: 6.2500e-04\n",
|
|
"Epoch 774/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0166 - val_loss: 0.0178 - lr: 6.2500e-04\n",
|
|
"Epoch 775/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0166 - val_loss: 0.0184 - lr: 6.2500e-04\n",
|
|
"Epoch 776/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0165 - val_loss: 0.0183 - lr: 6.2500e-04\n",
|
|
"Epoch 777/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0166 - val_loss: 0.0179 - lr: 6.2500e-04\n",
|
|
"Epoch 778/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0165 - val_loss: 0.0179 - lr: 6.2500e-04\n",
|
|
"Epoch 779/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0166 - val_loss: 0.0181 - lr: 6.2500e-04\n",
|
|
"Epoch 780/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0164 - val_loss: 0.0182 - lr: 6.2500e-04\n",
|
|
"Epoch 781/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0164 - val_loss: 0.0181 - lr: 6.2500e-04\n",
|
|
"Epoch 782/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0164 - val_loss: 0.0182 - lr: 6.2500e-04\n",
|
|
"Epoch 783/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0164 - val_loss: 0.0177 - lr: 6.2500e-04\n",
|
|
"Epoch 784/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0164 - val_loss: 0.0176 - lr: 6.2500e-04\n",
|
|
"Epoch 785/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0165 - val_loss: 0.0180 - lr: 6.2500e-04\n",
|
|
"Epoch 786/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0164 - val_loss: 0.0177 - lr: 6.2500e-04\n",
|
|
"Epoch 787/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0165 - val_loss: 0.0178 - lr: 6.2500e-04\n",
|
|
"Epoch 788/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0163 - val_loss: 0.0177 - lr: 6.2500e-04\n",
|
|
"Epoch 789/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0163 - val_loss: 0.0177 - lr: 6.2500e-04\n",
|
|
"Epoch 790/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0163 - val_loss: 0.0178 - lr: 6.2500e-04\n",
|
|
"Epoch 791/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0163 - val_loss: 0.0178 - lr: 6.2500e-04\n",
|
|
"Epoch 792/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0164 - val_loss: 0.0179 - lr: 6.2500e-04\n",
|
|
"Epoch 793/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0164 - val_loss: 0.0185 - lr: 6.2500e-04\n",
|
|
"Epoch 794/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0164 - val_loss: 0.0177 - lr: 3.1250e-04\n",
|
|
"Epoch 795/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0163 - val_loss: 0.0175 - lr: 3.1250e-04\n",
|
|
"Epoch 796/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0163 - val_loss: 0.0174 - lr: 3.1250e-04\n",
|
|
"Epoch 797/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0165 - val_loss: 0.0173 - lr: 3.1250e-04\n",
|
|
"Epoch 798/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0163 - val_loss: 0.0172 - lr: 3.1250e-04\n",
|
|
"Epoch 799/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0165 - val_loss: 0.0171 - lr: 3.1250e-04\n",
|
|
"Epoch 800/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0164 - val_loss: 0.0171 - lr: 3.1250e-04\n",
|
|
"Epoch 801/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0164 - val_loss: 0.0171 - lr: 3.1250e-04\n",
|
|
"Epoch 802/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0163 - val_loss: 0.0171 - lr: 3.1250e-04\n",
|
|
"Epoch 803/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0163 - val_loss: 0.0170 - lr: 3.1250e-04\n",
|
|
"Epoch 804/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0163 - val_loss: 0.0171 - lr: 3.1250e-04\n",
|
|
"Epoch 805/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0164 - val_loss: 0.0171 - lr: 3.1250e-04\n",
|
|
"Epoch 806/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0163 - val_loss: 0.0171 - lr: 3.1250e-04\n",
|
|
"Epoch 807/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0163 - val_loss: 0.0170 - lr: 3.1250e-04\n",
|
|
"Epoch 808/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0163 - val_loss: 0.0170 - lr: 3.1250e-04\n",
|
|
"Epoch 809/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0164 - val_loss: 0.0170 - lr: 3.1250e-04\n",
|
|
"Epoch 810/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0163 - val_loss: 0.0170 - lr: 3.1250e-04\n",
|
|
"Epoch 811/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0163 - val_loss: 0.0171 - lr: 3.1250e-04\n",
|
|
"Epoch 812/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0163 - val_loss: 0.0170 - lr: 3.1250e-04\n",
|
|
"Epoch 813/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0163 - val_loss: 0.0170 - lr: 3.1250e-04\n",
|
|
"Epoch 814/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0162 - val_loss: 0.0171 - lr: 3.1250e-04\n",
|
|
"Epoch 815/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0162 - val_loss: 0.0172 - lr: 3.1250e-04\n",
|
|
"Epoch 816/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0163 - val_loss: 0.0173 - lr: 3.1250e-04\n",
|
|
"Epoch 817/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0163 - val_loss: 0.0171 - lr: 3.1250e-04\n",
|
|
"Epoch 818/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0162 - val_loss: 0.0171 - lr: 3.1250e-04\n",
|
|
"Epoch 819/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0162 - val_loss: 0.0171 - lr: 3.1250e-04\n",
|
|
"Epoch 820/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0163 - val_loss: 0.0170 - lr: 3.1250e-04\n",
|
|
"Epoch 821/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0161 - val_loss: 0.0170 - lr: 3.1250e-04\n",
|
|
"Epoch 822/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0163 - val_loss: 0.0170 - lr: 3.1250e-04\n",
|
|
"Epoch 823/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0163 - val_loss: 0.0169 - lr: 3.1250e-04\n",
|
|
"Epoch 824/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0164 - val_loss: 0.0170 - lr: 3.1250e-04\n",
|
|
"Epoch 825/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0162 - val_loss: 0.0169 - lr: 3.1250e-04\n",
|
|
"Epoch 826/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0163 - val_loss: 0.0169 - lr: 3.1250e-04\n",
|
|
"Epoch 827/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0162 - val_loss: 0.0170 - lr: 3.1250e-04\n",
|
|
"Epoch 828/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0161 - val_loss: 0.0171 - lr: 3.1250e-04\n",
|
|
"Epoch 829/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0164 - val_loss: 0.0170 - lr: 3.1250e-04\n",
|
|
"Epoch 830/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0162 - val_loss: 0.0171 - lr: 3.1250e-04\n",
|
|
"Epoch 831/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0163 - val_loss: 0.0170 - lr: 3.1250e-04\n",
|
|
"Epoch 832/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0163 - val_loss: 0.0169 - lr: 3.1250e-04\n",
|
|
"Epoch 833/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0162 - val_loss: 0.0169 - lr: 3.1250e-04\n",
|
|
"Epoch 834/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0163 - val_loss: 0.0169 - lr: 3.1250e-04\n",
|
|
"Epoch 835/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0162 - val_loss: 0.0170 - lr: 3.1250e-04\n",
|
|
"Epoch 836/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0163 - val_loss: 0.0169 - lr: 3.1250e-04\n",
|
|
"Epoch 837/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0162 - val_loss: 0.0170 - lr: 3.1250e-04\n",
|
|
"Epoch 838/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0161 - val_loss: 0.0171 - lr: 3.1250e-04\n",
|
|
"Epoch 839/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0161 - val_loss: 0.0171 - lr: 3.1250e-04\n",
|
|
"Epoch 840/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0163 - val_loss: 0.0171 - lr: 3.1250e-04\n",
|
|
"Epoch 841/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0162 - val_loss: 0.0170 - lr: 3.1250e-04\n",
|
|
"Epoch 842/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0163 - val_loss: 0.0171 - lr: 3.1250e-04\n",
|
|
"Epoch 843/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0161 - val_loss: 0.0170 - lr: 3.1250e-04\n",
|
|
"Epoch 844/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0161 - val_loss: 0.0171 - lr: 3.1250e-04\n",
|
|
"Epoch 845/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0162 - val_loss: 0.0170 - lr: 3.1250e-04\n",
|
|
"Epoch 846/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0162 - val_loss: 0.0171 - lr: 3.1250e-04\n",
|
|
"Epoch 847/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0162 - val_loss: 0.0170 - lr: 3.1250e-04\n",
|
|
"Epoch 848/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0161 - val_loss: 0.0169 - lr: 3.1250e-04\n",
|
|
"Epoch 849/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0162 - val_loss: 0.0170 - lr: 3.1250e-04\n",
|
|
"Epoch 850/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0161 - val_loss: 0.0169 - lr: 3.1250e-04\n",
|
|
"Epoch 851/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0162 - val_loss: 0.0168 - lr: 3.1250e-04\n",
|
|
"Epoch 852/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0162 - val_loss: 0.0168 - lr: 3.1250e-04\n",
|
|
"Epoch 853/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0161 - val_loss: 0.0168 - lr: 3.1250e-04\n",
|
|
"Epoch 854/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0161 - val_loss: 0.0169 - lr: 3.1250e-04\n",
|
|
"Epoch 855/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0162 - val_loss: 0.0169 - lr: 3.1250e-04\n",
|
|
"Epoch 856/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0161 - val_loss: 0.0168 - lr: 3.1250e-04\n",
|
|
"Epoch 857/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0161 - val_loss: 0.0169 - lr: 3.1250e-04\n",
|
|
"Epoch 858/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0161 - val_loss: 0.0170 - lr: 3.1250e-04\n",
|
|
"Epoch 859/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0161 - val_loss: 0.0168 - lr: 3.1250e-04\n",
|
|
"Epoch 860/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0161 - val_loss: 0.0168 - lr: 3.1250e-04\n",
|
|
"Epoch 861/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0161 - val_loss: 0.0169 - lr: 3.1250e-04\n",
|
|
"Epoch 862/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0161 - val_loss: 0.0168 - lr: 3.1250e-04\n",
|
|
"Epoch 863/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0161 - val_loss: 0.0168 - lr: 3.1250e-04\n",
|
|
"Epoch 864/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0162 - val_loss: 0.0170 - lr: 3.1250e-04\n",
|
|
"Epoch 865/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0161 - val_loss: 0.0170 - lr: 3.1250e-04\n",
|
|
"Epoch 866/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0159 - val_loss: 0.0169 - lr: 3.1250e-04\n",
|
|
"Epoch 867/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0161 - val_loss: 0.0168 - lr: 3.1250e-04\n",
|
|
"Epoch 868/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0160 - val_loss: 0.0168 - lr: 3.1250e-04\n",
|
|
"Epoch 869/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0160 - val_loss: 0.0169 - lr: 3.1250e-04\n",
|
|
"Epoch 870/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0159 - val_loss: 0.0170 - lr: 3.1250e-04\n",
|
|
"Epoch 871/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0160 - val_loss: 0.0171 - lr: 3.1250e-04\n",
|
|
"Epoch 872/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0161 - val_loss: 0.0170 - lr: 3.1250e-04\n",
|
|
"Epoch 873/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0162 - val_loss: 0.0169 - lr: 3.1250e-04\n",
|
|
"Epoch 874/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0162 - val_loss: 0.0169 - lr: 3.1250e-04\n",
|
|
"Epoch 875/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0160 - val_loss: 0.0167 - lr: 3.1250e-04\n",
|
|
"Epoch 876/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0160 - val_loss: 0.0168 - lr: 3.1250e-04\n",
|
|
"Epoch 877/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0161 - val_loss: 0.0168 - lr: 3.1250e-04\n",
|
|
"Epoch 878/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0161 - val_loss: 0.0169 - lr: 3.1250e-04\n",
|
|
"Epoch 879/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0160 - val_loss: 0.0169 - lr: 3.1250e-04\n",
|
|
"Epoch 880/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0159 - val_loss: 0.0170 - lr: 3.1250e-04\n",
|
|
"Epoch 881/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0160 - val_loss: 0.0168 - lr: 3.1250e-04\n",
|
|
"Epoch 882/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0160 - val_loss: 0.0168 - lr: 3.1250e-04\n",
|
|
"Epoch 883/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0161 - val_loss: 0.0168 - lr: 3.1250e-04\n",
|
|
"Epoch 884/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0160 - val_loss: 0.0168 - lr: 3.1250e-04\n",
|
|
"Epoch 885/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0161 - val_loss: 0.0167 - lr: 3.1250e-04\n",
|
|
"Epoch 886/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0161 - val_loss: 0.0168 - lr: 3.1250e-04\n",
|
|
"Epoch 887/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0160 - val_loss: 0.0168 - lr: 3.1250e-04\n",
|
|
"Epoch 888/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0159 - val_loss: 0.0167 - lr: 3.1250e-04\n",
|
|
"Epoch 889/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0160 - val_loss: 0.0167 - lr: 3.1250e-04\n",
|
|
"Epoch 890/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0161 - val_loss: 0.0168 - lr: 3.1250e-04\n",
|
|
"Epoch 891/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0160 - val_loss: 0.0168 - lr: 3.1250e-04\n",
|
|
"Epoch 892/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0160 - val_loss: 0.0170 - lr: 3.1250e-04\n",
|
|
"Epoch 893/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0160 - val_loss: 0.0169 - lr: 3.1250e-04\n",
|
|
"Epoch 894/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0160 - val_loss: 0.0169 - lr: 3.1250e-04\n",
|
|
"Epoch 895/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0160 - val_loss: 0.0169 - lr: 3.1250e-04\n",
|
|
"Epoch 896/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0161 - val_loss: 0.0169 - lr: 3.1250e-04\n",
|
|
"Epoch 897/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0159 - val_loss: 0.0171 - lr: 3.1250e-04\n",
|
|
"Epoch 898/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0158 - val_loss: 0.0168 - lr: 3.1250e-04\n",
|
|
"Epoch 899/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0159 - val_loss: 0.0166 - lr: 3.1250e-04\n",
|
|
"Epoch 900/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0159 - val_loss: 0.0166 - lr: 3.1250e-04\n",
|
|
"Epoch 901/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0159 - val_loss: 0.0165 - lr: 3.1250e-04\n",
|
|
"Epoch 902/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0160 - val_loss: 0.0167 - lr: 3.1250e-04\n",
|
|
"Epoch 903/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0159 - val_loss: 0.0168 - lr: 3.1250e-04\n",
|
|
"Epoch 904/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0159 - val_loss: 0.0167 - lr: 3.1250e-04\n",
|
|
"Epoch 905/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0161 - val_loss: 0.0168 - lr: 3.1250e-04\n",
|
|
"Epoch 906/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0159 - val_loss: 0.0168 - lr: 3.1250e-04\n",
|
|
"Epoch 907/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0160 - val_loss: 0.0166 - lr: 3.1250e-04\n",
|
|
"Epoch 908/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0160 - val_loss: 0.0168 - lr: 3.1250e-04\n",
|
|
"Epoch 909/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0159 - val_loss: 0.0166 - lr: 3.1250e-04\n",
|
|
"Epoch 910/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0160 - val_loss: 0.0168 - lr: 3.1250e-04\n",
|
|
"Epoch 911/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0158 - val_loss: 0.0168 - lr: 3.1250e-04\n",
|
|
"Epoch 912/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0159 - val_loss: 0.0168 - lr: 3.1250e-04\n",
|
|
"Epoch 913/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0159 - val_loss: 0.0167 - lr: 3.1250e-04\n",
|
|
"Epoch 914/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0160 - val_loss: 0.0166 - lr: 3.1250e-04\n",
|
|
"Epoch 915/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0159 - val_loss: 0.0167 - lr: 3.1250e-04\n",
|
|
"Epoch 916/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0160 - val_loss: 0.0166 - lr: 3.1250e-04\n",
|
|
"Epoch 917/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0158 - val_loss: 0.0167 - lr: 3.1250e-04\n",
|
|
"Epoch 918/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0158 - val_loss: 0.0168 - lr: 3.1250e-04\n",
|
|
"Epoch 919/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0159 - val_loss: 0.0167 - lr: 3.1250e-04\n",
|
|
"Epoch 920/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0158 - val_loss: 0.0167 - lr: 3.1250e-04\n",
|
|
"Epoch 921/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0159 - val_loss: 0.0166 - lr: 3.1250e-04\n",
|
|
"Epoch 922/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0159 - val_loss: 0.0167 - lr: 3.1250e-04\n",
|
|
"Epoch 923/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0158 - val_loss: 0.0167 - lr: 3.1250e-04\n",
|
|
"Epoch 924/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0159 - val_loss: 0.0166 - lr: 3.1250e-04\n",
|
|
"Epoch 925/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0158 - val_loss: 0.0167 - lr: 3.1250e-04\n",
|
|
"Epoch 926/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0157 - val_loss: 0.0167 - lr: 3.1250e-04\n",
|
|
"Epoch 927/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0158 - val_loss: 0.0165 - lr: 1.5625e-04\n",
|
|
"Epoch 928/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0158 - val_loss: 0.0165 - lr: 1.5625e-04\n",
|
|
"Epoch 929/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0158 - val_loss: 0.0165 - lr: 1.5625e-04\n",
|
|
"Epoch 930/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0159 - val_loss: 0.0164 - lr: 1.5625e-04\n",
|
|
"Epoch 931/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0158 - val_loss: 0.0164 - lr: 1.5625e-04\n",
|
|
"Epoch 932/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0158 - val_loss: 0.0164 - lr: 1.5625e-04\n",
|
|
"Epoch 933/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0159 - val_loss: 0.0164 - lr: 1.5625e-04\n",
|
|
"Epoch 934/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0158 - val_loss: 0.0163 - lr: 1.5625e-04\n",
|
|
"Epoch 935/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0158 - val_loss: 0.0163 - lr: 1.5625e-04\n",
|
|
"Epoch 936/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0158 - val_loss: 0.0163 - lr: 1.5625e-04\n",
|
|
"Epoch 937/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0158 - val_loss: 0.0163 - lr: 1.5625e-04\n",
|
|
"Epoch 938/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0159 - val_loss: 0.0163 - lr: 1.5625e-04\n",
|
|
"Epoch 939/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0158 - val_loss: 0.0163 - lr: 1.5625e-04\n",
|
|
"Epoch 940/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0157 - val_loss: 0.0164 - lr: 1.5625e-04\n",
|
|
"Epoch 941/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0158 - val_loss: 0.0164 - lr: 1.5625e-04\n",
|
|
"Epoch 942/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0158 - val_loss: 0.0163 - lr: 1.5625e-04\n",
|
|
"Epoch 943/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0158 - val_loss: 0.0164 - lr: 1.5625e-04\n",
|
|
"Epoch 944/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0159 - val_loss: 0.0164 - lr: 1.5625e-04\n",
|
|
"Epoch 945/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0157 - val_loss: 0.0164 - lr: 1.5625e-04\n",
|
|
"Epoch 946/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0157 - val_loss: 0.0163 - lr: 1.5625e-04\n",
|
|
"Epoch 947/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0158 - val_loss: 0.0163 - lr: 1.5625e-04\n",
|
|
"Epoch 948/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0158 - val_loss: 0.0163 - lr: 1.5625e-04\n",
|
|
"Epoch 949/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0158 - val_loss: 0.0163 - lr: 1.5625e-04\n",
|
|
"Epoch 950/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0157 - val_loss: 0.0163 - lr: 1.5625e-04\n",
|
|
"Epoch 951/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0157 - val_loss: 0.0163 - lr: 1.5625e-04\n",
|
|
"Epoch 952/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0159 - val_loss: 0.0163 - lr: 1.5625e-04\n",
|
|
"Epoch 953/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0158 - val_loss: 0.0163 - lr: 1.5625e-04\n",
|
|
"Epoch 954/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0158 - val_loss: 0.0163 - lr: 1.5625e-04\n",
|
|
"Epoch 955/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0157 - val_loss: 0.0163 - lr: 1.5625e-04\n",
|
|
"Epoch 956/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0157 - val_loss: 0.0163 - lr: 1.5625e-04\n",
|
|
"Epoch 957/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0157 - val_loss: 0.0163 - lr: 1.5625e-04\n",
|
|
"Epoch 958/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0156 - val_loss: 0.0164 - lr: 1.5625e-04\n",
|
|
"Epoch 959/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0158 - val_loss: 0.0163 - lr: 1.5625e-04\n",
|
|
"Epoch 960/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0158 - val_loss: 0.0163 - lr: 1.5625e-04\n",
|
|
"Epoch 961/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0157 - val_loss: 0.0163 - lr: 1.5625e-04\n",
|
|
"Epoch 962/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0158 - val_loss: 0.0163 - lr: 1.5625e-04\n",
|
|
"Epoch 963/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0158 - val_loss: 0.0163 - lr: 1.5625e-04\n",
|
|
"Epoch 964/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0157 - val_loss: 0.0163 - lr: 1.5625e-04\n",
|
|
"Epoch 965/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0158 - val_loss: 0.0163 - lr: 1.5625e-04\n",
|
|
"Epoch 966/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0157 - val_loss: 0.0163 - lr: 1.5625e-04\n",
|
|
"Epoch 967/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0157 - val_loss: 0.0162 - lr: 1.5625e-04\n",
|
|
"Epoch 968/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0158 - val_loss: 0.0162 - lr: 1.5625e-04\n",
|
|
"Epoch 969/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0158 - val_loss: 0.0163 - lr: 1.5625e-04\n",
|
|
"Epoch 970/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0158 - val_loss: 0.0163 - lr: 1.5625e-04\n",
|
|
"Epoch 971/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0157 - val_loss: 0.0163 - lr: 1.5625e-04\n",
|
|
"Epoch 972/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0157 - val_loss: 0.0162 - lr: 1.5625e-04\n",
|
|
"Epoch 973/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0157 - val_loss: 0.0163 - lr: 1.5625e-04\n",
|
|
"Epoch 974/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0156 - val_loss: 0.0163 - lr: 1.5625e-04\n",
|
|
"Epoch 975/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0157 - val_loss: 0.0163 - lr: 1.5625e-04\n",
|
|
"Epoch 976/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0157 - val_loss: 0.0162 - lr: 1.5625e-04\n",
|
|
"Epoch 977/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0157 - val_loss: 0.0163 - lr: 1.5625e-04\n",
|
|
"Epoch 978/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0157 - val_loss: 0.0162 - lr: 1.5625e-04\n",
|
|
"Epoch 979/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0157 - val_loss: 0.0163 - lr: 1.5625e-04\n",
|
|
"Epoch 980/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0157 - val_loss: 0.0162 - lr: 1.5625e-04\n",
|
|
"Epoch 981/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0157 - val_loss: 0.0163 - lr: 1.5625e-04\n",
|
|
"Epoch 982/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0157 - val_loss: 0.0163 - lr: 1.5625e-04\n",
|
|
"Epoch 983/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0156 - val_loss: 0.0163 - lr: 1.5625e-04\n",
|
|
"Epoch 984/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0157 - val_loss: 0.0163 - lr: 1.5625e-04\n",
|
|
"Epoch 985/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0156 - val_loss: 0.0163 - lr: 1.5625e-04\n",
|
|
"Epoch 986/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0157 - val_loss: 0.0163 - lr: 1.5625e-04\n",
|
|
"Epoch 987/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0157 - val_loss: 0.0162 - lr: 1.5625e-04\n",
|
|
"Epoch 988/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0157 - val_loss: 0.0162 - lr: 1.5625e-04\n",
|
|
"Epoch 989/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0157 - val_loss: 0.0162 - lr: 1.5625e-04\n",
|
|
"Epoch 990/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0157 - val_loss: 0.0162 - lr: 1.5625e-04\n",
|
|
"Epoch 991/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0157 - val_loss: 0.0162 - lr: 1.5625e-04\n",
|
|
"Epoch 992/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0157 - val_loss: 0.0163 - lr: 1.5625e-04\n",
|
|
"Epoch 993/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0156 - val_loss: 0.0162 - lr: 1.5625e-04\n",
|
|
"Epoch 994/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0158 - val_loss: 0.0162 - lr: 1.5625e-04\n",
|
|
"Epoch 995/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0157 - val_loss: 0.0163 - lr: 1.5625e-04\n",
|
|
"Epoch 996/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0157 - val_loss: 0.0163 - lr: 1.5625e-04\n",
|
|
"Epoch 997/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0157 - val_loss: 0.0163 - lr: 1.5625e-04\n",
|
|
"Epoch 998/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0156 - val_loss: 0.0163 - lr: 1.5625e-04\n",
|
|
"Epoch 999/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0156 - val_loss: 0.0162 - lr: 1.5625e-04\n",
|
|
"Epoch 1000/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0156 - val_loss: 0.0162 - lr: 1.5625e-04\n",
|
|
"Epoch 1001/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0156 - val_loss: 0.0162 - lr: 1.5625e-04\n",
|
|
"Epoch 1002/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0156 - val_loss: 0.0162 - lr: 1.5625e-04\n",
|
|
"Epoch 1003/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0156 - val_loss: 0.0162 - lr: 1.5625e-04\n",
|
|
"Epoch 1004/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0157 - val_loss: 0.0162 - lr: 1.5625e-04\n",
|
|
"Epoch 1005/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0156 - val_loss: 0.0162 - lr: 1.5625e-04\n",
|
|
"Epoch 1006/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0157 - val_loss: 0.0162 - lr: 1.5625e-04\n",
|
|
"Epoch 1007/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0157 - val_loss: 0.0162 - lr: 1.5625e-04\n",
|
|
"Epoch 1008/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0157 - val_loss: 0.0162 - lr: 1.5625e-04\n",
|
|
"Epoch 1009/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0157 - val_loss: 0.0162 - lr: 1.5625e-04\n",
|
|
"Epoch 1010/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0157 - val_loss: 0.0162 - lr: 1.5625e-04\n",
|
|
"Epoch 1011/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0156 - val_loss: 0.0162 - lr: 1.5625e-04\n",
|
|
"Epoch 1012/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0155 - val_loss: 0.0162 - lr: 1.5625e-04\n",
|
|
"Epoch 1013/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0156 - val_loss: 0.0162 - lr: 1.5625e-04\n",
|
|
"Epoch 1014/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0157 - val_loss: 0.0162 - lr: 1.5625e-04\n",
|
|
"Epoch 1015/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0157 - val_loss: 0.0162 - lr: 1.5625e-04\n",
|
|
"Epoch 1016/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0157 - val_loss: 0.0162 - lr: 1.5625e-04\n",
|
|
"Epoch 1017/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0155 - val_loss: 0.0162 - lr: 1.5625e-04\n",
|
|
"Epoch 1018/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0155 - val_loss: 0.0162 - lr: 1.5625e-04\n",
|
|
"Epoch 1019/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0156 - val_loss: 0.0162 - lr: 1.5625e-04\n",
|
|
"Epoch 1020/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0155 - val_loss: 0.0161 - lr: 1.5625e-04\n",
|
|
"Epoch 1021/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0158 - val_loss: 0.0161 - lr: 1.5625e-04\n",
|
|
"Epoch 1022/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0157 - val_loss: 0.0161 - lr: 1.5625e-04\n",
|
|
"Epoch 1023/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0155 - val_loss: 0.0162 - lr: 1.5625e-04\n",
|
|
"Epoch 1024/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0156 - val_loss: 0.0162 - lr: 1.5625e-04\n",
|
|
"Epoch 1025/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0156 - val_loss: 0.0162 - lr: 1.5625e-04\n",
|
|
"Epoch 1026/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0155 - val_loss: 0.0162 - lr: 1.5625e-04\n",
|
|
"Epoch 1027/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0156 - val_loss: 0.0162 - lr: 1.5625e-04\n",
|
|
"Epoch 1028/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0157 - val_loss: 0.0161 - lr: 1.5625e-04\n",
|
|
"Epoch 1029/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0157 - val_loss: 0.0161 - lr: 1.5625e-04\n",
|
|
"Epoch 1030/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0157 - val_loss: 0.0162 - lr: 1.5625e-04\n",
|
|
"Epoch 1031/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0156 - val_loss: 0.0162 - lr: 1.5625e-04\n",
|
|
"Epoch 1032/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0155 - val_loss: 0.0163 - lr: 1.5625e-04\n",
|
|
"Epoch 1033/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0156 - val_loss: 0.0162 - lr: 1.5625e-04\n",
|
|
"Epoch 1034/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0155 - val_loss: 0.0162 - lr: 1.5625e-04\n",
|
|
"Epoch 1035/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0156 - val_loss: 0.0161 - lr: 1.5625e-04\n",
|
|
"Epoch 1036/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0156 - val_loss: 0.0161 - lr: 1.5625e-04\n",
|
|
"Epoch 1037/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0155 - val_loss: 0.0161 - lr: 1.5625e-04\n",
|
|
"Epoch 1038/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0156 - val_loss: 0.0161 - lr: 1.5625e-04\n",
|
|
"Epoch 1039/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0156 - val_loss: 0.0162 - lr: 1.5625e-04\n",
|
|
"Epoch 1040/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0155 - val_loss: 0.0162 - lr: 1.5625e-04\n",
|
|
"Epoch 1041/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0155 - val_loss: 0.0162 - lr: 1.5625e-04\n",
|
|
"Epoch 1042/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0157 - val_loss: 0.0161 - lr: 1.5625e-04\n",
|
|
"Epoch 1043/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0155 - val_loss: 0.0161 - lr: 1.5625e-04\n",
|
|
"Epoch 1044/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0156 - val_loss: 0.0161 - lr: 1.5625e-04\n",
|
|
"Epoch 1045/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0156 - val_loss: 0.0161 - lr: 1.5625e-04\n",
|
|
"Epoch 1046/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0154 - val_loss: 0.0161 - lr: 1.5625e-04\n",
|
|
"Epoch 1047/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0156 - val_loss: 0.0161 - lr: 1.5625e-04\n",
|
|
"Epoch 1048/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0155 - val_loss: 0.0160 - lr: 1.5625e-04\n",
|
|
"Epoch 1049/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0155 - val_loss: 0.0161 - lr: 1.5625e-04\n",
|
|
"Epoch 1050/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0155 - val_loss: 0.0161 - lr: 1.5625e-04\n",
|
|
"Epoch 1051/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0155 - val_loss: 0.0161 - lr: 1.5625e-04\n",
|
|
"Epoch 1052/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0154 - val_loss: 0.0161 - lr: 1.5625e-04\n",
|
|
"Epoch 1053/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0155 - val_loss: 0.0161 - lr: 1.5625e-04\n",
|
|
"Epoch 1054/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0155 - val_loss: 0.0161 - lr: 1.5625e-04\n",
|
|
"Epoch 1055/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0155 - val_loss: 0.0161 - lr: 1.5625e-04\n",
|
|
"Epoch 1056/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0155 - val_loss: 0.0161 - lr: 1.5625e-04\n",
|
|
"Epoch 1057/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0155 - val_loss: 0.0161 - lr: 1.5625e-04\n",
|
|
"Epoch 1058/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0156 - val_loss: 0.0162 - lr: 1.5625e-04\n",
|
|
"Epoch 1059/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0154 - val_loss: 0.0162 - lr: 1.5625e-04\n",
|
|
"Epoch 1060/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0154 - val_loss: 0.0161 - lr: 1.5625e-04\n",
|
|
"Epoch 1061/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0155 - val_loss: 0.0160 - lr: 1.5625e-04\n",
|
|
"Epoch 1062/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0155 - val_loss: 0.0160 - lr: 1.5625e-04\n",
|
|
"Epoch 1063/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0155 - val_loss: 0.0160 - lr: 1.5625e-04\n",
|
|
"Epoch 1064/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0156 - val_loss: 0.0160 - lr: 1.5625e-04\n",
|
|
"Epoch 1065/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0155 - val_loss: 0.0160 - lr: 1.5625e-04\n",
|
|
"Epoch 1066/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0155 - val_loss: 0.0161 - lr: 1.5625e-04\n",
|
|
"Epoch 1067/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0156 - val_loss: 0.0160 - lr: 1.5625e-04\n",
|
|
"Epoch 1068/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0156 - val_loss: 0.0160 - lr: 1.5625e-04\n",
|
|
"Epoch 1069/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0155 - val_loss: 0.0160 - lr: 1.5625e-04\n",
|
|
"Epoch 1070/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0154 - val_loss: 0.0160 - lr: 1.5625e-04\n",
|
|
"Epoch 1071/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0156 - val_loss: 0.0160 - lr: 1.5625e-04\n",
|
|
"Epoch 1072/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0154 - val_loss: 0.0160 - lr: 1.5625e-04\n",
|
|
"Epoch 1073/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0156 - val_loss: 0.0160 - lr: 1.5625e-04\n",
|
|
"Epoch 1074/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0154 - val_loss: 0.0160 - lr: 1.5625e-04\n",
|
|
"Epoch 1075/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0155 - val_loss: 0.0160 - lr: 1.5625e-04\n",
|
|
"Epoch 1076/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0155 - val_loss: 0.0161 - lr: 1.5625e-04\n",
|
|
"Epoch 1077/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0155 - val_loss: 0.0161 - lr: 1.5625e-04\n",
|
|
"Epoch 1078/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0155 - val_loss: 0.0160 - lr: 1.5625e-04\n",
|
|
"Epoch 1079/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0155 - val_loss: 0.0160 - lr: 1.5625e-04\n",
|
|
"Epoch 1080/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0155 - val_loss: 0.0160 - lr: 1.5625e-04\n",
|
|
"Epoch 1081/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0155 - val_loss: 0.0160 - lr: 1.5625e-04\n",
|
|
"Epoch 1082/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0155 - val_loss: 0.0160 - lr: 1.5625e-04\n",
|
|
"Epoch 1083/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0155 - val_loss: 0.0160 - lr: 1.5625e-04\n",
|
|
"Epoch 1084/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0153 - val_loss: 0.0160 - lr: 1.5625e-04\n",
|
|
"Epoch 1085/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0154 - val_loss: 0.0159 - lr: 1.5625e-04\n",
|
|
"Epoch 1086/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0154 - val_loss: 0.0159 - lr: 1.5625e-04\n",
|
|
"Epoch 1087/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0154 - val_loss: 0.0159 - lr: 1.5625e-04\n",
|
|
"Epoch 1088/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0154 - val_loss: 0.0160 - lr: 1.5625e-04\n",
|
|
"Epoch 1089/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0155 - val_loss: 0.0159 - lr: 1.5625e-04\n",
|
|
"Epoch 1090/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0154 - val_loss: 0.0159 - lr: 1.5625e-04\n",
|
|
"Epoch 1091/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0154 - val_loss: 0.0159 - lr: 1.5625e-04\n",
|
|
"Epoch 1092/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0154 - val_loss: 0.0159 - lr: 1.5625e-04\n",
|
|
"Epoch 1093/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0155 - val_loss: 0.0159 - lr: 1.5625e-04\n",
|
|
"Epoch 1094/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0154 - val_loss: 0.0159 - lr: 1.5625e-04\n",
|
|
"Epoch 1095/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0153 - val_loss: 0.0159 - lr: 1.5625e-04\n",
|
|
"Epoch 1096/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0153 - val_loss: 0.0161 - lr: 1.5625e-04\n",
|
|
"Epoch 1097/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0154 - val_loss: 0.0161 - lr: 1.5625e-04\n",
|
|
"Epoch 1098/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0153 - val_loss: 0.0161 - lr: 1.5625e-04\n",
|
|
"Epoch 1099/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0154 - val_loss: 0.0161 - lr: 1.5625e-04\n",
|
|
"Epoch 1100/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0154 - val_loss: 0.0160 - lr: 1.5625e-04\n",
|
|
"Epoch 1101/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0154 - val_loss: 0.0161 - lr: 1.5625e-04\n",
|
|
"Epoch 1102/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0154 - val_loss: 0.0160 - lr: 1.5625e-04\n",
|
|
"Epoch 1103/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0154 - val_loss: 0.0160 - lr: 1.5625e-04\n",
|
|
"Epoch 1104/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0153 - val_loss: 0.0161 - lr: 1.5625e-04\n",
|
|
"Epoch 1105/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0152 - val_loss: 0.0160 - lr: 1.5625e-04\n",
|
|
"Epoch 1106/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0154 - val_loss: 0.0160 - lr: 1.5625e-04\n",
|
|
"Epoch 1107/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0154 - val_loss: 0.0161 - lr: 1.5625e-04\n",
|
|
"Epoch 1108/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0153 - val_loss: 0.0161 - lr: 1.5625e-04\n",
|
|
"Epoch 1109/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0153 - val_loss: 0.0160 - lr: 1.5625e-04\n",
|
|
"Epoch 1110/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0153 - val_loss: 0.0161 - lr: 1.5625e-04\n",
|
|
"Epoch 1111/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0153 - val_loss: 0.0160 - lr: 1.5625e-04\n",
|
|
"Epoch 1112/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0153 - val_loss: 0.0160 - lr: 1.5625e-04\n",
|
|
"Epoch 1113/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0153 - val_loss: 0.0160 - lr: 1.5625e-04\n",
|
|
"Epoch 1114/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0152 - val_loss: 0.0159 - lr: 1.5625e-04\n",
|
|
"Epoch 1115/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0153 - val_loss: 0.0159 - lr: 1.5625e-04\n",
|
|
"Epoch 1116/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0153 - val_loss: 0.0160 - lr: 1.5625e-04\n",
|
|
"Epoch 1117/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0152 - val_loss: 0.0160 - lr: 1.5625e-04\n",
|
|
"Epoch 1118/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0153 - val_loss: 0.0160 - lr: 1.5625e-04\n",
|
|
"Epoch 1119/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0153 - val_loss: 0.0160 - lr: 1.5625e-04\n",
|
|
"Epoch 1120/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0152 - val_loss: 0.0159 - lr: 7.8125e-05\n",
|
|
"Epoch 1121/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0152 - val_loss: 0.0159 - lr: 7.8125e-05\n",
|
|
"Epoch 1122/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0153 - val_loss: 0.0158 - lr: 7.8125e-05\n",
|
|
"Epoch 1123/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0153 - val_loss: 0.0158 - lr: 7.8125e-05\n",
|
|
"Epoch 1124/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0154 - val_loss: 0.0157 - lr: 7.8125e-05\n",
|
|
"Epoch 1125/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0152 - val_loss: 0.0158 - lr: 7.8125e-05\n",
|
|
"Epoch 1126/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0151 - val_loss: 0.0158 - lr: 7.8125e-05\n",
|
|
"Epoch 1127/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0153 - val_loss: 0.0158 - lr: 7.8125e-05\n",
|
|
"Epoch 1128/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0151 - val_loss: 0.0158 - lr: 7.8125e-05\n",
|
|
"Epoch 1129/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0152 - val_loss: 0.0158 - lr: 7.8125e-05\n",
|
|
"Epoch 1130/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0153 - val_loss: 0.0157 - lr: 7.8125e-05\n",
|
|
"Epoch 1131/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0152 - val_loss: 0.0158 - lr: 7.8125e-05\n",
|
|
"Epoch 1132/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0153 - val_loss: 0.0158 - lr: 7.8125e-05\n",
|
|
"Epoch 1133/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0152 - val_loss: 0.0158 - lr: 7.8125e-05\n",
|
|
"Epoch 1134/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0152 - val_loss: 0.0158 - lr: 7.8125e-05\n",
|
|
"Epoch 1135/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0152 - val_loss: 0.0158 - lr: 7.8125e-05\n",
|
|
"Epoch 1136/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0152 - val_loss: 0.0157 - lr: 7.8125e-05\n",
|
|
"Epoch 1137/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0153 - val_loss: 0.0157 - lr: 7.8125e-05\n",
|
|
"Epoch 1138/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0152 - val_loss: 0.0157 - lr: 7.8125e-05\n",
|
|
"Epoch 1139/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0153 - val_loss: 0.0157 - lr: 7.8125e-05\n",
|
|
"Epoch 1140/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0151 - val_loss: 0.0157 - lr: 7.8125e-05\n",
|
|
"Epoch 1141/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0153 - val_loss: 0.0157 - lr: 7.8125e-05\n",
|
|
"Epoch 1142/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0152 - val_loss: 0.0158 - lr: 7.8125e-05\n",
|
|
"Epoch 1143/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0153 - val_loss: 0.0158 - lr: 7.8125e-05\n",
|
|
"Epoch 1144/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0153 - val_loss: 0.0157 - lr: 7.8125e-05\n",
|
|
"Epoch 1145/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0153 - val_loss: 0.0157 - lr: 7.8125e-05\n",
|
|
"Epoch 1146/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0153 - val_loss: 0.0157 - lr: 7.8125e-05\n",
|
|
"Epoch 1147/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0152 - val_loss: 0.0157 - lr: 7.8125e-05\n",
|
|
"Epoch 1148/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0153 - val_loss: 0.0157 - lr: 7.8125e-05\n",
|
|
"Epoch 1149/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0152 - val_loss: 0.0157 - lr: 7.8125e-05\n",
|
|
"Epoch 1150/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0152 - val_loss: 0.0157 - lr: 7.8125e-05\n",
|
|
"Epoch 1151/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0152 - val_loss: 0.0157 - lr: 7.8125e-05\n",
|
|
"Epoch 1152/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0152 - val_loss: 0.0157 - lr: 7.8125e-05\n",
|
|
"Epoch 1153/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0152 - val_loss: 0.0157 - lr: 7.8125e-05\n",
|
|
"Epoch 1154/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0151 - val_loss: 0.0157 - lr: 7.8125e-05\n",
|
|
"Epoch 1155/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0152 - val_loss: 0.0157 - lr: 7.8125e-05\n",
|
|
"Epoch 1156/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0151 - val_loss: 0.0157 - lr: 7.8125e-05\n",
|
|
"Epoch 1157/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0152 - val_loss: 0.0157 - lr: 7.8125e-05\n",
|
|
"Epoch 1158/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0152 - val_loss: 0.0157 - lr: 7.8125e-05\n",
|
|
"Epoch 1159/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0152 - val_loss: 0.0157 - lr: 7.8125e-05\n",
|
|
"Epoch 1160/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0152 - val_loss: 0.0157 - lr: 7.8125e-05\n",
|
|
"Epoch 1161/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0152 - val_loss: 0.0157 - lr: 7.8125e-05\n",
|
|
"Epoch 1162/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0152 - val_loss: 0.0157 - lr: 7.8125e-05\n",
|
|
"Epoch 1163/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0152 - val_loss: 0.0156 - lr: 7.8125e-05\n",
|
|
"Epoch 1164/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0152 - val_loss: 0.0157 - lr: 7.8125e-05\n",
|
|
"Epoch 1165/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0152 - val_loss: 0.0156 - lr: 7.8125e-05\n",
|
|
"Epoch 1166/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0153 - val_loss: 0.0157 - lr: 7.8125e-05\n",
|
|
"Epoch 1167/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0152 - val_loss: 0.0157 - lr: 7.8125e-05\n",
|
|
"Epoch 1168/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0152 - val_loss: 0.0157 - lr: 7.8125e-05\n",
|
|
"Epoch 1169/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0152 - val_loss: 0.0157 - lr: 7.8125e-05\n",
|
|
"Epoch 1170/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0152 - val_loss: 0.0157 - lr: 7.8125e-05\n",
|
|
"Epoch 1171/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0152 - val_loss: 0.0157 - lr: 7.8125e-05\n",
|
|
"Epoch 1172/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0152 - val_loss: 0.0157 - lr: 7.8125e-05\n",
|
|
"Epoch 1173/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0151 - val_loss: 0.0157 - lr: 7.8125e-05\n",
|
|
"Epoch 1174/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0152 - val_loss: 0.0157 - lr: 7.8125e-05\n",
|
|
"Epoch 1175/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0153 - val_loss: 0.0157 - lr: 7.8125e-05\n",
|
|
"Epoch 1176/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0152 - val_loss: 0.0157 - lr: 7.8125e-05\n",
|
|
"Epoch 1177/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0151 - val_loss: 0.0156 - lr: 7.8125e-05\n",
|
|
"Epoch 1178/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0151 - val_loss: 0.0156 - lr: 7.8125e-05\n",
|
|
"Epoch 1179/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0153 - val_loss: 0.0156 - lr: 7.8125e-05\n",
|
|
"Epoch 1180/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0151 - val_loss: 0.0156 - lr: 7.8125e-05\n",
|
|
"Epoch 1181/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0152 - val_loss: 0.0156 - lr: 7.8125e-05\n",
|
|
"Epoch 1182/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0151 - val_loss: 0.0156 - lr: 7.8125e-05\n",
|
|
"Epoch 1183/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0151 - val_loss: 0.0156 - lr: 7.8125e-05\n",
|
|
"Epoch 1184/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0151 - val_loss: 0.0156 - lr: 7.8125e-05\n",
|
|
"Epoch 1185/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0151 - val_loss: 0.0157 - lr: 7.8125e-05\n",
|
|
"Epoch 1186/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0152 - val_loss: 0.0156 - lr: 7.8125e-05\n",
|
|
"Epoch 1187/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0151 - val_loss: 0.0156 - lr: 7.8125e-05\n",
|
|
"Epoch 1188/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0151 - val_loss: 0.0156 - lr: 7.8125e-05\n",
|
|
"Epoch 1189/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0151 - val_loss: 0.0156 - lr: 7.8125e-05\n",
|
|
"Epoch 1190/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0151 - val_loss: 0.0156 - lr: 7.8125e-05\n",
|
|
"Epoch 1191/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0150 - val_loss: 0.0156 - lr: 7.8125e-05\n",
|
|
"Epoch 1192/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0152 - val_loss: 0.0156 - lr: 7.8125e-05\n",
|
|
"Epoch 1193/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0151 - val_loss: 0.0156 - lr: 7.8125e-05\n",
|
|
"Epoch 1194/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0151 - val_loss: 0.0156 - lr: 7.8125e-05\n",
|
|
"Epoch 1195/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0152 - val_loss: 0.0156 - lr: 7.8125e-05\n",
|
|
"Epoch 1196/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0151 - val_loss: 0.0156 - lr: 7.8125e-05\n",
|
|
"Epoch 1197/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0151 - val_loss: 0.0156 - lr: 7.8125e-05\n",
|
|
"Epoch 1198/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0152 - val_loss: 0.0156 - lr: 7.8125e-05\n",
|
|
"Epoch 1199/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0151 - val_loss: 0.0156 - lr: 7.8125e-05\n",
|
|
"Epoch 1200/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0151 - val_loss: 0.0156 - lr: 7.8125e-05\n",
|
|
"Epoch 1201/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0151 - val_loss: 0.0156 - lr: 7.8125e-05\n",
|
|
"Epoch 1202/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0151 - val_loss: 0.0156 - lr: 7.8125e-05\n",
|
|
"Epoch 1203/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0152 - val_loss: 0.0156 - lr: 7.8125e-05\n",
|
|
"Epoch 1204/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0150 - val_loss: 0.0156 - lr: 7.8125e-05\n",
|
|
"Epoch 1205/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0151 - val_loss: 0.0156 - lr: 7.8125e-05\n",
|
|
"Epoch 1206/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0152 - val_loss: 0.0156 - lr: 7.8125e-05\n",
|
|
"Epoch 1207/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0152 - val_loss: 0.0156 - lr: 7.8125e-05\n",
|
|
"Epoch 1208/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0151 - val_loss: 0.0156 - lr: 7.8125e-05\n",
|
|
"Epoch 1209/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0152 - val_loss: 0.0156 - lr: 7.8125e-05\n",
|
|
"Epoch 1210/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0152 - val_loss: 0.0155 - lr: 7.8125e-05\n",
|
|
"Epoch 1211/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0150 - val_loss: 0.0156 - lr: 7.8125e-05\n",
|
|
"Epoch 1212/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0151 - val_loss: 0.0156 - lr: 7.8125e-05\n",
|
|
"Epoch 1213/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0151 - val_loss: 0.0156 - lr: 7.8125e-05\n",
|
|
"Epoch 1214/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0151 - val_loss: 0.0156 - lr: 7.8125e-05\n",
|
|
"Epoch 1215/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0151 - val_loss: 0.0156 - lr: 7.8125e-05\n",
|
|
"Epoch 1216/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0151 - val_loss: 0.0156 - lr: 7.8125e-05\n",
|
|
"Epoch 1217/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0151 - val_loss: 0.0155 - lr: 7.8125e-05\n",
|
|
"Epoch 1218/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0151 - val_loss: 0.0156 - lr: 7.8125e-05\n",
|
|
"Epoch 1219/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0151 - val_loss: 0.0156 - lr: 7.8125e-05\n",
|
|
"Epoch 1220/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0151 - val_loss: 0.0155 - lr: 7.8125e-05\n",
|
|
"Epoch 1221/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0150 - val_loss: 0.0155 - lr: 7.8125e-05\n",
|
|
"Epoch 1222/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0150 - val_loss: 0.0155 - lr: 7.8125e-05\n",
|
|
"Epoch 1223/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0151 - val_loss: 0.0155 - lr: 7.8125e-05\n",
|
|
"Epoch 1224/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0151 - val_loss: 0.0155 - lr: 7.8125e-05\n",
|
|
"Epoch 1225/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0150 - val_loss: 0.0155 - lr: 7.8125e-05\n",
|
|
"Epoch 1226/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0151 - val_loss: 0.0156 - lr: 7.8125e-05\n",
|
|
"Epoch 1227/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0151 - val_loss: 0.0156 - lr: 7.8125e-05\n",
|
|
"Epoch 1228/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0151 - val_loss: 0.0155 - lr: 7.8125e-05\n",
|
|
"Epoch 1229/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0151 - val_loss: 0.0156 - lr: 7.8125e-05\n",
|
|
"Epoch 1230/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0151 - val_loss: 0.0156 - lr: 7.8125e-05\n",
|
|
"Epoch 1231/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0150 - val_loss: 0.0156 - lr: 7.8125e-05\n",
|
|
"Epoch 1232/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0151 - val_loss: 0.0156 - lr: 7.8125e-05\n",
|
|
"Epoch 1233/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0151 - val_loss: 0.0156 - lr: 7.8125e-05\n",
|
|
"Epoch 1234/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0150 - val_loss: 0.0156 - lr: 7.8125e-05\n",
|
|
"Epoch 1235/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0151 - val_loss: 0.0155 - lr: 7.8125e-05\n",
|
|
"Epoch 1236/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0149 - val_loss: 0.0155 - lr: 7.8125e-05\n",
|
|
"Epoch 1237/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0150 - val_loss: 0.0155 - lr: 7.8125e-05\n",
|
|
"Epoch 1238/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0151 - val_loss: 0.0155 - lr: 7.8125e-05\n",
|
|
"Epoch 1239/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0152 - val_loss: 0.0155 - lr: 7.8125e-05\n",
|
|
"Epoch 1240/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0150 - val_loss: 0.0155 - lr: 7.8125e-05\n",
|
|
"Epoch 1241/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0151 - val_loss: 0.0155 - lr: 7.8125e-05\n",
|
|
"Epoch 1242/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0152 - val_loss: 0.0155 - lr: 7.8125e-05\n",
|
|
"Epoch 1243/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0152 - val_loss: 0.0155 - lr: 7.8125e-05\n",
|
|
"Epoch 1244/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0150 - val_loss: 0.0155 - lr: 7.8125e-05\n",
|
|
"Epoch 1245/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0151 - val_loss: 0.0155 - lr: 7.8125e-05\n",
|
|
"Epoch 1246/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0151 - val_loss: 0.0155 - lr: 7.8125e-05\n",
|
|
"Epoch 1247/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0150 - val_loss: 0.0155 - lr: 7.8125e-05\n",
|
|
"Epoch 1248/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0150 - val_loss: 0.0155 - lr: 7.8125e-05\n",
|
|
"Epoch 1249/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0152 - val_loss: 0.0156 - lr: 7.8125e-05\n",
|
|
"Epoch 1250/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0150 - val_loss: 0.0155 - lr: 7.8125e-05\n",
|
|
"Epoch 1251/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0150 - val_loss: 0.0155 - lr: 7.8125e-05\n",
|
|
"Epoch 1252/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0151 - val_loss: 0.0155 - lr: 7.8125e-05\n",
|
|
"Epoch 1253/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0151 - val_loss: 0.0155 - lr: 7.8125e-05\n",
|
|
"Epoch 1254/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0150 - val_loss: 0.0155 - lr: 7.8125e-05\n",
|
|
"Epoch 1255/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0152 - val_loss: 0.0155 - lr: 7.8125e-05\n",
|
|
"Epoch 1256/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0149 - val_loss: 0.0155 - lr: 7.8125e-05\n",
|
|
"Epoch 1257/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0151 - val_loss: 0.0155 - lr: 7.8125e-05\n",
|
|
"Epoch 1258/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0151 - val_loss: 0.0155 - lr: 7.8125e-05\n",
|
|
"Epoch 1259/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0150 - val_loss: 0.0155 - lr: 7.8125e-05\n",
|
|
"Epoch 1260/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0150 - val_loss: 0.0155 - lr: 7.8125e-05\n",
|
|
"Epoch 1261/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0150 - val_loss: 0.0155 - lr: 7.8125e-05\n",
|
|
"Epoch 1262/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0150 - val_loss: 0.0155 - lr: 7.8125e-05\n",
|
|
"Epoch 1263/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0150 - val_loss: 0.0155 - lr: 7.8125e-05\n",
|
|
"Epoch 1264/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0150 - val_loss: 0.0155 - lr: 7.8125e-05\n",
|
|
"Epoch 1265/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0150 - val_loss: 0.0155 - lr: 7.8125e-05\n",
|
|
"Epoch 1266/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0150 - val_loss: 0.0155 - lr: 7.8125e-05\n",
|
|
"Epoch 1267/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0150 - val_loss: 0.0155 - lr: 7.8125e-05\n",
|
|
"Epoch 1268/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0150 - val_loss: 0.0155 - lr: 7.8125e-05\n",
|
|
"Epoch 1269/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0150 - val_loss: 0.0155 - lr: 7.8125e-05\n",
|
|
"Epoch 1270/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0149 - val_loss: 0.0155 - lr: 7.8125e-05\n",
|
|
"Epoch 1271/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0150 - val_loss: 0.0155 - lr: 7.8125e-05\n",
|
|
"Epoch 1272/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0150 - val_loss: 0.0155 - lr: 7.8125e-05\n",
|
|
"Epoch 1273/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0150 - val_loss: 0.0155 - lr: 7.8125e-05\n",
|
|
"Epoch 1274/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0149 - val_loss: 0.0155 - lr: 7.8125e-05\n",
|
|
"Epoch 1275/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0150 - val_loss: 0.0155 - lr: 7.8125e-05\n",
|
|
"Epoch 1276/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0150 - val_loss: 0.0154 - lr: 7.8125e-05\n",
|
|
"Epoch 1277/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0149 - val_loss: 0.0154 - lr: 7.8125e-05\n",
|
|
"Epoch 1278/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0149 - val_loss: 0.0154 - lr: 7.8125e-05\n",
|
|
"Epoch 1279/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0150 - val_loss: 0.0154 - lr: 7.8125e-05\n",
|
|
"Epoch 1280/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0150 - val_loss: 0.0154 - lr: 7.8125e-05\n",
|
|
"Epoch 1281/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0150 - val_loss: 0.0154 - lr: 7.8125e-05\n",
|
|
"Epoch 1282/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0150 - val_loss: 0.0154 - lr: 7.8125e-05\n",
|
|
"Epoch 1283/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0149 - val_loss: 0.0155 - lr: 7.8125e-05\n",
|
|
"Epoch 1284/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0150 - val_loss: 0.0155 - lr: 7.8125e-05\n",
|
|
"Epoch 1285/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0151 - val_loss: 0.0154 - lr: 7.8125e-05\n",
|
|
"Epoch 1286/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0150 - val_loss: 0.0154 - lr: 7.8125e-05\n",
|
|
"Epoch 1287/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0151 - val_loss: 0.0154 - lr: 7.8125e-05\n",
|
|
"Epoch 1288/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0150 - val_loss: 0.0154 - lr: 7.8125e-05\n",
|
|
"Epoch 1289/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0149 - val_loss: 0.0154 - lr: 7.8125e-05\n",
|
|
"Epoch 1290/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0150 - val_loss: 0.0154 - lr: 7.8125e-05\n",
|
|
"Epoch 1291/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0150 - val_loss: 0.0155 - lr: 7.8125e-05\n",
|
|
"Epoch 1292/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0149 - val_loss: 0.0155 - lr: 7.8125e-05\n",
|
|
"Epoch 1293/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0148 - val_loss: 0.0154 - lr: 7.8125e-05\n",
|
|
"Epoch 1294/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0150 - val_loss: 0.0154 - lr: 7.8125e-05\n",
|
|
"Epoch 1295/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0149 - val_loss: 0.0154 - lr: 7.8125e-05\n",
|
|
"Epoch 1296/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0150 - val_loss: 0.0154 - lr: 7.8125e-05\n",
|
|
"Epoch 1297/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0149 - val_loss: 0.0154 - lr: 7.8125e-05\n",
|
|
"Epoch 1298/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0151 - val_loss: 0.0154 - lr: 7.8125e-05\n",
|
|
"Epoch 1299/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0150 - val_loss: 0.0154 - lr: 7.8125e-05\n",
|
|
"Epoch 1300/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0149 - val_loss: 0.0154 - lr: 7.8125e-05\n",
|
|
"Epoch 1301/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0149 - val_loss: 0.0154 - lr: 7.8125e-05\n",
|
|
"Epoch 1302/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0151 - val_loss: 0.0154 - lr: 7.8125e-05\n",
|
|
"Epoch 1303/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0149 - val_loss: 0.0154 - lr: 7.8125e-05\n",
|
|
"Epoch 1304/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0149 - val_loss: 0.0154 - lr: 7.8125e-05\n",
|
|
"Epoch 1305/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0150 - val_loss: 0.0154 - lr: 7.8125e-05\n",
|
|
"Epoch 1306/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0149 - val_loss: 0.0154 - lr: 7.8125e-05\n",
|
|
"Epoch 1307/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0149 - val_loss: 0.0154 - lr: 7.8125e-05\n",
|
|
"Epoch 1308/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0151 - val_loss: 0.0154 - lr: 7.8125e-05\n",
|
|
"Epoch 1309/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0149 - val_loss: 0.0154 - lr: 7.8125e-05\n",
|
|
"Epoch 1310/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0149 - val_loss: 0.0154 - lr: 7.8125e-05\n",
|
|
"Epoch 1311/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0149 - val_loss: 0.0154 - lr: 7.8125e-05\n",
|
|
"Epoch 1312/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0149 - val_loss: 0.0154 - lr: 7.8125e-05\n",
|
|
"Epoch 1313/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0149 - val_loss: 0.0154 - lr: 7.8125e-05\n",
|
|
"Epoch 1314/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0150 - val_loss: 0.0154 - lr: 7.8125e-05\n",
|
|
"Epoch 1315/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0150 - val_loss: 0.0154 - lr: 7.8125e-05\n",
|
|
"Epoch 1316/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0149 - val_loss: 0.0154 - lr: 7.8125e-05\n",
|
|
"Epoch 1317/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0149 - val_loss: 0.0154 - lr: 7.8125e-05\n",
|
|
"Epoch 1318/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0151 - val_loss: 0.0154 - lr: 7.8125e-05\n",
|
|
"Epoch 1319/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0149 - val_loss: 0.0154 - lr: 7.8125e-05\n",
|
|
"Epoch 1320/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0149 - val_loss: 0.0154 - lr: 7.8125e-05\n",
|
|
"Epoch 1321/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0150 - val_loss: 0.0154 - lr: 7.8125e-05\n",
|
|
"Epoch 1322/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0149 - val_loss: 0.0154 - lr: 7.8125e-05\n",
|
|
"Epoch 1323/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0149 - val_loss: 0.0154 - lr: 7.8125e-05\n",
|
|
"Epoch 1324/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0149 - val_loss: 0.0154 - lr: 7.8125e-05\n",
|
|
"Epoch 1325/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0149 - val_loss: 0.0154 - lr: 7.8125e-05\n",
|
|
"Epoch 1326/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0149 - val_loss: 0.0154 - lr: 7.8125e-05\n",
|
|
"Epoch 1327/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0149 - val_loss: 0.0154 - lr: 7.8125e-05\n",
|
|
"Epoch 1328/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0149 - val_loss: 0.0154 - lr: 7.8125e-05\n",
|
|
"Epoch 1329/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0149 - val_loss: 0.0153 - lr: 7.8125e-05\n",
|
|
"Epoch 1330/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0149 - val_loss: 0.0154 - lr: 7.8125e-05\n",
|
|
"Epoch 1331/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0149 - val_loss: 0.0154 - lr: 7.8125e-05\n",
|
|
"Epoch 1332/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0150 - val_loss: 0.0154 - lr: 7.8125e-05\n",
|
|
"Epoch 1333/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0149 - val_loss: 0.0153 - lr: 7.8125e-05\n",
|
|
"Epoch 1334/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0149 - val_loss: 0.0153 - lr: 7.8125e-05\n",
|
|
"Epoch 1335/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0148 - val_loss: 0.0154 - lr: 7.8125e-05\n",
|
|
"Epoch 1336/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0149 - val_loss: 0.0153 - lr: 7.8125e-05\n",
|
|
"Epoch 1337/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0149 - val_loss: 0.0153 - lr: 7.8125e-05\n",
|
|
"Epoch 1338/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0149 - val_loss: 0.0153 - lr: 7.8125e-05\n",
|
|
"Epoch 1339/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0150 - val_loss: 0.0154 - lr: 7.8125e-05\n",
|
|
"Epoch 1340/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0150 - val_loss: 0.0153 - lr: 7.8125e-05\n",
|
|
"Epoch 1341/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0149 - val_loss: 0.0153 - lr: 7.8125e-05\n",
|
|
"Epoch 1342/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0150 - val_loss: 0.0153 - lr: 7.8125e-05\n",
|
|
"Epoch 1343/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0148 - val_loss: 0.0153 - lr: 7.8125e-05\n",
|
|
"Epoch 1344/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0150 - val_loss: 0.0153 - lr: 7.8125e-05\n",
|
|
"Epoch 1345/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0149 - val_loss: 0.0153 - lr: 7.8125e-05\n",
|
|
"Epoch 1346/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0149 - val_loss: 0.0153 - lr: 7.8125e-05\n",
|
|
"Epoch 1347/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0148 - val_loss: 0.0154 - lr: 7.8125e-05\n",
|
|
"Epoch 1348/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0149 - val_loss: 0.0154 - lr: 7.8125e-05\n",
|
|
"Epoch 1349/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0149 - val_loss: 0.0153 - lr: 7.8125e-05\n",
|
|
"Epoch 1350/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0149 - val_loss: 0.0153 - lr: 7.8125e-05\n",
|
|
"Epoch 1351/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0150 - val_loss: 0.0153 - lr: 7.8125e-05\n",
|
|
"Epoch 1352/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0149 - val_loss: 0.0153 - lr: 7.8125e-05\n",
|
|
"Epoch 1353/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0149 - val_loss: 0.0153 - lr: 7.8125e-05\n",
|
|
"Epoch 1354/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0149 - val_loss: 0.0153 - lr: 7.8125e-05\n",
|
|
"Epoch 1355/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0150 - val_loss: 0.0153 - lr: 7.8125e-05\n",
|
|
"Epoch 1356/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0149 - val_loss: 0.0153 - lr: 7.8125e-05\n",
|
|
"Epoch 1357/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0149 - val_loss: 0.0153 - lr: 7.8125e-05\n",
|
|
"Epoch 1358/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0150 - val_loss: 0.0153 - lr: 7.8125e-05\n",
|
|
"Epoch 1359/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0149 - val_loss: 0.0154 - lr: 7.8125e-05\n",
|
|
"Epoch 1360/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0148 - val_loss: 0.0153 - lr: 7.8125e-05\n",
|
|
"Epoch 1361/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0149 - val_loss: 0.0153 - lr: 7.8125e-05\n",
|
|
"Epoch 1362/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0148 - val_loss: 0.0153 - lr: 7.8125e-05\n",
|
|
"Epoch 1363/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0148 - val_loss: 0.0153 - lr: 7.8125e-05\n",
|
|
"Epoch 1364/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0148 - val_loss: 0.0153 - lr: 7.8125e-05\n",
|
|
"Epoch 1365/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0148 - val_loss: 0.0153 - lr: 7.8125e-05\n",
|
|
"Epoch 1366/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0149 - val_loss: 0.0153 - lr: 7.8125e-05\n",
|
|
"Epoch 1367/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0148 - val_loss: 0.0153 - lr: 7.8125e-05\n",
|
|
"Epoch 1368/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0149 - val_loss: 0.0153 - lr: 7.8125e-05\n",
|
|
"Epoch 1369/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0149 - val_loss: 0.0153 - lr: 7.8125e-05\n",
|
|
"Epoch 1370/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0148 - val_loss: 0.0153 - lr: 7.8125e-05\n",
|
|
"Epoch 1371/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0149 - val_loss: 0.0153 - lr: 7.8125e-05\n",
|
|
"Epoch 1372/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0148 - val_loss: 0.0153 - lr: 7.8125e-05\n",
|
|
"Epoch 1373/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0148 - val_loss: 0.0153 - lr: 7.8125e-05\n",
|
|
"Epoch 1374/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0149 - val_loss: 0.0153 - lr: 7.8125e-05\n",
|
|
"Epoch 1375/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0148 - val_loss: 0.0153 - lr: 7.8125e-05\n",
|
|
"Epoch 1376/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0148 - val_loss: 0.0153 - lr: 7.8125e-05\n",
|
|
"Epoch 1377/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0148 - val_loss: 0.0153 - lr: 7.8125e-05\n",
|
|
"Epoch 1378/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0149 - val_loss: 0.0153 - lr: 7.8125e-05\n",
|
|
"Epoch 1379/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0150 - val_loss: 0.0153 - lr: 7.8125e-05\n",
|
|
"Epoch 1380/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0148 - val_loss: 0.0153 - lr: 7.8125e-05\n",
|
|
"Epoch 1381/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0148 - val_loss: 0.0153 - lr: 7.8125e-05\n",
|
|
"Epoch 1382/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0149 - val_loss: 0.0153 - lr: 7.8125e-05\n",
|
|
"Epoch 1383/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0148 - val_loss: 0.0153 - lr: 7.8125e-05\n",
|
|
"Epoch 1384/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0148 - val_loss: 0.0153 - lr: 7.8125e-05\n",
|
|
"Epoch 1385/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0149 - val_loss: 0.0153 - lr: 7.8125e-05\n",
|
|
"Epoch 1386/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0148 - val_loss: 0.0153 - lr: 7.8125e-05\n",
|
|
"Epoch 1387/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0148 - val_loss: 0.0153 - lr: 7.8125e-05\n",
|
|
"Epoch 1388/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0148 - val_loss: 0.0153 - lr: 7.8125e-05\n",
|
|
"Epoch 1389/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0149 - val_loss: 0.0153 - lr: 7.8125e-05\n",
|
|
"Epoch 1390/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0147 - val_loss: 0.0152 - lr: 7.8125e-05\n",
|
|
"Epoch 1391/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0148 - val_loss: 0.0153 - lr: 7.8125e-05\n",
|
|
"Epoch 1392/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0148 - val_loss: 0.0152 - lr: 7.8125e-05\n",
|
|
"Epoch 1393/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0148 - val_loss: 0.0153 - lr: 7.8125e-05\n",
|
|
"Epoch 1394/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0148 - val_loss: 0.0152 - lr: 7.8125e-05\n",
|
|
"Epoch 1395/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0148 - val_loss: 0.0152 - lr: 7.8125e-05\n",
|
|
"Epoch 1396/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0149 - val_loss: 0.0153 - lr: 7.8125e-05\n",
|
|
"Epoch 1397/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0147 - val_loss: 0.0152 - lr: 7.8125e-05\n",
|
|
"Epoch 1398/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0149 - val_loss: 0.0152 - lr: 7.8125e-05\n",
|
|
"Epoch 1399/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0148 - val_loss: 0.0152 - lr: 7.8125e-05\n",
|
|
"Epoch 1400/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0148 - val_loss: 0.0152 - lr: 7.8125e-05\n",
|
|
"Epoch 1401/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0148 - val_loss: 0.0152 - lr: 7.8125e-05\n",
|
|
"Epoch 1402/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0147 - val_loss: 0.0152 - lr: 7.8125e-05\n",
|
|
"Epoch 1403/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0147 - val_loss: 0.0153 - lr: 7.8125e-05\n",
|
|
"Epoch 1404/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0148 - val_loss: 0.0152 - lr: 7.8125e-05\n",
|
|
"Epoch 1405/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0148 - val_loss: 0.0152 - lr: 7.8125e-05\n",
|
|
"Epoch 1406/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0149 - val_loss: 0.0152 - lr: 7.8125e-05\n",
|
|
"Epoch 1407/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0147 - val_loss: 0.0152 - lr: 7.8125e-05\n",
|
|
"Epoch 1408/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0147 - val_loss: 0.0152 - lr: 7.8125e-05\n",
|
|
"Epoch 1409/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0148 - val_loss: 0.0152 - lr: 7.8125e-05\n",
|
|
"Epoch 1410/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0148 - val_loss: 0.0152 - lr: 7.8125e-05\n",
|
|
"Epoch 1411/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0148 - val_loss: 0.0152 - lr: 7.8125e-05\n",
|
|
"Epoch 1412/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0148 - val_loss: 0.0152 - lr: 7.8125e-05\n",
|
|
"Epoch 1413/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0148 - val_loss: 0.0152 - lr: 7.8125e-05\n",
|
|
"Epoch 1414/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0148 - val_loss: 0.0152 - lr: 7.8125e-05\n",
|
|
"Epoch 1415/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0147 - val_loss: 0.0152 - lr: 7.8125e-05\n",
|
|
"Epoch 1416/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0148 - val_loss: 0.0152 - lr: 7.8125e-05\n",
|
|
"Epoch 1417/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0148 - val_loss: 0.0152 - lr: 7.8125e-05\n",
|
|
"Epoch 1418/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0148 - val_loss: 0.0152 - lr: 7.8125e-05\n",
|
|
"Epoch 1419/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0147 - val_loss: 0.0152 - lr: 7.8125e-05\n",
|
|
"Epoch 1420/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0148 - val_loss: 0.0152 - lr: 7.8125e-05\n",
|
|
"Epoch 1421/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0147 - val_loss: 0.0152 - lr: 7.8125e-05\n",
|
|
"Epoch 1422/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0147 - val_loss: 0.0152 - lr: 7.8125e-05\n",
|
|
"Epoch 1423/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0148 - val_loss: 0.0152 - lr: 7.8125e-05\n",
|
|
"Epoch 1424/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0148 - val_loss: 0.0152 - lr: 7.8125e-05\n",
|
|
"Epoch 1425/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0148 - val_loss: 0.0152 - lr: 7.8125e-05\n",
|
|
"Epoch 1426/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0146 - val_loss: 0.0152 - lr: 7.8125e-05\n",
|
|
"Epoch 1427/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0146 - val_loss: 0.0152 - lr: 7.8125e-05\n",
|
|
"Epoch 1428/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0147 - val_loss: 0.0152 - lr: 7.8125e-05\n",
|
|
"Epoch 1429/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0148 - val_loss: 0.0152 - lr: 7.8125e-05\n",
|
|
"Epoch 1430/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0147 - val_loss: 0.0152 - lr: 7.8125e-05\n",
|
|
"Epoch 1431/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0148 - val_loss: 0.0152 - lr: 7.8125e-05\n",
|
|
"Epoch 1432/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0147 - val_loss: 0.0152 - lr: 7.8125e-05\n",
|
|
"Epoch 1433/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0147 - val_loss: 0.0151 - lr: 7.8125e-05\n",
|
|
"Epoch 1434/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0147 - val_loss: 0.0151 - lr: 7.8125e-05\n",
|
|
"Epoch 1435/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0148 - val_loss: 0.0152 - lr: 7.8125e-05\n",
|
|
"Epoch 1436/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0148 - val_loss: 0.0151 - lr: 7.8125e-05\n",
|
|
"Epoch 1437/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0148 - val_loss: 0.0151 - lr: 7.8125e-05\n",
|
|
"Epoch 1438/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0147 - val_loss: 0.0152 - lr: 7.8125e-05\n",
|
|
"Epoch 1439/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0147 - val_loss: 0.0152 - lr: 7.8125e-05\n",
|
|
"Epoch 1440/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0146 - val_loss: 0.0152 - lr: 7.8125e-05\n",
|
|
"Epoch 1441/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0148 - val_loss: 0.0152 - lr: 7.8125e-05\n",
|
|
"Epoch 1442/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0147 - val_loss: 0.0152 - lr: 7.8125e-05\n",
|
|
"Epoch 1443/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0148 - val_loss: 0.0152 - lr: 7.8125e-05\n",
|
|
"Epoch 1444/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0146 - val_loss: 0.0151 - lr: 7.8125e-05\n",
|
|
"Epoch 1445/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0148 - val_loss: 0.0151 - lr: 7.8125e-05\n",
|
|
"Epoch 1446/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0146 - val_loss: 0.0151 - lr: 7.8125e-05\n",
|
|
"Epoch 1447/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0148 - val_loss: 0.0151 - lr: 7.8125e-05\n",
|
|
"Epoch 1448/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0147 - val_loss: 0.0151 - lr: 7.8125e-05\n",
|
|
"Epoch 1449/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0148 - val_loss: 0.0152 - lr: 7.8125e-05\n",
|
|
"Epoch 1450/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0148 - val_loss: 0.0152 - lr: 7.8125e-05\n",
|
|
"Epoch 1451/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0147 - val_loss: 0.0151 - lr: 7.8125e-05\n",
|
|
"Epoch 1452/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0147 - val_loss: 0.0152 - lr: 7.8125e-05\n",
|
|
"Epoch 1453/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0147 - val_loss: 0.0151 - lr: 7.8125e-05\n",
|
|
"Epoch 1454/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0147 - val_loss: 0.0151 - lr: 7.8125e-05\n",
|
|
"Epoch 1455/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0147 - val_loss: 0.0152 - lr: 7.8125e-05\n",
|
|
"Epoch 1456/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0145 - val_loss: 0.0151 - lr: 7.8125e-05\n",
|
|
"Epoch 1457/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0147 - val_loss: 0.0151 - lr: 7.8125e-05\n",
|
|
"Epoch 1458/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0146 - val_loss: 0.0151 - lr: 7.8125e-05\n",
|
|
"Epoch 1459/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0147 - val_loss: 0.0151 - lr: 7.8125e-05\n",
|
|
"Epoch 1460/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0148 - val_loss: 0.0151 - lr: 7.8125e-05\n",
|
|
"Epoch 1461/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0147 - val_loss: 0.0151 - lr: 7.8125e-05\n",
|
|
"Epoch 1462/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0146 - val_loss: 0.0151 - lr: 7.8125e-05\n",
|
|
"Epoch 1463/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0147 - val_loss: 0.0151 - lr: 7.8125e-05\n",
|
|
"Epoch 1464/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0146 - val_loss: 0.0151 - lr: 7.8125e-05\n",
|
|
"Epoch 1465/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0146 - val_loss: 0.0151 - lr: 7.8125e-05\n",
|
|
"Epoch 1466/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0145 - val_loss: 0.0152 - lr: 7.8125e-05\n",
|
|
"Epoch 1467/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0146 - val_loss: 0.0151 - lr: 7.8125e-05\n",
|
|
"Epoch 1468/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0148 - val_loss: 0.0151 - lr: 7.8125e-05\n",
|
|
"Epoch 1469/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0147 - val_loss: 0.0151 - lr: 7.8125e-05\n",
|
|
"Epoch 1470/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0147 - val_loss: 0.0151 - lr: 7.8125e-05\n",
|
|
"Epoch 1471/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0146 - val_loss: 0.0151 - lr: 7.8125e-05\n",
|
|
"Epoch 1472/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0146 - val_loss: 0.0151 - lr: 7.8125e-05\n",
|
|
"Epoch 1473/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0146 - val_loss: 0.0151 - lr: 7.8125e-05\n",
|
|
"Epoch 1474/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0146 - val_loss: 0.0151 - lr: 7.8125e-05\n",
|
|
"Epoch 1475/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0146 - val_loss: 0.0151 - lr: 7.8125e-05\n",
|
|
"Epoch 1476/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0147 - val_loss: 0.0151 - lr: 7.8125e-05\n",
|
|
"Epoch 1477/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0147 - val_loss: 0.0151 - lr: 7.8125e-05\n",
|
|
"Epoch 1478/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0147 - val_loss: 0.0151 - lr: 7.8125e-05\n",
|
|
"Epoch 1479/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0146 - val_loss: 0.0151 - lr: 7.8125e-05\n",
|
|
"Epoch 1480/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0147 - val_loss: 0.0151 - lr: 7.8125e-05\n",
|
|
"Epoch 1481/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0146 - val_loss: 0.0151 - lr: 7.8125e-05\n",
|
|
"Epoch 1482/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0145 - val_loss: 0.0151 - lr: 7.8125e-05\n",
|
|
"Epoch 1483/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0148 - val_loss: 0.0151 - lr: 7.8125e-05\n",
|
|
"Epoch 1484/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0148 - val_loss: 0.0151 - lr: 7.8125e-05\n",
|
|
"Epoch 1485/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0146 - val_loss: 0.0151 - lr: 7.8125e-05\n",
|
|
"Epoch 1486/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0146 - val_loss: 0.0151 - lr: 7.8125e-05\n",
|
|
"Epoch 1487/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0147 - val_loss: 0.0151 - lr: 7.8125e-05\n",
|
|
"Epoch 1488/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0146 - val_loss: 0.0151 - lr: 7.8125e-05\n",
|
|
"Epoch 1489/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0146 - val_loss: 0.0151 - lr: 7.8125e-05\n",
|
|
"Epoch 1490/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0146 - val_loss: 0.0151 - lr: 7.8125e-05\n",
|
|
"Epoch 1491/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0147 - val_loss: 0.0151 - lr: 7.8125e-05\n",
|
|
"Epoch 1492/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0146 - val_loss: 0.0151 - lr: 7.8125e-05\n",
|
|
"Epoch 1493/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0146 - val_loss: 0.0151 - lr: 7.8125e-05\n",
|
|
"Epoch 1494/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0146 - val_loss: 0.0151 - lr: 7.8125e-05\n",
|
|
"Epoch 1495/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0146 - val_loss: 0.0151 - lr: 7.8125e-05\n",
|
|
"Epoch 1496/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0145 - val_loss: 0.0151 - lr: 7.8125e-05\n",
|
|
"Epoch 1497/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0147 - val_loss: 0.0150 - lr: 7.8125e-05\n",
|
|
"Epoch 1498/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0147 - val_loss: 0.0151 - lr: 7.8125e-05\n",
|
|
"Epoch 1499/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0146 - val_loss: 0.0151 - lr: 7.8125e-05\n",
|
|
"Epoch 1500/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0147 - val_loss: 0.0151 - lr: 7.8125e-05\n",
|
|
"Epoch 1501/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0146 - val_loss: 0.0151 - lr: 7.8125e-05\n",
|
|
"Epoch 1502/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0146 - val_loss: 0.0150 - lr: 7.8125e-05\n",
|
|
"Epoch 1503/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0145 - val_loss: 0.0151 - lr: 7.8125e-05\n",
|
|
"Epoch 1504/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0146 - val_loss: 0.0150 - lr: 7.8125e-05\n",
|
|
"Epoch 1505/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0147 - val_loss: 0.0151 - lr: 7.8125e-05\n",
|
|
"Epoch 1506/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0147 - val_loss: 0.0151 - lr: 7.8125e-05\n",
|
|
"Epoch 1507/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0146 - val_loss: 0.0151 - lr: 7.8125e-05\n",
|
|
"Epoch 1508/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0146 - val_loss: 0.0151 - lr: 7.8125e-05\n",
|
|
"Epoch 1509/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0146 - val_loss: 0.0151 - lr: 7.8125e-05\n",
|
|
"Epoch 1510/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0146 - val_loss: 0.0151 - lr: 7.8125e-05\n",
|
|
"Epoch 1511/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0146 - val_loss: 0.0150 - lr: 7.8125e-05\n",
|
|
"Epoch 1512/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0147 - val_loss: 0.0150 - lr: 7.8125e-05\n",
|
|
"Epoch 1513/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0145 - val_loss: 0.0150 - lr: 7.8125e-05\n",
|
|
"Epoch 1514/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0146 - val_loss: 0.0150 - lr: 7.8125e-05\n",
|
|
"Epoch 1515/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0146 - val_loss: 0.0150 - lr: 7.8125e-05\n",
|
|
"Epoch 1516/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0145 - val_loss: 0.0150 - lr: 7.8125e-05\n",
|
|
"Epoch 1517/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0147 - val_loss: 0.0150 - lr: 7.8125e-05\n",
|
|
"Epoch 1518/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0146 - val_loss: 0.0150 - lr: 7.8125e-05\n",
|
|
"Epoch 1519/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0147 - val_loss: 0.0150 - lr: 7.8125e-05\n",
|
|
"Epoch 1520/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0145 - val_loss: 0.0150 - lr: 7.8125e-05\n",
|
|
"Epoch 1521/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0146 - val_loss: 0.0150 - lr: 7.8125e-05\n",
|
|
"Epoch 1522/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0147 - val_loss: 0.0150 - lr: 7.8125e-05\n",
|
|
"Epoch 1523/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0146 - val_loss: 0.0150 - lr: 7.8125e-05\n",
|
|
"Epoch 1524/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0146 - val_loss: 0.0150 - lr: 7.8125e-05\n",
|
|
"Epoch 1525/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0145 - val_loss: 0.0150 - lr: 7.8125e-05\n",
|
|
"Epoch 1526/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0146 - val_loss: 0.0150 - lr: 7.8125e-05\n",
|
|
"Epoch 1527/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0145 - val_loss: 0.0150 - lr: 7.8125e-05\n",
|
|
"Epoch 1528/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0146 - val_loss: 0.0150 - lr: 7.8125e-05\n",
|
|
"Epoch 1529/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0146 - val_loss: 0.0150 - lr: 7.8125e-05\n",
|
|
"Epoch 1530/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0145 - val_loss: 0.0150 - lr: 7.8125e-05\n",
|
|
"Epoch 1531/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0146 - val_loss: 0.0150 - lr: 7.8125e-05\n",
|
|
"Epoch 1532/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0146 - val_loss: 0.0150 - lr: 7.8125e-05\n",
|
|
"Epoch 1533/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0145 - val_loss: 0.0150 - lr: 7.8125e-05\n",
|
|
"Epoch 1534/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0145 - val_loss: 0.0150 - lr: 7.8125e-05\n",
|
|
"Epoch 1535/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0145 - val_loss: 0.0150 - lr: 7.8125e-05\n",
|
|
"Epoch 1536/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0145 - val_loss: 0.0150 - lr: 7.8125e-05\n",
|
|
"Epoch 1537/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0146 - val_loss: 0.0150 - lr: 7.8125e-05\n",
|
|
"Epoch 1538/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0146 - val_loss: 0.0150 - lr: 7.8125e-05\n",
|
|
"Epoch 1539/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0145 - val_loss: 0.0150 - lr: 7.8125e-05\n",
|
|
"Epoch 1540/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0147 - val_loss: 0.0150 - lr: 7.8125e-05\n",
|
|
"Epoch 1541/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0145 - val_loss: 0.0150 - lr: 7.8125e-05\n",
|
|
"Epoch 1542/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0145 - val_loss: 0.0150 - lr: 7.8125e-05\n",
|
|
"Epoch 1543/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0146 - val_loss: 0.0150 - lr: 7.8125e-05\n",
|
|
"Epoch 1544/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0145 - val_loss: 0.0150 - lr: 7.8125e-05\n",
|
|
"Epoch 1545/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0146 - val_loss: 0.0150 - lr: 7.8125e-05\n",
|
|
"Epoch 1546/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0146 - val_loss: 0.0150 - lr: 7.8125e-05\n",
|
|
"Epoch 1547/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0146 - val_loss: 0.0149 - lr: 7.8125e-05\n",
|
|
"Epoch 1548/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0145 - val_loss: 0.0149 - lr: 7.8125e-05\n",
|
|
"Epoch 1549/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0146 - val_loss: 0.0150 - lr: 7.8125e-05\n",
|
|
"Epoch 1550/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0145 - val_loss: 0.0150 - lr: 7.8125e-05\n",
|
|
"Epoch 1551/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0144 - val_loss: 0.0150 - lr: 7.8125e-05\n",
|
|
"Epoch 1552/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0145 - val_loss: 0.0150 - lr: 7.8125e-05\n",
|
|
"Epoch 1553/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0145 - val_loss: 0.0149 - lr: 7.8125e-05\n",
|
|
"Epoch 1554/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0145 - val_loss: 0.0149 - lr: 7.8125e-05\n",
|
|
"Epoch 1555/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0144 - val_loss: 0.0149 - lr: 7.8125e-05\n",
|
|
"Epoch 1556/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0144 - val_loss: 0.0149 - lr: 7.8125e-05\n",
|
|
"Epoch 1557/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0145 - val_loss: 0.0149 - lr: 7.8125e-05\n",
|
|
"Epoch 1558/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0145 - val_loss: 0.0149 - lr: 7.8125e-05\n",
|
|
"Epoch 1559/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0145 - val_loss: 0.0149 - lr: 7.8125e-05\n",
|
|
"Epoch 1560/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0145 - val_loss: 0.0149 - lr: 7.8125e-05\n",
|
|
"Epoch 1561/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0145 - val_loss: 0.0149 - lr: 7.8125e-05\n",
|
|
"Epoch 1562/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0146 - val_loss: 0.0149 - lr: 7.8125e-05\n",
|
|
"Epoch 1563/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0144 - val_loss: 0.0149 - lr: 7.8125e-05\n",
|
|
"Epoch 1564/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0145 - val_loss: 0.0149 - lr: 7.8125e-05\n",
|
|
"Epoch 1565/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0145 - val_loss: 0.0149 - lr: 7.8125e-05\n",
|
|
"Epoch 1566/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0146 - val_loss: 0.0149 - lr: 7.8125e-05\n",
|
|
"Epoch 1567/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0145 - val_loss: 0.0149 - lr: 7.8125e-05\n",
|
|
"Epoch 1568/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0145 - val_loss: 0.0149 - lr: 7.8125e-05\n",
|
|
"Epoch 1569/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0145 - val_loss: 0.0149 - lr: 7.8125e-05\n",
|
|
"Epoch 1570/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0146 - val_loss: 0.0149 - lr: 7.8125e-05\n",
|
|
"Epoch 1571/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0147 - val_loss: 0.0149 - lr: 7.8125e-05\n",
|
|
"Epoch 1572/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0144 - val_loss: 0.0149 - lr: 7.8125e-05\n",
|
|
"Epoch 1573/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0145 - val_loss: 0.0149 - lr: 7.8125e-05\n",
|
|
"Epoch 1574/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0146 - val_loss: 0.0149 - lr: 7.8125e-05\n",
|
|
"Epoch 1575/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0146 - val_loss: 0.0149 - lr: 7.8125e-05\n",
|
|
"Epoch 1576/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0144 - val_loss: 0.0149 - lr: 7.8125e-05\n",
|
|
"Epoch 1577/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0146 - val_loss: 0.0149 - lr: 7.8125e-05\n",
|
|
"Epoch 1578/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0144 - val_loss: 0.0149 - lr: 7.8125e-05\n",
|
|
"Epoch 1579/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0144 - val_loss: 0.0149 - lr: 7.8125e-05\n",
|
|
"Epoch 1580/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0145 - val_loss: 0.0149 - lr: 7.8125e-05\n",
|
|
"Epoch 1581/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0144 - val_loss: 0.0149 - lr: 7.8125e-05\n",
|
|
"Epoch 1582/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0144 - val_loss: 0.0149 - lr: 7.8125e-05\n",
|
|
"Epoch 1583/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0145 - val_loss: 0.0149 - lr: 7.8125e-05\n",
|
|
"Epoch 1584/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0144 - val_loss: 0.0149 - lr: 7.8125e-05\n",
|
|
"Epoch 1585/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0145 - val_loss: 0.0149 - lr: 7.8125e-05\n",
|
|
"Epoch 1586/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0144 - val_loss: 0.0149 - lr: 7.8125e-05\n",
|
|
"Epoch 1587/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0145 - val_loss: 0.0149 - lr: 7.8125e-05\n",
|
|
"Epoch 1588/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0144 - val_loss: 0.0149 - lr: 7.8125e-05\n",
|
|
"Epoch 1589/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0144 - val_loss: 0.0149 - lr: 7.8125e-05\n",
|
|
"Epoch 1590/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0145 - val_loss: 0.0149 - lr: 7.8125e-05\n",
|
|
"Epoch 1591/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0145 - val_loss: 0.0149 - lr: 7.8125e-05\n",
|
|
"Epoch 1592/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0144 - val_loss: 0.0149 - lr: 7.8125e-05\n",
|
|
"Epoch 1593/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0145 - val_loss: 0.0149 - lr: 7.8125e-05\n",
|
|
"Epoch 1594/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0144 - val_loss: 0.0149 - lr: 7.8125e-05\n",
|
|
"Epoch 1595/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0145 - val_loss: 0.0149 - lr: 7.8125e-05\n",
|
|
"Epoch 1596/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0144 - val_loss: 0.0149 - lr: 7.8125e-05\n",
|
|
"Epoch 1597/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0144 - val_loss: 0.0149 - lr: 7.8125e-05\n",
|
|
"Epoch 1598/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0145 - val_loss: 0.0149 - lr: 7.8125e-05\n",
|
|
"Epoch 1599/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0145 - val_loss: 0.0149 - lr: 7.8125e-05\n",
|
|
"Epoch 1600/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0144 - val_loss: 0.0149 - lr: 7.8125e-05\n",
|
|
"Epoch 1601/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0145 - val_loss: 0.0149 - lr: 7.8125e-05\n",
|
|
"Epoch 1602/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0145 - val_loss: 0.0148 - lr: 7.8125e-05\n",
|
|
"Epoch 1603/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0144 - val_loss: 0.0148 - lr: 7.8125e-05\n",
|
|
"Epoch 1604/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0145 - val_loss: 0.0148 - lr: 7.8125e-05\n",
|
|
"Epoch 1605/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0145 - val_loss: 0.0149 - lr: 7.8125e-05\n",
|
|
"Epoch 1606/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0145 - val_loss: 0.0148 - lr: 7.8125e-05\n",
|
|
"Epoch 1607/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0147 - val_loss: 0.0148 - lr: 7.8125e-05\n",
|
|
"Epoch 1608/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0145 - val_loss: 0.0149 - lr: 7.8125e-05\n",
|
|
"Epoch 1609/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0144 - val_loss: 0.0148 - lr: 7.8125e-05\n",
|
|
"Epoch 1610/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0144 - val_loss: 0.0149 - lr: 7.8125e-05\n",
|
|
"Epoch 1611/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0144 - val_loss: 0.0148 - lr: 7.8125e-05\n",
|
|
"Epoch 1612/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0144 - val_loss: 0.0148 - lr: 7.8125e-05\n",
|
|
"Epoch 1613/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0144 - val_loss: 0.0148 - lr: 7.8125e-05\n",
|
|
"Epoch 1614/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0143 - val_loss: 0.0148 - lr: 7.8125e-05\n",
|
|
"Epoch 1615/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0145 - val_loss: 0.0148 - lr: 7.8125e-05\n",
|
|
"Epoch 1616/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0144 - val_loss: 0.0148 - lr: 7.8125e-05\n",
|
|
"Epoch 1617/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0143 - val_loss: 0.0148 - lr: 7.8125e-05\n",
|
|
"Epoch 1618/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0144 - val_loss: 0.0148 - lr: 7.8125e-05\n",
|
|
"Epoch 1619/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0144 - val_loss: 0.0148 - lr: 7.8125e-05\n",
|
|
"Epoch 1620/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0143 - val_loss: 0.0148 - lr: 7.8125e-05\n",
|
|
"Epoch 1621/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0144 - val_loss: 0.0148 - lr: 7.8125e-05\n",
|
|
"Epoch 1622/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0144 - val_loss: 0.0148 - lr: 7.8125e-05\n",
|
|
"Epoch 1623/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0143 - val_loss: 0.0148 - lr: 7.8125e-05\n",
|
|
"Epoch 1624/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0144 - val_loss: 0.0148 - lr: 7.8125e-05\n",
|
|
"Epoch 1625/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0144 - val_loss: 0.0148 - lr: 7.8125e-05\n",
|
|
"Epoch 1626/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0145 - val_loss: 0.0148 - lr: 7.8125e-05\n",
|
|
"Epoch 1627/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0144 - val_loss: 0.0148 - lr: 7.8125e-05\n",
|
|
"Epoch 1628/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0142 - val_loss: 0.0148 - lr: 7.8125e-05\n",
|
|
"Epoch 1629/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0144 - val_loss: 0.0148 - lr: 7.8125e-05\n",
|
|
"Epoch 1630/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0143 - val_loss: 0.0148 - lr: 7.8125e-05\n",
|
|
"Epoch 1631/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0145 - val_loss: 0.0148 - lr: 7.8125e-05\n",
|
|
"Epoch 1632/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0145 - val_loss: 0.0148 - lr: 7.8125e-05\n",
|
|
"Epoch 1633/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0144 - val_loss: 0.0148 - lr: 7.8125e-05\n",
|
|
"Epoch 1634/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0143 - val_loss: 0.0148 - lr: 7.8125e-05\n",
|
|
"Epoch 1635/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0144 - val_loss: 0.0148 - lr: 7.8125e-05\n",
|
|
"Epoch 1636/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0145 - val_loss: 0.0148 - lr: 7.8125e-05\n",
|
|
"Epoch 1637/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0144 - val_loss: 0.0148 - lr: 7.8125e-05\n",
|
|
"Epoch 1638/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0143 - val_loss: 0.0148 - lr: 7.8125e-05\n",
|
|
"Epoch 1639/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0143 - val_loss: 0.0148 - lr: 7.8125e-05\n",
|
|
"Epoch 1640/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0143 - val_loss: 0.0148 - lr: 7.8125e-05\n",
|
|
"Epoch 1641/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0143 - val_loss: 0.0148 - lr: 7.8125e-05\n",
|
|
"Epoch 1642/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0143 - val_loss: 0.0148 - lr: 7.8125e-05\n",
|
|
"Epoch 1643/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0145 - val_loss: 0.0148 - lr: 7.8125e-05\n",
|
|
"Epoch 1644/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0144 - val_loss: 0.0148 - lr: 7.8125e-05\n",
|
|
"Epoch 1645/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0143 - val_loss: 0.0148 - lr: 7.8125e-05\n",
|
|
"Epoch 1646/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0144 - val_loss: 0.0148 - lr: 7.8125e-05\n",
|
|
"Epoch 1647/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0143 - val_loss: 0.0148 - lr: 7.8125e-05\n",
|
|
"Epoch 1648/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0144 - val_loss: 0.0148 - lr: 7.8125e-05\n",
|
|
"Epoch 1649/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0144 - val_loss: 0.0148 - lr: 7.8125e-05\n",
|
|
"Epoch 1650/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0143 - val_loss: 0.0148 - lr: 7.8125e-05\n",
|
|
"Epoch 1651/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0143 - val_loss: 0.0148 - lr: 7.8125e-05\n",
|
|
"Epoch 1652/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0143 - val_loss: 0.0148 - lr: 7.8125e-05\n",
|
|
"Epoch 1653/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0143 - val_loss: 0.0148 - lr: 7.8125e-05\n",
|
|
"Epoch 1654/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0143 - val_loss: 0.0147 - lr: 7.8125e-05\n",
|
|
"Epoch 1655/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0143 - val_loss: 0.0148 - lr: 7.8125e-05\n",
|
|
"Epoch 1656/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0143 - val_loss: 0.0147 - lr: 7.8125e-05\n",
|
|
"Epoch 1657/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0144 - val_loss: 0.0147 - lr: 7.8125e-05\n",
|
|
"Epoch 1658/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0143 - val_loss: 0.0148 - lr: 7.8125e-05\n",
|
|
"Epoch 1659/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0144 - val_loss: 0.0148 - lr: 7.8125e-05\n",
|
|
"Epoch 1660/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0144 - val_loss: 0.0148 - lr: 7.8125e-05\n",
|
|
"Epoch 1661/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0143 - val_loss: 0.0148 - lr: 7.8125e-05\n",
|
|
"Epoch 1662/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0144 - val_loss: 0.0148 - lr: 7.8125e-05\n",
|
|
"Epoch 1663/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0144 - val_loss: 0.0148 - lr: 7.8125e-05\n",
|
|
"Epoch 1664/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0144 - val_loss: 0.0148 - lr: 7.8125e-05\n",
|
|
"Epoch 1665/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0144 - val_loss: 0.0147 - lr: 7.8125e-05\n",
|
|
"Epoch 1666/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0143 - val_loss: 0.0147 - lr: 7.8125e-05\n",
|
|
"Epoch 1667/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0145 - val_loss: 0.0147 - lr: 7.8125e-05\n",
|
|
"Epoch 1668/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0143 - val_loss: 0.0147 - lr: 7.8125e-05\n",
|
|
"Epoch 1669/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0144 - val_loss: 0.0147 - lr: 7.8125e-05\n",
|
|
"Epoch 1670/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0143 - val_loss: 0.0147 - lr: 7.8125e-05\n",
|
|
"Epoch 1671/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0143 - val_loss: 0.0147 - lr: 7.8125e-05\n",
|
|
"Epoch 1672/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0144 - val_loss: 0.0147 - lr: 7.8125e-05\n",
|
|
"Epoch 1673/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0144 - val_loss: 0.0147 - lr: 7.8125e-05\n",
|
|
"Epoch 1674/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0143 - val_loss: 0.0147 - lr: 7.8125e-05\n",
|
|
"Epoch 1675/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0143 - val_loss: 0.0147 - lr: 7.8125e-05\n",
|
|
"Epoch 1676/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0142 - val_loss: 0.0147 - lr: 7.8125e-05\n",
|
|
"Epoch 1677/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0143 - val_loss: 0.0147 - lr: 7.8125e-05\n",
|
|
"Epoch 1678/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0143 - val_loss: 0.0147 - lr: 7.8125e-05\n",
|
|
"Epoch 1679/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0144 - val_loss: 0.0147 - lr: 7.8125e-05\n",
|
|
"Epoch 1680/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0144 - val_loss: 0.0147 - lr: 7.8125e-05\n",
|
|
"Epoch 1681/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0143 - val_loss: 0.0147 - lr: 7.8125e-05\n",
|
|
"Epoch 1682/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0142 - val_loss: 0.0147 - lr: 7.8125e-05\n",
|
|
"Epoch 1683/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0142 - val_loss: 0.0147 - lr: 7.8125e-05\n",
|
|
"Epoch 1684/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0143 - val_loss: 0.0147 - lr: 7.8125e-05\n",
|
|
"Epoch 1685/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0143 - val_loss: 0.0147 - lr: 7.8125e-05\n",
|
|
"Epoch 1686/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0144 - val_loss: 0.0147 - lr: 7.8125e-05\n",
|
|
"Epoch 1687/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0142 - val_loss: 0.0147 - lr: 7.8125e-05\n",
|
|
"Epoch 1688/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0143 - val_loss: 0.0147 - lr: 7.8125e-05\n",
|
|
"Epoch 1689/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0143 - val_loss: 0.0147 - lr: 7.8125e-05\n",
|
|
"Epoch 1690/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0143 - val_loss: 0.0147 - lr: 7.8125e-05\n",
|
|
"Epoch 1691/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0143 - val_loss: 0.0147 - lr: 7.8125e-05\n",
|
|
"Epoch 1692/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0143 - val_loss: 0.0147 - lr: 7.8125e-05\n",
|
|
"Epoch 1693/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0142 - val_loss: 0.0147 - lr: 7.8125e-05\n",
|
|
"Epoch 1694/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0143 - val_loss: 0.0147 - lr: 7.8125e-05\n",
|
|
"Epoch 1695/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0144 - val_loss: 0.0147 - lr: 7.8125e-05\n",
|
|
"Epoch 1696/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0143 - val_loss: 0.0147 - lr: 7.8125e-05\n",
|
|
"Epoch 1697/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0143 - val_loss: 0.0147 - lr: 7.8125e-05\n",
|
|
"Epoch 1698/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0142 - val_loss: 0.0147 - lr: 7.8125e-05\n",
|
|
"Epoch 1699/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0142 - val_loss: 0.0147 - lr: 7.8125e-05\n",
|
|
"Epoch 1700/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0144 - val_loss: 0.0147 - lr: 7.8125e-05\n",
|
|
"Epoch 1701/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0142 - val_loss: 0.0147 - lr: 7.8125e-05\n",
|
|
"Epoch 1702/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0143 - val_loss: 0.0147 - lr: 7.8125e-05\n",
|
|
"Epoch 1703/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0142 - val_loss: 0.0147 - lr: 7.8125e-05\n",
|
|
"Epoch 1704/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0142 - val_loss: 0.0147 - lr: 7.8125e-05\n",
|
|
"Epoch 1705/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0143 - val_loss: 0.0147 - lr: 7.8125e-05\n",
|
|
"Epoch 1706/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0143 - val_loss: 0.0147 - lr: 7.8125e-05\n",
|
|
"Epoch 1707/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0143 - val_loss: 0.0147 - lr: 7.8125e-05\n",
|
|
"Epoch 1708/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0142 - val_loss: 0.0147 - lr: 7.8125e-05\n",
|
|
"Epoch 1709/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0142 - val_loss: 0.0147 - lr: 7.8125e-05\n",
|
|
"Epoch 1710/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0142 - val_loss: 0.0147 - lr: 7.8125e-05\n",
|
|
"Epoch 1711/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0142 - val_loss: 0.0146 - lr: 7.8125e-05\n",
|
|
"Epoch 1712/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0143 - val_loss: 0.0146 - lr: 7.8125e-05\n",
|
|
"Epoch 1713/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0142 - val_loss: 0.0146 - lr: 7.8125e-05\n",
|
|
"Epoch 1714/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0142 - val_loss: 0.0147 - lr: 7.8125e-05\n",
|
|
"Epoch 1715/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0143 - val_loss: 0.0146 - lr: 7.8125e-05\n",
|
|
"Epoch 1716/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0141 - val_loss: 0.0146 - lr: 7.8125e-05\n",
|
|
"Epoch 1717/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0142 - val_loss: 0.0146 - lr: 7.8125e-05\n",
|
|
"Epoch 1718/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0142 - val_loss: 0.0146 - lr: 7.8125e-05\n",
|
|
"Epoch 1719/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0143 - val_loss: 0.0147 - lr: 7.8125e-05\n",
|
|
"Epoch 1720/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0144 - val_loss: 0.0147 - lr: 7.8125e-05\n",
|
|
"Epoch 1721/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0143 - val_loss: 0.0146 - lr: 7.8125e-05\n",
|
|
"Epoch 1722/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0143 - val_loss: 0.0146 - lr: 7.8125e-05\n",
|
|
"Epoch 1723/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0142 - val_loss: 0.0146 - lr: 7.8125e-05\n",
|
|
"Epoch 1724/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0142 - val_loss: 0.0146 - lr: 7.8125e-05\n",
|
|
"Epoch 1725/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0142 - val_loss: 0.0146 - lr: 7.8125e-05\n",
|
|
"Epoch 1726/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0142 - val_loss: 0.0146 - lr: 7.8125e-05\n",
|
|
"Epoch 1727/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0143 - val_loss: 0.0146 - lr: 7.8125e-05\n",
|
|
"Epoch 1728/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0143 - val_loss: 0.0147 - lr: 7.8125e-05\n",
|
|
"Epoch 1729/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0142 - val_loss: 0.0146 - lr: 7.8125e-05\n",
|
|
"Epoch 1730/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0142 - val_loss: 0.0146 - lr: 7.8125e-05\n",
|
|
"Epoch 1731/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0141 - val_loss: 0.0146 - lr: 7.8125e-05\n",
|
|
"Epoch 1732/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0143 - val_loss: 0.0146 - lr: 7.8125e-05\n",
|
|
"Epoch 1733/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0142 - val_loss: 0.0146 - lr: 7.8125e-05\n",
|
|
"Epoch 1734/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0143 - val_loss: 0.0146 - lr: 7.8125e-05\n",
|
|
"Epoch 1735/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0142 - val_loss: 0.0146 - lr: 7.8125e-05\n",
|
|
"Epoch 1736/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0143 - val_loss: 0.0146 - lr: 7.8125e-05\n",
|
|
"Epoch 1737/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0141 - val_loss: 0.0146 - lr: 7.8125e-05\n",
|
|
"Epoch 1738/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0142 - val_loss: 0.0146 - lr: 7.8125e-05\n",
|
|
"Epoch 1739/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0143 - val_loss: 0.0146 - lr: 7.8125e-05\n",
|
|
"Epoch 1740/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0142 - val_loss: 0.0146 - lr: 7.8125e-05\n",
|
|
"Epoch 1741/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0142 - val_loss: 0.0146 - lr: 7.8125e-05\n",
|
|
"Epoch 1742/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0142 - val_loss: 0.0146 - lr: 7.8125e-05\n",
|
|
"Epoch 1743/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0143 - val_loss: 0.0146 - lr: 7.8125e-05\n",
|
|
"Epoch 1744/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0142 - val_loss: 0.0146 - lr: 7.8125e-05\n",
|
|
"Epoch 1745/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0142 - val_loss: 0.0146 - lr: 7.8125e-05\n",
|
|
"Epoch 1746/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0143 - val_loss: 0.0146 - lr: 7.8125e-05\n",
|
|
"Epoch 1747/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0141 - val_loss: 0.0146 - lr: 7.8125e-05\n",
|
|
"Epoch 1748/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0142 - val_loss: 0.0146 - lr: 7.8125e-05\n",
|
|
"Epoch 1749/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0142 - val_loss: 0.0146 - lr: 7.8125e-05\n",
|
|
"Epoch 1750/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0141 - val_loss: 0.0146 - lr: 7.8125e-05\n",
|
|
"Epoch 1751/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0143 - val_loss: 0.0146 - lr: 7.8125e-05\n",
|
|
"Epoch 1752/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0141 - val_loss: 0.0146 - lr: 7.8125e-05\n",
|
|
"Epoch 1753/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0142 - val_loss: 0.0146 - lr: 7.8125e-05\n",
|
|
"Epoch 1754/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0142 - val_loss: 0.0146 - lr: 7.8125e-05\n",
|
|
"Epoch 1755/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0141 - val_loss: 0.0146 - lr: 7.8125e-05\n",
|
|
"Epoch 1756/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0142 - val_loss: 0.0146 - lr: 7.8125e-05\n",
|
|
"Epoch 1757/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0143 - val_loss: 0.0146 - lr: 7.8125e-05\n",
|
|
"Epoch 1758/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0141 - val_loss: 0.0146 - lr: 7.8125e-05\n",
|
|
"Epoch 1759/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0141 - val_loss: 0.0145 - lr: 7.8125e-05\n",
|
|
"Epoch 1760/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0142 - val_loss: 0.0146 - lr: 7.8125e-05\n",
|
|
"Epoch 1761/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0141 - val_loss: 0.0146 - lr: 7.8125e-05\n",
|
|
"Epoch 1762/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0142 - val_loss: 0.0146 - lr: 7.8125e-05\n",
|
|
"Epoch 1763/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0142 - val_loss: 0.0146 - lr: 7.8125e-05\n",
|
|
"Epoch 1764/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0141 - val_loss: 0.0146 - lr: 7.8125e-05\n",
|
|
"Epoch 1765/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0142 - val_loss: 0.0146 - lr: 7.8125e-05\n",
|
|
"Epoch 1766/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0142 - val_loss: 0.0146 - lr: 7.8125e-05\n",
|
|
"Epoch 1767/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0142 - val_loss: 0.0146 - lr: 7.8125e-05\n",
|
|
"Epoch 1768/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0141 - val_loss: 0.0146 - lr: 7.8125e-05\n",
|
|
"Epoch 1769/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0141 - val_loss: 0.0146 - lr: 7.8125e-05\n",
|
|
"Epoch 1770/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0141 - val_loss: 0.0146 - lr: 7.8125e-05\n",
|
|
"Epoch 1771/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0143 - val_loss: 0.0145 - lr: 7.8125e-05\n",
|
|
"Epoch 1772/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0141 - val_loss: 0.0145 - lr: 7.8125e-05\n",
|
|
"Epoch 1773/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0142 - val_loss: 0.0145 - lr: 7.8125e-05\n",
|
|
"Epoch 1774/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0142 - val_loss: 0.0145 - lr: 7.8125e-05\n",
|
|
"Epoch 1775/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0141 - val_loss: 0.0145 - lr: 7.8125e-05\n",
|
|
"Epoch 1776/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0141 - val_loss: 0.0145 - lr: 7.8125e-05\n",
|
|
"Epoch 1777/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0141 - val_loss: 0.0146 - lr: 7.8125e-05\n",
|
|
"Epoch 1778/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0141 - val_loss: 0.0145 - lr: 7.8125e-05\n",
|
|
"Epoch 1779/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0141 - val_loss: 0.0145 - lr: 7.8125e-05\n",
|
|
"Epoch 1780/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0142 - val_loss: 0.0145 - lr: 7.8125e-05\n",
|
|
"Epoch 1781/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0141 - val_loss: 0.0145 - lr: 7.8125e-05\n",
|
|
"Epoch 1782/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0142 - val_loss: 0.0145 - lr: 7.8125e-05\n",
|
|
"Epoch 1783/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0141 - val_loss: 0.0145 - lr: 7.8125e-05\n",
|
|
"Epoch 1784/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0141 - val_loss: 0.0145 - lr: 7.8125e-05\n",
|
|
"Epoch 1785/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0142 - val_loss: 0.0145 - lr: 7.8125e-05\n",
|
|
"Epoch 1786/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0141 - val_loss: 0.0145 - lr: 7.8125e-05\n",
|
|
"Epoch 1787/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0141 - val_loss: 0.0145 - lr: 7.8125e-05\n",
|
|
"Epoch 1788/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0141 - val_loss: 0.0145 - lr: 7.8125e-05\n",
|
|
"Epoch 1789/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0141 - val_loss: 0.0145 - lr: 7.8125e-05\n",
|
|
"Epoch 1790/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0141 - val_loss: 0.0145 - lr: 7.8125e-05\n",
|
|
"Epoch 1791/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0141 - val_loss: 0.0145 - lr: 7.8125e-05\n",
|
|
"Epoch 1792/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0141 - val_loss: 0.0145 - lr: 7.8125e-05\n",
|
|
"Epoch 1793/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0141 - val_loss: 0.0145 - lr: 7.8125e-05\n",
|
|
"Epoch 1794/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0141 - val_loss: 0.0145 - lr: 7.8125e-05\n",
|
|
"Epoch 1795/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0141 - val_loss: 0.0145 - lr: 7.8125e-05\n",
|
|
"Epoch 1796/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0141 - val_loss: 0.0145 - lr: 7.8125e-05\n",
|
|
"Epoch 1797/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0140 - val_loss: 0.0145 - lr: 7.8125e-05\n",
|
|
"Epoch 1798/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0141 - val_loss: 0.0145 - lr: 7.8125e-05\n",
|
|
"Epoch 1799/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0141 - val_loss: 0.0145 - lr: 7.8125e-05\n",
|
|
"Epoch 1800/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0142 - val_loss: 0.0145 - lr: 7.8125e-05\n",
|
|
"Epoch 1801/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0141 - val_loss: 0.0145 - lr: 7.8125e-05\n",
|
|
"Epoch 1802/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0141 - val_loss: 0.0145 - lr: 7.8125e-05\n",
|
|
"Epoch 1803/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0141 - val_loss: 0.0145 - lr: 7.8125e-05\n",
|
|
"Epoch 1804/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0141 - val_loss: 0.0145 - lr: 7.8125e-05\n",
|
|
"Epoch 1805/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0141 - val_loss: 0.0145 - lr: 7.8125e-05\n",
|
|
"Epoch 1806/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0141 - val_loss: 0.0145 - lr: 7.8125e-05\n",
|
|
"Epoch 1807/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0141 - val_loss: 0.0145 - lr: 7.8125e-05\n",
|
|
"Epoch 1808/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0141 - val_loss: 0.0145 - lr: 7.8125e-05\n",
|
|
"Epoch 1809/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0141 - val_loss: 0.0145 - lr: 7.8125e-05\n",
|
|
"Epoch 1810/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0141 - val_loss: 0.0145 - lr: 7.8125e-05\n",
|
|
"Epoch 1811/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0140 - val_loss: 0.0145 - lr: 7.8125e-05\n",
|
|
"Epoch 1812/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0141 - val_loss: 0.0145 - lr: 7.8125e-05\n",
|
|
"Epoch 1813/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0141 - val_loss: 0.0145 - lr: 7.8125e-05\n",
|
|
"Epoch 1814/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0142 - val_loss: 0.0145 - lr: 7.8125e-05\n",
|
|
"Epoch 1815/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0141 - val_loss: 0.0145 - lr: 7.8125e-05\n",
|
|
"Epoch 1816/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0141 - val_loss: 0.0145 - lr: 7.8125e-05\n",
|
|
"Epoch 1817/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0141 - val_loss: 0.0145 - lr: 7.8125e-05\n",
|
|
"Epoch 1818/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0142 - val_loss: 0.0144 - lr: 7.8125e-05\n",
|
|
"Epoch 1819/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0141 - val_loss: 0.0144 - lr: 7.8125e-05\n",
|
|
"Epoch 1820/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0141 - val_loss: 0.0144 - lr: 7.8125e-05\n",
|
|
"Epoch 1821/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0142 - val_loss: 0.0145 - lr: 7.8125e-05\n",
|
|
"Epoch 1822/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0141 - val_loss: 0.0145 - lr: 7.8125e-05\n",
|
|
"Epoch 1823/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0140 - val_loss: 0.0145 - lr: 7.8125e-05\n",
|
|
"Epoch 1824/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0142 - val_loss: 0.0145 - lr: 7.8125e-05\n",
|
|
"Epoch 1825/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0140 - val_loss: 0.0145 - lr: 7.8125e-05\n",
|
|
"Epoch 1826/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0141 - val_loss: 0.0145 - lr: 7.8125e-05\n",
|
|
"Epoch 1827/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0141 - val_loss: 0.0144 - lr: 7.8125e-05\n",
|
|
"Epoch 1828/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0140 - val_loss: 0.0145 - lr: 7.8125e-05\n",
|
|
"Epoch 1829/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0141 - val_loss: 0.0145 - lr: 7.8125e-05\n",
|
|
"Epoch 1830/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0141 - val_loss: 0.0145 - lr: 7.8125e-05\n",
|
|
"Epoch 1831/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0141 - val_loss: 0.0144 - lr: 7.8125e-05\n",
|
|
"Epoch 1832/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0140 - val_loss: 0.0144 - lr: 7.8125e-05\n",
|
|
"Epoch 1833/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0140 - val_loss: 0.0144 - lr: 7.8125e-05\n",
|
|
"Epoch 1834/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0142 - val_loss: 0.0144 - lr: 7.8125e-05\n",
|
|
"Epoch 1835/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0141 - val_loss: 0.0144 - lr: 7.8125e-05\n",
|
|
"Epoch 1836/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0140 - val_loss: 0.0144 - lr: 7.8125e-05\n",
|
|
"Epoch 1837/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0140 - val_loss: 0.0144 - lr: 7.8125e-05\n",
|
|
"Epoch 1838/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0140 - val_loss: 0.0144 - lr: 7.8125e-05\n",
|
|
"Epoch 1839/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0140 - val_loss: 0.0144 - lr: 7.8125e-05\n",
|
|
"Epoch 1840/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0140 - val_loss: 0.0144 - lr: 7.8125e-05\n",
|
|
"Epoch 1841/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0140 - val_loss: 0.0144 - lr: 7.8125e-05\n",
|
|
"Epoch 1842/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0141 - val_loss: 0.0144 - lr: 7.8125e-05\n",
|
|
"Epoch 1843/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0141 - val_loss: 0.0144 - lr: 7.8125e-05\n",
|
|
"Epoch 1844/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0140 - val_loss: 0.0144 - lr: 7.8125e-05\n",
|
|
"Epoch 1845/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0140 - val_loss: 0.0144 - lr: 7.8125e-05\n",
|
|
"Epoch 1846/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0141 - val_loss: 0.0144 - lr: 7.8125e-05\n",
|
|
"Epoch 1847/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0140 - val_loss: 0.0144 - lr: 7.8125e-05\n",
|
|
"Epoch 1848/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0141 - val_loss: 0.0144 - lr: 7.8125e-05\n",
|
|
"Epoch 1849/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0140 - val_loss: 0.0144 - lr: 7.8125e-05\n",
|
|
"Epoch 1850/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0140 - val_loss: 0.0144 - lr: 7.8125e-05\n",
|
|
"Epoch 1851/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0140 - val_loss: 0.0144 - lr: 7.8125e-05\n",
|
|
"Epoch 1852/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0140 - val_loss: 0.0144 - lr: 7.8125e-05\n",
|
|
"Epoch 1853/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0140 - val_loss: 0.0144 - lr: 7.8125e-05\n",
|
|
"Epoch 1854/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0140 - val_loss: 0.0144 - lr: 7.8125e-05\n",
|
|
"Epoch 1855/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0140 - val_loss: 0.0144 - lr: 7.8125e-05\n",
|
|
"Epoch 1856/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0140 - val_loss: 0.0144 - lr: 7.8125e-05\n",
|
|
"Epoch 1857/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0139 - val_loss: 0.0144 - lr: 7.8125e-05\n",
|
|
"Epoch 1858/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0140 - val_loss: 0.0144 - lr: 7.8125e-05\n",
|
|
"Epoch 1859/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0140 - val_loss: 0.0144 - lr: 7.8125e-05\n",
|
|
"Epoch 1860/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0140 - val_loss: 0.0144 - lr: 7.8125e-05\n",
|
|
"Epoch 1861/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0141 - val_loss: 0.0144 - lr: 7.8125e-05\n",
|
|
"Epoch 1862/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0139 - val_loss: 0.0144 - lr: 7.8125e-05\n",
|
|
"Epoch 1863/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0139 - val_loss: 0.0144 - lr: 7.8125e-05\n",
|
|
"Epoch 1864/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0140 - val_loss: 0.0144 - lr: 7.8125e-05\n",
|
|
"Epoch 1865/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0140 - val_loss: 0.0144 - lr: 7.8125e-05\n",
|
|
"Epoch 1866/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0139 - val_loss: 0.0144 - lr: 7.8125e-05\n",
|
|
"Epoch 1867/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0140 - val_loss: 0.0144 - lr: 7.8125e-05\n",
|
|
"Epoch 1868/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0139 - val_loss: 0.0144 - lr: 7.8125e-05\n",
|
|
"Epoch 1869/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0140 - val_loss: 0.0144 - lr: 7.8125e-05\n",
|
|
"Epoch 1870/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0140 - val_loss: 0.0143 - lr: 7.8125e-05\n",
|
|
"Epoch 1871/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0140 - val_loss: 0.0143 - lr: 7.8125e-05\n",
|
|
"Epoch 1872/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0139 - val_loss: 0.0143 - lr: 7.8125e-05\n",
|
|
"Epoch 1873/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0139 - val_loss: 0.0143 - lr: 7.8125e-05\n",
|
|
"Epoch 1874/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0141 - val_loss: 0.0143 - lr: 7.8125e-05\n",
|
|
"Epoch 1875/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0140 - val_loss: 0.0143 - lr: 7.8125e-05\n",
|
|
"Epoch 1876/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0139 - val_loss: 0.0144 - lr: 7.8125e-05\n",
|
|
"Epoch 1877/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0139 - val_loss: 0.0144 - lr: 7.8125e-05\n",
|
|
"Epoch 1878/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0140 - val_loss: 0.0144 - lr: 7.8125e-05\n",
|
|
"Epoch 1879/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0140 - val_loss: 0.0144 - lr: 7.8125e-05\n",
|
|
"Epoch 1880/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0139 - val_loss: 0.0143 - lr: 7.8125e-05\n",
|
|
"Epoch 1881/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0140 - val_loss: 0.0143 - lr: 7.8125e-05\n",
|
|
"Epoch 1882/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0140 - val_loss: 0.0143 - lr: 7.8125e-05\n",
|
|
"Epoch 1883/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0139 - val_loss: 0.0143 - lr: 7.8125e-05\n",
|
|
"Epoch 1884/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0139 - val_loss: 0.0143 - lr: 7.8125e-05\n",
|
|
"Epoch 1885/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0139 - val_loss: 0.0143 - lr: 7.8125e-05\n",
|
|
"Epoch 1886/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0139 - val_loss: 0.0143 - lr: 7.8125e-05\n",
|
|
"Epoch 1887/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0139 - val_loss: 0.0143 - lr: 7.8125e-05\n",
|
|
"Epoch 1888/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0139 - val_loss: 0.0143 - lr: 7.8125e-05\n",
|
|
"Epoch 1889/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0138 - val_loss: 0.0143 - lr: 7.8125e-05\n",
|
|
"Epoch 1890/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0139 - val_loss: 0.0143 - lr: 7.8125e-05\n",
|
|
"Epoch 1891/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0139 - val_loss: 0.0143 - lr: 7.8125e-05\n",
|
|
"Epoch 1892/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0140 - val_loss: 0.0143 - lr: 7.8125e-05\n",
|
|
"Epoch 1893/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0140 - val_loss: 0.0143 - lr: 7.8125e-05\n",
|
|
"Epoch 1894/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0140 - val_loss: 0.0143 - lr: 7.8125e-05\n",
|
|
"Epoch 1895/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0140 - val_loss: 0.0143 - lr: 7.8125e-05\n",
|
|
"Epoch 1896/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0139 - val_loss: 0.0143 - lr: 7.8125e-05\n",
|
|
"Epoch 1897/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0138 - val_loss: 0.0143 - lr: 7.8125e-05\n",
|
|
"Epoch 1898/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0139 - val_loss: 0.0143 - lr: 7.8125e-05\n",
|
|
"Epoch 1899/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0140 - val_loss: 0.0143 - lr: 7.8125e-05\n",
|
|
"Epoch 1900/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0140 - val_loss: 0.0143 - lr: 7.8125e-05\n",
|
|
"Epoch 1901/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0139 - val_loss: 0.0143 - lr: 7.8125e-05\n",
|
|
"Epoch 1902/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0140 - val_loss: 0.0143 - lr: 7.8125e-05\n",
|
|
"Epoch 1903/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0140 - val_loss: 0.0143 - lr: 7.8125e-05\n",
|
|
"Epoch 1904/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0139 - val_loss: 0.0143 - lr: 7.8125e-05\n",
|
|
"Epoch 1905/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0139 - val_loss: 0.0143 - lr: 7.8125e-05\n",
|
|
"Epoch 1906/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0139 - val_loss: 0.0143 - lr: 7.8125e-05\n",
|
|
"Epoch 1907/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0139 - val_loss: 0.0143 - lr: 7.8125e-05\n",
|
|
"Epoch 1908/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0140 - val_loss: 0.0143 - lr: 7.8125e-05\n",
|
|
"Epoch 1909/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0139 - val_loss: 0.0143 - lr: 7.8125e-05\n",
|
|
"Epoch 1910/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0138 - val_loss: 0.0143 - lr: 7.8125e-05\n",
|
|
"Epoch 1911/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0139 - val_loss: 0.0143 - lr: 7.8125e-05\n",
|
|
"Epoch 1912/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0139 - val_loss: 0.0143 - lr: 7.8125e-05\n",
|
|
"Epoch 1913/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0139 - val_loss: 0.0143 - lr: 7.8125e-05\n",
|
|
"Epoch 1914/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0140 - val_loss: 0.0143 - lr: 7.8125e-05\n",
|
|
"Epoch 1915/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0139 - val_loss: 0.0143 - lr: 7.8125e-05\n",
|
|
"Epoch 1916/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0140 - val_loss: 0.0143 - lr: 7.8125e-05\n",
|
|
"Epoch 1917/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0140 - val_loss: 0.0143 - lr: 7.8125e-05\n",
|
|
"Epoch 1918/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0138 - val_loss: 0.0143 - lr: 7.8125e-05\n",
|
|
"Epoch 1919/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0139 - val_loss: 0.0143 - lr: 7.8125e-05\n",
|
|
"Epoch 1920/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0140 - val_loss: 0.0143 - lr: 7.8125e-05\n",
|
|
"Epoch 1921/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0138 - val_loss: 0.0143 - lr: 7.8125e-05\n",
|
|
"Epoch 1922/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0139 - val_loss: 0.0143 - lr: 7.8125e-05\n",
|
|
"Epoch 1923/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0138 - val_loss: 0.0143 - lr: 7.8125e-05\n",
|
|
"Epoch 1924/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0140 - val_loss: 0.0142 - lr: 7.8125e-05\n",
|
|
"Epoch 1925/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0139 - val_loss: 0.0142 - lr: 7.8125e-05\n",
|
|
"Epoch 1926/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0140 - val_loss: 0.0143 - lr: 7.8125e-05\n",
|
|
"Epoch 1927/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0138 - val_loss: 0.0143 - lr: 7.8125e-05\n",
|
|
"Epoch 1928/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0139 - val_loss: 0.0143 - lr: 7.8125e-05\n",
|
|
"Epoch 1929/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0139 - val_loss: 0.0142 - lr: 7.8125e-05\n",
|
|
"Epoch 1930/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0139 - val_loss: 0.0142 - lr: 7.8125e-05\n",
|
|
"Epoch 1931/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0139 - val_loss: 0.0142 - lr: 7.8125e-05\n",
|
|
"Epoch 1932/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0139 - val_loss: 0.0142 - lr: 7.8125e-05\n",
|
|
"Epoch 1933/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0139 - val_loss: 0.0142 - lr: 7.8125e-05\n",
|
|
"Epoch 1934/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0140 - val_loss: 0.0142 - lr: 7.8125e-05\n",
|
|
"Epoch 1935/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0139 - val_loss: 0.0142 - lr: 7.8125e-05\n",
|
|
"Epoch 1936/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0139 - val_loss: 0.0142 - lr: 7.8125e-05\n",
|
|
"Epoch 1937/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0138 - val_loss: 0.0142 - lr: 7.8125e-05\n",
|
|
"Epoch 1938/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0138 - val_loss: 0.0142 - lr: 7.8125e-05\n",
|
|
"Epoch 1939/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0139 - val_loss: 0.0142 - lr: 7.8125e-05\n",
|
|
"Epoch 1940/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0139 - val_loss: 0.0142 - lr: 7.8125e-05\n",
|
|
"Epoch 1941/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0138 - val_loss: 0.0142 - lr: 7.8125e-05\n",
|
|
"Epoch 1942/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0138 - val_loss: 0.0142 - lr: 7.8125e-05\n",
|
|
"Epoch 1943/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0139 - val_loss: 0.0142 - lr: 7.8125e-05\n",
|
|
"Epoch 1944/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0138 - val_loss: 0.0142 - lr: 7.8125e-05\n",
|
|
"Epoch 1945/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0139 - val_loss: 0.0142 - lr: 7.8125e-05\n",
|
|
"Epoch 1946/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0138 - val_loss: 0.0142 - lr: 7.8125e-05\n",
|
|
"Epoch 1947/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0138 - val_loss: 0.0142 - lr: 7.8125e-05\n",
|
|
"Epoch 1948/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0138 - val_loss: 0.0142 - lr: 7.8125e-05\n",
|
|
"Epoch 1949/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0139 - val_loss: 0.0142 - lr: 7.8125e-05\n",
|
|
"Epoch 1950/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0139 - val_loss: 0.0142 - lr: 7.8125e-05\n",
|
|
"Epoch 1951/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0137 - val_loss: 0.0142 - lr: 7.8125e-05\n",
|
|
"Epoch 1952/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0139 - val_loss: 0.0142 - lr: 7.8125e-05\n",
|
|
"Epoch 1953/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0139 - val_loss: 0.0142 - lr: 7.8125e-05\n",
|
|
"Epoch 1954/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0138 - val_loss: 0.0142 - lr: 7.8125e-05\n",
|
|
"Epoch 1955/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0137 - val_loss: 0.0142 - lr: 7.8125e-05\n",
|
|
"Epoch 1956/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0139 - val_loss: 0.0142 - lr: 7.8125e-05\n",
|
|
"Epoch 1957/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0137 - val_loss: 0.0142 - lr: 7.8125e-05\n",
|
|
"Epoch 1958/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0138 - val_loss: 0.0142 - lr: 7.8125e-05\n",
|
|
"Epoch 1959/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0138 - val_loss: 0.0142 - lr: 7.8125e-05\n",
|
|
"Epoch 1960/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0138 - val_loss: 0.0142 - lr: 7.8125e-05\n",
|
|
"Epoch 1961/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0139 - val_loss: 0.0142 - lr: 7.8125e-05\n",
|
|
"Epoch 1962/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0138 - val_loss: 0.0142 - lr: 7.8125e-05\n",
|
|
"Epoch 1963/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0138 - val_loss: 0.0142 - lr: 7.8125e-05\n",
|
|
"Epoch 1964/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0139 - val_loss: 0.0141 - lr: 7.8125e-05\n",
|
|
"Epoch 1965/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0138 - val_loss: 0.0142 - lr: 7.8125e-05\n",
|
|
"Epoch 1966/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0138 - val_loss: 0.0142 - lr: 7.8125e-05\n",
|
|
"Epoch 1967/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0139 - val_loss: 0.0142 - lr: 7.8125e-05\n",
|
|
"Epoch 1968/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0138 - val_loss: 0.0142 - lr: 7.8125e-05\n",
|
|
"Epoch 1969/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0140 - val_loss: 0.0142 - lr: 7.8125e-05\n",
|
|
"Epoch 1970/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0137 - val_loss: 0.0142 - lr: 7.8125e-05\n",
|
|
"Epoch 1971/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0138 - val_loss: 0.0142 - lr: 7.8125e-05\n",
|
|
"Epoch 1972/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0139 - val_loss: 0.0142 - lr: 7.8125e-05\n",
|
|
"Epoch 1973/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0138 - val_loss: 0.0142 - lr: 7.8125e-05\n",
|
|
"Epoch 1974/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0138 - val_loss: 0.0142 - lr: 7.8125e-05\n",
|
|
"Epoch 1975/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0138 - val_loss: 0.0142 - lr: 7.8125e-05\n",
|
|
"Epoch 1976/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0138 - val_loss: 0.0142 - lr: 7.8125e-05\n",
|
|
"Epoch 1977/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0139 - val_loss: 0.0142 - lr: 7.8125e-05\n",
|
|
"Epoch 1978/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0138 - val_loss: 0.0141 - lr: 7.8125e-05\n",
|
|
"Epoch 1979/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0136 - val_loss: 0.0141 - lr: 7.8125e-05\n",
|
|
"Epoch 1980/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0139 - val_loss: 0.0141 - lr: 7.8125e-05\n",
|
|
"Epoch 1981/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0137 - val_loss: 0.0141 - lr: 7.8125e-05\n",
|
|
"Epoch 1982/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0137 - val_loss: 0.0142 - lr: 7.8125e-05\n",
|
|
"Epoch 1983/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0138 - val_loss: 0.0141 - lr: 7.8125e-05\n",
|
|
"Epoch 1984/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0137 - val_loss: 0.0141 - lr: 7.8125e-05\n",
|
|
"Epoch 1985/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0138 - val_loss: 0.0141 - lr: 7.8125e-05\n",
|
|
"Epoch 1986/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0137 - val_loss: 0.0141 - lr: 7.8125e-05\n",
|
|
"Epoch 1987/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0138 - val_loss: 0.0141 - lr: 7.8125e-05\n",
|
|
"Epoch 1988/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0138 - val_loss: 0.0141 - lr: 7.8125e-05\n",
|
|
"Epoch 1989/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0138 - val_loss: 0.0141 - lr: 7.8125e-05\n",
|
|
"Epoch 1990/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0138 - val_loss: 0.0141 - lr: 7.8125e-05\n",
|
|
"Epoch 1991/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0138 - val_loss: 0.0141 - lr: 7.8125e-05\n",
|
|
"Epoch 1992/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0137 - val_loss: 0.0141 - lr: 7.8125e-05\n",
|
|
"Epoch 1993/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0138 - val_loss: 0.0141 - lr: 7.8125e-05\n",
|
|
"Epoch 1994/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0138 - val_loss: 0.0141 - lr: 7.8125e-05\n",
|
|
"Epoch 1995/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0137 - val_loss: 0.0141 - lr: 7.8125e-05\n",
|
|
"Epoch 1996/2000\n",
|
|
"45/45 [==============================] - 0s 2ms/step - loss: 0.0138 - val_loss: 0.0141 - lr: 7.8125e-05\n",
|
|
"Epoch 1997/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0138 - val_loss: 0.0141 - lr: 7.8125e-05\n",
|
|
"Epoch 1998/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0137 - val_loss: 0.0141 - lr: 7.8125e-05\n",
|
|
"Epoch 1999/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0137 - val_loss: 0.0141 - lr: 7.8125e-05\n",
|
|
"Epoch 2000/2000\n",
|
|
"45/45 [==============================] - 0s 1ms/step - loss: 0.0137 - val_loss: 0.0141 - lr: 7.8125e-05\n"
|
|
]
|
|
}
|
|
],
|
|
"source": [
|
|
"epoch, batch_size = 2000, 128\n",
|
|
"history_shortcut_11 = shortcut11.fit(x_train, y_train, x_val, y_val, epoch=epoch, batch_size=batch_size, method=training_method)\n",
|
|
"history_shortcut_5 = shortcut5.fit(x_train, y_train, x_val, y_val, epoch=epoch, batch_size=batch_size, method=training_method)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 49,
|
|
"metadata": {
|
|
"pycharm": {
|
|
"name": "#%%\n"
|
|
}
|
|
},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": "<Figure size 432x288 with 1 Axes>",
|
|
"image/png": 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\n"
|
|
},
|
|
"metadata": {
|
|
"needs_background": "light"
|
|
},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"fig, ax = plt.subplots()\n",
|
|
"x = np.array(range(len(history_shortcut_11.history['loss']) - smoothing_windows + 1))\n",
|
|
"ax.plot(x, 100*moving_average(history_shortcut_11.history[\"val_loss\"], smoothing_windows), linewidth=3.0, label='SCCNN11', c='b')\n",
|
|
"ax.plot(x, 100*moving_average(history_shortcut_11.history[\"loss\"], smoothing_windows), linewidth=.5, c='b')\n",
|
|
"x = np.array(range(len(history_shortcut_5.history['loss']) - smoothing_windows + 1))\n",
|
|
"ax.plot(x, 100*moving_average(history_shortcut_5.history[\"val_loss\"], smoothing_windows), linewidth=3.0, label='SCCNN5', c='r')\n",
|
|
"ax.plot(x, 100*moving_average(history_shortcut_5.history[\"loss\"], smoothing_windows), linewidth=.5, c='r')\n",
|
|
"ax.set_xlabel(\"iter\")\n",
|
|
"ax.set_ylabel(\"error(%)\")\n",
|
|
"ax.set_xlim(0, 2000)\n",
|
|
"ax.set_ylim(0.5, 1.7)\n",
|
|
"ax.spines[\"top\"].set_visible(False)\n",
|
|
"ax.spines[\"right\"].set_visible(False)\n",
|
|
"ax.yaxis.set_major_locator(ticker.LinearLocator(numticks=6))\n",
|
|
"ax.grid(axis='y', linestyle='--')\n",
|
|
"ax.annotate(\"11-layer\", (500, 0.24), c='b')\n",
|
|
"ax.annotate(\"5-layer\", (500, 0.255), c='r')\n",
|
|
"plt.legend(loc=3)\n",
|
|
"plt.show()"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 37,
|
|
"metadata": {
|
|
"pycharm": {
|
|
"name": "#%%\n"
|
|
}
|
|
},
|
|
"outputs": [],
|
|
"source": [
|
|
"# plt.savefig(fname=\"fig2.png\", dpi=300)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 38,
|
|
"metadata": {
|
|
"pycharm": {
|
|
"name": "#%%\n"
|
|
}
|
|
},
|
|
"outputs": [],
|
|
"source": [
|
|
"import os\n",
|
|
"time_spent = (time.time() - time1) /60"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 39,
|
|
"metadata": {
|
|
"pycharm": {
|
|
"name": "#%%\n"
|
|
}
|
|
},
|
|
"outputs": [
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"18.78054288228353 min\n"
|
|
]
|
|
}
|
|
],
|
|
"source": [
|
|
"print(time_spent, \"min\")"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 39,
|
|
"outputs": [],
|
|
"source": [],
|
|
"metadata": {
|
|
"collapsed": false,
|
|
"pycharm": {
|
|
"name": "#%%\n"
|
|
}
|
|
}
|
|
}
|
|
],
|
|
"metadata": {
|
|
"interpreter": {
|
|
"hash": "7f619fc91ee8bdab81d49e7c14228037474662e3f2d607687ae505108922fa06"
|
|
},
|
|
"kernelspec": {
|
|
"display_name": "Python 3.9.7 64-bit ('base': conda)",
|
|
"language": "python",
|
|
"name": "python3"
|
|
},
|
|
"language_info": {
|
|
"codemirror_mode": {
|
|
"name": "ipython",
|
|
"version": 3
|
|
},
|
|
"file_extension": ".py",
|
|
"mimetype": "text/x-python",
|
|
"name": "python",
|
|
"nbconvert_exporter": "python",
|
|
"pygments_lexer": "ipython3",
|
|
"version": "3.9.7"
|
|
}
|
|
},
|
|
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} |